2940 lines
863 KiB
Plaintext
2940 lines
863 KiB
Plaintext
/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-10 01:16:22] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:771] 2026-07-10 01:16:23,339 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-10 01:16:23,341 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": null,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"transformers_version": "5.6.0",
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"use_cache": true,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:771] 2026-07-10 01:16:27,873 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-10 01:16:27,874 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": null,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": true,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:771] 2026-07-10 01:16:28,361 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-10 01:16:28,362 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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||
"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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||
"full_attention",
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||
"full_attention"
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],
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"max_position_embeddings": 40960,
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||
"max_window_layers": 28,
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||
"model_type": "qwen3",
|
||
"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": null,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
|
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": true,
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"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
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[INFO|2026-07-10 01:16:30] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/scratch_clean_cot_guard_ep5.jsonl...
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Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.
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Generating train split: 0 examples [00:00, ? examples/s]
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Generating train split: 11551 examples [00:00, 113135.35 examples/s]
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Generating train split: 27039 examples [00:00, 130877.44 examples/s]
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Generating train split: 43970 examples [00:00, 142599.03 examples/s]
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Generating train split: 60765 examples [00:00, 145752.66 examples/s]
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training example:
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input_ids:
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||
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508, 45943, 12, 103946, 60, 220, 176247, 158203, 164377, 174689, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 159320, 164413, 172561, 198, 100780, 88802, 5122, 56568, 110124, 107601, 99398, 119328, 9370, 20002, 101070, 20074, 102541, 101057, 33108, 20074, 68805, 32108, 101057, 37945, 104210, 70589, 20002, 108221, 100022, 3837, 102074, 105146, 100220, 107439, 102094, 101070, 100520, 41299, 100145, 57218, 108314, 102802, 9370, 108221, 101070, 104913, 63314, 8997, 108221, 101070, 31905, 9909, 101358, 68805, 109756, 111641, 7552, 5122, 74866, 112, 75650, 12, 100020, 5373, 101981, 12, 104181, 75437, 100541, 5373, 45943, 12, 72651, 5373, 45943, 12, 103946, 5373, 78973, 12, 78973, 5373, 87140, 12, 102679, 5373, 87140, 12, 45861, 75650, 5373, 101927, 12, 72651, 5373, 101927, 12, 102217, 101548, 198, 100185, 107439, 104913, 320, 100520, 41299, 33071, 108023, 8, 28311, 101892, 20450, 107684, 118797, 220, 20, 71928, 98, 23031, 102595, 101070, 63314, 3837, 101882, 105463, 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109286, 108221, 362, 77407, 101, 93488, 49828, 33126, 100398, 100700, 3837, 77288, 16530, 104708, 105444, 104196, 103946, 5373, 72651, 5373, 78973, 49567, 101070, 3837, 101153, 101894, 105444, 92374, 8997, 14880, 101092, 87752, 100220, 107439, 101070, 104913, 63314, 28311, 100220, 5122, 45181, 100461, 32108, 102447, 100565, 26939, 104536, 105149, 82700, 102533, 110061, 118609, 271, 66017, 68805, 5122, 14880, 23031, 4718, 69162, 46423, 100414, 31526, 3837, 100166, 104506, 28311, 515, 220, 330, 24225, 30583, 788, 341, 262, 330, 606, 788, 330, 45181, 100461, 32108, 102447, 100565, 26939, 104536, 105149, 82700, 102533, 110061, 118609, 756, 262, 330, 12389, 788, 2278, 414, 341, 286, 330, 1028, 788, 330, 28189, 18506, 40175, 756, 286, 330, 1311, 788, 10545, 108221, 101070, 31905, 60, 220, 108221, 43815, 1, 9909, 100470, 103124, 59641, 15946, 108221, 38989, 29732, 3837, 110263, 65770, 99475, 7552, 345, 286, 330, 24225, 788, 330, 104913, 66394, 698, 414, 456, 262, 5133, 220, 456, 4472, 26865, 151645, 198, 151644, 77091, 198, 151667, 198, 99692, 3837, 35946, 36407, 101042, 100158, 105846, 88802, 1773, 88802, 101882, 35946, 104210, 107494, 108221, 100022, 3837, 102541, 20221, 101946, 45181, 100461, 32108, 102447, 100565, 26939, 104536, 105149, 82700, 102533, 110061, 118609, 101070, 63314, 1773, 35946, 85106, 23031, 99363, 17340, 24641, 9370, 107372, 3837, 100700, 109268, 97611, 113272, 100178, 90395, 103941, 102050, 20221, 101137, 101882, 104796, 109658, 3407, 35946, 101140, 31935, 99778, 34187, 107494, 85248, 101070, 20450, 43268, 3837, 99879, 20002, 104796, 73670, 108172, 102239, 100204, 100385, 1773, 18493, 17, 15, 17, 20, 7948, 3837, 20002, 104796, 99558, 110678, 100020, 104010, 101981, 17447, 3837, 114369, 118529, 103491, 5373, 104365, 5373, 116260, 108211, 100650, 3837, 112227, 32664, 99424, 102013, 109553, 101201, 108762, 1773, 103968, 3837, 45181, 17, 15, 17, 20, 7948, 16, 17, 9754, 23, 8903, 55286, 3837, 20002, 104796, 100144, 104423, 104656, 104896, 3407, 35946, 106394, 96050, 16, 17, 9754, 23, 8903, 3837, 20002, 104181, 72651, 99593, 46448, 101888, 31139, 32022, 100358, 102447, 102659, 9370, 101927, 220, 176251, 153395, 161601, 168862, 1773, 43288, 46448, 101927, 43815, 99792, 99845, 100461, 3837, 104312, 104793, 102447, 104703, 101290, 33108, 100661, 3837, 35946, 104317, 43288, 104560, 20002, 32664, 102447, 100394, 105185, 100565, 9370, 105756, 1773, 102252, 103922, 3837, 107494, 101927, 72651, 101070, 55286, 101251, 101096, 1773, 111514, 16, 17, 9754, 3837, 35946, 104144, 26939, 20002, 105807, 72651, 34187, 100722, 31139, 32022, 100358, 105470, 102447, 101927, 3837, 100001, 101927, 105006, 104046, 34187, 106875, 5373, 108984, 33108, 99716, 101052, 49567, 101290, 1773, 77557, 3837, 20002, 104183, 72651, 34187, 67071, 101968, 18493, 101064, 57191, 107546, 109130, 105250, 102447, 9370, 101927, 220, 176251, 157809, 161581, 175662, 5373, 176251, 159086, 166095, 172656, 3837, 43288, 102406, 20002, 87267, 32664, 57218, 101960, 99424, 102122, 105470, 102090, 100367, 43815, 104885, 30540, 17254, 98650, 1773, 99487, 100385, 3837, 107494, 100565, 97706, 112151, 2073, 102447, 854, 99487, 26288, 101290, 17447, 3837, 101199, 27369, 111783, 33108, 100641, 99896, 102875, 9370, 100385, 3407, 101040, 17, 15, 17, 21, 7948, 16, 9754, 3837, 107494, 102447, 100565, 55286, 100347, 103340, 9370, 110329, 1773, 18493, 16, 9754, 22, 8903, 3837, 111003, 20002, 72651, 99593, 46448, 100692, 104496, 100398, 82700, 100187, 9370, 101927, 220, 176251, 154528, 166671, 173740, 1773, 43288, 46448, 101927, 99902, 106661, 31139, 32022, 100358, 9370, 112840, 3837, 97706, 100654, 27442, 100195, 2073, 40542, 59532, 99388, 854, 100187, 90395, 115401, 2073, 22, 35727, 105362, 854, 91956, 7948, 32108, 108984, 94237, 17, 13, 20, 4, 854, 49567, 100398, 104310, 32665, 1773, 106090, 105464, 99936, 9370, 114695, 27442, 3837, 108653, 107494, 102875, 45181, 99845, 100461, 9370, 102447, 101290, 3837, 55286, 104536, 26939, 100629, 105149, 102533, 33108, 100692, 102105, 104394, 104310, 17447, 1773, 43288, 66394, 20002, 99461, 16530, 101929, 34204, 101600, 54658, 9370, 102447, 100375, 3837, 55286, 101966, 99794, 33108, 99792, 100398, 104310, 104449, 34187, 3407, 104221, 3837, 20002, 104796, 100642, 99540, 33477, 109636, 117132, 1773, 18493, 16, 115014, 3837, 20002, 103993, 105807, 9370, 102297, 101070, 3837, 103946, 34187, 100722, 101083, 5373, 99525, 52510, 5373, 106863, 5373, 34230, 99853, 33108, 102192, 104784, 3837, 77557, 103946, 34187, 106345, 99748, 102307, 220, 176247, 154506, 163430, 175481, 58143, 99336, 34230, 44934, 63314, 220, 176247, 156805, 164868, 172891, 3837, 114956, 112657, 100030, 106712, 32664, 99424, 102013, 9370, 104045, 1773, 100137, 100030, 101070, 87267, 74763, 116918, 104313, 34187, 20002, 32664, 111760, 100635, 39352, 9370, 104107, 3407, 99495, 17, 9754, 20, 8903, 3837, 107494, 100565, 118609, 100178, 112335, 104542, 1773, 18493, 112480, 3837, 20002, 103989, 72651, 99593, 46448, 101888, 2073, 40542, 59532, 99388, 97907, 101927, 220, 176251, 154528, 166671, 174539, 1773, 57218, 108355, 101927, 99604, 3837, 43288, 46448, 101927, 104597, 101896, 102122, 32108, 3837, 101041, 104548, 2073, 100774, 107546, 101191, 33590, 104046, 34187, 2073, 99285, 106728, 854, 91956, 99285, 101052, 854, 33108, 2073, 100635, 105128, 104026, 854, 49567, 105539, 1773, 35946, 83751, 63789, 3837, 20002, 18493, 101038, 43288, 46448, 101927, 13343, 3837, 107093, 106645, 107450, 102122, 30540, 17254, 98650, 3837, 44063, 101960, 99559, 57218, 101927, 31838, 109655, 9370, 20002, 116542, 103993, 106188, 1773, 43288, 102406, 107494, 102875, 99461, 45181, 103148, 99794, 82700, 32665, 3837, 102145, 99495, 102086, 75882, 82700, 64471, 101137, 101960, 102090, 104215, 33108, 99424, 100354, 9370, 100385, 3837, 105236, 45181, 82700, 104958, 104049, 30540, 17254, 110061, 115309, 1773, 40916, 8903, 3837, 20002, 97706, 72651, 34187, 100722, 45943, 3837, 100630, 113247, 220, 5373, 105530, 220, 176247, 153239, 165085, 173117, 58143, 100404, 82700, 220, 176247, 152977, 166569, 175844, 3837, 43288, 100642, 66394, 20002, 114218, 46944, 99799, 104196, 102090, 100367, 33108, 100030, 102041, 100385, 3837, 68536, 32664, 2073, 40542, 59532, 99388, 854, 105230, 104703, 100020, 3837, 101206, 41146, 102447, 100367, 15946, 46944, 108247, 99297, 27442, 3407, 99799, 70589, 101042, 3837, 106090, 107494, 102447, 100565, 116973, 76837, 99491, 104542, 3837, 102492, 104059, 45181, 107285, 106585, 100461, 32108, 101290, 3837, 26939, 101966, 100020, 100398, 82700, 3837, 107947, 100374, 101960, 102122, 71817, 102041, 102086, 9370, 100873, 102875, 100178, 3407, 101886, 3837, 35946, 107439, 104796, 104913, 63314, 104506, 28311, 101140, 3837, 20002, 18493, 17, 15, 17, 20, 7948, 16, 17, 9754, 23, 8903, 72651, 34187, 101888, 31139, 32022, 100358, 102447, 102659, 9370, 101927, 220, 176251, 153395, 161601, 168862, 3837, 43288, 99661, 34187, 20002, 32664, 102447, 101290, 9370, 105185, 102108, 1773, 104221, 96050, 17, 15, 17, 21, 7948, 16, 9754, 22, 8903, 3837, 20002, 72651, 34187, 100692, 100157, 2073, 40542, 59532, 99388, 854, 100187, 62926, 102298, 100398, 105362, 33108, 108984, 9370, 101927, 220, 176251, 154528, 166671, 173740, 3837, 43288, 108653, 41146, 100565, 55286, 69041, 100398, 82700, 102533, 104536, 1773, 100161, 96050, 17, 15, 17, 21, 7948, 17, 9754, 20, 8903, 3837, 20002, 72651, 34187, 104548, 100774, 107546, 101191, 5373, 104046, 99285, 106728, 33108, 100635, 105128, 9370, 2073, 40542, 59532, 99388, 854, 101927, 220, 176251, 154528, 166671, 174539, 3837, 105236, 45181, 82700, 104958, 57218, 101960, 102122, 100374, 110061, 102145, 1773, 151668, 198, 4913, 24225, 30583, 788, 5212, 606, 788, 330, 45181, 100461, 32108, 102447, 100565, 26939, 104536, 105149, 82700, 102533, 110061, 118609, 497, 330, 12389, 788, 61753, 1028, 788, 330, 17, 15, 17, 20, 12, 16, 17, 12, 15, 23, 497, 330, 1311, 788, 10545, 101927, 12, 72651, 60, 220, 176251, 153395, 161601, 168862, 497, 330, 24225, 788, 330, 113188, 111916, 5122, 107285, 106585, 100461, 105302, 100358, 102447, 101290, 101927, 3837, 100641, 105185, 102875, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 16, 12, 15, 22, 497, 330, 1311, 788, 10545, 101927, 12, 72651, 60, 220, 176251, 154528, 166671, 173740, 497, 330, 24225, 788, 330, 102875, 104536, 5122, 45181, 99845, 100461, 9370, 102447, 101290, 106438, 100020, 100398, 82700, 102533, 9909, 2073, 40542, 59532, 99388, 854, 48272, 62926, 104914, 34187, 100676, 102041, 115857, 9909, 22, 35727, 105362, 5373, 17, 13, 20, 4, 7948, 32108, 108984, 48272, 107614, 102875, 111134, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 17, 12, 15, 20, 497, 330, 1311, 788, 10545, 101927, 12, 72651, 60, 220, 176251, 154528, 166671, 174539, 497, 330, 24225, 788, 330, 102041, 103980, 57218, 102122, 30540, 17254, 5122, 100642, 100020, 2073, 40542, 59532, 99388, 854, 82700, 3837, 100136, 27369, 106643, 45181, 82700, 32665, 102145, 26939, 100160, 102248, 9909, 100774, 107546, 101191, 7552, 33108, 116541, 9909, 99285, 106728, 5373, 100635, 105128, 48272, 105236, 45181, 82700, 104958, 104049, 30540, 17254, 110061, 115309, 1773, 9207, 60, 3417, 151645, 198, 151643, 151643, 151643, 151643, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-09-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_3340><s_c_3387>
|
||
【2024-09-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2757><s_b_2976><s_c_4377>
|
||
【2024-10-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5699><s_c_1786>
|
||
【2024-11-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_7369><s_c_3842>
|
||
【2025-01-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1959><s_c_6328>
|
||
【2025-01-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_724><s_c_3240>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7016><s_c_4696>
|
||
【2025-01-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_2293><s_c_5044>
|
||
【2025-01-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_3679><s_c_5237>
|
||
【2025-01-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_4953><s_c_2273>
|
||
【2025-02-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_1870><s_c_3026>
|
||
【2025-02-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_665><s_c_7951>
|
||
【2025-03-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_5200><s_c_6278>
|
||
【2025-03-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3795><s_c_2513>
|
||
【2025-03-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7344><s_c_4647>
|
||
【2025-03-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_7529>
|
||
【2025-03-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_3524>
|
||
【2025-03-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4147><s_b_697><s_c_2998>
|
||
【2025-03-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_8049><s_c_1834>
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_2293><s_c_7264>
|
||
【2025-03-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2312><s_c_574>
|
||
【2025-03-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_96><s_c_7548>
|
||
【2025-03-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7877><s_c_3501>
|
||
【2025-03-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6234><s_c_3973>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_1638><s_c_6557>
|
||
【2025-03-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5907><s_b_1399><s_c_3026>
|
||
【2025-04-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1680><s_b_843><s_c_4224>
|
||
【2025-04-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5934><s_c_7147>
|
||
【2025-04-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_6234><s_c_2171>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1435><s_c_4887>
|
||
【2025-04-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_4950><s_c_6278>
|
||
【2025-04-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_5892><s_c_3504>
|
||
【2025-05-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2616><s_b_4723><s_c_7951>
|
||
【2025-05-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6973><s_c_6988>
|
||
【2025-05-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_3065><s_c_3644>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8036><s_b_1624><s_c_2579>
|
||
【2025-05-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
|
||
【2025-05-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4135>
|
||
【2025-05-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5667><s_b_3915><s_c_5563>
|
||
【2025-06-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_870>
|
||
【2025-06-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_7754>
|
||
【2025-06-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4062><s_c_7366>
|
||
【2025-06-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7043><s_c_6278>
|
||
【2025-06-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_7395>
|
||
【2025-06-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_191><s_b_2361><s_c_5191>
|
||
【2025-06-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7388><s_c_1015>
|
||
【2025-06-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_635><s_b_7878><s_c_1616>
|
||
【2025-06-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_5487><s_c_2237>
|
||
【2025-07-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5087><s_c_2055>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_1287><s_c_8053>
|
||
【2025-07-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6972><s_c_1162>
|
||
【2025-07-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3614><s_c_4468>
|
||
【2025-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4150><s_c_1041>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1519><s_c_249>
|
||
【2025-08-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2276><s_b_1566><s_c_4315>
|
||
【2025-08-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_1423>
|
||
【2025-08-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_194><s_b_7342><s_c_958>
|
||
【2025-08-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_647><s_b_1226><s_c_5193>
|
||
【2025-08-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_1715><s_c_3080>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1801><s_c_6268>
|
||
【2025-09-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6141><s_b_5426><s_c_7957>
|
||
【2025-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6489><s_c_8075>
|
||
【2025-09-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1519><s_c_7215>
|
||
【2025-09-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_6489><s_c_8017>
|
||
【2025-09-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5315><s_b_3440><s_c_7264>
|
||
【2025-10-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3795><s_c_5563>
|
||
【2025-10-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_8049><s_c_6278>
|
||
【2025-10-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_7241>
|
||
【2025-10-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_3022>
|
||
【2025-10-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5209>
|
||
【2025-10-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>
|
||
【2025-11-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7795><s_c_162>
|
||
【2025-11-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_3166><s_c_4393>
|
||
【2025-11-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_6213><s_c_7863>
|
||
【2025-11-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1575><s_c_3950>
|
||
【2025-11-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4014>
|
||
【2025-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5478><s_b_5619><s_c_1138>
|
||
【2025-11-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_341><s_c_4423>
|
||
【2025-12-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_697><s_c_1399>
|
||
【2025-12-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_1959><s_c_8075>
|
||
【2025-12-14】
|
||
02:35 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_3727><s_c_640>
|
||
08:19 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6520><s_c_5502>
|
||
08:21 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_3246><s_c_7124>
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6520><s_c_5502>
|
||
08:29 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6520><s_c_5502>
|
||
08:38 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
|
||
08:51 [广告-深度转化] <|ad_begin|><s_a_6292><s_b_7655><s_c_6173>
|
||
09:00 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
|
||
09:15 [广告-深度转化] <|ad_begin|><s_a_6755><s_b_2789><s_c_1284>
|
||
23:48 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
|
||
23:52 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6520><s_c_5502>
|
||
【2025-12-15】
|
||
01:24 [广告-深度转化] <|ad_begin|><s_a_6843><s_b_4340><s_c_2321>
|
||
【2025-12-16】
|
||
12:32 [广告-深度转化] <|ad_begin|><s_a_2393><s_b_7963><s_c_2253>
|
||
23:23 [广告-深度转化] <|ad_begin|><s_a_3123><s_b_6519><s_c_3955>
|
||
【2025-12-17】
|
||
12:34 [广告-深度转化] <|ad_begin|><s_a_2675><s_b_2381><s_c_6523>
|
||
【2025-12-18】
|
||
06:11 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6592><s_c_2480>
|
||
06:18 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4477><s_c_2507>
|
||
【2025-12-19】
|
||
09:02 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5093><s_c_216>
|
||
22:55 [广告-深度转化] <|ad_begin|><s_a_7647><s_b_2826><s_c_1284>
|
||
【2025-12-20】
|
||
09:30 [广告-深度转化] <|ad_begin|><s_a_4025><s_b_7894><s_c_5185>
|
||
【2025-12-21】
|
||
00:07 [广告-深度转化] <|ad_begin|><s_a_3725><s_b_4541><s_c_4892>
|
||
02:42 [广告-深度转化] <|ad_begin|><s_a_7796><s_b_1288><s_c_3562>
|
||
12:51 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6436><s_c_7410>
|
||
【2025-12-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_384><s_b_6095><s_c_7951>
|
||
07:47 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_2341>
|
||
15:34 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1596><s_c_6067>
|
||
【2025-12-24】
|
||
07:05 [广告-深度转化] <|ad_begin|><s_a_786><s_b_2915><s_c_85>
|
||
07:20 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7603><s_c_179>
|
||
【2025-12-25】
|
||
02:27 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_5268><s_c_2530>
|
||
02:28 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_713><s_c_7076>
|
||
03:20 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_7333><s_c_3062>
|
||
07:09 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4711><s_c_677>
|
||
【2025-12-26】
|
||
03:12 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3853><s_c_1914>
|
||
10:06 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_414><s_c_7160>
|
||
【2025-12-27】
|
||
00:40 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_2148><s_c_7792>
|
||
00:41 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5419><s_c_853>
|
||
05:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5268><s_c_1767>
|
||
10:19 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_7608><s_c_3454>
|
||
【2025-12-28】
|
||
00:49 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5268><s_c_6059>
|
||
04:09 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_5511><s_c_619>
|
||
23:07 [广告-深度转化] <|ad_begin|><s_a_4281><s_b_6797><s_c_3984>
|
||
【2025-12-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_7605>
|
||
02:53 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4746><s_c_5845>
|
||
03:28 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7063><s_c_6036>
|
||
【2025-12-30】
|
||
07:56 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5268><s_c_1616>
|
||
【2026-01-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_4295><s_c_8053>
|
||
【2026-01-02】
|
||
03:36 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4851><s_c_6410>
|
||
【2026-01-04】
|
||
02:57 [广告-深度转化] <|ad_begin|><s_a_4745><s_b_6811><s_c_7244>
|
||
03:07 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1119><s_c_3464>
|
||
12:25 [广告-深度转化] <|ad_begin|><s_a_3622><s_b_1288><s_c_1225>
|
||
【2026-01-05】
|
||
02:12 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7342><s_c_5413>
|
||
【2026-01-09】
|
||
04:37 [广告-深度转化] <|ad_begin|><s_a_6755><s_b_1288><s_c_6390>
|
||
04:40 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4087><s_c_954>
|
||
【2026-01-10】
|
||
04:27 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5641><s_c_3108>
|
||
【2026-01-11】
|
||
08:00 [广告-深度转化] <|ad_begin|><s_a_7300><s_b_7894><s_c_1232>
|
||
【2026-01-13】
|
||
07:33 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_908><s_c_1272>
|
||
【2026-01-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_1712><s_c_619>
|
||
08:40 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_3009><s_c_5737>
|
||
【2026-01-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6634><s_c_3650>
|
||
【2026-01-16】
|
||
02:27 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_2069><s_c_471>
|
||
【2026-01-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7147><s_b_2787><s_c_1241>
|
||
【2026-01-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_4197><s_c_5926>
|
||
【2026-01-23】
|
||
22:26 [视频-长播] <|video_begin|><s_a_4797><s_b_3340><s_c_6616>
|
||
22:26 [视频-长播] <|video_begin|><s_a_6704><s_b_7589><s_c_3477>
|
||
22:35 [视频-长播] <|video_begin|><s_a_4795><s_b_7549><s_c_875>
|
||
23:16 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_800><s_c_1881>
|
||
【2026-01-24】
|
||
02:02 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1471><s_c_378>
|
||
07:07 [视频-长播] <|video_begin|><s_a_5659><s_b_1025><s_c_7466>
|
||
10:25 [视频-长播] <|video_begin|><s_a_7308><s_b_558><s_c_4212>
|
||
10:35 [视频-长播] <|video_begin|><s_a_3600><s_b_2942><s_c_7935>
|
||
10:41 [视频-长播] <|video_begin|><s_a_4808><s_b_5419><s_c_7466>
|
||
【2026-01-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_1692><s_c_5044>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6489><s_c_526>
|
||
04:50 [视频-长播] <|video_begin|><s_a_4808><s_b_3624><s_c_4603>
|
||
07:17 [视频-长播] <|video_begin|><s_a_2051><s_b_3378><s_c_5563>
|
||
10:37 [视频-长播] <|video_begin|><s_a_575><s_b_6924><s_c_6222>
|
||
10:37 [视频-长播] <|video_begin|><s_a_2393><s_b_4252><s_c_7073>
|
||
13:31 [视频-长播] <|video_begin|><s_a_3309><s_b_5237><s_c_2268>
|
||
13:31 [视频-长播] <|video_begin|><s_a_4946><s_b_1382><s_c_3034>
|
||
13:36 [视频-长播] <|video_begin|><s_a_2153><s_b_4062><s_c_5563>
|
||
21:43 [视频-长播] <|video_begin|><s_a_2627><s_b_6435><s_c_1662>
|
||
【2026-01-26】
|
||
00:31 [视频-长播] <|video_begin|><s_a_148><s_b_4746><s_c_8136>
|
||
04:50 [视频-收藏/长播] <|video_begin|><s_a_876><s_b_4477><s_c_5839>
|
||
07:34 [视频-长播] <|video_begin|><s_a_4808><s_b_1642><s_c_2647>
|
||
【2026-01-27】
|
||
21:35 [视频-长播] <|video_begin|><s_a_2364><s_b_4878><s_c_2357>
|
||
23:08 [视频-长播] <|video_begin|><s_a_3801><s_b_4475><s_c_1363>
|
||
【2026-01-28】
|
||
00:43 [视频-长播] <|video_begin|><s_a_2012><s_b_1687><s_c_4742>
|
||
14:02 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_4932><s_c_6782>
|
||
22:34 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_3951><s_c_2833>
|
||
【2026-01-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_210><s_b_6048><s_c_1414>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_210><s_b_746><s_c_2629>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7072><s_b_7369><s_c_1832>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_6642><s_c_1272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4621><s_b_3569><s_c_5059>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7333><s_b_4782><s_c_2590>
|
||
12:54 [视频-长播] <|video_begin|><s_a_4808><s_b_5419><s_c_4209>
|
||
16:51 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_6561>
|
||
16:51 [视频-长播] <|video_begin|><s_a_2364><s_b_4201><s_c_2661>
|
||
【2026-01-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7333><s_b_4782><s_c_2590>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_724><s_c_7978>
|
||
03:48 [视频-长播] <|video_begin|><s_a_3510><s_b_6848><s_c_907>
|
||
06:25 [视频-长播] <|video_begin|><s_a_6140><s_b_575><s_c_7096>
|
||
12:28 [视频-长播] <|video_begin|><s_a_1299><s_b_5419><s_c_4384>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5253><s_b_1799><s_c_4681>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_3930><s_c_7924>
|
||
【2026-02-01】
|
||
00:33 [视频-长播] <|video_begin|><s_a_4667><s_b_727><s_c_3347>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_1330><s_c_2527>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_367><s_b_8089><s_c_3114>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1395><s_c_5022>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5022><s_c_8113>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_367><s_b_8089><s_c_3114>
|
||
07:01 [视频-长播] <|video_begin|><s_a_1256><s_b_7492><s_c_5563>
|
||
12:49 [视频-长播] <|video_begin|><s_a_2051><s_b_5093><s_c_1148>
|
||
13:56 [视频-长播] <|video_begin|><s_a_4149><s_b_5726><s_c_1026>
|
||
21:14 [视频-长播] <|video_begin|><s_a_3300><s_b_5597><s_c_1402>
|
||
【2026-02-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7135><s_b_3335><s_c_2028>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7121><s_b_2547><s_c_4306>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_4097><s_c_3571>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_6209><s_c_3571>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7072><s_b_7369><s_c_1832>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_724><s_c_7978>
|
||
02:48 [视频-长播] <|video_begin|><s_a_2111><s_b_6848><s_c_607>
|
||
03:13 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_5087>
|
||
09:34 [视频-长播] <|video_begin|><s_a_4808><s_b_6234><s_c_7466>
|
||
10:16 [视频-长播] <|video_begin|><s_a_4808><s_b_326><s_c_359>
|
||
12:43 [视频-长播] <|video_begin|><s_a_4808><s_b_4033><s_c_7466>
|
||
【2026-02-03】
|
||
00:33 [视频-长播] <|video_begin|><s_a_4808><s_b_3447><s_c_7718>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2575><s_b_3569><s_c_6718>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_4092><s_c_6920>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4092><s_c_1159>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_4092><s_c_6920>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_724><s_c_7978>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_4092><s_c_6920>
|
||
05:20 [视频-长播] <|video_begin|><s_a_1336><s_b_2792><s_c_2264>
|
||
05:20 [视频-长播] <|video_begin|><s_a_4808><s_b_4917><s_c_6962>
|
||
05:27 [视频-长播] <|video_begin|><s_a_4808><s_b_6907><s_c_4840>
|
||
07:20 [视频-长播] <|video_begin|><s_a_5910><s_b_5061><s_c_7387>
|
||
09:44 [广告-点击] <|ad_begin|><s_a_5970><s_b_1717><s_c_5550>
|
||
10:05 [广告-点击] <|ad_begin|><s_a_5731><s_b_7410><s_c_8165>
|
||
10:08 [广告-点击] <|ad_begin|><s_a_7228><s_b_3480><s_c_6313>
|
||
10:16 [广告-点击] <|ad_begin|><s_a_3641><s_b_4733><s_c_1246>
|
||
10:26 [广告-点击] <|ad_begin|><s_a_5229><s_b_5061><s_c_7501>
|
||
12:44 [视频-长播] <|video_begin|><s_a_1106><s_b_7549><s_c_2568>
|
||
12:58 [广告-点击] <|ad_begin|><s_a_3149><s_b_4009><s_c_288>
|
||
13:15 [广告-点击] <|ad_begin|><s_a_2469><s_b_7827><s_c_5713>
|
||
13:22 [广告-点击] <|ad_begin|><s_a_3149><s_b_7232><s_c_2163>
|
||
13:23 [广告-点击] <|ad_begin|><s_a_3149><s_b_36><s_c_803>
|
||
22:16 [视频-长播] <|video_begin|><s_a_1336><s_b_4746><s_c_2484>
|
||
22:20 [广告-点击] <|ad_begin|><s_a_3283><s_b_1526><s_c_6162>
|
||
22:22 [广告-点击] <|ad_begin|><s_a_1351><s_b_2799><s_c_4067>
|
||
22:24 [广告-点击] <|ad_begin|><s_a_5992><s_b_1431><s_c_6162>
|
||
22:26 [广告-点击] <|ad_begin|><s_a_5139><s_b_5680><s_c_2237>
|
||
22:27 [广告-点击] <|ad_begin|><s_a_5229><s_b_5102><s_c_6890>
|
||
22:29 [广告-点击] <|ad_begin|><s_a_493><s_b_7001><s_c_3984>
|
||
22:31 [广告-点击] <|ad_begin|><s_a_7107><s_b_5218><s_c_2470>
|
||
22:31 [广告-点击] <|ad_begin|><s_a_1709><s_b_5051><s_c_3070>
|
||
22:34 [广告-点击] <|ad_begin|><s_a_1351><s_b_5349><s_c_3955>
|
||
22:38 [广告-点击] <|ad_begin|><s_a_4354><s_b_4460><s_c_4913>
|
||
22:39 [广告-点击] <|ad_begin|><s_a_2585><s_b_5680><s_c_2374>
|
||
22:43 [广告-点击] <|ad_begin|><s_a_4632><s_b_4432><s_c_3016>
|
||
22:44 [广告-点击] <|ad_begin|><s_a_447><s_b_5218><s_c_1093>
|
||
22:45 [广告-点击] <|ad_begin|><s_a_2585><s_b_5680><s_c_2374>
|
||
22:46 [广告-点击] <|ad_begin|><s_a_5992><s_b_1431><s_c_6162>
|
||
23:03 [广告-点击] <|ad_begin|><s_a_2382><s_b_1773><s_c_1708>
|
||
【2026-02-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5176><s_c_2998>
|
||
02:16 [广告-点击] <|ad_begin|><s_a_5994><s_b_4295><s_c_8045>
|
||
02:20 [广告-点击] <|ad_begin|><s_a_5742><s_b_7115><s_c_6228>
|
||
02:22 [广告-点击] <|ad_begin|><s_a_217><s_b_5641><s_c_929>
|
||
02:26 [视频-长播] <|video_begin|><s_a_4808><s_b_3932><s_c_7466>
|
||
02:37 [广告-点击] <|ad_begin|><s_a_7261><s_b_6690><s_c_6047>
|
||
02:49 [广告-点击] <|ad_begin|><s_a_99><s_b_4932><s_c_2697>
|
||
03:02 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_2799><s_c_5563>
|
||
03:02 [广告-点击] <|ad_begin|><s_a_4928><s_b_2799><s_c_5563>
|
||
03:03 [广告-点击] <|ad_begin|><s_a_5151><s_b_8000><s_c_369>
|
||
03:04 [广告-点击] <|ad_begin|><s_a_5151><s_b_8000><s_c_369>
|
||
03:05 [广告-点击] <|ad_begin|><s_a_7107><s_b_5218><s_c_2470>
|
||
07:33 [广告-点击] <|ad_begin|><s_a_1106><s_b_2863><s_c_3036>
|
||
07:57 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_2932>
|
||
07:57 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_2932>
|
||
08:39 [广告-点击] <|ad_begin|><s_a_7331><s_b_7572><s_c_7298>
|
||
11:04 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_5063>
|
||
11:05 [广告-点击] <|ad_begin|><s_a_98><s_b_4944><s_c_2280>
|
||
11:19 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_727><s_c_5647>
|
||
11:19 [广告-点击] <|ad_begin|><s_a_3627><s_b_727><s_c_5647>
|
||
11:25 [广告-点击] <|ad_begin|><s_a_5992><s_b_1431><s_c_6162>
|
||
13:00 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
13:00 [广告-点击] <|ad_begin|><s_a_655><s_b_6727><s_c_59>
|
||
20:54 [广告-点击] <|ad_begin|><s_a_2799><s_b_6782><s_c_6047>
|
||
20:56 [广告-点击] <|ad_begin|><s_a_217><s_b_5543><s_c_4939>
|
||
21:01 [广告-点击] <|ad_begin|><s_a_2624><s_b_4139><s_c_7658>
|
||
21:02 [广告-点击] <|ad_begin|><s_a_3123><s_b_5061><s_c_5076>
|
||
21:05 [广告-点击] <|ad_begin|><s_a_5229><s_b_1431><s_c_2494>
|
||
21:07 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_4147>
|
||
21:07 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_4147>
|
||
23:11 [广告-点击] <|ad_begin|><s_a_2585><s_b_5680><s_c_1>
|
||
【2026-02-05】
|
||
01:35 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5670><s_c_2608>
|
||
01:35 [广告-点击] <|ad_begin|><s_a_1596><s_b_5670><s_c_2608>
|
||
01:37 [广告-点击] <|ad_begin|><s_a_2585><s_b_441><s_c_3637>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_1046><s_c_664>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5827><s_b_8002><s_c_7486>
|
||
03:10 [视频-长播] <|video_begin|><s_a_4007><s_b_5726><s_c_5563>
|
||
03:10 [视频-长播] <|video_begin|><s_a_4808><s_b_566><s_c_3914>
|
||
03:24 [广告-点击] <|ad_begin|><s_a_5687><s_b_1099><s_c_3877>
|
||
03:32 [广告-点击] <|ad_begin|><s_a_1351><s_b_5952><s_c_2165>
|
||
03:43 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5419><s_c_4636>
|
||
03:43 [广告-点击] <|ad_begin|><s_a_5368><s_b_5419><s_c_4636>
|
||
06:24 [视频-长播] <|video_begin|><s_a_7879><s_b_594><s_c_4923>
|
||
06:24 [视频-长播] <|video_begin|><s_a_7359><s_b_404><s_c_145>
|
||
06:34 [广告-点击] <|ad_begin|><s_a_4632><s_b_4432><s_c_3016>
|
||
06:35 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6858><s_c_7902>
|
||
06:35 [广告-点击] <|ad_begin|><s_a_5115><s_b_6858><s_c_7902>
|
||
06:39 [视频-长播] <|video_begin|><s_a_2364><s_b_5378><s_c_2951>
|
||
06:56 [视频-长播] <|video_begin|><s_a_6594><s_b_978><s_c_2523>
|
||
08:36 [广告-点击] <|ad_begin|><s_a_7679><s_b_177><s_c_7924>
|
||
08:41 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_1368>
|
||
09:06 [视频-收藏/长播] <|video_begin|><s_a_1106><s_b_7016><s_c_6559>
|
||
09:08 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6047><s_c_7616>
|
||
09:08 [广告-点击] <|ad_begin|><s_a_1584><s_b_6047><s_c_7616>
|
||
09:11 [广告-点击] <|ad_begin|><s_a_5994><s_b_5002><s_c_486>
|
||
09:17 [广告-点击] <|ad_begin|><s_a_7679><s_b_7180><s_c_3913>
|
||
09:38 [广告-点击] <|ad_begin|><s_a_7034><s_b_1699><s_c_6286>
|
||
13:02 [广告-深度转化] <|ad_begin|><s_a_5831><s_b_1656><s_c_4071>
|
||
13:02 [广告-点击] <|ad_begin|><s_a_5831><s_b_1656><s_c_4071>
|
||
13:17 [广告-点击] <|ad_begin|><s_a_7679><s_b_177><s_c_7924>
|
||
13:23 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
||
13:23 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
||
13:23 [广告-深度转化] <|ad_begin|><s_a_6013><s_b_5727><s_c_6962>
|
||
13:23 [广告-点击] <|ad_begin|><s_a_6013><s_b_5727><s_c_6962>
|
||
13:24 [广告-点击] <|ad_begin|><s_a_250><s_b_2130><s_c_7904>
|
||
13:31 [广告-点击] <|ad_begin|><s_a_1596><s_b_5670><s_c_2608>
|
||
13:34 [广告-点击] <|ad_begin|><s_a_4351><s_b_1288><s_c_7073>
|
||
13:41 [视频-长播] <|video_begin|><s_a_1336><s_b_2422><s_c_6327>
|
||
【2026-02-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_5449><s_c_8017>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_605><s_b_1966><s_c_5413>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_6566><s_c_1223>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_972><s_b_1713><s_c_5650>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_635><s_b_1713><s_c_4049>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_635><s_b_1713><s_c_4049>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_972><s_b_5087><s_c_1643>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_635><s_b_1713><s_c_4049>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_2339><s_c_4291>
|
||
|
||
角色任务：作为一名极端严苛的用户行为数据挖掘与数据格式化专家，请根据上述用户交互历史，围绕指定主题，精准提取出所有相关的历史交互记录。
|
||
|
||
主题：从泛化养生到聚焦特定食材的认知收敛
|
||
|
||
输出格式要求：请仅以包含 SID 的 JSON 数组形式返回结果，切勿输出任何额外的解释说明或无关字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
["<|prod_begin|><s_a_8174><s_b_724><s_c_3240>", "<|prod_begin|><s_a_2950><s_b_1801><s_c_6268>", "<|video_begin|><s_a_1299><s_b_5419><s_c_4384>", "<|prod_begin|><s_a_6728><s_b_724><s_c_7978>", "<|video_begin|><s_a_1256><s_b_7492><s_c_5563>"]<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-02-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6279><s_b_6891><s_c_3026>
|
||
【2025-03-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_5654>
|
||
【2025-05-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_7979>
|
||
【2025-06-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7495><s_c_5956>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_8049><s_c_6278>
|
||
【2025-06-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_5555>
|
||
【2025-06-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6519><s_c_3589>
|
||
【2025-06-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_6676>
|
||
【2025-06-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3749><s_b_7776><s_c_7951>
|
||
【2025-06-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5131><s_c_2374>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_2192>
|
||
【2025-06-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3885><s_c_6278>
|
||
【2025-08-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_8049><s_c_1834>
|
||
【2025-08-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5692>
|
||
【2025-09-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2008><s_c_2695>
|
||
【2025-09-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1952><s_c_7383>
|
||
【2025-09-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5696><s_c_6202>
|
||
【2025-09-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_17><s_b_1226><s_c_571>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1155><s_b_197><s_c_7619>
|
||
【2025-09-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7146><s_b_7768><s_c_7319>
|
||
【2025-10-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_3633><s_c_7200>
|
||
【2025-10-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7975><s_c_4043>
|
||
【2025-10-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_8030>
|
||
【2025-10-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_6891><s_c_5839>
|
||
【2025-10-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7975><s_c_1649>
|
||
【2025-10-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_6477><s_c_6266>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4581><s_b_5722><s_c_3143>
|
||
【2025-10-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
|
||
【2025-10-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_7434><s_c_3568>
|
||
【2025-10-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1670><s_b_5409><s_c_1036>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_550><s_b_4538><s_c_3890>
|
||
【2025-11-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_53><s_c_5318>
|
||
【2025-11-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_3280><s_c_6278>
|
||
【2025-11-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2262><s_b_5699><s_c_288>
|
||
【2025-11-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3672><s_b_1938><s_c_4557>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4566><s_b_2439><s_c_1990>
|
||
【2025-11-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6698><s_b_7808><s_c_7951>
|
||
【2025-11-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_1806><s_c_4851>
|
||
【2025-12-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3><s_b_2904><s_c_2526>
|
||
【2025-12-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6234><s_c_3887>
|
||
【2025-12-11】
|
||
10:38 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_1277><s_c_6101>
|
||
【2025-12-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_7395>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6651><s_b_7330><s_c_6965>
|
||
【2025-12-26】
|
||
03:45 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4324><s_c_4159>
|
||
【2025-12-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
|
||
--:-- [直播-关注] <|living_begin|><s_a_469><s_b_7406><s_c_7064>
|
||
【2025-12-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_5563>
|
||
【2025-12-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7342><s_c_7951>
|
||
02:30 [广告-深度转化] <|ad_begin|><s_a_786><s_b_915><s_c_2282>
|
||
02:30 [广告-点击] <|ad_begin|><s_a_786><s_b_915><s_c_2282>
|
||
06:16 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_3391>
|
||
06:16 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_3391>
|
||
06:18 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1224><s_c_4541>
|
||
06:18 [广告-点击] <|ad_begin|><s_a_786><s_b_1224><s_c_4541>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_5488><s_c_7690>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_544><s_c_1984>
|
||
【2025-12-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3456><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1804><s_c_3568>
|
||
【2025-12-31】
|
||
05:50 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_4515><s_c_3464>
|
||
05:50 [广告-点击] <|ad_begin|><s_a_1981><s_b_4515><s_c_3464>
|
||
09:06 [广告-深度转化] <|ad_begin|><s_a_786><s_b_624><s_c_4952>
|
||
09:06 [广告-点击] <|ad_begin|><s_a_786><s_b_624><s_c_4952>
|
||
09:07 [广告-深度转化] <|ad_begin|><s_a_250><s_b_3606><s_c_4159>
|
||
09:07 [广告-点击] <|ad_begin|><s_a_250><s_b_3606><s_c_4159>
|
||
09:07 [广告-点击] <|ad_begin|><s_a_786><s_b_1224><s_c_4541>
|
||
09:07 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_2130><s_c_1614>
|
||
09:07 [广告-点击] <|ad_begin|><s_a_7417><s_b_2130><s_c_1614>
|
||
09:07 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1413><s_c_1051>
|
||
09:07 [广告-点击] <|ad_begin|><s_a_250><s_b_1413><s_c_1051>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7882><s_c_5747>
|
||
【2026-01-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_5474><s_c_82>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_8117><s_c_5156>
|
||
【2026-01-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_644>
|
||
--:-- [直播-关注] <|living_begin|><s_a_96><s_b_5165><s_c_3038>
|
||
07:51 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_3932><s_c_5076>
|
||
07:51 [广告-点击] <|ad_begin|><s_a_2350><s_b_3932><s_c_5076>
|
||
09:18 [广告-深度转化] <|ad_begin|><s_a_4401><s_b_7051><s_c_5402>
|
||
09:18 [广告-点击] <|ad_begin|><s_a_4401><s_b_7051><s_c_5402>
|
||
09:20 [广告-深度转化] <|ad_begin|><s_a_495><s_b_1288><s_c_5245>
|
||
09:20 [广告-点击] <|ad_begin|><s_a_495><s_b_1288><s_c_5245>
|
||
09:21 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4958><s_c_6757>
|
||
09:21 [广告-点击] <|ad_begin|><s_a_250><s_b_4958><s_c_6757>
|
||
09:26 [广告-深度转化] <|ad_begin|><s_a_3677><s_b_1288><s_c_3913>
|
||
09:26 [广告-点击] <|ad_begin|><s_a_3677><s_b_1288><s_c_3913>
|
||
09:31 [广告-深度转化] <|ad_begin|><s_a_6009><s_b_4875><s_c_2213>
|
||
09:31 [广告-点击] <|ad_begin|><s_a_6009><s_b_4875><s_c_2213>
|
||
【2026-01-03】
|
||
05:08 [广告-深度转化] <|ad_begin|><s_a_457><s_b_4515><s_c_5807>
|
||
05:08 [广告-点击] <|ad_begin|><s_a_457><s_b_4515><s_c_5807>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7671><s_b_7757><s_c_4345>
|
||
【2026-01-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_4000><s_c_3676>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6152><s_b_7994><s_c_5785>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_7262><s_c_4547>
|
||
【2026-01-06】
|
||
09:20 [广告-深度转化] <|ad_begin|><s_a_4351><s_b_3063><s_c_7241>
|
||
09:20 [广告-点击] <|ad_begin|><s_a_4351><s_b_3063><s_c_7241>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7216><s_c_814>
|
||
【2026-01-10】
|
||
03:28 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_1595><s_c_3026>
|
||
03:28 [广告-点击] <|ad_begin|><s_a_2350><s_b_1595><s_c_3026>
|
||
03:28 [广告-深度转化] <|ad_begin|><s_a_5988><s_b_1310><s_c_6833>
|
||
03:28 [广告-点击] <|ad_begin|><s_a_5988><s_b_1310><s_c_6833>
|
||
03:29 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
|
||
03:29 [广告-点击] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
|
||
03:29 [广告-点击] <|ad_begin|><s_a_250><s_b_1413><s_c_4159>
|
||
【2026-01-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_502><s_b_2547><s_c_7015>
|
||
【2026-01-12】
|
||
14:54 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6261><s_c_4079>
|
||
14:54 [广告-点击] <|ad_begin|><s_a_4746><s_b_6261><s_c_4079>
|
||
14:54 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1529><s_c_5851>
|
||
14:54 [广告-点击] <|ad_begin|><s_a_250><s_b_1529><s_c_5851>
|
||
【2026-01-15】
|
||
13:57 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_3932><s_c_416>
|
||
13:57 [广告-点击] <|ad_begin|><s_a_3510><s_b_3932><s_c_416>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_4076><s_c_1275>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_6710><s_c_1015>
|
||
【2026-01-17】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_6234><s_c_3948>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_5658><s_c_384>
|
||
【2026-01-18】
|
||
18:28 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6435><s_c_3913>
|
||
18:28 [广告-点击] <|ad_begin|><s_a_4746><s_b_6435><s_c_3913>
|
||
18:29 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_5273>
|
||
18:29 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_5273>
|
||
18:29 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
|
||
18:29 [广告-点击] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
|
||
18:29 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6532><s_c_3442>
|
||
18:29 [广告-点击] <|ad_begin|><s_a_786><s_b_6532><s_c_3442>
|
||
18:55 [广告-深度转化] <|ad_begin|><s_a_6705><s_b_2130><s_c_2972>
|
||
18:55 [广告-点击] <|ad_begin|><s_a_6705><s_b_2130><s_c_2972>
|
||
18:55 [广告-点击] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
|
||
18:55 [广告-深度转化] <|ad_begin|><s_a_335><s_b_5743><s_c_6707>
|
||
18:55 [广告-点击] <|ad_begin|><s_a_335><s_b_5743><s_c_6707>
|
||
18:58 [广告-点击] <|ad_begin|><s_a_2618><s_b_7946><s_c_532>
|
||
18:58 [广告-深度转化] <|ad_begin|><s_a_6390><s_b_57><s_c_6962>
|
||
18:58 [广告-点击] <|ad_begin|><s_a_6390><s_b_57><s_c_6962>
|
||
18:58 [广告-深度转化] <|ad_begin|><s_a_6705><s_b_644><s_c_401>
|
||
18:58 [广告-点击] <|ad_begin|><s_a_6705><s_b_644><s_c_401>
|
||
18:58 [广告-深度转化] <|ad_begin|><s_a_3622><s_b_1288><s_c_3913>
|
||
18:58 [广告-点击] <|ad_begin|><s_a_3622><s_b_1288><s_c_3913>
|
||
18:58 [广告-深度转化] <|ad_begin|><s_a_250><s_b_6730><s_c_3003>
|
||
18:58 [广告-点击] <|ad_begin|><s_a_250><s_b_6730><s_c_3003>
|
||
19:19 [广告-深度转化] <|ad_begin|><s_a_786><s_b_271><s_c_7096>
|
||
19:19 [广告-点击] <|ad_begin|><s_a_786><s_b_271><s_c_7096>
|
||
【2026-01-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_826><s_b_2760><s_c_3215>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_40><s_b_6048><s_c_5211>
|
||
【2026-01-21】
|
||
22:34 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_5641><s_c_3464>
|
||
22:34 [广告-点击] <|ad_begin|><s_a_2135><s_b_5641><s_c_3464>
|
||
22:34 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
|
||
22:34 [广告-点击] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
|
||
【2026-01-22】
|
||
23:05 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1186><s_c_4159>
|
||
23:05 [广告-点击] <|ad_begin|><s_a_250><s_b_1186><s_c_4159>
|
||
23:22 [广告-点击] <|ad_begin|><s_a_3977><s_b_6234><s_c_7548>
|
||
23:23 [广告-深度转化] <|ad_begin|><s_a_3915><s_b_2752><s_c_3913>
|
||
23:23 [广告-点击] <|ad_begin|><s_a_3915><s_b_2752><s_c_3913>
|
||
23:27 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_7946><s_c_532>
|
||
23:27 [广告-点击] <|ad_begin|><s_a_2618><s_b_7946><s_c_532>
|
||
23:27 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_6234><s_c_3464>
|
||
23:27 [广告-点击] <|ad_begin|><s_a_3510><s_b_6234><s_c_3464>
|
||
23:28 [广告-深度转化] <|ad_begin|><s_a_6159><s_b_4527><s_c_5341>
|
||
23:28 [广告-点击] <|ad_begin|><s_a_6159><s_b_4527><s_c_5341>
|
||
【2026-01-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1575><s_c_3950>
|
||
【2026-01-24】
|
||
05:48 [视频-转发/长播] <|video_begin|><s_a_599><s_b_581><s_c_853>
|
||
06:15 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_5076>
|
||
06:15 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_5076>
|
||
06:17 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_7214><s_c_5416>
|
||
06:17 [广告-点击] <|ad_begin|><s_a_2618><s_b_7214><s_c_5416>
|
||
06:19 [广告-点击] <|ad_begin|><s_a_3510><s_b_2497><s_c_853>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_5070><s_c_4545>
|
||
【2026-01-26】
|
||
11:18 [视频-关注/长播] <|video_begin|><s_a_2253><s_b_5101><s_c_4657>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5278><s_b_7437><s_c_4655>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5394><s_b_3652><s_c_593>
|
||
【2026-01-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3277><s_b_6218><s_c_1613>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_4852>
|
||
14:42 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_6123><s_c_1767>
|
||
14:42 [广告-点击] <|ad_begin|><s_a_3510><s_b_6123><s_c_1767>
|
||
14:42 [广告-点击] <|ad_begin|><s_a_3915><s_b_665><s_c_2006>
|
||
14:42 [广告-深度转化] <|ad_begin|><s_a_3915><s_b_665><s_c_2006>
|
||
14:42 [广告-点击] <|ad_begin|><s_a_3915><s_b_665><s_c_2006>
|
||
14:42 [广告-深度转化] <|ad_begin|><s_a_2015><s_b_1740><s_c_7616>
|
||
14:42 [广告-点击] <|ad_begin|><s_a_2015><s_b_1740><s_c_7616>
|
||
22:25 [视频-转发/长播] <|video_begin|><s_a_1500><s_b_2632><s_c_5815>
|
||
22:26 [广告-点击] <|ad_begin|><s_a_250><s_b_4688><s_c_5076>
|
||
22:26 [广告-深度转化] <|ad_begin|><s_a_6145><s_b_8151><s_c_3913>
|
||
22:26 [广告-点击] <|ad_begin|><s_a_6145><s_b_8151><s_c_3913>
|
||
22:29 [广告-深度转化] <|ad_begin|><s_a_250><s_b_353><s_c_5839>
|
||
22:29 [广告-点击] <|ad_begin|><s_a_250><s_b_353><s_c_5839>
|
||
22:30 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_4150><s_c_7137>
|
||
22:30 [广告-点击] <|ad_begin|><s_a_3510><s_b_4150><s_c_7137>
|
||
22:31 [广告-深度转化] <|ad_begin|><s_a_250><s_b_7458><s_c_5936>
|
||
22:31 [广告-点击] <|ad_begin|><s_a_250><s_b_7458><s_c_5936>
|
||
22:31 [广告-点击] <|ad_begin|><s_a_786><s_b_5616><s_c_5092>
|
||
22:32 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_6973><s_c_5673>
|
||
22:32 [广告-点击] <|ad_begin|><s_a_2350><s_b_6973><s_c_5673>
|
||
22:32 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_4515><s_c_179>
|
||
22:32 [广告-点击] <|ad_begin|><s_a_1981><s_b_4515><s_c_179>
|
||
22:32 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
|
||
22:32 [广告-点击] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
|
||
22:32 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_1259><s_c_2165>
|
||
22:32 [广告-点击] <|ad_begin|><s_a_3014><s_b_1259><s_c_2165>
|
||
22:32 [广告-深度转化] <|ad_begin|><s_a_5932><s_b_5672><s_c_6408>
|
||
22:32 [广告-点击] <|ad_begin|><s_a_5932><s_b_5672><s_c_6408>
|
||
22:33 [广告-深度转化] <|ad_begin|><s_a_3123><s_b_1288><s_c_4932>
|
||
22:33 [广告-点击] <|ad_begin|><s_a_3123><s_b_1288><s_c_4932>
|
||
22:34 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
|
||
22:34 [广告-点击] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
|
||
22:34 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6358><s_c_2480>
|
||
22:34 [广告-点击] <|ad_begin|><s_a_786><s_b_6358><s_c_2480>
|
||
22:35 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_4944><s_c_2530>
|
||
22:35 [广告-点击] <|ad_begin|><s_a_2350><s_b_4944><s_c_2530>
|
||
22:36 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_5378><s_c_6940>
|
||
22:36 [广告-点击] <|ad_begin|><s_a_2350><s_b_5378><s_c_6940>
|
||
22:36 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_1642><s_c_3913>
|
||
22:36 [广告-点击] <|ad_begin|><s_a_3510><s_b_1642><s_c_3913>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2792><s_c_4508>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_1695><s_c_3860>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_2737><s_c_3818>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_526><s_c_3011>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_7404><s_c_5882>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7918><s_b_4516><s_c_4856>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5461><s_b_1029><s_c_636>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_4062><s_c_526>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4390><s_b_2657><s_c_5688>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_1695><s_c_2405>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_78><s_c_1786>
|
||
【2026-01-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_7404><s_c_92>
|
||
【2026-01-30】
|
||
10:27 [视频-转发/长播] <|video_begin|><s_a_7981><s_b_1704><s_c_7751>
|
||
10:28 [视频-转发/长播] <|video_begin|><s_a_7668><s_b_804><s_c_1576>
|
||
【2026-01-31】
|
||
08:53 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_6234><s_c_4373>
|
||
08:53 [广告-点击] <|ad_begin|><s_a_3732><s_b_6234><s_c_4373>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6426><s_c_4721>
|
||
【2026-02-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_747><s_b_6764><s_c_7780>
|
||
【2026-02-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_6606><s_c_3783>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2453><s_b_5426><s_c_1867>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6950><s_b_3416><s_c_5510>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_3915><s_c_7517>
|
||
【2026-02-04】
|
||
03:44 [视频-长播] <|video_begin|><s_a_960><s_b_6379><s_c_4647>
|
||
03:44 [视频-长播] <|video_begin|><s_a_1761><s_b_5101><s_c_7609>
|
||
03:44 [视频-长播] <|video_begin|><s_a_7783><s_b_6891><s_c_1708>
|
||
03:45 [视频-长播] <|video_begin|><s_a_4646><s_b_5349><s_c_1858>
|
||
04:01 [视频-长播] <|video_begin|><s_a_2015><s_b_4037><s_c_2407>
|
||
04:01 [视频-长播] <|video_begin|><s_a_2450><s_b_7262><s_c_211>
|
||
04:17 [视频-长播] <|video_begin|><s_a_4147><s_b_7975><s_c_6278>
|
||
04:17 [视频-长播] <|video_begin|><s_a_2253><s_b_6234><s_c_6857>
|
||
04:17 [视频-长播] <|video_begin|><s_a_4026><s_b_7437><s_c_5673>
|
||
10:01 [视频-长播] <|video_begin|><s_a_1761><s_b_5163><s_c_5563>
|
||
10:01 [视频-长播] <|video_begin|><s_a_7133><s_b_7953><s_c_1767>
|
||
10:02 [视频-长播] <|video_begin|><s_a_8168><s_b_1259><s_c_1638>
|
||
10:02 [视频-长播] <|video_begin|><s_a_1106><s_b_6234><s_c_3354>
|
||
10:03 [视频-长播] <|video_begin|><s_a_1708><s_b_6234><s_c_959>
|
||
10:03 [视频-长播] <|video_begin|><s_a_923><s_b_2357><s_c_3363>
|
||
10:03 [视频-长播] <|video_begin|><s_a_638><s_b_697><s_c_4979>
|
||
10:06 [视频-长播] <|video_begin|><s_a_3606><s_b_425><s_c_2585>
|
||
10:06 [视频-长播] <|video_begin|><s_a_1761><s_b_5237><s_c_4318>
|
||
10:06 [视频-长播] <|video_begin|><s_a_6352><s_b_1002><s_c_2585>
|
||
10:06 [视频-长播] <|video_begin|><s_a_1256><s_b_5237><s_c_2135>
|
||
10:08 [视频-长播] <|video_begin|><s_a_3606><s_b_5237><s_c_4631>
|
||
10:08 [视频-长播] <|video_begin|><s_a_2135><s_b_5711><s_c_4361>
|
||
10:12 [视频-长播] <|video_begin|><s_a_1883><s_b_5093><s_c_3261>
|
||
12:12 [视频-长播] <|video_begin|><s_a_1761><s_b_3915><s_c_7073>
|
||
12:12 [视频-长播] <|video_begin|><s_a_1340><s_b_6708><s_c_5141>
|
||
12:12 [视频-长播] <|video_begin|><s_a_6321><s_b_1999><s_c_8010>
|
||
14:07 [视频-长播] <|video_begin|><s_a_7830><s_b_3043><s_c_1309>
|
||
14:16 [视频-长播] <|video_begin|><s_a_7133><s_b_697><s_c_1306>
|
||
14:16 [视频-长播] <|video_begin|><s_a_6955><s_b_6234><s_c_3777>
|
||
14:30 [视频-长播] <|video_begin|><s_a_7133><s_b_3832><s_c_5338>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4965><s_b_4538><s_c_5609>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_5237><s_c_2625>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4965><s_b_5206><s_c_4495>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_7492><s_c_6981>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5237><s_c_7517>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2268><s_b_5163><s_c_5387>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_5237><s_c_5239>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4965><s_b_4241><s_c_3931>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5653><s_b_586><s_c_646>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5237><s_c_4252>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4965><s_b_1025><s_c_5881>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5237><s_c_6303>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2109><s_b_1464><s_c_2199>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_5237><s_c_696>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2645><s_b_4292><s_c_7780>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_2469><s_c_1112>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4386><s_c_5347>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_1524>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5653><s_b_2585><s_c_1041>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_573><s_c_5237>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7918><s_b_4516><s_c_4856>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5044><s_b_5951><s_c_1449>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_7779><s_c_4058>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_7779><s_c_5882>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_7779><s_c_5882>
|
||
【2026-02-05】
|
||
00:48 [视频-长播] <|video_begin|><s_a_7133><s_b_1813><s_c_3003>
|
||
00:48 [视频-转发/长播] <|video_begin|><s_a_6801><s_b_868><s_c_286>
|
||
00:48 [视频-长播] <|video_begin|><s_a_1303><s_b_455><s_c_7517>
|
||
00:48 [视频-长播] <|video_begin|><s_a_7879><s_b_6234><s_c_2403>
|
||
00:48 [视频-长播] <|video_begin|><s_a_7133><s_b_5511><s_c_4092>
|
||
00:53 [视频-长播] <|video_begin|><s_a_7887><s_b_7019><s_c_6869>
|
||
00:53 [视频-长播] <|video_begin|><s_a_1883><s_b_2142><s_c_853>
|
||
00:53 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2262>
|
||
00:53 [视频-长播] <|video_begin|><s_a_7708><s_b_6550><s_c_4487>
|
||
02:46 [视频-长播] <|video_begin|><s_a_5125><s_b_6234><s_c_2262>
|
||
05:19 [视频-长播] <|video_begin|><s_a_1874><s_b_2511><s_c_3380>
|
||
05:19 [视频-长播] <|video_begin|><s_a_3510><s_b_6519><s_c_2070>
|
||
05:19 [视频-长播] <|video_begin|><s_a_6321><s_b_588><s_c_4512>
|
||
08:08 [视频-长播] <|video_begin|><s_a_279><s_b_3059><s_c_6278>
|
||
09:15 [视频-长播] <|video_begin|><s_a_3510><s_b_6519><s_c_981>
|
||
11:50 [视频-长播] <|video_begin|><s_a_6321><s_b_5101><s_c_1306>
|
||
14:27 [视频-长播] <|video_begin|><s_a_3485><s_b_2828><s_c_5737>
|
||
14:27 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_1919><s_c_3648>
|
||
15:12 [视频-长播] <|video_begin|><s_a_6321><s_b_6234><s_c_3116>
|
||
15:16 [视频-转发/长播] <|video_begin|><s_a_1138><s_b_7888><s_c_2057>
|
||
15:17 [视频-长播] <|video_begin|><s_a_3996><s_b_4550><s_c_2030>
|
||
15:17 [视频-长播] <|video_begin|><s_a_1138><s_b_7888><s_c_2057>
|
||
15:18 [视频-长播] <|video_begin|><s_a_1943><s_b_2485><s_c_4636>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5653><s_b_1510><s_c_2012>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3846><s_b_6434><s_c_2757>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4965><s_b_4150><s_c_4845>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_5237><s_c_5099>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_70><s_c_1023>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2453><s_b_5426><s_c_1867>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_5237><s_c_2273>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_5237><s_c_2625>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_200><s_b_2188><s_c_5073>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5237><s_c_7517>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5653><s_b_1510><s_c_2012>
|
||
角色任务：你是一个极端严苛的用户行为数据挖掘专家以及数据格式化专家，请根据以上用户交互历史，针对给定的主题，提取出具有行为递进逻辑和内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
|
||
核心提取逻辑 (递进性准则)：
|
||
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 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
|
||
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：从被动接收到主动探索：手机性能焦虑的解决路径
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收到主动探索：手机性能焦虑的解决路径",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从被动接收到主动探索：手机性能焦虑的解决路径", "events": [{"date": "2026-01-18", "action": "[广告-点击] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>", "logic": "问题触发：首次通过广告被动接收到“手机性能优化”和“内存不足”的信息，问题意识被初步唤醒。"}, {"date": "2026-01-22", "action": "[广告-点击] <|ad_begin|><s_a_2618><s_b_7946><s_c_532>", "logic": "兴趣强化：再次点击相似主题的广告，表明对“手机垃圾清理”这一解决方案的兴趣得到确认和加强。"}, {"date": "2026-02-04", "action": "[视频-长播] <|video_begin|><s_a_960><s_b_6379><s_c_4647>", "logic": "认知深化与路径修正：从被动点击广告转向主动观看长视频。用户不再满足于一键清理的模糊概念，而是开始探索更具体的应用层级操作（如微信权限管理），这代表了从“系统性能”的泛焦虑，收敛到对“特定App功能”的深度探究，是典型的认知增量和行为模式升级。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-03-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1805><s_b_2312><s_c_4942>
|
||
【2023-08-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7851><s_b_5658><s_c_3114>
|
||
【2023-08-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2389><s_b_6498><s_c_4107>
|
||
【2023-08-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1851><s_b_2434><s_c_6041>
|
||
【2023-09-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2023-10-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3888><s_b_4516><s_c_7323>
|
||
【2024-02-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_4916><s_c_7395>
|
||
【2024-05-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7068><s_c_4570>
|
||
【2024-06-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_7795><s_c_6739>
|
||
【2024-06-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6254><s_b_746><s_c_6309>
|
||
【2024-07-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_7795><s_c_6739>
|
||
【2024-09-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_1590><s_c_5882>
|
||
【2024-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3514><s_b_4516><s_c_602>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4406><s_c_960>
|
||
【2024-12-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_5268><s_c_3191>
|
||
【2024-12-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5199><s_b_883><s_c_5226>
|
||
【2025-01-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_2638><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_535>
|
||
【2025-01-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2115><s_b_3063><s_c_3338>
|
||
【2025-01-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5053><s_b_2701><s_c_2374>
|
||
【2025-01-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2071><s_b_7342><s_c_7154>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_7342><s_c_6278>
|
||
【2025-01-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_7782>
|
||
【2025-01-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5045><s_c_2756>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7305><s_b_697><s_c_3338>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_1929><s_c_5085>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6477><s_c_5452>
|
||
【2025-01-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_4512>
|
||
【2025-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_726><s_b_1224><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4816><s_b_8179><s_c_4043>
|
||
【2025-02-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_697><s_c_6557>
|
||
【2025-02-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_1929><s_c_535>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3304><s_b_1929><s_c_6278>
|
||
【2025-02-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6477><s_c_2261>
|
||
【2025-02-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6058><s_c_1957>
|
||
【2025-02-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_231><s_b_6234><s_c_5926>
|
||
【2025-02-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7471><s_b_7342><s_c_3026>
|
||
【2025-04-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7603><s_c_4625>
|
||
【2025-04-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_4640><s_c_6674>
|
||
【2025-04-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_3314><s_c_4631>
|
||
--:-- [直播-关注] <|living_begin|><s_a_283><s_b_3898><s_c_3676>
|
||
【2025-04-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4515><s_b_6914><s_c_6278>
|
||
【2025-04-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2071><s_b_697><s_c_2525>
|
||
【2025-04-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_8049><s_c_5668>
|
||
【2025-04-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7218><s_c_2364>
|
||
【2025-04-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_283><s_b_3898><s_c_4394>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4603><s_b_7342><s_c_7147>
|
||
【2025-04-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6158><s_b_1362><s_c_6501>
|
||
【2025-05-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4366><s_b_5876><s_c_6173>
|
||
【2025-05-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_4199><s_c_1004>
|
||
【2025-06-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6051><s_b_5760><s_c_2513>
|
||
【2025-06-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_7342><s_c_991>
|
||
【2025-07-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6158><s_b_697><s_c_7675>
|
||
【2025-07-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_6609>
|
||
【2025-07-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_680><s_b_7603><s_c_7951>
|
||
【2025-07-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_231><s_b_7342><s_c_6609>
|
||
【2025-07-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_775><s_b_6891><s_c_5054>
|
||
【2025-07-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7305><s_b_5172><s_c_597>
|
||
【2025-08-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4144><s_b_1410><s_c_7884>
|
||
【2025-08-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1307><s_b_765><s_c_1399>
|
||
【2025-08-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5693><s_c_3477>
|
||
【2025-08-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7074><s_b_5757><s_c_6676>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7246><s_c_6278>
|
||
【2025-09-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4986><s_b_3153><s_c_1076>
|
||
【2025-09-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5721><s_b_7571><s_c_3334>
|
||
【2025-11-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_647><s_b_4298><s_c_3275>
|
||
【2025-11-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5892><s_b_1959><s_c_2204>
|
||
【2025-11-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_1046><s_c_1000>
|
||
【2025-11-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_1227><s_c_7802>
|
||
【2025-11-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2415><s_b_7746><s_c_513>
|
||
【2025-12-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_1184><s_c_1616>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_4136><s_c_4839>
|
||
【2025-12-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_7225><s_c_6661>
|
||
【2025-12-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_432><s_b_8025><s_c_7624>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_432><s_b_8025><s_c_7624>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_432><s_b_8025><s_c_7624>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_432><s_b_4488><s_c_7624>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_432><s_b_2916><s_c_7624>
|
||
【2025-12-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_432><s_b_990><s_c_7624>
|
||
【2025-12-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_432><s_b_990><s_c_7624>
|
||
【2025-12-17】
|
||
02:33 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_4198><s_c_3052>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_7966><s_c_7269>
|
||
【2025-12-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_1638><s_c_1379>
|
||
【2025-12-21】
|
||
12:40 [广告-点击] <|ad_begin|><s_a_6988><s_b_2918><s_c_6223>
|
||
【2025-12-22】
|
||
02:45 [广告-点击] <|ad_begin|><s_a_1041><s_b_985><s_c_5506>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6981><s_b_7203><s_c_1649>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1504><s_b_6470><s_c_3833>
|
||
02:56 [广告-点击] <|ad_begin|><s_a_2257><s_b_4932><s_c_1111>
|
||
06:24 [广告-点击] <|ad_begin|><s_a_381><s_b_7181><s_c_3338>
|
||
10:11 [广告-点击] <|ad_begin|><s_a_2257><s_b_7381><s_c_3429>
|
||
10:15 [广告-点击] <|ad_begin|><s_a_1041><s_b_7381><s_c_929>
|
||
13:38 [广告-点击] <|ad_begin|><s_a_4354><s_b_2013><s_c_6737>
|
||
14:16 [广告-点击] <|ad_begin|><s_a_5452><s_b_620><s_c_3062>
|
||
【2025-12-23】
|
||
02:39 [广告-点击] <|ad_begin|><s_a_4354><s_b_2013><s_c_3003>
|
||
03:53 [广告-点击] <|ad_begin|><s_a_2778><s_b_3973><s_c_5022>
|
||
04:23 [广告-点击] <|ad_begin|><s_a_6303><s_b_7246><s_c_1726>
|
||
04:39 [广告-点击] <|ad_begin|><s_a_4405><s_b_6635><s_c_1769>
|
||
【2025-12-24】
|
||
06:24 [广告-点击] <|ad_begin|><s_a_2778><s_b_6550><s_c_3849>
|
||
【2025-12-26】
|
||
04:54 [广告-点击] <|ad_begin|><s_a_5687><s_b_4491><s_c_1769>
|
||
05:40 [广告-点击] <|ad_begin|><s_a_7381><s_b_4733><s_c_1129>
|
||
05:40 [广告-点击] <|ad_begin|><s_a_4405><s_b_5511><s_c_2465>
|
||
11:59 [广告-点击] <|ad_begin|><s_a_5632><s_b_4771><s_c_6900>
|
||
【2025-12-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1004><s_b_70><s_c_654>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4641><s_b_1032><s_c_7750>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_7514><s_c_3065>
|
||
08:58 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_6379><s_c_7518>
|
||
08:58 [广告-点击] <|ad_begin|><s_a_7847><s_b_6379><s_c_7518>
|
||
【2026-01-02】
|
||
12:45 [广告-点击] <|ad_begin|><s_a_2778><s_b_152><s_c_8015>
|
||
【2026-01-03】
|
||
10:40 [广告-点击] <|ad_begin|><s_a_2778><s_b_7458><s_c_1259>
|
||
【2026-01-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8077><s_b_5786><s_c_3367>
|
||
【2026-01-07】
|
||
03:22 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_851>
|
||
13:57 [广告-深度转化] <|ad_begin|><s_a_1383><s_b_6123><s_c_5602>
|
||
13:57 [广告-点击] <|ad_begin|><s_a_1383><s_b_6123><s_c_5602>
|
||
13:57 [广告-点击] <|ad_begin|><s_a_1383><s_b_6123><s_c_7268>
|
||
【2026-01-10】
|
||
07:03 [广告-深度转化] <|ad_begin|><s_a_4858><s_b_5385><s_c_4003>
|
||
07:03 [广告-点击] <|ad_begin|><s_a_4858><s_b_5385><s_c_4003>
|
||
07:44 [广告-点击] <|ad_begin|><s_a_7847><s_b_6334><s_c_4857>
|
||
【2026-01-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_6307><s_c_6015>
|
||
08:27 [广告-点击] <|ad_begin|><s_a_1041><s_b_4033><s_c_557>
|
||
08:38 [广告-点击] <|ad_begin|><s_a_7381><s_b_3447><s_c_4227>
|
||
09:09 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_3589><s_c_1004>
|
||
09:09 [广告-点击] <|ad_begin|><s_a_1041><s_b_3589><s_c_1004>
|
||
11:34 [广告-点击] <|ad_begin|><s_a_2778><s_b_827><s_c_8127>
|
||
【2026-01-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_7966><s_c_4428>
|
||
【2026-01-14】
|
||
07:02 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_4723><s_c_6047>
|
||
07:02 [广告-点击] <|ad_begin|><s_a_1041><s_b_4723><s_c_6047>
|
||
【2026-01-15】
|
||
05:27 [广告-点击] <|ad_begin|><s_a_4405><s_b_3148><s_c_7263>
|
||
05:45 [广告-深度转化] <|ad_begin|><s_a_7381><s_b_3952><s_c_1591>
|
||
05:45 [广告-点击] <|ad_begin|><s_a_7381><s_b_3952><s_c_1591>
|
||
【2026-01-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_1330><s_c_2581>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5853><s_b_2347><s_c_6500>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3760><s_b_513><s_c_8168>
|
||
【2026-01-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_870>
|
||
04:17 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_7214><s_c_594>
|
||
04:17 [广告-点击] <|ad_begin|><s_a_1041><s_b_7214><s_c_594>
|
||
13:01 [广告-点击] <|ad_begin|><s_a_8164><s_b_1527><s_c_264>
|
||
23:57 [广告-点击] <|ad_begin|><s_a_1041><s_b_7214><s_c_1364>
|
||
23:58 [广告-点击] <|ad_begin|><s_a_2778><s_b_4432><s_c_5746>
|
||
【2026-01-18】
|
||
01:07 [广告-点击] <|ad_begin|><s_a_1041><s_b_2013><s_c_142>
|
||
01:17 [广告-点击] <|ad_begin|><s_a_1041><s_b_5693><s_c_88>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7618><s_b_2583><s_c_3252>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2690><s_b_7571><s_c_2717>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5853><s_b_2347><s_c_6500>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_4723><s_c_7420>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_5658><s_c_7420>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_7205><s_c_3434>
|
||
14:00 [广告-点击] <|ad_begin|><s_a_3829><s_b_672><s_c_7410>
|
||
【2026-01-20】
|
||
07:08 [广告-点击] <|ad_begin|><s_a_8113><s_b_404><s_c_597>
|
||
07:52 [广告-点击] <|ad_begin|><s_a_4405><s_b_5693><s_c_4135>
|
||
【2026-01-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_7205><s_c_3434>
|
||
06:37 [广告-点击] <|ad_begin|><s_a_5058><s_b_1141><s_c_925>
|
||
06:38 [广告-点击] <|ad_begin|><s_a_5058><s_b_1141><s_c_925>
|
||
12:08 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_6379><s_c_6596>
|
||
12:08 [广告-点击] <|ad_begin|><s_a_7847><s_b_6379><s_c_6596>
|
||
【2026-01-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_746><s_c_1038>
|
||
10:03 [视频-评论/点赞/长播] <|video_begin|><s_a_4284><s_b_4324><s_c_2523>
|
||
【2026-01-23】
|
||
09:22 [广告-点击] <|ad_begin|><s_a_2778><s_b_1366><s_c_6171>
|
||
13:35 [广告-点击] <|ad_begin|><s_a_7157><s_b_6234><s_c_4341>
|
||
【2026-01-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_7205><s_c_3434>
|
||
04:20 [广告-点击] <|ad_begin|><s_a_5632><s_b_3727><s_c_7550>
|
||
08:34 [视频-评论/点赞/长播] <|video_begin|><s_a_7830><s_b_7342><s_c_6778>
|
||
【2026-01-25】
|
||
00:23 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_2799><s_c_2696>
|
||
00:23 [广告-点击] <|ad_begin|><s_a_7847><s_b_2799><s_c_2696>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_5658><s_c_7420>
|
||
13:59 [视频-评论/点赞/长播] <|video_begin|><s_a_3632><s_b_7214><s_c_2517>
|
||
【2026-01-26】
|
||
03:53 [视频-关注/点赞/长播] <|video_begin|><s_a_2561><s_b_4242><s_c_3775>
|
||
【2026-01-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7760><s_b_111><s_c_4452>
|
||
【2026-01-28】
|
||
14:03 [广告-点击] <|ad_begin|><s_a_5632><s_b_6727><s_c_2704>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_746><s_c_2807>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_4285><s_c_8130>
|
||
03:40 [广告-点击] <|ad_begin|><s_a_2257><s_b_978><s_c_6629>
|
||
【2026-02-02】
|
||
05:52 [视频-关注/点赞/长播] <|video_begin|><s_a_3300><s_b_7261><s_c_6173>
|
||
05:53 [广告-点击] <|ad_begin|><s_a_7847><s_b_2865><s_c_7719>
|
||
05:55 [广告-点击] <|ad_begin|><s_a_4405><s_b_759><s_c_844>
|
||
05:57 [广告-点击] <|ad_begin|><s_a_7847><s_b_7608><s_c_5563>
|
||
05:59 [广告-点击] <|ad_begin|><s_a_2778><s_b_4216><s_c_6329>
|
||
05:59 [广告-点击] <|ad_begin|><s_a_759><s_b_4340><s_c_7120>
|
||
05:59 [广告-点击] <|ad_begin|><s_a_2025><s_b_1099><s_c_3534>
|
||
07:30 [广告-点击] <|ad_begin|><s_a_2778><s_b_759><s_c_2866>
|
||
07:47 [广告-点击] <|ad_begin|><s_a_4405><s_b_1113><s_c_5434>
|
||
08:53 [视频-长播] <|video_begin|><s_a_3766><s_b_5916><s_c_7840>
|
||
08:55 [视频-长播] <|video_begin|><s_a_6474><s_b_1522><s_c_853>
|
||
09:04 [视频-长播] <|video_begin|><s_a_2508><s_b_6261><s_c_7321>
|
||
09:07 [视频-长播] <|video_begin|><s_a_3115><s_b_4733><s_c_3735>
|
||
09:17 [视频-长播] <|video_begin|><s_a_3300><s_b_2246><s_c_2452>
|
||
09:20 [视频-长播] <|video_begin|><s_a_126><s_b_7966><s_c_7912>
|
||
09:20 [视频-长播] <|video_begin|><s_a_6329><s_b_4746><s_c_7534>
|
||
09:22 [广告-点击] <|ad_begin|><s_a_1041><s_b_4939><s_c_7935>
|
||
09:34 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_4723><s_c_6047>
|
||
09:34 [广告-点击] <|ad_begin|><s_a_1041><s_b_4723><s_c_6047>
|
||
09:39 [广告-深度转化] <|ad_begin|><s_a_4354><s_b_6170><s_c_4506>
|
||
09:39 [广告-点击] <|ad_begin|><s_a_4354><s_b_6170><s_c_4506>
|
||
【2026-02-03】
|
||
00:13 [视频-长播] <|video_begin|><s_a_5632><s_b_3447><s_c_4671>
|
||
00:25 [视频-关注/长播] <|video_begin|><s_a_6996><s_b_56><s_c_4586>
|
||
07:16 [视频-长播] <|video_begin|><s_a_6219><s_b_1119><s_c_7999>
|
||
23:28 [视频-长播] <|video_begin|><s_a_3766><s_b_6567><s_c_6739>
|
||
【2026-02-04】
|
||
09:57 [视频-长播] <|video_begin|><s_a_7014><s_b_5844><s_c_7609>
|
||
09:57 [视频-长播] <|video_begin|><s_a_3766><s_b_2575><s_c_4301>
|
||
09:57 [视频-长播] <|video_begin|><s_a_5632><s_b_5268><s_c_6915>
|
||
10:08 [视频-长播] <|video_begin|><s_a_8006><s_b_6973><s_c_6278>
|
||
10:08 [视频-长播] <|video_begin|><s_a_4032><s_b_7381><s_c_6962>
|
||
10:08 [视频-长播] <|video_begin|><s_a_2015><s_b_1103><s_c_875>
|
||
10:10 [视频-长播] <|video_begin|><s_a_16><s_b_5119><s_c_3676>
|
||
10:15 [广告-点击] <|ad_begin|><s_a_2778><s_b_3845><s_c_4239>
|
||
10:24 [视频-长播] <|video_begin|><s_a_3062><s_b_3589><s_c_7598>
|
||
10:39 [视频-长播] <|video_begin|><s_a_3660><s_b_2110><s_c_7921>
|
||
10:39 [视频-长播] <|video_begin|><s_a_575><s_b_3691><s_c_7410>
|
||
12:28 [视频-评论/点赞/长播] <|video_begin|><s_a_3655><s_b_697><s_c_6286>
|
||
12:36 [视频-长播] <|video_begin|><s_a_5023><s_b_6435><s_c_3054>
|
||
12:39 [视频-长播] <|video_begin|><s_a_7796><s_b_6771><s_c_2523>
|
||
12:47 [广告-点击] <|ad_begin|><s_a_2778><s_b_804><s_c_133>
|
||
12:48 [广告-点击] <|ad_begin|><s_a_4405><s_b_4216><s_c_5267>
|
||
12:52 [视频-长播] <|video_begin|><s_a_5983><s_b_6435><s_c_3347>
|
||
12:58 [广告-点击] <|ad_begin|><s_a_7847><s_b_1822><s_c_6629>
|
||
23:27 [广告-点击] <|ad_begin|><s_a_2778><s_b_7165><s_c_5839>
|
||
【2026-02-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5322><s_b_3967><s_c_3723>
|
||
05:15 [视频-长播] <|video_begin|><s_a_882><s_b_3942><s_c_4469>
|
||
05:26 [广告-点击] <|ad_begin|><s_a_2778><s_b_6197><s_c_6812>
|
||
05:46 [视频-长播] <|video_begin|><s_a_457><s_b_3420><s_c_6077>
|
||
05:46 [视频-长播] <|video_begin|><s_a_3766><s_b_3043><s_c_1542>
|
||
05:49 [视频-长播] <|video_begin|><s_a_3510><s_b_6358><s_c_5737>
|
||
05:56 [视频-长播] <|video_begin|><s_a_5687><s_b_6771><s_c_4451>
|
||
05:56 [视频-长播] <|video_begin|><s_a_3194><s_b_1631><s_c_6410>
|
||
06:06 [视频-长播] <|video_begin|><s_a_3115><s_b_3189><s_c_377>
|
||
06:06 [视频-长播] <|video_begin|><s_a_1106><s_b_7430><s_c_4932>
|
||
06:06 [视频-长播] <|video_begin|><s_a_2402><s_b_57><s_c_7420>
|
||
06:17 [视频-长播] <|video_begin|><s_a_3829><s_b_5653><s_c_6357>
|
||
06:17 [视频-长播] <|video_begin|><s_a_2015><s_b_4213><s_c_3970>
|
||
06:17 [视频-长播] <|video_begin|><s_a_3555><s_b_205><s_c_7655>
|
||
06:22 [视频-长播] <|video_begin|><s_a_3766><s_b_56><s_c_7897>
|
||
06:22 [视频-长播] <|video_begin|><s_a_6372><s_b_1572><s_c_6313>
|
||
06:22 [视频-长播] <|video_begin|><s_a_3115><s_b_7525><s_c_6067>
|
||
06:22 [视频-长播] <|video_begin|><s_a_3655><s_b_3589><s_c_535>
|
||
06:30 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_8024><s_c_3047>
|
||
06:30 [广告-点击] <|ad_begin|><s_a_1041><s_b_8024><s_c_3047>
|
||
06:32 [广告-点击] <|ad_begin|><s_a_4942><s_b_3420><s_c_3527>
|
||
08:29 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_7214><s_c_7772>
|
||
08:29 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_575><s_c_2530>
|
||
08:41 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_3138><s_c_3054>
|
||
08:44 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_575><s_c_5563>
|
||
08:44 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_7264>
|
||
08:44 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_3044><s_c_2470>
|
||
08:44 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5511><s_c_2636>
|
||
08:44 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_6442><s_c_6067>
|
||
08:44 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_5641><s_c_6008>
|
||
08:55 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_7554><s_c_5061>
|
||
08:55 [视频-点赞/长播] <|video_begin|><s_a_7774><s_b_57><s_c_1423>
|
||
08:55 [视频-长播] <|video_begin|><s_a_2015><s_b_6750><s_c_2452>
|
||
08:55 [视频-长播] <|video_begin|><s_a_8159><s_b_575><s_c_1659>
|
||
08:55 [视频-长播] <|video_begin|><s_a_4088><s_b_6782><s_c_5768>
|
||
08:59 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_3589><s_c_534>
|
||
08:59 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_57><s_c_7951>
|
||
08:59 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_575><s_c_4636>
|
||
08:59 [视频-长播] <|video_begin|><s_a_4284><s_b_3734><s_c_1614>
|
||
08:59 [视频-长播] <|video_begin|><s_a_3062><s_b_855><s_c_1085>
|
||
09:03 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_7608><s_c_869>
|
||
09:03 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6234><s_c_143>
|
||
09:03 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_6110><s_c_7616>
|
||
09:03 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_6196><s_c_2470>
|
||
09:03 [视频-长播] <|video_begin|><s_a_3510><s_b_326><s_c_4467>
|
||
09:08 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_7184><s_c_7616>
|
||
09:08 [视频-点赞/长播] <|video_begin|><s_a_287><s_b_3636><s_c_3111>
|
||
09:08 [视频-长播] <|video_begin|><s_a_829><s_b_5145><s_c_6908>
|
||
09:14 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_1749><s_c_8140>
|
||
09:14 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_2963><s_c_6419>
|
||
09:17 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_2419><s_c_3054>
|
||
09:17 [视频-长播] <|video_begin|><s_a_1909><s_b_3447><s_c_6919>
|
||
09:27 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_575><s_c_5314>
|
||
09:27 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_7554><s_c_5531>
|
||
10:39 [视频-长播] <|video_begin|><s_a_5632><s_b_6727><s_c_4405>
|
||
10:39 [视频-长播] <|video_begin|><s_a_1909><s_b_3447><s_c_3191>
|
||
10:39 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_575><s_c_6227>
|
||
10:39 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_6196><s_c_4872>
|
||
10:39 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_7342><s_c_4611>
|
||
10:39 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_3589><s_c_6390>
|
||
10:50 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_6006><s_c_6067>
|
||
10:50 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_800><s_c_141>
|
||
10:50 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_766><s_c_4932>
|
||
10:50 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7608><s_c_875>
|
||
11:12 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_3656><s_c_8042>
|
||
11:12 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_6261><s_c_3475>
|
||
11:12 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_7391><s_c_3877>
|
||
11:12 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_7333><s_c_4058>
|
||
11:30 [视频-点赞/长播] <|video_begin|><s_a_4823><s_b_353><s_c_6275>
|
||
11:30 [视频-点赞/长播] <|video_begin|><s_a_8159><s_b_4879><s_c_1471>
|
||
11:30 [视频-长播] <|video_begin|><s_a_4862><s_b_4666><s_c_1451>
|
||
11:30 [广告-点击] <|ad_begin|><s_a_217><s_b_7342><s_c_3552>
|
||
11:45 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_1590><s_c_2704>
|
||
11:45 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_2799><s_c_1315>
|
||
11:45 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_3656><s_c_6379>
|
||
11:55 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_7966><s_c_6919>
|
||
12:02 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_5373><s_c_339>
|
||
12:02 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_5268><s_c_88>
|
||
12:02 [视频-点赞/长播] <|video_begin|><s_a_7879><s_b_6234><s_c_3261>
|
||
12:02 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_5268><s_c_5209>
|
||
12:09 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_6234><s_c_7448>
|
||
12:09 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_5647><s_c_3225>
|
||
12:09 [视频-点赞/长播] <|video_begin|><s_a_1494><s_b_765><s_c_6222>
|
||
|
||
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。
|
||
|
||
主题：从被动触达到深度卷入的网赚游戏认知陷阱
|
||
|
||
输出格式要求：请仅以包含 SID 的 JSON 数组形式返回结果，切勿输出任何额外的解释说明或无关字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
["<|ad_begin|><s_a_1041><s_b_4198><s_c_3052>", "<|ad_begin|><s_a_6988><s_b_2918><s_c_6223>", "<|ad_begin|><s_a_1041><s_b_985><s_c_5506>", "<|ad_begin|><s_a_2257><s_b_4932><s_c_1111>", "<|ad_begin|><s_a_2257><s_b_7381><s_c_3429>", "<|ad_begin|><s_a_1041><s_b_7381><s_c_929>", "<|ad_begin|><s_a_4354><s_b_2013><s_c_6737>", "<|ad_begin|><s_a_4354><s_b_2013><s_c_3003>", "<|ad_begin|><s_a_2778><s_b_3973><s_c_5022>", "<|ad_begin|><s_a_6303><s_b_7246><s_c_1726>", "<|ad_begin|><s_a_4405><s_b_6635><s_c_1769>", "<|ad_begin|><s_a_2778><s_b_6550><s_c_3849>", "<|ad_begin|><s_a_5687><s_b_4491><s_c_1769>", "<|ad_begin|><s_a_7381><s_b_4733><s_c_1129>", "<|ad_begin|><s_a_4405><s_b_5511><s_c_2465>", "<|ad_begin|><s_a_7847><s_b_6379><s_c_7518>", "<|ad_begin|><s_a_2778><s_b_152><s_c_8015>", "<|ad_begin|><s_a_2778><s_b_7458><s_c_1259>", "<|ad_begin|><s_a_7847><s_b_6334><s_c_4857>", "<|ad_begin|><s_a_1041><s_b_4033><s_c_557>", "<|ad_begin|><s_a_7381><s_b_3447><s_c_4227>", "<|ad_begin|><s_a_1041><s_b_3589><s_c_1004>", "<|ad_begin|><s_a_2778><s_b_827><s_c_8127>", "<|ad_begin|><s_a_1041><s_b_4723><s_c_6047>", "<|ad_begin|><s_a_4405><s_b_3148><s_c_7263>", "<|ad_begin|><s_a_7381><s_b_3952><s_c_1591>", "<|ad_begin|><s_a_1041><s_b_7214><s_c_594>", "<|ad_begin|><s_a_1041><s_b_7214><s_c_1364>", "<|ad_begin|><s_a_2778><s_b_4432><s_c_5746>", "<|ad_begin|><s_a_1041><s_b_2013><s_c_142>", "<|ad_begin|><s_a_1041><s_b_5693><s_c_88>", "<|ad_begin|><s_a_4405><s_b_5693><s_c_4135>", "<|ad_begin|><s_a_7847><s_b_6379><s_c_6596>", "<|ad_begin|><s_a_2778><s_b_1366><s_c_6171>", "<|ad_begin|><s_a_7847><s_b_2799><s_c_2696>", "<|ad_begin|><s_a_2257><s_b_978><s_c_6629>", "<|ad_begin|><s_a_7847><s_b_2865><s_c_7719>", "<|ad_begin|><s_a_4405><s_b_759><s_c_844>", "<|ad_begin|><s_a_7847><s_b_7608><s_c_5563>", "<|ad_begin|><s_a_2778><s_b_4216><s_c_6329>", "<|ad_begin|><s_a_2025><s_b_1099><s_c_3534>", "<|ad_begin|><s_a_2778><s_b_759><s_c_2866>", "<|ad_begin|><s_a_4405><s_b_1113><s_c_5434>", "<|ad_begin|><s_a_1041><s_b_4939><s_c_7935>", "<|ad_begin|><s_a_4354><s_b_6170><s_c_4506>", "<|ad_begin|><s_a_2778><s_b_3845><s_c_4239>", "<|ad_begin|><s_a_2778><s_b_804><s_c_133>", "<|ad_begin|><s_a_4405><s_b_4216><s_c_5267>", "<|ad_begin|><s_a_7847><s_b_1822><s_c_6629>", "<|ad_begin|><s_a_2778><s_b_7165><s_c_5839>", "<|ad_begin|><s_a_2778><s_b_6197><s_c_6812>", "<|ad_begin|><s_a_1041><s_b_8024><s_c_3047>", "<|video_begin|><s_a_5903><s_b_6442><s_c_6067>"]<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-03-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_635><s_b_5442><s_c_3797>
|
||
【2023-05-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5347><s_b_2855><s_c_738>
|
||
【2024-11-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1771><s_b_6454><s_c_4877>
|
||
【2024-12-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7060><s_b_6925><s_c_528>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_3803><s_c_2868>
|
||
【2024-12-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_1037><s_c_7420>
|
||
【2025-02-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5049><s_b_4433><s_c_5404>
|
||
【2025-06-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6316><s_b_1858><s_c_7025>
|
||
【2025-06-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_4794><s_c_7420>
|
||
【2025-07-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_1226><s_c_2268>
|
||
【2025-07-12】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5627><s_c_1306>
|
||
【2025-07-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4274><s_b_5449><s_c_5224>
|
||
【2025-07-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_7200><s_c_4364>
|
||
【2025-08-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4084><s_b_3248><s_c_6131>
|
||
【2025-08-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7216><s_c_4809>
|
||
【2025-08-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_1226><s_c_2268>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4274><s_b_168><s_c_3562>
|
||
【2025-08-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_4021><s_c_6327>
|
||
【2025-08-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_4430><s_c_5785>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5278><s_b_2003><s_c_1640>
|
||
【2025-08-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6402><s_b_4241><s_c_3240>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_7687><s_c_104>
|
||
【2025-08-21】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_2556><s_c_4590>
|
||
【2025-08-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_705>
|
||
【2025-09-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_4430><s_c_6072>
|
||
【2025-09-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7376><s_b_3666><s_c_5498>
|
||
【2025-09-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7349><s_b_1259><s_c_619>
|
||
【2025-09-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5278><s_b_2003><s_c_1640>
|
||
【2025-09-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4274><s_b_168><s_c_619>
|
||
【2025-10-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_2085><s_c_2770>
|
||
【2025-10-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_7369><s_c_2717>
|
||
【2025-10-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_5449><s_c_889>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_4211><s_c_396>
|
||
【2025-10-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_7790>
|
||
【2025-10-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_2803>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5173><s_b_1862><s_c_535>
|
||
【2025-11-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1463><s_b_299><s_c_7650>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_5627><s_c_2820>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_4058>
|
||
【2025-11-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2616><s_b_2550><s_c_6871>
|
||
【2025-11-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7952><s_c_3099>
|
||
【2025-11-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6973><s_c_6202>
|
||
【2025-11-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_464><s_b_5521><s_c_1611>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_5239>
|
||
【2025-12-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2757><s_b_4538><s_c_936>
|
||
【2025-12-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_439>
|
||
【2025-12-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7895><s_b_843><s_c_2868>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_311><s_b_7537><s_c_7058>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2048><s_b_7808><s_c_5375>
|
||
【2025-12-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_3063><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5646><s_c_3026>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_5696><s_b_6218><s_c_3038>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_550><s_b_222><s_c_208>
|
||
【2025-12-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2915>
|
||
--:-- [直播-关注] <|living_begin|><s_a_933><s_b_8035><s_c_3038>
|
||
【2025-12-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6049><s_b_3064><s_c_3038>
|
||
【2025-12-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_5260><s_c_3562>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7179><s_b_1124><s_c_7929>
|
||
【2025-12-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4270><s_b_2744><s_c_7775>
|
||
【2025-12-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6519><s_c_5209>
|
||
【2025-12-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2757><s_b_4538><s_c_936>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5785><s_b_6421><s_c_4281>
|
||
【2025-12-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_27><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_4288><s_c_6202>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_4771><s_c_3650>
|
||
--:-- [直播-关注] <|living_begin|><s_a_933><s_b_2606><s_c_4208>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7881><s_b_1821><s_c_7781>
|
||
【2025-12-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7317><s_c_1306>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_7125>
|
||
【2025-12-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1690><s_b_6454><s_c_4755>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4270><s_b_2744><s_c_7775>
|
||
【2025-12-28】
|
||
00:37 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_1614>
|
||
03:51 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_1669><s_c_5064>
|
||
【2025-12-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8004><s_b_8049><s_c_1269>
|
||
13:32 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1038>
|
||
14:35 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_5061><s_c_6815>
|
||
【2025-12-30】
|
||
00:17 [广告-深度转化] <|ad_begin|><s_a_6386><s_b_205><s_c_5776>
|
||
16:08 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6879>
|
||
【2025-12-31】
|
||
12:18 [广告-深度转化] <|ad_begin|><s_a_4071><s_b_25><s_c_3014>
|
||
【2026-01-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1066><s_b_5302><s_c_4937>
|
||
04:05 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1000>
|
||
【2026-01-05】
|
||
08:06 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5511><s_c_5553>
|
||
【2026-01-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_4610>
|
||
14:26 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_3198><s_c_3085>
|
||
【2026-01-07】
|
||
01:56 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_4147>
|
||
08:05 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_581><s_c_286>
|
||
08:21 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6924><s_c_4923>
|
||
09:02 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6924><s_c_4636>
|
||
【2026-01-08】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_3280><s_c_3589>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_341><s_c_4594>
|
||
【2026-01-09】
|
||
00:19 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6924><s_c_3026>
|
||
01:07 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_7180><s_c_6057>
|
||
10:20 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7246><s_c_5553>
|
||
10:48 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1806><s_c_3913>
|
||
【2026-01-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1208><s_b_5487><s_c_1076>
|
||
03:08 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_2370>
|
||
16:00 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4192>
|
||
【2026-01-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3460><s_b_7096><s_c_536>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6058><s_c_3676>
|
||
03:56 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1141><s_c_1322>
|
||
04:47 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_6962>
|
||
07:31 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6879>
|
||
【2026-01-12】
|
||
09:41 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_8003>
|
||
【2026-01-13】
|
||
11:19 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1642><s_c_3742>
|
||
【2026-01-14】
|
||
09:59 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_5064>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4567><s_b_7571><s_c_6202>
|
||
12:42 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6244><s_c_3026>
|
||
【2026-01-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6049><s_b_1410><s_c_6202>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4579><s_b_7571><s_c_3038>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_6891><s_c_909>
|
||
00:41 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7879>
|
||
15:42 [广告-深度转化] <|ad_begin|><s_a_1383><s_b_2737><s_c_6298>
|
||
16:00 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_2369>
|
||
【2026-01-17】
|
||
00:35 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5553>
|
||
09:59 [广告-点击] <|ad_begin|><s_a_1924><s_b_7608><s_c_4671>
|
||
11:02 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_5061>
|
||
13:13 [广告-点击] <|ad_begin|><s_a_2918><s_b_1413><s_c_987>
|
||
13:32 [广告-点击] <|ad_begin|><s_a_7039><s_b_6379><s_c_6768>
|
||
14:16 [广告-点击] <|ad_begin|><s_a_2470><s_b_1636><s_c_7015>
|
||
14:28 [广告-点击] <|ad_begin|><s_a_1041><s_b_6798><s_c_3716>
|
||
14:32 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_4552><s_c_7925>
|
||
14:32 [广告-点击] <|ad_begin|><s_a_1608><s_b_4552><s_c_7925>
|
||
22:47 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4032>
|
||
22:47 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4032>
|
||
【2026-01-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7603><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_7420>
|
||
02:59 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_146>
|
||
02:59 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_146>
|
||
10:03 [广告-点击] <|ad_begin|><s_a_7931><s_b_1277><s_c_2454>
|
||
12:23 [广告-点击] <|ad_begin|><s_a_2832><s_b_581><s_c_1614>
|
||
12:32 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_3849>
|
||
14:38 [广告-深度转化] <|ad_begin|><s_a_4071><s_b_4939><s_c_2696>
|
||
14:38 [广告-点击] <|ad_begin|><s_a_4071><s_b_4939><s_c_2696>
|
||
22:45 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
|
||
22:45 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
|
||
【2026-01-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_581><s_c_4344>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1463><s_b_3313><s_c_2106>
|
||
04:05 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2854><s_c_939>
|
||
04:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_2854><s_c_939>
|
||
04:11 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_7963><s_c_7566>
|
||
04:11 [广告-点击] <|ad_begin|><s_a_3001><s_b_7963><s_c_7566>
|
||
08:39 [广告-点击] <|ad_begin|><s_a_2111><s_b_7246><s_c_3363>
|
||
09:24 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_47>
|
||
09:34 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6973><s_c_2341>
|
||
09:34 [广告-点击] <|ad_begin|><s_a_2832><s_b_6973><s_c_2341>
|
||
15:25 [广告-点击] <|ad_begin|><s_a_1608><s_b_2758><s_c_4487>
|
||
15:35 [广告-深度转化] <|ad_begin|><s_a_795><s_b_1330><s_c_495>
|
||
15:35 [广告-点击] <|ad_begin|><s_a_795><s_b_1330><s_c_495>
|
||
17:14 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_4173><s_c_4932>
|
||
17:14 [广告-点击] <|ad_begin|><s_a_1608><s_b_4173><s_c_4932>
|
||
【2026-01-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_3065><s_c_264>
|
||
09:36 [广告-深度转化] <|ad_begin|><s_a_6795><s_b_4150><s_c_5640>
|
||
09:36 [广告-点击] <|ad_begin|><s_a_6795><s_b_4150><s_c_5640>
|
||
09:45 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_5061>
|
||
09:45 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_5061>
|
||
23:28 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_146>
|
||
【2026-01-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7766><s_c_4512>
|
||
00:33 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5633>
|
||
00:33 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_5633>
|
||
11:42 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3006><s_c_6171>
|
||
11:42 [广告-点击] <|ad_begin|><s_a_786><s_b_3006><s_c_6171>
|
||
11:49 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_47>
|
||
11:49 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_47>
|
||
12:48 [广告-点击] <|ad_begin|><s_a_7989><s_b_6550><s_c_5036>
|
||
23:51 [视频-长播] <|video_begin|><s_a_7771><s_b_581><s_c_2070>
|
||
【2026-01-22】
|
||
00:02 [视频-长播] <|video_begin|><s_a_6166><s_b_7218><s_c_2756>
|
||
00:02 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_5553>
|
||
00:02 [视频-长播] <|video_begin|><s_a_5910><s_b_6379><s_c_4512>
|
||
00:24 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_5714><s_c_3501>
|
||
00:24 [广告-点击] <|ad_begin|><s_a_5998><s_b_5714><s_c_3501>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3960><s_b_3206><s_c_3797>
|
||
08:08 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6244><s_c_1>
|
||
08:08 [广告-点击] <|ad_begin|><s_a_2832><s_b_6244><s_c_1>
|
||
08:46 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2148><s_c_1>
|
||
08:46 [广告-点击] <|ad_begin|><s_a_2832><s_b_2148><s_c_1>
|
||
08:54 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_5538><s_c_7456>
|
||
08:54 [广告-点击] <|ad_begin|><s_a_7847><s_b_5538><s_c_7456>
|
||
10:38 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
10:38 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
10:45 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_7608><s_c_8079>
|
||
10:45 [广告-点击] <|ad_begin|><s_a_1041><s_b_7608><s_c_8079>
|
||
14:40 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_581><s_c_1938>
|
||
14:40 [广告-点击] <|ad_begin|><s_a_3091><s_b_581><s_c_1938>
|
||
23:46 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7894><s_c_5679>
|
||
23:46 [广告-点击] <|ad_begin|><s_a_2111><s_b_7894><s_c_5679>
|
||
【2026-01-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6635><s_c_5452>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7142><s_b_3586><s_c_677>
|
||
01:37 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4209>
|
||
01:37 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4209>
|
||
02:25 [视频-长播] <|video_begin|><s_a_194><s_b_1806><s_c_954>
|
||
06:38 [视频-长播] <|video_begin|><s_a_6166><s_b_7180><s_c_7106>
|
||
【2026-01-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3313><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6891><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_3676>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_3026>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6467><s_c_4519>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_1306>
|
||
04:07 [视频-长播] <|video_begin|><s_a_3380><s_b_3747><s_c_4699>
|
||
04:07 [视频-长播] <|video_begin|><s_a_3510><s_b_7184><s_c_6857>
|
||
04:07 [视频-长播] <|video_begin|><s_a_7411><s_b_5727><s_c_2513>
|
||
09:50 [广告-点击] <|ad_begin|><s_a_1721><s_b_1595><s_c_3026>
|
||
10:23 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_5267>
|
||
10:23 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_5267>
|
||
【2026-01-25】
|
||
01:04 [视频-长播] <|video_begin|><s_a_16><s_b_7246><s_c_853>
|
||
03:50 [视频-长播] <|video_begin|><s_a_7411><s_b_6426><s_c_7378>
|
||
13:28 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_4203><s_c_6390>
|
||
13:28 [广告-点击] <|ad_begin|><s_a_6956><s_b_4203><s_c_6390>
|
||
15:53 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_3059><s_c_6278>
|
||
15:53 [广告-点击] <|ad_begin|><s_a_7931><s_b_3059><s_c_6278>
|
||
【2026-01-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_5036>
|
||
03:19 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_5209>
|
||
03:31 [视频-长播] <|video_begin|><s_a_7438><s_b_7198><s_c_6153>
|
||
05:23 [广告-点击] <|ad_begin|><s_a_2832><s_b_4173><s_c_1708>
|
||
09:56 [视频-长播] <|video_begin|><s_a_661><s_b_1013><s_c_3026>
|
||
10:32 [视频-长播] <|video_begin|><s_a_7708><s_b_6891><s_c_1148>
|
||
11:02 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1738>
|
||
12:31 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1277><s_c_3534>
|
||
12:31 [广告-点击] <|ad_begin|><s_a_2832><s_b_1277><s_c_3534>
|
||
【2026-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6704>
|
||
01:05 [广告-点击] <|ad_begin|><s_a_1041><s_b_2828><s_c_3955>
|
||
01:14 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2912>
|
||
01:14 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2912>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_1519><s_c_5105>
|
||
12:04 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_1822><s_c_5673>
|
||
12:04 [广告-点击] <|ad_begin|><s_a_6302><s_b_1822><s_c_5673>
|
||
【2026-01-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_1519><s_c_5105>
|
||
14:41 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
|
||
14:41 [广告-点击] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
|
||
14:48 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
|
||
14:48 [广告-点击] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
|
||
14:58 [视频-长播] <|video_begin|><s_a_5295><s_b_5061><s_c_3834>
|
||
【2026-01-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_4479>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
|
||
00:59 [视频-长播] <|video_begin|><s_a_1948><s_b_5815><s_c_7636>
|
||
05:12 [视频-长播] <|video_begin|><s_a_1405><s_b_1779><s_c_3010>
|
||
05:27 [视频-长播] <|video_begin|><s_a_7771><s_b_3952><s_c_4365>
|
||
05:42 [广告-点击] <|ad_begin|><s_a_1721><s_b_1642><s_c_2758>
|
||
06:15 [视频-长播] <|video_begin|><s_a_6980><s_b_5841><s_c_2262>
|
||
06:15 [视频-长播] <|video_begin|><s_a_661><s_b_1337><s_c_853>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7895><s_b_6110><s_c_1014>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_7369><s_c_2561>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7895><s_b_6110><s_c_1014>
|
||
11:23 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_8113>
|
||
11:29 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_16><s_b_558><s_c_360>
|
||
【2026-02-01】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_6234><s_c_6990>
|
||
14:00 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6045><s_c_3849>
|
||
14:00 [广告-点击] <|ad_begin|><s_a_1608><s_b_6045><s_c_3849>
|
||
14:01 [广告-点击] <|ad_begin|><s_a_6162><s_b_5473><s_c_907>
|
||
14:15 [广告-深度转化] <|ad_begin|><s_a_1769><s_b_7608><s_c_4207>
|
||
14:15 [广告-点击] <|ad_begin|><s_a_1769><s_b_7608><s_c_4207>
|
||
14:18 [广告-点击] <|ad_begin|><s_a_2796><s_b_2485><s_c_7257>
|
||
15:33 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_4209>
|
||
15:48 [视频-长播] <|video_begin|><s_a_6166><s_b_7180><s_c_1740>
|
||
【2026-02-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1227><s_c_4512>
|
||
00:40 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5907><s_b_558><s_c_2568>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7895><s_b_5027><s_c_480>
|
||
21:47 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_1119><s_c_141>
|
||
【2026-02-03】
|
||
01:16 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5851>
|
||
01:16 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_5851>
|
||
09:29 [视频-长播] <|video_begin|><s_a_1883><s_b_8058><s_c_5186>
|
||
09:29 [视频-长播] <|video_begin|><s_a_2158><s_b_6782><s_c_3447>
|
||
09:29 [视频-长播] <|video_begin|><s_a_3346><s_b_1310><s_c_2789>
|
||
09:30 [广告-点击] <|ad_begin|><s_a_7411><s_b_3898><s_c_1767>
|
||
09:50 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_3193><s_c_2118>
|
||
09:50 [广告-点击] <|ad_begin|><s_a_7892><s_b_3193><s_c_2118>
|
||
17:59 [视频-长播] <|video_begin|><s_a_194><s_b_4496><s_c_6178>
|
||
17:59 [视频-长播] <|video_begin|><s_a_7411><s_b_3586><s_c_1767>
|
||
17:59 [视频-长播] <|video_begin|><s_a_5584><s_b_5349><s_c_6278>
|
||
17:59 [视频-收藏/点赞/长播] <|video_begin|><s_a_1786><s_b_529><s_c_3898>
|
||
18:25 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1141><s_c_47>
|
||
18:25 [广告-点击] <|ad_begin|><s_a_2832><s_b_1141><s_c_47>
|
||
【2026-02-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_4502><s_c_5587>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6872><s_b_3845><s_c_4967>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_4747>
|
||
03:18 [视频-长播] <|video_begin|><s_a_1883><s_b_7261><s_c_2153>
|
||
04:02 [广告-点击] <|ad_begin|><s_a_4405><s_b_1259><s_c_1039>
|
||
04:17 [广告-点击] <|ad_begin|><s_a_7342><s_b_1740><s_c_5563>
|
||
04:42 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_2699>
|
||
04:42 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_2699>
|
||
04:51 [广告-点击] <|ad_begin|><s_a_7479><s_b_4798><s_c_1178>
|
||
04:57 [广告-点击] <|ad_begin|><s_a_1636><s_b_6379><s_c_1026>
|
||
06:43 [广告-点击] <|ad_begin|><s_a_1041><s_b_7165><s_c_4067>
|
||
06:44 [视频-长播] <|video_begin|><s_a_2211><s_b_3063><s_c_7480>
|
||
08:41 [广告-点击] <|ad_begin|><s_a_2879><s_b_713><s_c_4227>
|
||
08:42 [视频-长播] <|video_begin|><s_a_7411><s_b_631><s_c_3580>
|
||
08:44 [视频-长播] <|video_begin|><s_a_4178><s_b_3280><s_c_607>
|
||
10:36 [视频-长播] <|video_begin|><s_a_3367><s_b_5106><s_c_4543>
|
||
10:59 [视频-长播] <|video_begin|><s_a_7468><s_b_7762><s_c_3221>
|
||
17:33 [视频-长播] <|video_begin|><s_a_6705><s_b_4325><s_c_5673>
|
||
【2026-02-05】
|
||
00:01 [广告-点击] <|ad_begin|><s_a_4207><s_b_1424><s_c_888>
|
||
13:36 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1883><s_b_8058><s_c_1740>
|
||
13:51 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1445><s_c_3363>
|
||
13:51 [广告-点击] <|ad_begin|><s_a_1608><s_b_1445><s_c_3363>
|
||
14:20 [广告-点击] <|ad_begin|><s_a_6246><s_b_978><s_c_2146>
|
||
角色任务：你作为极端严苛的用户行为数据挖掘专家和数据格式化专家，需要根据以上用户交互历史，围绕给定主题抽取存在行为递进逻辑与内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心判定逻辑（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 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请根据以下主题提取行为逻辑链：
|
||
主题：电动车电瓶维护需求的逐步升级与方案探索
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "电动车电瓶维护需求的逐步升级与方案探索",
|
||
"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":"电动车电瓶维护需求的逐步升级与方案探索","events":[{"date":"2025-08-15","action":"[商品-点击] <|prod_begin|><s_a_6462><s_b_4430><s_c_5785>","logic":"问题触发：初步关注点在于充电安全，通过点击“自动断电”、“防过载”保护器，解决基础的充电安全隐患。"},{"date":"2026-01-08","action":"[商品-点击] <|prod_begin|><s_a_4633><s_b_341><s_c_4594>","logic":"认知深化：在解决了充电安全问题后，需求升级。用户开始探索“电瓶修复器”、“激活修复”等产品，意图从被动保护转向主动延长电瓶寿命，解决性能衰退问题。"},{"date":"2026-01-10","action":"[商品-点击] <|prod_begin|><s_a_1208><s_b_5487><s_c_1076>","logic":"方案探索与升级：在“修复”概念的基础上，引入了“太阳能”、“养护”、“光伏”等新变量。这表明用户不仅想修复现有问题，还在寻求一种更优、更具科技感的长期维护方案，认知层次再次提升。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-04-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_5452>
|
||
【2025-08-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
|
||
【2025-10-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6690><s_c_543>
|
||
【2025-11-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5532><s_c_5452>
|
||
【2025-11-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_451><s_c_7951>
|
||
【2025-11-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
|
||
【2025-12-07】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6627><s_b_8150><s_c_5563>
|
||
【2025-12-08】
|
||
16:08 [广告-点击] <|ad_begin|><s_a_1726><s_b_1740><s_c_809>
|
||
【2025-12-09】
|
||
08:29 [广告-点击] <|ad_begin|><s_a_562><s_b_5646><s_c_2554>
|
||
【2025-12-10】
|
||
10:25 [广告-点击] <|ad_begin|><s_a_2859><s_b_3280><s_c_7806>
|
||
22:17 [广告-点击] <|ad_begin|><s_a_7374><s_b_706><s_c_6674>
|
||
【2025-12-11】
|
||
02:15 [广告-点击] <|ad_begin|><s_a_4030><s_b_4951><s_c_7945>
|
||
11:04 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_1852>
|
||
17:14 [广告-点击] <|ad_begin|><s_a_7417><s_b_6234><s_c_4603>
|
||
【2025-12-12】
|
||
02:17 [广告-点击] <|ad_begin|><s_a_2535><s_b_2918><s_c_178>
|
||
05:39 [广告-点击] <|ad_begin|><s_a_4030><s_b_4851><s_c_5675>
|
||
【2025-12-14】
|
||
19:39 [广告-点击] <|ad_begin|><s_a_562><s_b_581><s_c_1039>
|
||
【2025-12-15】
|
||
01:23 [广告-点击] <|ad_begin|><s_a_6140><s_b_1720><s_c_7609>
|
||
02:24 [广告-点击] <|ad_begin|><s_a_562><s_b_5093><s_c_1039>
|
||
15:22 [广告-点击] <|ad_begin|><s_a_506><s_b_2918><s_c_2038>
|
||
18:50 [广告-点击] <|ad_begin|><s_a_4030><s_b_7608><s_c_4887>
|
||
【2025-12-16】
|
||
01:01 [广告-点击] <|ad_begin|><s_a_6140><s_b_1720><s_c_7609>
|
||
04:55 [广告-点击] <|ad_begin|><s_a_6140><s_b_1720><s_c_7609>
|
||
04:56 [广告-点击] <|ad_begin|><s_a_1200><s_b_348><s_c_3402>
|
||
08:22 [广告-点击] <|ad_begin|><s_a_2535><s_b_2918><s_c_178>
|
||
10:20 [广告-点击] <|ad_begin|><s_a_6140><s_b_1720><s_c_7609>
|
||
20:09 [广告-点击] <|ad_begin|><s_a_6140><s_b_1720><s_c_7609>
|
||
【2025-12-17】
|
||
00:44 [广告-点击] <|ad_begin|><s_a_1351><s_b_7608><s_c_4435>
|
||
05:14 [广告-点击] <|ad_begin|><s_a_99><s_b_2826><s_c_1118>
|
||
【2025-12-19】
|
||
04:16 [广告-点击] <|ad_begin|><s_a_1200><s_b_3831><s_c_2140>
|
||
【2025-12-23】
|
||
03:32 [广告-点击] <|ad_begin|><s_a_1383><s_b_4932><s_c_6275>
|
||
【2025-12-28】
|
||
11:24 [广告-点击] <|ad_begin|><s_a_1351><s_b_3447><s_c_2699>
|
||
【2025-12-29】
|
||
03:23 [广告-点击] <|ad_begin|><s_a_1200><s_b_4317><s_c_5994>
|
||
【2026-01-05】
|
||
15:57 [广告-点击] <|ad_begin|><s_a_4030><s_b_8151><s_c_7945>
|
||
【2026-01-06】
|
||
12:34 [广告-点击] <|ad_begin|><s_a_562><s_b_171><s_c_5687>
|
||
【2026-01-07】
|
||
02:15 [广告-点击] <|ad_begin|><s_a_2859><s_b_6810><s_c_5687>
|
||
10:42 [广告-点击] <|ad_begin|><s_a_5229><s_b_1119><s_c_6926>
|
||
13:14 [广告-点击] <|ad_begin|><s_a_2859><s_b_6810><s_c_5687>
|
||
【2026-01-08】
|
||
02:49 [广告-点击] <|ad_begin|><s_a_5229><s_b_4879><s_c_25>
|
||
【2026-01-13】
|
||
01:39 [广告-点击] <|ad_begin|><s_a_3887><s_b_5727><s_c_2509>
|
||
【2026-01-14】
|
||
09:39 [广告-点击] <|ad_begin|><s_a_1726><s_b_1740><s_c_809>
|
||
【2026-01-17】
|
||
08:27 [广告-点击] <|ad_begin|><s_a_5229><s_b_1919><s_c_2364>
|
||
10:37 [广告-点击] <|ad_begin|><s_a_5229><s_b_1919><s_c_2364>
|
||
17:09 [广告-点击] <|ad_begin|><s_a_2859><s_b_6810><s_c_1901>
|
||
【2026-01-18】
|
||
00:48 [广告-点击] <|ad_begin|><s_a_5229><s_b_1519><s_c_7003>
|
||
01:10 [广告-点击] <|ad_begin|><s_a_99><s_b_1411><s_c_1707>
|
||
01:55 [广告-点击] <|ad_begin|><s_a_668><s_b_315><s_c_3527>
|
||
02:47 [广告-点击] <|ad_begin|><s_a_5229><s_b_876><s_c_4517>
|
||
【2026-01-19】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3425><s_b_7342><s_c_6177>
|
||
【2026-01-22】
|
||
02:01 [广告-点击] <|ad_begin|><s_a_1200><s_b_7546><s_c_5063>
|
||
【2026-01-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4147><s_b_6234><s_c_6831>
|
||
03:00 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_1039>
|
||
【2026-01-25】
|
||
01:35 [广告-点击] <|ad_begin|><s_a_1351><s_b_5349><s_c_6915>
|
||
【2026-01-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_594><s_c_1950>
|
||
【2026-01-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_3436><s_c_5135>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_7600><s_c_397>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4596><s_b_7019><s_c_3526>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1644><s_b_3436><s_c_4693>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2563><s_b_6454><s_c_5291>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_4729><s_c_5347>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7058><s_b_4902><s_c_696>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_543><s_b_7447><s_c_646>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2045><s_b_7986><s_c_5156>
|
||
【2026-01-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5758><s_b_7302><s_c_157>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6974><s_b_4903><s_c_2073>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_3728><s_c_5962>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_3923><s_c_6762>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1515><s_b_203><s_c_3720>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_3569><s_c_7428>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2568><s_b_6696><s_c_2665>
|
||
【2026-01-29】
|
||
06:20 [广告-点击] <|ad_begin|><s_a_99><s_b_3898><s_c_7671>
|
||
08:00 [广告-点击] <|ad_begin|><s_a_7331><s_b_7551><s_c_7673>
|
||
12:36 [广告-点击] <|ad_begin|><s_a_4340><s_b_1119><s_c_7951>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_3569><s_c_7428>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5758><s_b_2533><s_c_3871>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2568><s_b_7878><s_c_3456>
|
||
【2026-01-30】
|
||
11:32 [广告-点击] <|ad_begin|><s_a_4340><s_b_1119><s_c_7951>
|
||
13:46 [广告-点击] <|ad_begin|><s_a_4340><s_b_1119><s_c_7951>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_2552><s_c_2524>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2409><s_b_566><s_c_6762>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5460><s_b_5337><s_c_2084>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2967><s_b_5989><s_c_6869>
|
||
【2026-01-31】
|
||
04:20 [广告-点击] <|ad_begin|><s_a_5992><s_b_4932><s_c_7517>
|
||
13:44 [广告-点击] <|ad_begin|><s_a_4340><s_b_1119><s_c_7951>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2262><s_b_3569><s_c_3780>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2591><s_b_6521><s_c_1579>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_188><s_b_3152><s_c_27>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_3569><s_c_110>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5235><s_b_4156><s_c_6925>
|
||
23:46 [广告-点击] <|ad_begin|><s_a_2025><s_b_5081><s_c_4693>
|
||
【2026-02-01】
|
||
17:17 [广告-点击] <|ad_begin|><s_a_562><s_b_6810><s_c_4519>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_3569><s_c_7911>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_6499><s_c_1416>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5021><s_b_1182><s_c_528>
|
||
【2026-02-02】
|
||
09:31 [广告-点击] <|ad_begin|><s_a_4340><s_b_1119><s_c_7951>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_5007><s_c_4838>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_5588><s_c_1616>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
【2026-02-03】
|
||
03:07 [广告-点击] <|ad_begin|><s_a_6140><s_b_1720><s_c_7609>
|
||
16:52 [广告-点击] <|ad_begin|><s_a_2859><s_b_5441><s_c_1935>
|
||
17:10 [广告-点击] <|ad_begin|><s_a_2859><s_b_6810><s_c_1901>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2570><s_b_546><s_c_3463>
|
||
【2026-02-04】
|
||
04:06 [广告-点击] <|ad_begin|><s_a_99><s_b_3898><s_c_7671>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_6230><s_c_112>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2674><s_b_3705><s_c_6316>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_5781><s_c_5646>
|
||
【2026-02-05】
|
||
03:40 [广告-点击] <|ad_begin|><s_a_2859><s_b_6810><s_c_6486>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2409><s_b_2469><s_c_2274>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2409><s_b_2325><s_c_2274>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5136><s_b_5007><s_c_4838>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5136><s_b_2119><s_c_6513>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6534><s_b_4516><s_c_6636>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_3569><s_c_3849>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5888><s_b_3943><s_c_5053>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_7179><s_c_6374>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5490><s_b_6922><s_c_6504>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8099><s_b_2171><s_c_7732>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5012><s_b_2541><s_c_4895>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7446><s_b_1055><s_c_3246>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2409><s_b_6854><s_c_7274>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3504><s_b_6878><s_c_82>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_1330><s_c_3770>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6974><s_b_98><s_c_2672>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_53><s_b_3032><s_c_1014>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_5369><s_c_5191>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_7843><s_c_6498>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_2553><s_c_5589>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_1695><s_c_397>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2409><s_b_4156><s_c_2274>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6974><s_b_44><s_c_6467>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1308><s_b_6708><s_c_7791>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2409><s_b_3320><s_c_1566>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_2056><s_c_301>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_5925><s_c_5941>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2926><s_b_3335><s_c_5962>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_2352><s_c_3909>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_1695><s_c_1129>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_5224><s_c_5064>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_7146><s_c_5053>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_4839><s_c_378>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1531><s_b_321><s_c_1877>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6534><s_b_4516><s_c_6636>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
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
|
||
核心提取逻辑 (递进性准则)：
|
||
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
|
||
2.兴趣因果递进：交互 B 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从泛化理财兴趣到聚焦特定产品形态的认知收敛
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化理财兴趣到聚焦特定产品形态的认知收敛",
|
||
"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"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我来分析一下这项任务。任务要求我基于用户的交互历史，挖掘出一条从泛化理财兴趣到聚焦特定产品形态的认知收敛行为链。我需要以第一人称的视角，详细阐述我的推理过程，并最终总结出符合要求的行为链条。
|
||
|
||
我首先通览了用户的全部行为时间线，发现用户的行为可以大致分为几个阶段。在2025年，用户的行为主要集中在关注各类直播上，涵盖了美妆护肤、美食、穿搭等多个领域，展现出对生活品质和个人形象的关注。然而，从2025年12月8日开始，用户的行为模式出现了显著的变化。
|
||
|
||
我注意到，在12月8日，用户首次点击了一则关于网商银行理财顾问的广告 <|ad_begin|><s_a_1726><s_b_1740><s_c_809>。这则广告内容比较宽泛，主要是传递理财产品的概念和优势，我判断这可能是用户对理财产生初步兴趣的起点。在此之后，用户的广告点击行为开始高度集中。在整个12月，我观察到用户密集点击了大量网商银行相关的理财广告，这些广告反复强调了安全性、收益率和投资风险等概念。例如，用户多次点击了由女性在家庭或职场环境中讲解理财的广告 <|ad_begin|><s_a_6140><s_b_1720><s_c_7609>、<|ad_begin|><s_a_7417><s_b_6234><s_c_4603>，这表明用户可能对与自身生活场景相关的财务规划内容更有代入感。这个阶段，用户的兴趣还停留在“理财”这个大概念上，处于信息搜集和建立基础认知的阶段。
|
||
|
||
进入2026年1月，用户的理财兴趣开始出现细化的迹象。在1月7日，我发现用户点击了一则明确提到具体产品系列的广告 <|ad_begin|><s_a_2859><s_b_6810><s_c_5687>。这则广告不仅介绍了网商银行的理财产品，还特别点出了“周利宝”系列，并给出了“7天期限”、“年化收益率约2.5%”等具体的产品参数。我认为这是一个关键的转折点，标志着用户的认知从宽泛的理财概念，开始聚焦到具有特定形态和明确收益预期的产品上。这说明用户已经不满足于笼统的理财宣传，开始主动了解和比较具体的产品细节了。
|
||
|
||
随后，用户的行为进一步印证了我的推测。在1月下旬，用户进行了密集的购物行为，购买了大量食品、酒水、服饰、金饰和家居用品，例如购买了白酒礼盒 <|prod_begin|><s_a_2837><s_b_3569><s_c_7428> 和足金手链 <|prod_begin|><s_a_5136><s_b_5007><s_c_4838>，显示出较强的消费能力和对生活品质的追求。这种消费行为可能也反过来刺激了用户对闲置资金管理的思考。
|
||
|
||
到了2月5日，用户的兴趣收敛过程变得更加清晰。在这一天，用户再次点击了一则关于“周利宝”的广告 <|ad_begin|><s_a_2859><s_b_6810><s_c_6486>。与之前的广告不同，这则广告的内容更加场景化，直接面向“年轻职场人士”，强调了“低门槛”、“低风险”和“资金灵活运用”等特性。我推断，用户在看到这则广告时，很可能产生了强烈的场景代入感，将自身情况与广告所描绘的用户画像进行了匹配。这表明用户的认知已经从单纯了解产品参数，深化到了评估该产品是否符合自身财务状况和生活需求的阶段，完成了从产品了解到自我代入的认知闭环。同日，用户还点击了大量商品，包括奢侈品 、家电 <|prod_begin|><s_a_1570><s_b_5224><s_c_5064> 和保险产品 <|prod_begin|><s_a_1308><s_b_6708><s_c_7791>，这进一步说明用户正处于一个综合性的财务规划和消费决策阶段，而对“周利宝”这类产品的关注，正是其理财规划中一个具体的落点。
|
||
|
||
综合以上分析，我认为用户的理财兴趣演化路径非常清晰，展现了一个从被动接收泛化概念，到主动关注具体产品，再到结合自身场景进行决策评估的完整认知过程。
|
||
|
||
因此，我提取的行为逻辑链如下：
|
||
首先，用户在2025年12月8日点击了关于网商银行理财顾问的广告 <|ad_begin|><s_a_1726><s_b_1740><s_c_809>，这代表了用户对理财概念的初步接触。随后，在2026年1月7日，用户点击了明确介绍“周利宝”系列并包含具体期限和收益率的广告 <|ad_begin|><s_a_2859><s_b_6810><s_c_5687>，这标志着其兴趣开始向具体产品形态聚焦。最后，在2026年2月5日，用户点击了面向年轻职场人士、强调低门槛和资金灵活的“周利宝”广告 <|ad_begin|><s_a_2859><s_b_6810><s_c_6486>，完成了从产品了解到与自身场景结合的认知深化。</think>
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{"logic_chain": {"name": "从泛化理财兴趣到聚焦特定产品形态的认知收敛", "events": [{"date": "2025-12-08", "action": "[广告-点击] <|ad_begin|><s_a_1726><s_b_1740><s_c_809>", "logic": "初始触发：被动接收泛化的银行理财概念广告，建立初步认知。"}, {"date": "2026-01-07", "action": "[广告-点击] <|ad_begin|><s_a_2859><s_b_6810><s_c_5687>", "logic": "认知聚焦：从宽泛的理财概念转向关注具体产品形态（“周利宝”），并引入了新的决策变量（7天期限、2.5%年化收益率），体现了认知增量。"}, {"date": "2026-02-05", "action": "[广告-点击] <|ad_begin|><s_a_2859><s_b_6810><s_c_6486>", "logic": "决策强化与场景代入：进一步关注“周利宝”产品，且信息维度从产品参数深化到目标人群（年轻职场人士）和应用场景（低门槛、资金灵活），完成了从产品了解到自我代入的认知闭环。"}]}}<|im_end|>
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|
||
labels:
|
||
<think>
|
||
</think>
|
||
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|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从被动接收到主动探索：手机性能焦虑的解决路径", "events": [{"date": "2026-01-18", "action": "[广告-点击] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>", "logic": "问题触发：首次通过广告被动接收到“手机性能优化”和“内存不足”的信息，问题意识被初步唤醒。"}, {"date": "2026-01-22", "action": "[广告-点击] <|ad_begin|><s_a_2618><s_b_7946><s_c_532>", "logic": "兴趣强化：再次点击相似主题的广告，表明对“手机垃圾清理”这一解决方案的兴趣得到确认和加强。"}, {"date": "2026-02-04", "action": "[视频-长播] <|video_begin|><s_a_960><s_b_6379><s_c_4647>", "logic": "认知深化与路径修正：从被动点击广告转向主动观看长视频。用户不再满足于一键清理的模糊概念，而是开始探索更具体的应用层级操作（如微信权限管理），这代表了从“系统性能”的泛焦虑，收敛到对“特定App功能”的深度探究，是典型的认知增量和行为模式升级。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
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|
||
{"logic_chain":{"name":"电动车电瓶维护需求的逐步升级与方案探索","events":[{"date":"2025-08-15","action":"[商品-点击] <|prod_begin|><s_a_6462><s_b_4430><s_c_5785>","logic":"问题触发：初步关注点在于充电安全，通过点击“自动断电”、“防过载”保护器，解决基础的充电安全隐患。"},{"date":"2026-01-08","action":"[商品-点击] <|prod_begin|><s_a_4633><s_b_341><s_c_4594>","logic":"认知深化：在解决了充电安全问题后，需求升级。用户开始探索“电瓶修复器”、“激活修复”等产品，意图从被动保护转向主动延长电瓶寿命，解决性能衰退问题。"},{"date":"2026-01-10","action":"[商品-点击] <|prod_begin|><s_a_1208><s_b_5487><s_c_1076>","logic":"方案探索与升级：在“修复”概念的基础上，引入了“太阳能”、“养护”、“光伏”等新变量。这表明用户不仅想修复现有问题，还在寻求一种更优、更具科技感的长期维护方案，认知层次再次提升。"}]}}<|im_end|>
|
||
<think>
|
||
好的，我来分析一下这项任务。任务要求我基于用户的交互历史，挖掘出一条从泛化理财兴趣到聚焦特定产品形态的认知收敛行为链。我需要以第一人称的视角，详细阐述我的推理过程，并最终总结出符合要求的行为链条。
|
||
|
||
我首先通览了用户的全部行为时间线，发现用户的行为可以大致分为几个阶段。在2025年，用户的行为主要集中在关注各类直播上，涵盖了美妆护肤、美食、穿搭等多个领域，展现出对生活品质和个人形象的关注。然而，从2025年12月8日开始，用户的行为模式出现了显著的变化。
|
||
|
||
我注意到，在12月8日，用户首次点击了一则关于网商银行理财顾问的广告 <|ad_begin|><s_a_1726><s_b_1740><s_c_809>。这则广告内容比较宽泛，主要是传递理财产品的概念和优势，我判断这可能是用户对理财产生初步兴趣的起点。在此之后，用户的广告点击行为开始高度集中。在整个12月，我观察到用户密集点击了大量网商银行相关的理财广告，这些广告反复强调了安全性、收益率和投资风险等概念。例如，用户多次点击了由女性在家庭或职场环境中讲解理财的广告 <|ad_begin|><s_a_6140><s_b_1720><s_c_7609>、<|ad_begin|><s_a_7417><s_b_6234><s_c_4603>，这表明用户可能对与自身生活场景相关的财务规划内容更有代入感。这个阶段，用户的兴趣还停留在“理财”这个大概念上，处于信息搜集和建立基础认知的阶段。
|
||
|
||
进入2026年1月，用户的理财兴趣开始出现细化的迹象。在1月7日，我发现用户点击了一则明确提到具体产品系列的广告 <|ad_begin|><s_a_2859><s_b_6810><s_c_5687>。这则广告不仅介绍了网商银行的理财产品，还特别点出了“周利宝”系列，并给出了“7天期限”、“年化收益率约2.5%”等具体的产品参数。我认为这是一个关键的转折点，标志着用户的认知从宽泛的理财概念，开始聚焦到具有特定形态和明确收益预期的产品上。这说明用户已经不满足于笼统的理财宣传，开始主动了解和比较具体的产品细节了。
|
||
|
||
随后，用户的行为进一步印证了我的推测。在1月下旬，用户进行了密集的购物行为，购买了大量食品、酒水、服饰、金饰和家居用品，例如购买了白酒礼盒 <|prod_begin|><s_a_2837><s_b_3569><s_c_7428> 和足金手链 <|prod_begin|><s_a_5136><s_b_5007><s_c_4838>，显示出较强的消费能力和对生活品质的追求。这种消费行为可能也反过来刺激了用户对闲置资金管理的思考。
|
||
|
||
到了2月5日，用户的兴趣收敛过程变得更加清晰。在这一天，用户再次点击了一则关于“周利宝”的广告 <|ad_begin|><s_a_2859><s_b_6810><s_c_6486>。与之前的广告不同，这则广告的内容更加场景化，直接面向“年轻职场人士”，强调了“低门槛”、“低风险”和“资金灵活运用”等特性。我推断，用户在看到这则广告时，很可能产生了强烈的场景代入感，将自身情况与广告所描绘的用户画像进行了匹配。这表明用户的认知已经从单纯了解产品参数，深化到了评估该产品是否符合自身财务状况和生活需求的阶段，完成了从产品了解到自我代入的认知闭环。同日，用户还点击了大量商品，包括奢侈品 、家电 <|prod_begin|><s_a_1570><s_b_5224><s_c_5064> 和保险产品 <|prod_begin|><s_a_1308><s_b_6708><s_c_7791>，这进一步说明用户正处于一个综合性的财务规划和消费决策阶段，而对“周利宝”这类产品的关注，正是其理财规划中一个具体的落点。
|
||
|
||
综合以上分析，我认为用户的理财兴趣演化路径非常清晰，展现了一个从被动接收泛化概念，到主动关注具体产品，再到结合自身场景进行决策评估的完整认知过程。
|
||
|
||
因此，我提取的行为逻辑链如下：
|
||
首先，用户在2025年12月8日点击了关于网商银行理财顾问的广告 <|ad_begin|><s_a_1726><s_b_1740><s_c_809>，这代表了用户对理财概念的初步接触。随后，在2026年1月7日，用户点击了明确介绍“周利宝”系列并包含具体期限和收益率的广告 <|ad_begin|><s_a_2859><s_b_6810><s_c_5687>，这标志着其兴趣开始向具体产品形态聚焦。最后，在2026年2月5日，用户点击了面向年轻职场人士、强调低门槛和资金灵活的“周利宝”广告 <|ad_begin|><s_a_2859><s_b_6810><s_c_6486>，完成了从产品了解到与自身场景结合的认知深化。</think>
|
||
{"logic_chain": {"name": "从泛化理财兴趣到聚焦特定产品形态的认知收敛", "events": [{"date": "2025-12-08", "action": "[广告-点击] <|ad_begin|><s_a_1726><s_b_1740><s_c_809>", "logic": "初始触发：被动接收泛化的银行理财概念广告，建立初步认知。"}, {"date": "2026-01-07", "action": "[广告-点击] <|ad_begin|><s_a_2859><s_b_6810><s_c_5687>", "logic": "认知聚焦：从宽泛的理财概念转向关注具体产品形态（“周利宝”），并引入了新的决策变量（7天期限、2.5%年化收益率），体现了认知增量。"}, {"date": "2026-02-05", "action": "[广告-点击] <|ad_begin|><s_a_2859><s_b_6810><s_c_6486>", "logic": "决策强化与场景代入：进一步关注“周利宝”产品，且信息维度从产品参数深化到目标人群（年轻职场人士）和应用场景（低门槛、资金灵活），完成了从产品了解到自我代入的认知闭环。"}]}}<|im_end|>
|
||
[INFO|configuration_utils.py:771] 2026-07-10 01:16:57,558 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-10 01:16:57,558 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
||
],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": 151643,
|
||
"dtype": "bfloat16",
|
||
"eos_token_id": 151645,
|
||
"head_dim": 128,
|
||
"hidden_act": "silu",
|
||
"hidden_size": 1024,
|
||
"initializer_range": 0.02,
|
||
"intermediate_size": 3072,
|
||
"layer_types": [
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention"
|
||
],
|
||
"max_position_embeddings": 40960,
|
||
"max_window_layers": 28,
|
||
"model_type": "qwen3",
|
||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
|
||
"num_key_value_heads": 8,
|
||
"pad_token_id": null,
|
||
"rms_norm_eps": 1e-06,
|
||
"rope_parameters": {
|
||
"rope_theta": 1000000,
|
||
"rope_type": "default"
|
||
},
|
||
"sliding_window": null,
|
||
"tie_word_embeddings": false,
|
||
"transformers_version": "5.6.0",
|
||
"use_cache": true,
|
||
"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
|
||
|
||
|
||
[INFO|2026-07-10 01:16:57] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-10 01:16:57] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:751] 2026-07-10 01:16:58,466 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-10 01:16:58,466 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-10 01:16:58,518 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
|
||
"use_cache": false
|
||
}
|
||
|
||
|
||
Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
|
||
Loading weights: 51%|█████ | 158/311 [00:00<00:00, 1578.77it/s]
|
||
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 2228.51it/s]
|
||
[INFO|configuration_utils.py:980] 2026-07-10 01:16:59,483 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-10 01:16:59,483 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
|
||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
||
|
||
[INFO|dynamic_module_utils.py:406] 2026-07-10 01:16:59,851 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
|
||
[INFO|2026-07-10 01:16:59] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
||
[INFO|2026-07-10 01:16:59] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
||
[INFO|2026-07-10 01:16:59] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
||
[INFO|2026-07-10 01:16:59] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-10 01:16:59] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[WARNING|trainer_utils.py:1238] 2026-07-10 01:16:59,874 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
|
||
[INFO|trainer.py:1469] 2026-07-10 01:16:59,990 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-10 01:16:59,990 >> Num examples = 2,573
|
||
[INFO|trainer.py:1471] 2026-07-10 01:16:59,990 >> Num Epochs = 5
|
||
[INFO|trainer.py:1472] 2026-07-10 01:16:59,990 >> Num update steps per epoch = 644
|
||
[INFO|trainer.py:1473] 2026-07-10 01:16:59,990 >> Instantaneous batch size per device = 1
|
||
[INFO|trainer.py:1476] 2026-07-10 01:16:59,990 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
||
[INFO|trainer.py:1477] 2026-07-10 01:16:59,990 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-10 01:16:59,990 >> Total optimization steps = 3,220
|
||
[INFO|trainer.py:1479] 2026-07-10 01:16:59,990 >> Number of trainable parameters = 801,433,600
|
||
|
||
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4%|▍ | 140/3220 [18:55<6:54:03, 8.07s/it]
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4%|▍ | 140/3220 [18:55<6:54:03, 8.07s/it]
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4%|▍ | 141/3220 [19:04<6:57:37, 8.14s/it]
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4%|▍ | 142/3220 [19:12<6:59:56, 8.19s/it]
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4%|▍ | 143/3220 [19:19<6:48:21, 7.96s/it]
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4%|▍ | 144/3220 [19:26<6:31:00, 7.63s/it]
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5%|▍ | 145/3220 [19:35<6:48:56, 7.98s/it]
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5%|▍ | 145/3220 [19:35<6:48:56, 7.98s/it]
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5%|▍ | 146/3220 [19:44<7:00:40, 8.21s/it]
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5%|▍ | 147/3220 [19:52<7:07:12, 8.34s/it]
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5%|▍ | 148/3220 [20:01<7:08:01, 8.36s/it]
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5%|▍ | 149/3220 [20:09<7:06:58, 8.34s/it]
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5%|▍ | 150/3220 [20:17<7:02:05, 8.25s/it]
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5%|▍ | 150/3220 [20:17<7:02:05, 8.25s/it]
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5%|▍ | 151/3220 [20:25<7:02:48, 8.27s/it]
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5%|▍ | 152/3220 [20:33<6:56:38, 8.15s/it]
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5%|▍ | 153/3220 [20:41<6:50:39, 8.03s/it]
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5%|▍ | 154/3220 [20:49<6:51:42, 8.06s/it]
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5%|▍ | 155/3220 [20:56<6:29:10, 7.62s/it]
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5%|▍ | 155/3220 [20:56<6:29:10, 7.62s/it]
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5%|▍ | 156/3220 [21:04<6:32:29, 7.69s/it]
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5%|▍ | 157/3220 [21:12<6:49:24, 8.02s/it]
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5%|▍ | 158/3220 [21:21<6:58:33, 8.20s/it]
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5%|▍ | 159/3220 [21:29<6:55:14, 8.14s/it]
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5%|▍ | 160/3220 [21:37<6:55:02, 8.14s/it]
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5%|▍ | 160/3220 [21:37<6:55:02, 8.14s/it]
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5%|▌ | 161/3220 [21:46<7:02:47, 8.29s/it]
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5%|▌ | 162/3220 [21:54<6:57:08, 8.18s/it]
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5%|▌ | 163/3220 [22:03<7:08:45, 8.42s/it]
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5%|▌ | 164/3220 [22:11<7:00:54, 8.26s/it]
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5%|▌ | 165/3220 [22:18<6:52:22, 8.10s/it]
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5%|▌ | 165/3220 [22:18<6:52:22, 8.10s/it]
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5%|▌ | 166/3220 [22:26<6:49:30, 8.05s/it]
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5%|▌ | 167/3220 [22:35<6:54:05, 8.14s/it]
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5%|▌ | 168/3220 [22:43<6:50:02, 8.06s/it]
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5%|▌ | 169/3220 [22:51<6:56:20, 8.19s/it]
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5%|▌ | 170/3220 [22:59<6:46:38, 8.00s/it]
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5%|▌ | 170/3220 [22:59<6:46:38, 8.00s/it]
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5%|▌ | 171/3220 [23:07<6:53:23, 8.14s/it]
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5%|▌ | 172/3220 [23:15<6:54:18, 8.16s/it]
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5%|▌ | 173/3220 [23:24<7:07:13, 8.41s/it]
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5%|▌ | 174/3220 [23:32<7:03:29, 8.34s/it]
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5%|▌ | 175/3220 [23:41<7:05:42, 8.39s/it]
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5%|▌ | 175/3220 [23:41<7:05:42, 8.39s/it]
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5%|▌ | 176/3220 [23:49<6:55:35, 8.19s/it]
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5%|▌ | 177/3220 [23:57<6:53:27, 8.15s/it]
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6%|▌ | 178/3220 [24:04<6:47:07, 8.03s/it]
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6%|▌ | 179/3220 [24:12<6:45:31, 8.00s/it]
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6%|▌ | 180/3220 [24:21<6:57:59, 8.25s/it]
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6%|▌ | 180/3220 [24:21<6:57:59, 8.25s/it]
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6%|▌ | 181/3220 [24:30<7:01:12, 8.32s/it]
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6%|▌ | 182/3220 [24:36<6:28:55, 7.68s/it]
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6%|▌ | 183/3220 [24:44<6:36:27, 7.83s/it]
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6%|▌ | 184/3220 [24:52<6:43:55, 7.98s/it]
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6%|▌ | 185/3220 [25:01<6:46:26, 8.04s/it]
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6%|▌ | 185/3220 [25:01<6:46:26, 8.04s/it]
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6%|▌ | 186/3220 [25:08<6:42:42, 7.96s/it]
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6%|▌ | 187/3220 [25:16<6:40:03, 7.91s/it]
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6%|▌ | 188/3220 [25:25<6:54:56, 8.21s/it]
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6%|▌ | 189/3220 [25:34<6:58:35, 8.29s/it]
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6%|▌ | 190/3220 [25:42<6:58:12, 8.28s/it]
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|
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6%|▌ | 190/3220 [25:42<6:58:12, 8.28s/it]
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6%|▌ | 191/3220 [25:50<6:57:36, 8.27s/it]
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6%|▌ | 192/3220 [25:59<7:05:17, 8.43s/it]
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6%|▌ | 193/3220 [26:07<6:58:56, 8.30s/it]
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6%|▌ | 194/3220 [26:15<6:53:31, 8.20s/it]
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6%|▌ | 195/3220 [26:23<6:52:42, 8.19s/it]
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|
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6%|▌ | 195/3220 [26:23<6:52:42, 8.19s/it]
|
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6%|▌ | 196/3220 [26:31<6:47:46, 8.09s/it]
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6%|▌ | 197/3220 [26:39<6:53:11, 8.20s/it]
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6%|▌ | 198/3220 [26:47<6:47:59, 8.10s/it]
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6%|▌ | 199/3220 [26:56<6:55:58, 8.26s/it]
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6%|▌ | 200/3220 [27:04<6:48:35, 8.12s/it]
|
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|
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6%|▌ | 200/3220 [27:04<6:48:35, 8.12s/it]
|
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6%|▌ | 201/3220 [27:10<6:26:38, 7.68s/it]
|
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6%|▋ | 202/3220 [27:19<6:41:11, 7.98s/it]
|
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6%|▋ | 203/3220 [27:27<6:49:00, 8.13s/it]
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6%|▋ | 204/3220 [27:36<6:50:03, 8.16s/it]
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6%|▋ | 205/3220 [27:44<6:56:41, 8.29s/it]
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|
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6%|▋ | 205/3220 [27:44<6:56:41, 8.29s/it]
|
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6%|▋ | 206/3220 [27:53<7:07:06, 8.50s/it]
|
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6%|▋ | 207/3220 [28:01<7:01:26, 8.39s/it]
|
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6%|▋ | 208/3220 [28:10<6:58:06, 8.33s/it]
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6%|▋ | 209/3220 [28:19<7:12:22, 8.62s/it]
|
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7%|▋ | 210/3220 [28:27<7:01:53, 8.41s/it]
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|
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7%|▋ | 210/3220 [28:27<7:01:53, 8.41s/it]
|
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7%|▋ | 211/3220 [28:35<6:56:21, 8.30s/it]
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7%|▋ | 212/3220 [28:43<6:50:15, 8.18s/it]
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7%|▋ | 213/3220 [28:51<6:56:14, 8.31s/it]
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7%|▋ | 214/3220 [29:00<7:03:27, 8.45s/it]
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7%|▋ | 215/3220 [29:09<7:05:18, 8.49s/it]
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7%|▋ | 215/3220 [29:09<7:05:18, 8.49s/it]
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7%|▋ | 216/3220 [29:17<6:57:57, 8.35s/it]
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7%|▋ | 217/3220 [29:24<6:46:16, 8.12s/it]
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7%|▋ | 218/3220 [29:32<6:40:58, 8.01s/it]
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7%|▋ | 219/3220 [29:40<6:45:11, 8.10s/it]
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7%|▋ | 220/3220 [29:48<6:41:44, 8.03s/it]
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7%|▋ | 220/3220 [29:48<6:41:44, 8.03s/it]
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7%|▋ | 221/3220 [29:56<6:41:52, 8.04s/it]
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7%|▋ | 222/3220 [30:04<6:41:40, 8.04s/it]
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7%|▋ | 223/3220 [30:13<6:56:02, 8.33s/it]
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7%|▋ | 224/3220 [30:22<6:55:09, 8.31s/it]
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7%|▋ | 225/3220 [30:30<6:55:10, 8.32s/it]
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7%|▋ | 225/3220 [30:30<6:55:10, 8.32s/it]
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7%|▋ | 226/3220 [30:39<7:04:17, 8.50s/it]
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7%|▋ | 227/3220 [30:48<7:06:00, 8.54s/it]
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7%|▋ | 228/3220 [30:56<7:02:39, 8.48s/it]
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7%|▋ | 229/3220 [31:03<6:43:54, 8.10s/it]
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7%|▋ | 230/3220 [31:11<6:46:44, 8.16s/it]
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7%|▋ | 230/3220 [31:11<6:46:44, 8.16s/it]
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7%|▋ | 231/3220 [31:19<6:44:05, 8.11s/it]
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7%|▋ | 232/3220 [31:27<6:43:13, 8.10s/it]
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7%|▋ | 233/3220 [31:36<6:46:59, 8.18s/it]
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7%|▋ | 234/3220 [31:44<6:44:28, 8.13s/it]
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7%|▋ | 235/3220 [31:52<6:51:50, 8.28s/it]
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7%|▋ | 235/3220 [31:52<6:51:50, 8.28s/it]
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7%|▋ | 236/3220 [32:01<6:50:59, 8.26s/it]
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7%|▋ | 237/3220 [32:09<6:50:15, 8.25s/it]
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7%|▋ | 238/3220 [32:17<6:51:22, 8.28s/it]
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7%|▋ | 239/3220 [32:25<6:46:43, 8.19s/it]
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7%|▋ | 240/3220 [32:33<6:41:42, 8.09s/it]
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7%|▋ | 240/3220 [32:33<6:41:42, 8.09s/it]
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7%|▋ | 241/3220 [32:41<6:41:45, 8.09s/it]
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8%|▊ | 242/3220 [32:50<6:50:02, 8.26s/it]
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8%|▊ | 243/3220 [32:58<6:47:46, 8.22s/it]
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8%|▊ | 244/3220 [33:07<6:52:55, 8.33s/it]
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8%|▊ | 245/3220 [33:15<6:50:49, 8.29s/it]
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8%|▊ | 245/3220 [33:15<6:50:49, 8.29s/it]
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8%|▊ | 246/3220 [33:22<6:40:15, 8.08s/it]
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8%|▊ | 247/3220 [33:30<6:40:18, 8.08s/it]
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8%|▊ | 248/3220 [33:38<6:40:10, 8.08s/it]
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8%|▊ | 249/3220 [33:47<6:44:31, 8.17s/it]
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8%|▊ | 250/3220 [33:54<6:36:42, 8.01s/it]
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8%|▊ | 250/3220 [33:55<6:36:42, 8.01s/it]
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8%|▊ | 251/3220 [34:02<6:35:12, 7.99s/it]
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8%|▊ | 252/3220 [34:10<6:33:45, 7.96s/it]
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8%|▊ | 253/3220 [34:18<6:33:18, 7.95s/it]
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8%|▊ | 254/3220 [34:26<6:28:30, 7.86s/it]
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8%|▊ | 255/3220 [34:34<6:27:50, 7.85s/it]
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8%|▊ | 255/3220 [34:34<6:27:50, 7.85s/it]
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8%|▊ | 256/3220 [34:42<6:33:34, 7.97s/it]
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8%|▊ | 257/3220 [34:50<6:34:24, 7.99s/it]
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8%|▊ | 258/3220 [34:58<6:37:56, 8.06s/it]
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8%|▊ | 259/3220 [35:06<6:39:32, 8.10s/it]
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8%|▊ | 260/3220 [35:14<6:34:43, 8.00s/it]
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8%|▊ | 260/3220 [35:14<6:34:43, 8.00s/it]
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8%|▊ | 261/3220 [35:22<6:38:32, 8.08s/it]
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8%|▊ | 262/3220 [35:30<6:36:44, 8.05s/it]
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8%|▊ | 263/3220 [35:38<6:29:43, 7.91s/it]
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8%|▊ | 264/3220 [35:45<6:15:46, 7.63s/it]
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8%|▊ | 265/3220 [35:53<6:20:18, 7.72s/it]
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8%|▊ | 265/3220 [35:53<6:20:18, 7.72s/it]
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8%|▊ | 266/3220 [36:01<6:24:57, 7.82s/it]
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8%|▊ | 267/3220 [36:09<6:24:27, 7.81s/it]
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8%|▊ | 268/3220 [36:17<6:35:24, 8.04s/it]
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8%|▊ | 269/3220 [36:25<6:30:35, 7.94s/it]
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8%|▊ | 270/3220 [36:34<6:51:23, 8.37s/it]
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8%|▊ | 270/3220 [36:34<6:51:23, 8.37s/it]
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8%|▊ | 271/3220 [36:42<6:40:36, 8.15s/it]
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8%|▊ | 272/3220 [36:51<6:45:26, 8.25s/it]
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8%|▊ | 273/3220 [36:59<6:42:24, 8.19s/it]
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9%|▊ | 274/3220 [37:07<6:48:57, 8.33s/it]
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9%|▊ | 275/3220 [37:15<6:45:27, 8.26s/it]
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9%|▊ | 275/3220 [37:15<6:45:27, 8.26s/it]
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9%|▊ | 276/3220 [37:23<6:40:29, 8.16s/it]
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9%|▊ | 277/3220 [37:31<6:36:27, 8.08s/it]
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9%|▊ | 278/3220 [37:40<6:41:10, 8.18s/it]
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9%|▊ | 279/3220 [37:48<6:47:15, 8.31s/it]
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9%|▊ | 280/3220 [37:56<6:44:16, 8.25s/it]
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9%|▊ | 280/3220 [37:56<6:44:16, 8.25s/it]
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9%|▊ | 281/3220 [38:05<6:57:30, 8.52s/it]
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9%|▉ | 282/3220 [38:14<6:55:52, 8.49s/it]
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9%|▉ | 283/3220 [38:22<6:54:10, 8.46s/it]
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9%|▉ | 284/3220 [38:30<6:46:57, 8.32s/it]
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9%|▉ | 285/3220 [38:38<6:44:40, 8.27s/it]
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9%|▉ | 285/3220 [38:38<6:44:40, 8.27s/it]
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9%|▉ | 286/3220 [38:46<6:39:18, 8.17s/it]
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9%|▉ | 287/3220 [38:54<6:35:48, 8.10s/it]
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9%|▉ | 288/3220 [39:02<6:32:12, 8.03s/it]
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9%|▉ | 289/3220 [39:10<6:35:10, 8.09s/it]
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9%|▉ | 290/3220 [39:19<6:39:36, 8.18s/it]
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9%|▉ | 290/3220 [39:19<6:39:36, 8.18s/it]
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9%|▉ | 291/3220 [39:28<6:55:56, 8.52s/it]
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9%|▉ | 292/3220 [39:37<6:56:48, 8.54s/it]
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9%|▉ | 293/3220 [39:45<6:51:52, 8.44s/it]
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9%|▉ | 294/3220 [39:52<6:27:50, 7.95s/it]
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9%|▉ | 295/3220 [39:59<6:25:07, 7.90s/it]
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9%|▉ | 295/3220 [39:59<6:25:07, 7.90s/it]
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9%|▉ | 296/3220 [40:07<6:26:04, 7.92s/it]
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9%|▉ | 297/3220 [40:16<6:39:35, 8.20s/it]
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9%|▉ | 298/3220 [40:25<6:42:54, 8.27s/it]
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9%|▉ | 299/3220 [40:33<6:48:06, 8.38s/it]
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9%|▉ | 300/3220 [40:41<6:43:44, 8.30s/it]
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9%|▉ | 300/3220 [40:41<6:43:44, 8.30s/it]
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9%|▉ | 301/3220 [40:49<6:39:33, 8.21s/it]
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9%|▉ | 302/3220 [40:58<6:40:01, 8.23s/it]
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9%|▉ | 303/3220 [41:06<6:37:57, 8.19s/it]
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9%|▉ | 304/3220 [41:13<6:23:37, 7.89s/it]
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9%|▉ | 305/3220 [41:22<6:33:39, 8.10s/it]
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9%|▉ | 305/3220 [41:22<6:33:39, 8.10s/it]
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10%|▉ | 306/3220 [41:30<6:34:28, 8.12s/it]
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10%|▉ | 307/3220 [41:38<6:41:42, 8.27s/it]
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10%|▉ | 308/3220 [41:47<6:44:29, 8.33s/it]
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10%|▉ | 309/3220 [41:56<6:49:25, 8.44s/it]
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10%|▉ | 310/3220 [42:04<6:52:27, 8.50s/it]
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10%|▉ | 310/3220 [42:04<6:52:27, 8.50s/it]
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10%|▉ | 311/3220 [42:11<6:33:41, 8.12s/it]
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10%|▉ | 312/3220 [42:18<6:14:42, 7.73s/it]
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10%|▉ | 313/3220 [42:26<6:19:40, 7.84s/it]
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10%|▉ | 314/3220 [42:34<6:15:44, 7.76s/it]
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10%|▉ | 315/3220 [42:42<6:18:41, 7.82s/it]
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10%|▉ | 315/3220 [42:42<6:18:41, 7.82s/it]
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10%|▉ | 316/3220 [42:50<6:21:27, 7.88s/it]
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10%|▉ | 317/3220 [42:58<6:26:46, 7.99s/it]
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10%|▉ | 318/3220 [43:07<6:31:44, 8.10s/it]
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|
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{'loss': '2.941', 'grad_norm': '58.5', 'learning_rate': '4.154e-07', 'epoch': '0.01555'}
|
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{'loss': '2.918', 'grad_norm': '53', 'learning_rate': '6.462e-07', 'epoch': '0.02332'}
|
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{'loss': '2.958', 'grad_norm': '75', 'learning_rate': '8.769e-07', 'epoch': '0.03109'}
|
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{'loss': '3.03', 'grad_norm': '70.5', 'learning_rate': '1.108e-06', 'epoch': '0.03887'}
|
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{'loss': '2.979', 'grad_norm': '53.25', 'learning_rate': '1.338e-06', 'epoch': '0.04664'}
|
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{'loss': '2.906', 'grad_norm': '33.5', 'learning_rate': '1.569e-06', 'epoch': '0.05441'}
|
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{'loss': '2.968', 'grad_norm': '42', 'learning_rate': '1.8e-06', 'epoch': '0.06218'}
|
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{'loss': '2.832', 'grad_norm': '32.5', 'learning_rate': '2.031e-06', 'epoch': '0.06996'}
|
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{'loss': '2.836', 'grad_norm': '25.25', 'learning_rate': '2.262e-06', 'epoch': '0.07773'}
|
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{'loss': '2.812', 'grad_norm': '19.38', 'learning_rate': '2.492e-06', 'epoch': '0.0855'}
|
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{'loss': '2.747', 'grad_norm': '17', 'learning_rate': '2.723e-06', 'epoch': '0.09328'}
|
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{'loss': '2.618', 'grad_norm': '16.62', 'learning_rate': '2.954e-06', 'epoch': '0.101'}
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{'loss': '2.542', 'grad_norm': '10.25', 'learning_rate': '3e-06', 'epoch': '0.1088'}
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{'loss': '2.392', 'grad_norm': '8.5', 'learning_rate': '3e-06', 'epoch': '0.1166'}
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{'loss': '2.46', 'grad_norm': '7.219', 'learning_rate': '3e-06', 'epoch': '0.1244'}
|
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{'loss': '2.448', 'grad_norm': '6.406', 'learning_rate': '3e-06', 'epoch': '0.1321'}
|
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{'loss': '2.397', 'grad_norm': '9.25', 'learning_rate': '3e-06', 'epoch': '0.1399'}
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{'loss': '2.422', 'grad_norm': '5.375', 'learning_rate': '2.999e-06', 'epoch': '0.1477'}
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{'loss': '2.35', 'grad_norm': '4.875', 'learning_rate': '2.999e-06', 'epoch': '0.1555'}
|
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{'loss': '2.297', 'grad_norm': '5.938', 'learning_rate': '2.999e-06', 'epoch': '0.1632'}
|
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{'loss': '2.243', 'grad_norm': '5.031', 'learning_rate': '2.999e-06', 'epoch': '0.171'}
|
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{'loss': '2.276', 'grad_norm': '4.469', 'learning_rate': '2.998e-06', 'epoch': '0.1788'}
|
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{'loss': '2.224', 'grad_norm': '4.375', 'learning_rate': '2.998e-06', 'epoch': '0.1866'}
|
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{'loss': '2.189', 'grad_norm': '4.5', 'learning_rate': '2.997e-06', 'epoch': '0.1943'}
|
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{'loss': '2.201', 'grad_norm': '5.844', 'learning_rate': '2.997e-06', 'epoch': '0.2021'}
|
||
{'loss': '2.16', 'grad_norm': '3.875', 'learning_rate': '2.996e-06', 'epoch': '0.2099'}
|
||
{'loss': '2.124', 'grad_norm': '4.25', 'learning_rate': '2.996e-06', 'epoch': '0.2176'}
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{'loss': '1.97', 'grad_norm': '3.562', 'learning_rate': '2.986e-06', 'epoch': '0.3187'}
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{'loss': '1.891', 'grad_norm': '3.062', 'learning_rate': '2.985e-06', 'epoch': '0.3265'}
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{'loss': '1.988', 'grad_norm': '5.281', 'learning_rate': '2.982e-06', 'epoch': '0.342'}
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{'loss': '1.953', 'grad_norm': '3.375', 'learning_rate': '2.981e-06', 'epoch': '0.3498'}
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{'loss': '1.962', 'grad_norm': '3.609', 'learning_rate': '2.98e-06', 'epoch': '0.3576'}
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{'loss': '1.988', 'grad_norm': '3.406', 'learning_rate': '2.979e-06', 'epoch': '0.3653'}
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{'loss': '1.98', 'grad_norm': '2.797', 'learning_rate': '2.978e-06', 'epoch': '0.3731'}
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{'loss': '1.958', 'grad_norm': '3.047', 'learning_rate': '2.976e-06', 'epoch': '0.3809'}
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{'loss': '1.957', 'grad_norm': '3.062', 'learning_rate': '2.975e-06', 'epoch': '0.3887'}
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{'loss': '1.985', 'grad_norm': '2.734', 'learning_rate': '2.974e-06', 'epoch': '0.3964'}
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{'loss': '1.937', 'grad_norm': '2.75', 'learning_rate': '2.972e-06', 'epoch': '0.4042'}
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{'loss': '1.937', 'grad_norm': '2.891', 'learning_rate': '2.971e-06', 'epoch': '0.412'}
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{'loss': '1.899', 'grad_norm': '5.969', 'learning_rate': '2.969e-06', 'epoch': '0.4197'}
|
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{'loss': '1.939', 'grad_norm': '3.047', 'learning_rate': '2.968e-06', 'epoch': '0.4275'}
|
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{'loss': '1.926', 'grad_norm': '3.719', 'learning_rate': '2.966e-06', 'epoch': '0.4353'}
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{'loss': '1.861', 'grad_norm': '2.891', 'learning_rate': '2.964e-06', 'epoch': '0.4431'}
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{'loss': '1.919', 'grad_norm': '3.141', 'learning_rate': '2.963e-06', 'epoch': '0.4508'}
|
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{'loss': '1.899', 'grad_norm': '4.062', 'learning_rate': '2.961e-06', 'epoch': '0.4586'}
|
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{'loss': '1.906', 'grad_norm': '4.25', 'learning_rate': '2.959e-06', 'epoch': '0.4664'}
|
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{'loss': '1.903', 'grad_norm': '3.703', 'learning_rate': '2.958e-06', 'epoch': '0.4742'}
|
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{'loss': '1.878', 'grad_norm': '3.031', 'learning_rate': '2.956e-06', 'epoch': '0.4819'}
|
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{'loss': '1.929', 'grad_norm': '2.781', 'learning_rate': '2.954e-06', 'epoch': '0.4897'}
|
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{'loss': '1.903', 'grad_norm': '4.344', 'learning_rate': '2.952e-06', 'epoch': '0.4975'}
|
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{'loss': '1.908', 'grad_norm': '2.953', 'learning_rate': '2.95e-06', 'epoch': '0.5052'}
|
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{'loss': '1.912', 'grad_norm': '2.703', 'learning_rate': '2.948e-06', 'epoch': '0.513'}
|
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{'loss': '1.908', 'grad_norm': '3.359', 'learning_rate': '2.947e-06', 'epoch': '0.5208'}
|
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{'loss': '1.877', 'grad_norm': '4.125', 'learning_rate': '2.945e-06', 'epoch': '0.5286'}
|
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{'loss': '1.894', 'grad_norm': '2.953', 'learning_rate': '2.942e-06', 'epoch': '0.5363'}
|
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{'loss': '1.874', 'grad_norm': '2.406', 'learning_rate': '2.94e-06', 'epoch': '0.5441'}
|
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{'loss': '1.879', 'grad_norm': '3.172', 'learning_rate': '2.938e-06', 'epoch': '0.5519'}
|
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{'loss': '1.854', 'grad_norm': '2.5', 'learning_rate': '2.936e-06', 'epoch': '0.5597'}
|
||
{'loss': '1.851', 'grad_norm': '6', 'learning_rate': '2.934e-06', 'epoch': '0.5674'}
|
||
{'loss': '1.866', 'grad_norm': '3.969', 'learning_rate': '2.932e-06', 'epoch': '0.5752'}
|
||
{'loss': '1.861', 'grad_norm': '4.062', 'learning_rate': '2.93e-06', 'epoch': '0.583'}
|
||
{'loss': '1.856', 'grad_norm': '3.047', 'learning_rate': '2.927e-06', 'epoch': '0.5908'}
|
||
{'loss': '1.845', 'grad_norm': '3.062', 'learning_rate': '2.925e-06', 'epoch': '0.5985'}
|
||
{'loss': '1.898', 'grad_norm': '2.953', 'learning_rate': '2.923e-06', 'epoch': '0.6063'}
|
||
{'loss': '1.871', 'grad_norm': '2.438', 'learning_rate': '2.92e-06', 'epoch': '0.6141'}
|
||
{'loss': '1.829', 'grad_norm': '2.703', 'learning_rate': '2.918e-06', 'epoch': '0.6218'}
|
||
{'loss': '1.843', 'grad_norm': '3.484', 'learning_rate': '2.915e-06', 'epoch': '0.6296'}
|
||
{'loss': '1.857', 'grad_norm': '2.594', 'learning_rate': '2.913e-06', 'epoch': '0.6374'}
|
||
{'loss': '1.887', 'grad_norm': '2.391', 'learning_rate': '2.91e-06', 'epoch': '0.6452'}
|
||
{'loss': '1.866', 'grad_norm': '2.875', 'learning_rate': '2.908e-06', 'epoch': '0.6529'}
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||
{'loss': '1.871', 'grad_norm': '2.578', 'learning_rate': '2.905e-06', 'epoch': '0.6607'}
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{'loss': '1.875', 'grad_norm': '2.562', 'learning_rate': '2.903e-06', 'epoch': '0.6685'}
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{'loss': '1.845', 'grad_norm': '3.344', 'learning_rate': '2.9e-06', 'epoch': '0.6763'}
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{'loss': '1.823', 'grad_norm': '3.094', 'learning_rate': '2.897e-06', 'epoch': '0.684'}
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{'loss': '1.799', 'grad_norm': '3.812', 'learning_rate': '2.894e-06', 'epoch': '0.6918'}
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{'loss': '1.812', 'grad_norm': '2.688', 'learning_rate': '2.892e-06', 'epoch': '0.6996'}
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{'loss': '1.832', 'grad_norm': '3.406', 'learning_rate': '2.889e-06', 'epoch': '0.7073'}
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{'loss': '1.861', 'grad_norm': '4.156', 'learning_rate': '2.886e-06', 'epoch': '0.7151'}
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{'loss': '1.842', 'grad_norm': '4.438', 'learning_rate': '2.883e-06', 'epoch': '0.7229'}
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{'loss': '1.864', 'grad_norm': '2.438', 'learning_rate': '2.88e-06', 'epoch': '0.7307'}
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{'loss': '1.851', 'grad_norm': '6.312', 'learning_rate': '2.868e-06', 'epoch': '0.7618'}
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{'loss': '1.772', 'grad_norm': '6.312', 'learning_rate': '2.865e-06', 'epoch': '0.7695'}
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{'loss': '1.841', 'grad_norm': '2.656', 'learning_rate': '2.862e-06', 'epoch': '0.7773'}
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{'loss': '1.831', 'grad_norm': '2.969', 'learning_rate': '2.859e-06', 'epoch': '0.7851'}
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{'loss': '1.791', 'grad_norm': '2.984', 'learning_rate': '2.8e-06', 'epoch': '0.9172'}
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{'loss': '1.797', 'grad_norm': '3.781', 'learning_rate': '2.797e-06', 'epoch': '0.925'}
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55%|█████▍ | 1765/3220 [3:59:00<3:12:42, 7.95s/it]
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55%|█████▍ | 1770/3220 [3:59:40<3:14:44, 8.06s/it]
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55%|█████▌ | 1771/3220 [3:59:48<3:12:55, 7.99s/it]
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55%|█████▌ | 1780/3220 [4:01:01<3:21:34, 8.40s/it]
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55%|█████▌ | 1780/3220 [4:01:01<3:21:34, 8.40s/it]
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55%|█████▌ | 1784/3220 [4:01:33<3:17:25, 8.25s/it]
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55%|█████▌ | 1785/3220 [4:01:41<3:16:59, 8.24s/it]
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55%|█████▌ | 1786/3220 [4:01:49<3:18:54, 8.32s/it]
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55%|█████▌ | 1787/3220 [4:01:58<3:19:50, 8.37s/it]
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56%|█████▌ | 1788/3220 [4:02:06<3:17:06, 8.26s/it]
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56%|█████▌ | 1789/3220 [4:02:14<3:16:09, 8.22s/it]
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56%|█████▌ | 1790/3220 [4:02:22<3:13:32, 8.12s/it]
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56%|█████▌ | 1790/3220 [4:02:22<3:13:32, 8.12s/it]
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56%|█████▌ | 1791/3220 [4:02:30<3:15:45, 8.22s/it]
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56%|█████▌ | 1792/3220 [4:02:39<3:19:56, 8.40s/it]
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56%|█████▌ | 1793/3220 [4:02:47<3:18:00, 8.33s/it]
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56%|█████▌ | 1794/3220 [4:02:56<3:22:35, 8.52s/it]
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56%|█████▌ | 1795/3220 [4:03:05<3:25:14, 8.64s/it]
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56%|█████▌ | 1795/3220 [4:03:05<3:25:14, 8.64s/it]
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56%|█████▌ | 1796/3220 [4:03:14<3:23:03, 8.56s/it]
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56%|█████▌ | 1797/3220 [4:03:22<3:22:18, 8.53s/it]
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56%|█████▌ | 1798/3220 [4:03:30<3:17:30, 8.33s/it]
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56%|█████▌ | 1799/3220 [4:03:38<3:14:30, 8.21s/it]
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56%|█████▌ | 1800/3220 [4:03:46<3:12:18, 8.13s/it]
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56%|█████▌ | 1800/3220 [4:03:46<3:12:18, 8.13s/it]
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56%|█████▌ | 1801/3220 [4:03:54<3:11:13, 8.09s/it]
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56%|█████▌ | 1802/3220 [4:04:02<3:15:01, 8.25s/it]
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56%|█████▌ | 1803/3220 [4:04:10<3:12:55, 8.17s/it]
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56%|█████▌ | 1804/3220 [4:04:18<3:11:29, 8.11s/it]
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56%|█████▌ | 1805/3220 [4:04:26<3:09:10, 8.02s/it]
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56%|█████▌ | 1805/3220 [4:04:26<3:09:10, 8.02s/it]
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56%|█████▌ | 1806/3220 [4:04:35<3:14:23, 8.25s/it]
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56%|█████▌ | 1807/3220 [4:04:44<3:18:36, 8.43s/it]
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56%|█████▌ | 1808/3220 [4:04:52<3:16:51, 8.36s/it]
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56%|█████▌ | 1809/3220 [4:05:00<3:15:10, 8.30s/it]
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56%|█████▌ | 1810/3220 [4:05:08<3:14:13, 8.26s/it]
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56%|█████▌ | 1810/3220 [4:05:08<3:14:13, 8.26s/it]
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56%|█████▌ | 1811/3220 [4:05:16<3:13:05, 8.22s/it]
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56%|█████▋ | 1812/3220 [4:05:25<3:16:37, 8.38s/it]
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56%|█████▋ | 1813/3220 [4:05:34<3:16:02, 8.36s/it]
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56%|█████▋ | 1814/3220 [4:05:41<3:12:29, 8.21s/it]
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56%|█████▋ | 1815/3220 [4:05:49<3:10:07, 8.12s/it]
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56%|█████▋ | 1815/3220 [4:05:49<3:10:07, 8.12s/it]
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56%|█████▋ | 1816/3220 [4:05:57<3:06:02, 7.95s/it]
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56%|█████▋ | 1817/3220 [4:06:05<3:05:50, 7.95s/it]
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56%|█████▋ | 1818/3220 [4:06:13<3:07:26, 8.02s/it]
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56%|█████▋ | 1819/3220 [4:06:22<3:12:15, 8.23s/it]
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57%|█████▋ | 1820/3220 [4:06:30<3:11:13, 8.20s/it]
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57%|█████▋ | 1820/3220 [4:06:30<3:11:13, 8.20s/it]
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57%|█████▋ | 1821/3220 [4:06:38<3:14:02, 8.32s/it]
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57%|█████▋ | 1822/3220 [4:06:47<3:15:38, 8.40s/it]
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57%|█████▋ | 1823/3220 [4:06:55<3:13:35, 8.31s/it]
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57%|█████▋ | 1824/3220 [4:07:04<3:17:04, 8.47s/it]
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57%|█████▋ | 1825/3220 [4:07:13<3:17:48, 8.51s/it]
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57%|█████▋ | 1825/3220 [4:07:13<3:17:48, 8.51s/it]
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57%|█████▋ | 1826/3220 [4:07:20<3:12:59, 8.31s/it]
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57%|█████▋ | 1827/3220 [4:07:29<3:14:26, 8.37s/it]
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57%|█████▋ | 1828/3220 [4:07:37<3:12:08, 8.28s/it]
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57%|█████▋ | 1829/3220 [4:07:45<3:11:58, 8.28s/it]
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57%|█████▋ | 1830/3220 [4:07:52<3:03:23, 7.92s/it]
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57%|█████▋ | 1830/3220 [4:07:52<3:03:23, 7.92s/it]
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57%|█████▋ | 1831/3220 [4:08:01<3:08:09, 8.13s/it]
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57%|█████▋ | 1832/3220 [4:08:09<3:08:56, 8.17s/it]
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57%|█████▋ | 1833/3220 [4:08:17<3:08:17, 8.15s/it]
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57%|█████▋ | 1834/3220 [4:08:25<3:02:03, 7.88s/it]
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57%|█████▋ | 1835/3220 [4:08:33<3:06:32, 8.08s/it]
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57%|█████▋ | 1835/3220 [4:08:33<3:06:32, 8.08s/it]
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57%|█████▋ | 1836/3220 [4:08:41<3:04:40, 8.01s/it]
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57%|█████▋ | 1837/3220 [4:08:49<3:05:05, 8.03s/it]
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57%|█████▋ | 1838/3220 [4:08:57<3:03:15, 7.96s/it]
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57%|█████▋ | 1839/3220 [4:09:05<3:02:49, 7.94s/it]
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57%|█████▋ | 1840/3220 [4:09:13<3:06:36, 8.11s/it]
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57%|█████▋ | 1840/3220 [4:09:13<3:06:36, 8.11s/it]
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57%|█████▋ | 1841/3220 [4:09:22<3:11:24, 8.33s/it]
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57%|█████▋ | 1842/3220 [4:09:30<3:08:29, 8.21s/it]
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57%|█████▋ | 1843/3220 [4:09:38<3:04:20, 8.03s/it]
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57%|█████▋ | 1844/3220 [4:09:46<3:03:14, 7.99s/it]
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57%|█████▋ | 1845/3220 [4:09:53<3:02:51, 7.98s/it]
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57%|█████▋ | 1845/3220 [4:09:53<3:02:51, 7.98s/it]
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57%|█████▋ | 1846/3220 [4:10:01<3:03:06, 8.00s/it]
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57%|█████▋ | 1847/3220 [4:10:09<3:02:26, 7.97s/it]
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57%|█████▋ | 1848/3220 [4:10:17<3:02:49, 8.00s/it]
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57%|█████▋ | 1849/3220 [4:10:26<3:05:56, 8.14s/it]
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57%|█████▋ | 1850/3220 [4:10:34<3:05:32, 8.13s/it]
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57%|█████▋ | 1850/3220 [4:10:34<3:05:32, 8.13s/it]
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57%|█████▋ | 1851/3220 [4:10:42<3:05:35, 8.13s/it]
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58%|█████▊ | 1852/3220 [4:10:51<3:10:45, 8.37s/it]
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58%|█████▊ | 1853/3220 [4:11:00<3:10:56, 8.38s/it]
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58%|█████▊ | 1854/3220 [4:11:08<3:10:13, 8.36s/it]
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58%|█████▊ | 1855/3220 [4:11:16<3:12:24, 8.46s/it]
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58%|█████▊ | 1855/3220 [4:11:17<3:12:24, 8.46s/it]
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58%|█████▊ | 1856/3220 [4:11:25<3:11:15, 8.41s/it]
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58%|█████▊ | 1857/3220 [4:11:33<3:07:27, 8.25s/it]
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58%|█████▊ | 1858/3220 [4:11:40<3:00:25, 7.95s/it]
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58%|█████▊ | 1859/3220 [4:11:48<2:59:14, 7.90s/it]
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58%|█████▊ | 1860/3220 [4:11:56<3:01:28, 8.01s/it]
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58%|█████▊ | 1860/3220 [4:11:56<3:01:28, 8.01s/it]
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58%|█████▊ | 1861/3220 [4:12:03<2:55:29, 7.75s/it]
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58%|█████▊ | 1862/3220 [4:12:12<3:02:34, 8.07s/it]
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58%|█████▊ | 1863/3220 [4:12:20<3:03:17, 8.10s/it]
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58%|█████▊ | 1864/3220 [4:12:27<2:57:54, 7.87s/it]
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58%|█████▊ | 1865/3220 [4:12:35<2:57:34, 7.86s/it]
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58%|█████▊ | 1865/3220 [4:12:35<2:57:34, 7.86s/it]
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58%|█████▊ | 1866/3220 [4:12:43<2:57:36, 7.87s/it]
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58%|█████▊ | 1867/3220 [4:12:52<3:05:00, 8.20s/it]
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58%|█████▊ | 1868/3220 [4:13:00<3:02:49, 8.11s/it]
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58%|█████▊ | 1869/3220 [4:13:09<3:08:41, 8.38s/it]
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58%|█████▊ | 1870/3220 [4:13:18<3:10:31, 8.47s/it]
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|
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58%|█████▊ | 1870/3220 [4:13:18<3:10:31, 8.47s/it]
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58%|█████▊ | 1871/3220 [4:13:26<3:06:32, 8.30s/it]
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58%|█████▊ | 1872/3220 [4:13:33<3:02:26, 8.12s/it]
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58%|█████▊ | 1873/3220 [4:13:42<3:03:28, 8.17s/it]
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58%|█████▊ | 1874/3220 [4:13:50<3:04:31, 8.23s/it]
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58%|█████▊ | 1875/3220 [4:13:59<3:06:28, 8.32s/it]
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58%|█████▊ | 1875/3220 [4:13:59<3:06:28, 8.32s/it]
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58%|█████▊ | 1876/3220 [4:14:07<3:08:08, 8.40s/it]
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58%|█████▊ | 1877/3220 [4:14:15<3:05:04, 8.27s/it]
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58%|█████▊ | 1878/3220 [4:14:22<2:57:16, 7.93s/it]
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58%|█████▊ | 1879/3220 [4:14:31<3:01:05, 8.10s/it]
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58%|█████▊ | 1880/3220 [4:14:38<2:57:23, 7.94s/it]
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58%|█████▊ | 1880/3220 [4:14:38<2:57:23, 7.94s/it]
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58%|█████▊ | 1881/3220 [4:14:47<3:02:33, 8.18s/it]
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58%|█████▊ | 1882/3220 [4:14:56<3:06:19, 8.36s/it]
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58%|█████▊ | 1883/3220 [4:15:04<3:02:47, 8.20s/it]
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59%|█████▊ | 1884/3220 [4:15:12<3:04:57, 8.31s/it]
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59%|█████▊ | 1885/3220 [4:15:20<3:01:10, 8.14s/it]
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59%|█████▊ | 1885/3220 [4:15:20<3:01:10, 8.14s/it]
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59%|█████▊ | 1886/3220 [4:15:28<3:02:46, 8.22s/it]
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59%|█████▊ | 1887/3220 [4:15:36<3:01:52, 8.19s/it]
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59%|█████▊ | 1888/3220 [4:15:43<2:52:22, 7.76s/it]
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59%|█████▊ | 1889/3220 [4:15:52<2:57:57, 8.02s/it]
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59%|█████▊ | 1890/3220 [4:15:59<2:54:33, 7.87s/it]
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59%|█████▊ | 1890/3220 [4:15:59<2:54:33, 7.87s/it]
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59%|█████▊ | 1891/3220 [4:16:07<2:53:25, 7.83s/it]
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59%|█████▉ | 1892/3220 [4:16:15<2:55:06, 7.91s/it]
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59%|█████▉ | 1893/3220 [4:16:23<2:56:45, 7.99s/it]
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59%|█████▉ | 1894/3220 [4:16:31<2:55:14, 7.93s/it]
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59%|█████▉ | 1895/3220 [4:16:39<2:53:27, 7.85s/it]
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59%|█████▉ | 1895/3220 [4:16:39<2:53:27, 7.85s/it]
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59%|█████▉ | 1896/3220 [4:16:47<2:52:44, 7.83s/it]
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59%|█████▉ | 1897/3220 [4:16:56<3:01:21, 8.22s/it]
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59%|█████▉ | 1898/3220 [4:17:04<2:59:40, 8.15s/it]
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59%|█████▉ | 1899/3220 [4:17:12<3:00:18, 8.19s/it]
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59%|█████▉ | 1900/3220 [4:17:21<3:04:19, 8.38s/it]
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59%|█████▉ | 1900/3220 [4:17:21<3:04:19, 8.38s/it]
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59%|█████▉ | 1901/3220 [4:17:29<3:02:27, 8.30s/it]
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59%|█████▉ | 1902/3220 [4:17:37<3:01:00, 8.24s/it]
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59%|█████▉ | 1903/3220 [4:17:45<2:57:19, 8.08s/it]
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59%|█████▉ | 1904/3220 [4:17:53<2:58:49, 8.15s/it]
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59%|█████▉ | 1905/3220 [4:18:01<2:56:14, 8.04s/it]
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59%|█████▉ | 1905/3220 [4:18:01<2:56:14, 8.04s/it]
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59%|█████▉ | 1906/3220 [4:18:09<2:59:49, 8.21s/it]
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59%|█████▉ | 1907/3220 [4:18:17<2:57:56, 8.13s/it]
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59%|█████▉ | 1908/3220 [4:18:26<3:00:46, 8.27s/it]
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59%|█████▉ | 1909/3220 [4:18:34<3:00:26, 8.26s/it]
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59%|█████▉ | 1910/3220 [4:18:42<2:59:50, 8.24s/it]
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59%|█████▉ | 1910/3220 [4:18:42<2:59:50, 8.24s/it]
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59%|█████▉ | 1911/3220 [4:18:50<2:58:05, 8.16s/it]
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59%|█████▉ | 1912/3220 [4:18:59<2:58:17, 8.18s/it]
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59%|█████▉ | 1913/3220 [4:19:07<2:56:11, 8.09s/it]
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59%|█████▉ | 1914/3220 [4:19:15<2:57:51, 8.17s/it]
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59%|█████▉ | 1915/3220 [4:19:23<2:58:34, 8.21s/it]
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59%|█████▉ | 1915/3220 [4:19:23<2:58:34, 8.21s/it]
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60%|█████▉ | 1916/3220 [4:19:32<3:01:14, 8.34s/it]
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60%|█████▉ | 1917/3220 [4:19:40<3:03:05, 8.43s/it]
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{'loss': '1.758', 'grad_norm': '3.203', 'learning_rate': '1.326e-06', 'epoch': '2.734'}
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{'loss': '1.777', 'grad_norm': '2.656', 'learning_rate': '1.319e-06', 'epoch': '2.742'}
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{'loss': '1.755', 'grad_norm': '2.828', 'learning_rate': '1.312e-06', 'epoch': '2.749'}
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{'loss': '1.755', 'grad_norm': '4.469', 'learning_rate': '1.304e-06', 'epoch': '2.757'}
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{'loss': '1.743', 'grad_norm': '2.688', 'learning_rate': '1.297e-06', 'epoch': '2.765'}
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{'loss': '1.777', 'grad_norm': '2.562', 'learning_rate': '1.289e-06', 'epoch': '2.773'}
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{'loss': '1.786', 'grad_norm': '3.125', 'learning_rate': '1.282e-06', 'epoch': '2.78'}
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{'loss': '1.702', 'grad_norm': '4.062', 'learning_rate': '1.275e-06', 'epoch': '2.788'}
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{'loss': '1.768', 'grad_norm': '2.297', 'learning_rate': '1.267e-06', 'epoch': '2.796'}
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{'loss': '1.761', 'grad_norm': '2.828', 'learning_rate': '1.26e-06', 'epoch': '2.804'}
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{'loss': '1.755', 'grad_norm': '2.688', 'learning_rate': '1.252e-06', 'epoch': '2.812'}
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{'loss': '1.78', 'grad_norm': '3.266', 'learning_rate': '1.245e-06', 'epoch': '2.819'}
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{'loss': '1.757', 'grad_norm': '2.766', 'learning_rate': '1.238e-06', 'epoch': '2.827'}
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{'loss': '1.758', 'grad_norm': '3', 'learning_rate': '1.23e-06', 'epoch': '2.835'}
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{'loss': '1.754', 'grad_norm': '2.938', 'learning_rate': '1.223e-06', 'epoch': '2.843'}
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{'loss': '1.765', 'grad_norm': '3.172', 'learning_rate': '1.216e-06', 'epoch': '2.85'}
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{'loss': '1.795', 'grad_norm': '2.953', 'learning_rate': '1.208e-06', 'epoch': '2.858'}
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{'loss': '1.778', 'grad_norm': '2.984', 'learning_rate': '1.201e-06', 'epoch': '2.866'}
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{'loss': '1.768', 'grad_norm': '2.578', 'learning_rate': '1.194e-06', 'epoch': '2.874'}
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{'loss': '1.758', 'grad_norm': '2.797', 'learning_rate': '1.186e-06', 'epoch': '2.881'}
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{'loss': '1.754', 'grad_norm': '2.344', 'learning_rate': '1.179e-06', 'epoch': '2.889'}
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{'loss': '1.727', 'grad_norm': '2.375', 'learning_rate': '1.172e-06', 'epoch': '2.897'}
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{'loss': '1.715', 'grad_norm': '3.188', 'learning_rate': '1.165e-06', 'epoch': '2.905'}
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{'loss': '1.775', 'grad_norm': '3.531', 'learning_rate': '1.157e-06', 'epoch': '2.913'}
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{'loss': '1.768', 'grad_norm': '2.344', 'learning_rate': '1.15e-06', 'epoch': '2.92'}
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{'loss': '1.744', 'grad_norm': '2.453', 'learning_rate': '1.143e-06', 'epoch': '2.928'}
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{'loss': '1.771', 'grad_norm': '2.312', 'learning_rate': '1.136e-06', 'epoch': '2.936'}
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{'loss': '1.77', 'grad_norm': '2.594', 'learning_rate': '1.128e-06', 'epoch': '2.944'}
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{'loss': '1.738', 'grad_norm': '3.875', 'learning_rate': '1.121e-06', 'epoch': '2.951'}
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{'loss': '1.775', 'grad_norm': '2.344', 'learning_rate': '1.114e-06', 'epoch': '2.959'}
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{'loss': '1.745', 'grad_norm': '2.828', 'learning_rate': '1.107e-06', 'epoch': '2.967'}
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{'loss': '1.742', 'grad_norm': '5.312', 'learning_rate': '1.099e-06', 'epoch': '2.975'}
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{'loss': '1.742', 'grad_norm': '3.984', 'learning_rate': '1.092e-06', 'epoch': '2.983'}
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{'loss': '1.78', 'grad_norm': '2.469', 'learning_rate': '1.085e-06', 'epoch': '2.99'}
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100%|██████████| 3220/3220 [7:16:14<00:00, 6.50s/it][INFO|trainer.py:1823] 2026-07-10 08:33:14,197 >>
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Training completed. Do not forget to share your model on huggingface.co/models =)
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[INFO|trainer.py:3815] 2026-07-10 08:33:14,198 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v23_scratch_clean_cot_guard_lr3e6_ep5
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[INFO|configuration_utils.py:533] 2026-07-10 08:33:14,199 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v23_scratch_clean_cot_guard_lr3e6_ep5/config.json
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[INFO|configuration_utils.py:816] 2026-07-10 08:33:14,199 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v23_scratch_clean_cot_guard_lr3e6_ep5/generation_config.json
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||
|
||
{'loss': '1.789', 'grad_norm': '2.422', 'learning_rate': '2.169e-08', 'epoch': '4.737'}
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{'loss': '1.767', 'grad_norm': '2.984', 'learning_rate': '2.045e-08', 'epoch': '4.745'}
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||
{'loss': '1.776', 'grad_norm': '2.703', 'learning_rate': '1.923e-08', 'epoch': '4.752'}
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||
{'loss': '1.781', 'grad_norm': '2.656', 'learning_rate': '1.806e-08', 'epoch': '4.76'}
|
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{'loss': '1.793', 'grad_norm': '2.422', 'learning_rate': '1.692e-08', 'epoch': '4.768'}
|
||
{'loss': '1.762', 'grad_norm': '3.656', 'learning_rate': '1.582e-08', 'epoch': '4.776'}
|
||
{'loss': '1.765', 'grad_norm': '3.688', 'learning_rate': '1.476e-08', 'epoch': '4.784'}
|
||
{'loss': '1.77', 'grad_norm': '2.859', 'learning_rate': '1.373e-08', 'epoch': '4.791'}
|
||
{'loss': '1.762', 'grad_norm': '3.078', 'learning_rate': '1.274e-08', 'epoch': '4.799'}
|
||
{'loss': '1.789', 'grad_norm': '2.812', 'learning_rate': '1.179e-08', 'epoch': '4.807'}
|
||
{'loss': '1.751', 'grad_norm': '2.844', 'learning_rate': '1.087e-08', 'epoch': '4.815'}
|
||
{'loss': '1.73', 'grad_norm': '2.797', 'learning_rate': '9.995e-09', 'epoch': '4.822'}
|
||
{'loss': '1.768', 'grad_norm': '3.391', 'learning_rate': '9.153e-09', 'epoch': '4.83'}
|
||
{'loss': '1.744', 'grad_norm': '3.25', 'learning_rate': '8.348e-09', 'epoch': '4.838'}
|
||
{'loss': '1.757', 'grad_norm': '2.656', 'learning_rate': '7.579e-09', 'epoch': '4.846'}
|
||
{'loss': '1.782', 'grad_norm': '2.969', 'learning_rate': '6.848e-09', 'epoch': '4.853'}
|
||
{'loss': '1.755', 'grad_norm': '3.219', 'learning_rate': '6.154e-09', 'epoch': '4.861'}
|
||
{'loss': '1.747', 'grad_norm': '2.625', 'learning_rate': '5.497e-09', 'epoch': '4.869'}
|
||
{'loss': '1.767', 'grad_norm': '2.641', 'learning_rate': '4.876e-09', 'epoch': '4.877'}
|
||
{'loss': '1.745', 'grad_norm': '2.859', 'learning_rate': '4.293e-09', 'epoch': '4.885'}
|
||
{'loss': '1.778', 'grad_norm': '2.984', 'learning_rate': '3.747e-09', 'epoch': '4.892'}
|
||
{'loss': '1.765', 'grad_norm': '2.625', 'learning_rate': '3.238e-09', 'epoch': '4.9'}
|
||
{'loss': '1.767', 'grad_norm': '3.062', 'learning_rate': '2.766e-09', 'epoch': '4.908'}
|
||
{'loss': '1.759', 'grad_norm': '2.859', 'learning_rate': '2.331e-09', 'epoch': '4.916'}
|
||
{'loss': '1.781', 'grad_norm': '2.422', 'learning_rate': '1.934e-09', 'epoch': '4.923'}
|
||
{'loss': '1.799', 'grad_norm': '2.953', 'learning_rate': '1.573e-09', 'epoch': '4.931'}
|
||
{'loss': '1.76', 'grad_norm': '6.062', 'learning_rate': '1.25e-09', 'epoch': '4.939'}
|
||
{'loss': '1.738', 'grad_norm': '3.5', 'learning_rate': '9.637e-10', 'epoch': '4.947'}
|
||
{'loss': '1.709', 'grad_norm': '3.625', 'learning_rate': '7.146e-10', 'epoch': '4.955'}
|
||
{'loss': '1.774', 'grad_norm': '3.141', 'learning_rate': '5.027e-10', 'epoch': '4.962'}
|
||
{'loss': '1.752', 'grad_norm': '2.484', 'learning_rate': '3.279e-10', 'epoch': '4.97'}
|
||
{'loss': '1.759', 'grad_norm': '2.547', 'learning_rate': '1.904e-10', 'epoch': '4.978'}
|
||
{'loss': '1.757', 'grad_norm': '2.75', 'learning_rate': '8.998e-11', 'epoch': '4.986'}
|
||
{'loss': '1.736', 'grad_norm': '3.438', 'learning_rate': '2.677e-11', 'epoch': '4.993'}
|
||
{'loss': '1.77', 'grad_norm': '8.312', 'learning_rate': '7.436e-13', 'epoch': '5'}
|
||
{'train_runtime': '2.617e+04', 'train_samples_per_second': '0.492', 'train_steps_per_second': '0.123', 'train_loss': '1.818', 'epoch': '5'}
|
||
|
||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.13it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.13it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-10 08:33:15,086 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v23_scratch_clean_cot_guard_lr3e6_ep5/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-10 08:33:15,197 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v23_scratch_clean_cot_guard_lr3e6_ep5/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-10 08:33:15,218 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v23_scratch_clean_cot_guard_lr3e6_ep5/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 5.0
|
||
total_flos = 1442523792GF
|
||
train_loss = 1.818
|
||
train_runtime = 7:16:14.20
|
||
train_samples_per_second = 0.492
|
||
train_steps_per_second = 0.123
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v23_scratch_clean_cot_guard_lr3e6_ep5/training_loss.png
|
||
[WARNING|2026-07-10 08:33:15] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-10 08:33:15] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-10 08:33:15,324 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|