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f16d512/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k/args.json ADDED
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+ {
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+ "output_dir": "exps",
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+ "exp_name": "sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k",
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+ "logging_dir": "logs",
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+ "report_to": "wandb",
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+ "sampling_steps": 50000,
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+ "resume_step": 0,
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+ "n_samples": 64,
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+ "sync_checkpoints": false,
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+ "model": "SiT-XL/1",
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+ "num_classes": 1000,
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+ "encoder_depth": 8,
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+ "fused_attn": true,
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+ "qk_norm": false,
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+ "projection_layer_type": "mlp",
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+ "proj_kwargs_kernel_size": 1,
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+ "vae": "f16d512",
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+ "vae_ckpt": "pretrained_models/invae-f16d512.pt",
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+ "vae_latents_name": null,
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+ "data_dir": "/scratch/xingjian.leng/data",
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+ "imagenet_dir": "data",
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+ "resolution": 256,
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+ "batch_size": 256,
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+ "vis_enc_resolution": 256,
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+ "precached_latents_dir": null,
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+ "allow_tf32": true,
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+ "mixed_precision": "fp16",
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+ "epochs": 1400,
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+ "max_train_steps": 400000,
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+ "checkpointing_steps": 50000,
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+ "gradient_accumulation_steps": 1,
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+ "learning_rate": 0.0001,
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+ "adam_beta1": 0.9,
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+ "adam_beta2": 0.999,
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+ "adam_weight_decay": 0.0,
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+ "adam_epsilon": 1e-08,
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+ "max_grad_norm": 1.0,
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+ "compile": false,
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+ "ema_decay": 0.9999,
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+ "ema_update_freq": 1,
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+ "seed": 0,
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+ "num_workers": 16,
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+ "path_type": "linear",
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+ "prediction": "v",
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+ "cfg_prob": 0.1,
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+ "enc_type": "dinov2-vit-b",
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+ "proj_coeff": "0.5",
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+ "weighting": "uniform",
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+ "repa_loss": true,
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+ "projection_loss_type": "cosine",
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+ "spnorm_method": "none",
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+ "cls_token_weight": 0.2,
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+ "zscore_alpha": 1.0,
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+ "zscore_proj_skip_std": false,
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+ "symmetric": true,
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+ "tau": 0.5,
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+ "negatives": "intra",
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+ "bef_proj": false,
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+ "remove_diag": true,
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+ "instancenorm": false
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+ }
f16d512/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k/log.txt ADDED
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+ [2025-12-01 03:27:36] Experiment directory created at exps/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k
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+ [2025-12-01 03:27:36] Syncing checkpoints is disabled. Please enable it to save checkpoints to s3 using sd sync.
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+ [2025-12-01 03:27:36] SYNCING CHECKPOINTS IS DISABLED. PLEASE PROCEED WITH CAUTION.
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+ [2025-12-01 03:27:42] using MLP layer as FFN
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+ [2025-12-01 03:28:01] SiT Parameters: 684,385,792
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+ [2025-12-01 03:28:03] Dataset contains 1,281,167 images (/scratch/xingjian.leng/data)
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+ [2025-12-01 06:09:52] Saved checkpoint to exps/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k/checkpoints/0050000.pt
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+ [2025-12-01 08:50:59] Saved checkpoint to exps/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k/checkpoints/0100000.pt
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+ [2025-12-01 11:32:10] Saved checkpoint to exps/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k/checkpoints/0150000.pt
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+ [2025-12-01 14:13:23] Saved checkpoint to exps/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k/checkpoints/0200000.pt
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+ [2025-12-01 16:54:34] Saved checkpoint to exps/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k/checkpoints/0250000.pt
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+ [2025-12-01 19:36:06] Saved checkpoint to exps/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k/checkpoints/0300000.pt
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+ [2025-12-01 22:17:40] Saved checkpoint to exps/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k/checkpoints/0350000.pt
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+ [2025-12-02 00:58:54] Saved checkpoint to exps/sit-xl-1-invae-f16d512-dinov2-vit-b-enc8-coeff0.5-cosine-mlp-400k/checkpoints/0400000.pt
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+ [2025-12-02 00:58:55] Done!