From 477af82248bcc44000583b473eefe694a2d40756 Mon Sep 17 00:00:00 2001 From: Filip Strand Date: Tue, 20 May 2025 19:32:22 +0200 Subject: [PATCH] Remove PyTorch dependency for DepthPro (#192) --- src/mflux/models/depth_pro/depth_pro.py | 40 +++++++------ .../models/depth_pro/depth_pro_encoder.py | 35 +++++------- src/mflux/models/depth_pro/depth_pro_model.py | 4 +- src/mflux/models/depth_pro/depth_pro_util.py | 53 +++++++++++++----- .../reference_controlnet_dev_lora_depth.png | Bin 49331 -> 46954 bytes 5 files changed, 79 insertions(+), 53 deletions(-) diff --git a/src/mflux/models/depth_pro/depth_pro.py b/src/mflux/models/depth_pro/depth_pro.py index d8eae0c..f8e6030 100644 --- a/src/mflux/models/depth_pro/depth_pro.py +++ b/src/mflux/models/depth_pro/depth_pro.py @@ -4,11 +4,11 @@ from pathlib import Path import mlx.core as mx import numpy as np -import torch from PIL import Image from mflux.models.depth_pro.depth_pro_initializer import DepthProInitializer from mflux.models.depth_pro.depth_pro_model import DepthProModel +from mflux.models.depth_pro.depth_pro_util import DepthProUtil from mflux.post_processing.image_util import ImageUtil @@ -29,19 +29,34 @@ class DepthPro: if not os.path.exists(image_path): raise FileNotFoundError(f"Image file not found: {image_path}") - input_array, height, width = self._pre_process(image_path) - depth = self._depth_pro_model(input_array) - return self._post_process(depth, height=height, width=width) + input_array, height, width = DepthPro._pre_process(image_path) + x0, x1, x2 = DepthPro._create_patches(input_array) + depth = self._depth_pro_model(x0, x1, x2) + return DepthPro._post_process(depth, height=height, width=width) @staticmethod - def _pre_process(image_path): + def _pre_process(image_path: str | Path) -> tuple[mx.array, int, int]: image = Image.open(image_path).convert("RGB") input_array = ImageUtil.preprocess_for_depth_pro(image) input_array = DepthPro._resize(input_array) return input_array, image.height, image.width @staticmethod - def _post_process(depth: mx.array, height: int, width: int): + def _create_patches(input_array: mx.array) -> tuple[mx.array, mx.array, mx.array]: + # 1. Create the image pyramid + x0 = input_array + x1 = DepthProUtil.interpolate(x=input_array, scale_factor=0.5) + x2 = DepthProUtil.interpolate(x=input_array, scale_factor=0.25) + + # 2: Split to create batched overlapped mini-images at the backbone (BeiT/ViT/Dino) resolution. + x0_patches = DepthProUtil.split(x0, overlap_ratio=0.25) + x1_patches = DepthProUtil.split(x1, overlap_ratio=0.5) + x2_patches = x2 + + return x0_patches, x1_patches, x2_patches + + @staticmethod + def _post_process(depth: mx.array, height: int, width: int) -> DepthResult: depth_min = mx.min(depth) depth_max = mx.max(depth) normalized_depth = (depth - depth_min) / (depth_max - depth_min) @@ -58,13 +73,6 @@ class DepthPro: @staticmethod def _resize(x: mx.array) -> mx.array: - x_np = np.array(x) - x_torch = torch.from_numpy(x_np) - x_torch = x_torch.unsqueeze(0) - x_torch = torch.nn.functional.interpolate( - x_torch, - size=(1536, 1536), - mode="bilinear", - align_corners=False, - ) - return mx.array(x_torch) + x = mx.expand_dims(x, 0) + x = DepthProUtil.interpolate(x=x, size=(1536, 1536)) + return x diff --git a/src/mflux/models/depth_pro/depth_pro_encoder.py b/src/mflux/models/depth_pro/depth_pro_encoder.py index e9c093a..feb41ed 100644 --- a/src/mflux/models/depth_pro/depth_pro_encoder.py +++ b/src/mflux/models/depth_pro/depth_pro_encoder.py @@ -4,7 +4,6 @@ import mlx.core as mx import mlx.nn as nn from mflux.models.depth_pro.conv_utils import ConvUtils -from mflux.models.depth_pro.depth_pro_util import DepthProUtil from mflux.models.depth_pro.dino_v2.dino_vision_transformer import DinoVisionTransformer from mflux.models.depth_pro.upsample_block import UpSampleBlock @@ -22,43 +21,35 @@ class DepthProEncoder(nn.Module): self.upsample_lowres = nn.ConvTranspose2d(in_channels=1024, out_channels=1024, kernel_size=2, stride=2, padding=0, bias=True) # fmt: off self.fuse_lowres = nn.Conv2d(in_channels=1024 * 2, out_channels=1024, kernel_size=1, stride=1, padding=0, bias=True) # fmt: off - def __call__(self, x: mx.array) -> list[mx.array]: - # 1. Create the image pyramid - x0, x1, x2 = DepthProUtil.create_pyramid(x) - - # 2: Split to create batched overlapped mini-images at the backbone (BeiT/ViT/Dino) resolution. - x0_patches = DepthProUtil.split(x0, overlap_ratio=0.25) - x1_patches = DepthProUtil.split(x1, overlap_ratio=0.5) - x2_patches = x2 - - # 3: Run the backbone (BeiT) model and get the result of large batch size. - x_pyramid_patches = mx.concatenate((x0_patches, x1_patches, x2_patches), axis=0) + def __call__(self, x0: mx.array, x1: mx.array, x2: mx.array) -> list[mx.array]: + # 1: Run the backbone patch encoder model + x_pyramid_patches = mx.concatenate((x0, x1, x2), axis=0) x_pyramid_encodings, backbone_highres_hook0, backbone_highres_hook1 = self.patch_encoder(x_pyramid_patches) x_pyramid_encodings = DepthProEncoder._reshape_feature(x_pyramid_encodings, width=24, height=24) - - # Calculate indices for splitting - x0_encodings = x_pyramid_encodings[: len(x0_patches)] - x1_encodings = x_pyramid_encodings[len(x0_patches) : len(x0_patches) + len(x1_patches)] - x2_encodings = x_pyramid_encodings[len(x0_patches) + len(x1_patches) :] - - # 4. Merging x_latent0_encodings = DepthProEncoder._reshape_feature(backbone_highres_hook0, width=24, height=24) x_latent1_encodings = DepthProEncoder._reshape_feature(backbone_highres_hook1, width=24, height=24) + + # Calculate indices for splitting + x0_encodings = x_pyramid_encodings[: len(x0)] + x1_encodings = x_pyramid_encodings[len(x0) : len(x0) + len(x1)] + x2_encodings = x_pyramid_encodings[len(x0) + len(x1) :] + + # 2. Merging x_latent0_features = DepthProEncoder._merge(x_latent0_encodings[: 1 * 5 * 5], batch_size=1, padding=3) x_latent1_features = DepthProEncoder._merge(x_latent1_encodings[: 1 * 5 * 5], batch_size=1, padding=3) x0_features = DepthProEncoder._merge(x0_encodings, batch_size=1, padding=3) x1_features = DepthProEncoder._merge(x1_encodings, batch_size=1, padding=6) x2_features = x2_encodings - # 5. Upsample feature maps. + # 3. Upsample feature maps. x_latent0_features = self.upsample_latent0(x_latent0_features) x_latent1_features = self.upsample_latent1(x_latent1_features) x0_features = self.upsample0(x0_features) x1_features = self.upsample1(x1_features) x2_features = self.upsample2(x2_features) - # 6. Apply the image encoder model. - x_global_features, _, _ = self.image_encoder(x2_patches) + # 4. Apply the image encoder model. + x_global_features, _, _ = self.image_encoder(x2) x_global_features = DepthProEncoder._reshape_feature(embeddings=x_global_features, width=24, height=24) x_global_features = ConvUtils.apply_conv(x_global_features, self.upsample_lowres) x_global_features = mx.concatenate((x2_features, x_global_features), axis=1) diff --git a/src/mflux/models/depth_pro/depth_pro_model.py b/src/mflux/models/depth_pro/depth_pro_model.py index b3e8aa2..b8aa75a 100644 --- a/src/mflux/models/depth_pro/depth_pro_model.py +++ b/src/mflux/models/depth_pro/depth_pro_model.py @@ -13,7 +13,7 @@ class DepthProModel(nn.Module): self.decoder = MultiresConvDecoder() self.head = FOVHead() - def __call__(self, x: mx.array) -> tuple[mx.array, mx.array]: - encodings = self.encoder(x) + def __call__(self, x0: mx.array, x1: mx.array, x2: mx.array) -> tuple[mx.array, mx.array]: + encodings = self.encoder(x0, x1, x2) features = self.decoder(encodings) return self.head(features) diff --git a/src/mflux/models/depth_pro/depth_pro_util.py b/src/mflux/models/depth_pro/depth_pro_util.py index 1e24d1c..c1c2024 100644 --- a/src/mflux/models/depth_pro/depth_pro_util.py +++ b/src/mflux/models/depth_pro/depth_pro_util.py @@ -2,22 +2,10 @@ import math import mlx.core as mx import numpy as np -import torch -import torch.nn.functional as F +from PIL import Image class DepthProUtil: - @staticmethod - def create_pyramid(x: mx.array) -> tuple[mx.array, mx.array, mx.array]: - x0 = x - x_np = np.array(x) - x_torch = torch.from_numpy(x_np) - x1_torch = F.interpolate(x_torch, size=None, scale_factor=0.5, mode="bilinear", align_corners=False) - x2_torch = F.interpolate(x_torch, size=None, scale_factor=0.25, mode="bilinear", align_corners=False) - x1 = mx.array(x1_torch.numpy()) - x2 = mx.array(x2_torch.numpy()) - return x0, x1, x2 - @staticmethod def split(x: mx.array, overlap_ratio: float = 0.25) -> mx.array: patch_size = 384 @@ -37,3 +25,42 @@ class DepthProUtil: x_patch_list.append(x[..., j0:j1, i0:i1]) return mx.concatenate(x_patch_list, axis=0) + + @staticmethod + def interpolate(x: mx.array, size=None, scale_factor=None): + x_np = np.array(x) + original_ndim = x_np.ndim + + if original_ndim == 3: + C, H_in, W_in = x_np.shape + x_proc = np.expand_dims(x_np, 0) + elif original_ndim == 4: + _, C, H_in, W_in = x_np.shape + x_proc = x_np + else: + raise ValueError(f"Unsupported input shape: {x_np.shape}. Must be 3D (C,H,W) or 4D (B,C,H,W).") + + if size is not None: + H_out, W_out = size + elif scale_factor is not None: + H_out, W_out = int(H_in * scale_factor), int(W_in * scale_factor) + else: + return x + + B_proc, C_proc, _, _ = x_proc.shape + + result_proc = np.zeros((B_proc, C_proc, H_out, W_out), dtype=x_np.dtype) + + for b in range(B_proc): + for c_idx in range(C_proc): + channel_img_np = x_proc[b, c_idx] + pil_img = Image.fromarray(channel_img_np) + resized_pil_img = pil_img.resize((W_out, H_out), Image.NEAREST) + result_proc[b, c_idx] = np.array(resized_pil_img) + + if original_ndim == 3: + final_result_np = result_proc.squeeze(0) + else: + final_result_np = result_proc + + return mx.array(final_result_np) diff --git a/tests/resources/reference_controlnet_dev_lora_depth.png b/tests/resources/reference_controlnet_dev_lora_depth.png index 1682e2835af5301598e56ac84cd135daf83cc786..b03c2dc95674cacd8f8ec64c40bdb7714857e073 100644 GIT binary patch literal 46954 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