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ViT-LoRA-Food101-0310

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ViT-LoRA-Food101-0310
File size: 2,271 Bytes
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{
  "run_id": "ViT-LoRA-Food101-0310",
  "base_model": "google/vit-large-patch16-224-in21k",
  "dataset": "food101",
  "num_total_classes": 101,
  "num_selected_classes": 50,
  "selected_class_ids": [
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  ],
  "selected_class_names": [
    "baby_back_ribs",
    "beignets",
    "bibimbap",
    "bread_pudding",
    "breakfast_burrito",
    "bruschetta",
    "cannoli",
    "carrot_cake",
    "cheese_plate",
    "chicken_curry",
    "churros",
    "club_sandwich",
    "deviled_eggs",
    "donuts",
    "dumplings",
    "edamame",
    "falafel",
    "french_fries",
    "fried_rice",
    "greek_salad",
    "grilled_salmon",
    "hamburger",
    "hot_dog",
    "huevos_rancheros",
    "lobster_bisque",
    "lobster_roll_sandwich",
    "macaroni_and_cheese",
    "miso_soup",
    "mussels",
    "omelette",
    "oysters",
    "peking_duck",
    "pho",
    "pizza",
    "pulled_pork_sandwich",
    "ramen",
    "red_velvet_cake",
    "risotto",
    "sashimi",
    "scallops",
    "seaweed_salad",
    "spaghetti_bolognese",
    "spaghetti_carbonara",
    "spring_rolls",
    "steak",
    "sushi",
    "tacos",
    "takoyaki",
    "tiramisu",
    "tuna_tartare"
  ],
  "seed": 328518879,
  "lora": {
    "rank": 32,
    "target_modules": [
      "query",
      "key",
      "value"
    ]
  },
  "hparams": {
    "learning_rate": 5e-05,
    "weight_decay": 0.005,
    "lr_scheduler_raw": "constant",
    "epochs": 6,
    "random_crop": false,
    "random_flip": false,
    "global_batch_size": 64,
    "per_device_batch_size": 64,
    "grad_accumulation_steps": 1
  },
  "sizes": {
    "train_examples": 37500,
    "eval_examples": 12500
  },
  "metrics": {
    "top1_accuracy": 0.94504,
    "eval_loss": 0.20931996405124664,
    "eval_accuracy": 0.94504,
    "eval_runtime": 24.9369,
    "eval_samples_per_second": 501.266,
    "eval_steps_per_second": 7.86,
    "epoch": 6.0
  }
}