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thyroid-brs-gan-v1

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thyroid-brs-gan-v1
File size: 2,421 Bytes 
2d2e639
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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{
  "num_gpus": 2,
  "image_snapshot_ticks": 20,
  "network_snapshot_ticks": 20,
  "metrics": [],
  "random_seed": 0,
  "slideflow_kwargs": {
    "project_path": "/mnt/data/projects/TCGA_THCA_BRAF",
    "tile_px": 512,
    "tile_um": 302,
    "model_type": "categorical",
    "outcome_label_headers": [
      "brs_class"
    ],
    "outcome_labels": {
      "0": "Braf-like",
      "1": "Ras-like"
    },
    "filters": {
      "brs_class": [
        "Braf-like",
        "Ras-like"
      ]
    }
  },
  "training_set_kwargs": {
    "class_name": "training.slideflow_dataset.SlideflowIterator",
    "path": "/mnt/data/gan/slideflow_config.json",
    "use_labels": true,
    "max_size": null,
    "xflip": true,
    "resolution": 512
  },
  "data_loader_kwargs": {
    "pin_memory": true,
    "num_workers": 3,
    "prefetch_factor": 2
  },
  "G_kwargs": {
    "class_name": "training.networks.Generator",
    "z_dim": 512,
    "w_dim": 512,
    "interp_embed": false,
    "mapping_kwargs": {
      "num_layers": 2
    },
    "synthesis_kwargs": {
      "channel_base": 32768,
      "channel_max": 512,
      "num_fp16_res": 4,
      "conv_clamp": 256
    }
  },
  "D_kwargs": {
    "class_name": "training.networks.Discriminator",
    "block_kwargs": {},
    "interp_embed": false,
    "mapping_kwargs": {},
    "epilogue_kwargs": {
      "mbstd_group_size": 4
    },
    "channel_base": 32768,
    "channel_max": 512,
    "num_fp16_res": 4,
    "conv_clamp": 256
  },
  "G_opt_kwargs": {
    "class_name": "torch.optim.Adam",
    "lr": 0.0025,
    "betas": [
      0,
      0.99
    ],
    "eps": 1e-08
  },
  "D_opt_kwargs": {
    "class_name": "torch.optim.Adam",
    "lr": 0.0025,
    "betas": [
      0,
      0.99
    ],
    "eps": 1e-08
  },
  "loss_kwargs": {
    "class_name": "training.loss.StyleGAN2Loss",
    "r1_gamma": 3.2768
  },
  "total_kimg": 25000,
  "batch_size": 16,
  "batch_gpu": 8,
  "ema_kimg": 5.0,
  "ema_rampup": 0.05,
  "ada_target": 0.6,
  "augment_kwargs": {
    "class_name": "training.augment.AugmentPipe",
    "xflip": 1,
    "rotate90": 1,
    "xint": 1,
    "scale": 1,
    "rotate": 1,
    "aniso": 1,
    "xfrac": 1,
    "brightness": 1,
    "contrast": 1,
    "lumaflip": 1,
    "hue": 1,
    "saturation": 1,
    "imgfilter": 1,
    "noise": 1,
    "cutout": 1
  },
  "allow_tf32": true,
  "run_dir": "/mnt/data/gan/brs-new-training/00012-slideflow-test-cond-mirror-auto2-bgcfnc"
}