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model_hyperparameters_small.json
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model_hyperparameters_small.json
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{
"data_path": {
"train": "./data/sample_criteo_data.parquet",
"validation": "./data/sample_criteo_data.parquet"
},
"metadata_path": "./data/sample_criteo_metadata.json",
"model_path": "./data/dlrm_criteo_model.pt",
"tensorboard_dir": "./tb_logs",
"dense_input_feature_size": 13,
"sparse_embedding_sizes": {
"SPARSE_0": 16,
"SPARSE_1": 16,
"SPARSE_2": 16,
"SPARSE_3": 16,
"SPARSE_4": 16,
"SPARSE_5": 16,
"SPARSE_6": 16,
"SPARSE_7": 16,
"SPARSE_8": 16,
"SPARSE_9": 16,
"SPARSE_10": 16,
"SPARSE_11": 16,
"SPARSE_12": 16,
"SPARSE_13": 16,
"SPARSE_14": 16,
"SPARSE_15": 16,
"SPARSE_16": 16,
"SPARSE_17": 16,
"SPARSE_18": 16,
"SPARSE_19": 16,
"SPARSE_20": 16,
"SPARSE_21": 16,
"SPARSE_22": 16,
"SPARSE_23": 16,
"SPARSE_24": 16,
"SPARSE_25": 16
},
"dense_mlp": {"hidden_layer_sizes": [32], "output_size": 16},
"prediction_hidden_sizes": [32],
"num_epochs": 1,
"learning_rate": 0.1,
"device": "cuda",
"batch_size": {
"train": 64,
"validation": 64
},
"batches_per_epoch": 10,
"use_modulus_hash": true
}