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decoder_config.json

@@ -0,0 +1,102 @@
+{
+    "seed": 1,
+    
+    "decoder": {
+        "unets": [
+            {
+                "dim": 256,
+                "image_embed_dim": 768,
+                "channels": 3,
+                "dim_mults": [1, 2, 3, 4]
+            }
+        ],
+        "image_sizes": [64],
+        "channels": 3,
+        "timesteps": 1000,
+        "loss_type": "l2",
+        "beta_schedule": ["cosine"],
+        "learned_variance": true
+    },
+    "data": {
+        "webdataset_base_url": "pipe:s3cmd get s3://s-datasets/laion5b/laion2B-data/{}.tar -",
+        "embeddings_url": "s3://s-laion5b/embeddings/vit-l-14/laion2B-en/img_emb_reordered_tiny/",
+        "num_workers": 4,
+        "batch_size": 24,
+        "start_shard": 0,
+        "end_shard": 49,
+        "shard_width": 6,
+        "index_width": 4,
+        "splits": {
+            "train": 0.75,
+            "val": 0.15,
+            "test": 0.1
+        },
+        "shuffle_train": false,
+        "resample_train": true,
+        "preprocessing": {
+            "RandomResizedCrop": {
+                "size": [64, 64],
+                "scale": [0.75, 1.0],
+                "ratio": [1.0, 1.0]
+            },
+            "ToTensor": true
+        }
+    },
+    "train": {
+        "epochs": 100,
+        "lr":5e-5,
+        "wd": 0.1,
+        "max_grad_norm": 0.5,
+        "save_every_n_samples": 1000,
+        "n_sample_images": 10,
+        "device": "cuda:0",
+        "epoch_samples": 1500,
+        "validation_samples": 1000,
+        "use_ema": true,
+        "ema_beta": 0.99,
+        "unet_training_mask": [true]
+    },
+    "evaluate": {
+        "n_evaluation_samples": 30,
+        "FID": {
+            "feature": 64
+        },
+        "LPIPS": {
+            "net_type": "vgg",
+            "reduction": "mean"
+        }
+    },
+    "tracker": {
+        "data_path": "/opt/dalle2_generator/test_models",
+
+        "log": {
+            "log_type": "console",
+
+            "wandb_entity": "veldrovive",
+            "wandb_project": "dalle2_train_decoder",
+            "wandb_run_id": "2gs6020x",
+            "wandb_run_name": "test",
+            "wandb_resume": true,
+
+            "verbose": true
+        },
+
+        "load": {
+            "load_from": "wandb",
+    
+            "wandb_run_path": "veldrovive/dalle2_train_decoder/2gs6020x",
+            "wandb_file_path": "latest.pth"
+        },
+
+        "save": [{
+            "save_to": "huggingface",
+            "huggingface_repo": "Veldrovive/test_model",
+
+            "save_all": false,
+            "save_latest": true,
+            "save_best": true,
+
+            "save_type": "model"
+        }]
+    }
+}