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README.md
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# MemGen Checkpoints
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Checkpoints and artifacts for **On the Memorization and Generalization of Generative Recommendation**.
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[Paper] [Code] [Dataset]
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[Paper]: <link not ready yet>
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[Code]: https://github.com/Jamesding000/MemGen-GR
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[Dataset]: https://huggingface.co/datasets/jamesding0302/memgen-annotations
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## Folder Structure
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- `SASRec/`: SASRec checkpoints (`.pth`)
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- `TIGER/`: TIGER checkpoints (`.pth`)
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- `semantic_ids/`: semantic ID files (`.sem_ids`) used to train the corresponding TIGER checkpoints
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All checkpoints are trained with the **default configs** in the code repo. If you are unsure about model size / architecture, please refer to the configs in [Code].
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## Download (example)
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```python
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from huggingface_hub import hf_hub_download
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repo_id = "jamesding0302/memgen-checkpoints"
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ckpt_path = hf_hub_download(repo_id, "TIGER/TIGER-AmazonReviews2014-category_Sports_and_Outdoors.pth")
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sem_ids_path = hf_hub_download(
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repo_id,
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"semantic_ids/AmazonReviews2014-Sports_and_Outdoors_sentence-t5-base_256,256,256,256.sem_ids",
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)
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```
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## Evaluation
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```
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CUDA_VISIBLE_DEVICES=0 python mem_gen_evaluation.py \
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--model=TIGER \
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--dataset=AmazonReviews2014 \
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--category=Sports_and_Outdoors \
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--checkpoint_path=path/to/TIGER.pth \
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--sem_ids_path=path/to/semantic_ids.sem_ids \
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--eval=test \
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--save_inference
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```
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