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TRELLIS-3D

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TRELLIS-3D
File size: 3,174 Bytes 
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{
    "models": {
        "denoiser": {
            "name": "ElasticSLatFlowModel",
            "args": {
                "resolution": 64,
                "in_channels": 8,
                "out_channels": 8,
                "model_channels": 1024,
                "cond_channels": 1024,
                "num_blocks": 24,
                "num_heads": 16,
                "mlp_ratio": 4,
                "patch_size": 2,
                "num_io_res_blocks": 2,
                "io_block_channels": [128],
                "pe_mode": "ape",
                "qk_rms_norm": true,
                "use_fp16": true
            }
        }
    },
    "dataset": {
        "name": "ImageConditionedSLat",
        "args": {
            "latent_model": "dinov2_vitl14_reg_slat_enc_swin8_B_64l8_fp16",
            "min_aesthetic_score": 4.5,
            "max_num_voxels": 32768,
            "image_size": 518,
            "normalization": {
                "mean": [
                    -2.1687545776367188,
                    -0.004347046371549368,
                    -0.13352349400520325,
                    -0.08418072760105133,
                    -0.5271206498146057,
                    0.7238689064979553,
                    -1.1414450407028198,
                    1.2039363384246826
                ],
                "std": [
                    2.377650737762451,
                    2.386378288269043,
                    2.124418020248413,
                    2.1748552322387695,
                    2.663944721221924,
                    2.371192216873169,
                    2.6217446327209473,
                    2.684523105621338
                ]
            },
            "pretrained_slat_dec": "microsoft/TRELLIS-image-large/ckpts/slat_dec_gs_swin8_B_64l8gs32_fp16"
        }
    },
    "trainer": {
        "name": "ImageConditionedSparseFlowMatchingCFGTrainer",
        "args": {
            "max_steps": 1000000,
            "batch_size_per_gpu": 8,
            "batch_split": 4,
            "optimizer": {
                "name": "AdamW",
                "args": {
                    "lr": 0.0001,
                    "weight_decay": 0.0
                }
            },
            "ema_rate": [
                0.9999
            ],
            "fp16_mode": "inflat_all",
            "fp16_scale_growth": 0.001,
            "elastic": {
                "name": "LinearMemoryController",
                "args": {
                    "target_ratio": 0.75,
                    "max_mem_ratio_start": 0.5
                }
            },
            "grad_clip": {
                "name": "AdaptiveGradClipper",
                "args": {
                    "max_norm": 1.0,
                    "clip_percentile": 95
                }
            },
            "i_log": 500,
            "i_sample": 10000,
            "i_save": 10000,
            "p_uncond": 0.1,
            "t_schedule": {
                "name": "logitNormal",
                "args": {
                    "mean": 1.0,
                    "std": 1.0
                }
            },
            "sigma_min": 1e-5,
            "image_cond_model": "dinov2_vitl14_reg"
        }
    }
}