diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..39d5ad6d0b23a59328e18723e04f051485fb9b7c 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,10 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +checkpoints/face_0929/gaussianhead_latest filter=lfs diff=lfs merge=lfs -text +checkpoints/face_0929/supres_latest filter=lfs diff=lfs merge=lfs -text +checkpoints/face_0929/delta_poses_latest filter=lfs diff=lfs merge=lfs -text +checkpoints/pos_map_ys/body_mix/smpl_pos_map/cano_smpl_nml_map.exr filter=lfs diff=lfs merge=lfs -text +checkpoints/pos_map_ys/body_mix/smpl_pos_map/cano_smpl_pos_map.exr filter=lfs diff=lfs merge=lfs -text +checkpoints/ref_gaussian/head/000000.ply filter=lfs diff=lfs merge=lfs -text +checkpoints/ filter=lfs diff=lfs merge=lfs -text diff --git a/__MACOSX/._AnimatableGaussians b/__MACOSX/._AnimatableGaussians new file mode 100644 index 0000000000000000000000000000000000000000..694beab49ab3d72a49dc17547785272c893b7c5e Binary files /dev/null and b/__MACOSX/._AnimatableGaussians differ diff --git a/__MACOSX/._GHA b/__MACOSX/._GHA new file mode 100644 index 0000000000000000000000000000000000000000..694beab49ab3d72a49dc17547785272c893b7c5e Binary files /dev/null and b/__MACOSX/._GHA differ diff --git a/__MACOSX/._avatar_generator.py b/__MACOSX/._avatar_generator.py new file mode 100644 index 0000000000000000000000000000000000000000..694beab49ab3d72a49dc17547785272c893b7c5e Binary files /dev/null and b/__MACOSX/._avatar_generator.py differ diff --git a/__MACOSX/._calc_offline_rendering_param.py b/__MACOSX/._calc_offline_rendering_param.py new file mode 100644 index 0000000000000000000000000000000000000000..694beab49ab3d72a49dc17547785272c893b7c5e Binary files /dev/null and b/__MACOSX/._calc_offline_rendering_param.py differ diff --git a/__MACOSX/._checkpoints 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0000000000000000000000000000000000000000..694beab49ab3d72a49dc17547785272c893b7c5e Binary files /dev/null and b/__MACOSX/._test_data differ diff --git a/__MACOSX/AnimatableGaussians/._.DS_Store b/__MACOSX/AnimatableGaussians/._.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..a5b28df1cbc6e15bd0d35cdadd0c2e65d5131c7d Binary files /dev/null and b/__MACOSX/AnimatableGaussians/._.DS_Store differ diff --git a/__MACOSX/checkpoints/._pos_map_ys b/__MACOSX/checkpoints/._pos_map_ys new file mode 100644 index 0000000000000000000000000000000000000000..1c2470724d98a13307a9abf052fee0ee6cd89af2 Binary files /dev/null and b/__MACOSX/checkpoints/._pos_map_ys differ diff --git a/__MACOSX/test_data/._.DS_Store b/__MACOSX/test_data/._.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..a5b28df1cbc6e15bd0d35cdadd0c2e65d5131c7d Binary files /dev/null and b/__MACOSX/test_data/._.DS_Store differ diff --git a/app.py b/app.py index 04cc31aa8d0e06aeaac3b59bb361ed71d831e43f..15e747781bff0866d78cc6d67a14d7b3823df04d 100644 --- a/app.py +++ b/app.py @@ -1,7 +1,147 @@ import gradio as gr +import moviepy.editor as mpy +import numpy as np +import os +from omegaconf import OmegaConf +from tqdm import tqdm +import shutil +import time +from avatar_generator import Avatar -def greet(name): - return "Hello " + name + "!!" +# # 指定保存文件的目录 +# SAVE_DIR = "./uploaded_files" +# os.makedirs(SAVE_DIR, exist_ok=True) # 创建目录（如果不存在） +# 全局变量，用于控制任务是否应当终止 +should_stop = False -demo = gr.Interface(fn=greet, inputs="text", outputs="text") -demo.launch() + +# 定义逐帧处理的函数 +def process_files(file1, file2): + global should_stop + should_stop = False # 重置停止标志 + + yield None, None, None, "Starting Process!" + + file_path1 = file1.name + file_path2 = file2.name + pose_data = np.load(file_path1) + exp_data = np.load(file_path2) + + # save + pose_path = './test_data/AMASS/online_test_pose_data.npz' + exp_path = './test_data/face_exp/online_test_exp_data.npy' + + np.savez(pose_path, **pose_data) + np.save(exp_path, exp_data) + + + # with open(file1.name, 'rb') as fsrc: + # with open(file_path1, 'wb') as fdst: + # shutil.copyfileobj(fsrc, fdst) + + # with open(file2.name, 'rb') as fsrc: + # with open(file_path2, 'wb') as fdst: + # shutil.copyfileobj(fsrc, fdst) + + conf = OmegaConf.load('configs/example.yaml') + avatar = Avatar(conf) + avatar.build_dataset(pose_path, exp_path) + + lenth = min(len(avatar.body_dataset), len(avatar.head_dataloader),20) + output_frames = [] + + start_time = time.time() + for idx in tqdm(range(lenth)): + if should_stop: + yield None, None, None, None + break # 任务应当终止时跳出循环 + frame = avatar.reder_frame(idx) + # rgb2bgr + frame = frame[..., ::-1] + output_frames.append(frame) + + elapsed_time = time.time() - start_time + estimated_total_time = (elapsed_time / (idx + 1)) * lenth + remaining_time = estimated_total_time - elapsed_time + + yield frame, None, (idx + 1) / lenth * 100, f"{elapsed_time:.2f} sec/{estimated_total_time:.2f} sec" + + if not should_stop: + output_path = "./output/output_video.mp4" + final_video = mpy.ImageSequenceClip(output_frames, fps=25) + final_video.write_videofile(output_path, codec='libx264') + + yield output_frames[-1], output_path, 100.0, "Processing completed!" + +# 清除操作 +def clear_files(): + global should_stop + should_stop = True # 设置停止标志 + + # 返回空值以清空界面元素 + return None, None, None, None, None, None + + +# 创建 Gradio 接口 +with gr.Blocks(css=""" + .equal-height { + height: 425px; /* 设置为你希望的高度 */ + display: flex; + flex-direction: column; + justify-content: center; + align-items: center; + } + .equal-height input { + height: 100%; /* 输入框占满整个容器高度 */ + } + .output-container { + height: 400px; /* 输出框的高度 */ + } + .custom-text { + height: 80px; /* 输出框的高度 */ + } +""") as demo: + with gr.Row(): + # 左侧列，用于放置文件输入 + with gr.Column(scale=1): + with gr.Row(elem_classes="equal-height"): + file_input1 = gr.File(label="Upload File (Body Pose)") + file_input2 = gr.File(label="Upload File (Face EXP)") + + with gr.Column(scale=2): + with gr.Row(): + # 中间列，用于放置帧输出 + with gr.Column(scale=1): + frame_output = gr.Image(label="Current Frame Output", elem_classes="output-container") # 输出当前帧图像 + # 右侧列，用于放置视频输出 + with gr.Column(scale=1): + video_output = gr.Video(label="Processed Video Output", elem_classes="output-container") # 输出视频 + # progress_bar = gr.Label(label="Progress") + with gr.Row(): + with gr.Column(scale=2): + progress_bar = gr.Slider(visible=True, minimum=0, maximum=100, step=1, label="Progress %",elem_classes="custom-text") # 使用Slider模拟进度条 + with gr.Column(scale=1): + output_time = gr.Textbox(label='Processing Time/Estimate Time', elem_classes="custom-text") + # time_label = gr.Label(value="", label="Estimated Time Remaining", elem_classes="custom-label") + # with gr.Row(): + # progress_bar = gr.Progress() # 添加进度条 + with gr.Row(): + process_button = gr.Button("Start Processing Files") + clear_button = gr.Button("Clear or Stop Processing") + + # 定义按钮的功能 + process_button.click( + fn=process_files, + inputs=[file_input1, file_input2], + outputs=[frame_output, video_output, progress_bar, output_time], + show_progress=False + ) + + clear_button.click( + fn= clear_files, + inputs=[], + outputs=[file_input1, file_input2, frame_output, video_output, progress_bar, output_time] + ) + +# 启动应用 +demo.launch() \ No newline at end of file diff --git a/avatar.py b/avatar.py new file mode 100644 index 0000000000000000000000000000000000000000..89e25460b4ea027404e1be036aa40f7875b7bf67 --- /dev/null +++ b/avatar.py @@ -0,0 +1,642 @@ +from calendar import c +import os +# os.environ['CUDA_LAUNCH_BLOCKING'] = '1' +# os.environ['TORCH_USE_CUDA_DSA'] = '1' +os.environ['OPENCV_IO_ENABLE_OPENEXR'] = '1' +import yaml +import shutil +import collections +import torch +import torch.utils.data +import torch.nn.functional as F +import numpy as np +import cv2 as cv +import glob +import datetime +import trimesh +from torch.utils.tensorboard import SummaryWriter +from tqdm import tqdm +import importlib +# import config +from omegaconf import OmegaConf +import json + +# AnimatableGaussians part +from AnimatableGaussians.network.lpips import LPIPS +from AnimatableGaussians.dataset.dataset_pose import PoseDataset +import AnimatableGaussians.utils.net_util as net_util +import AnimatableGaussians.utils.visualize_util as visualize_util +from AnimatableGaussians.utils.renderer import Renderer +from AnimatableGaussians.utils.net_util import to_cuda +from AnimatableGaussians.utils.obj_io import save_mesh_as_ply +from AnimatableGaussians.gaussians.obj_io import save_gaussians_as_ply +import AnimatableGaussians.config as ag_config + +# Gaussian-Head-Avatar part +from GHA.config.config import config_reenactment +from GHA.lib.dataset.Dataset import ReenactmentDataset +from GHA.lib.dataset.DataLoaderX import DataLoaderX +from GHA.lib.module.GaussianHeadModule import GaussianHeadModule +from GHA.lib.module.SuperResolutionModule import SuperResolutionModule +from GHA.lib.module.CameraModule import CameraModule +from GHA.lib.recorder.Recorder import ReenactmentRecorder +from GHA.lib.apps.Reenactment import Reenactment + +# cat utils +from calc_offline_rendering_param import calc_offline_rendering_param + +import ipdb + +class Avatar: + def __init__(self, config): + self.config = config + self.device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu') + + # animateble gaussians part init + self.body = config.animatablegaussians + self.body.mode = 'test' + ag_config.set_opt(self.body) + avatar_module = self.body['model'].get('module', 'AnimatableGaussians.network.avatar') + print('Import AvatarNet from %s' % avatar_module) + AvatarNet = importlib.import_module(avatar_module).AvatarNet + self.avatar_net = AvatarNet(self.body.model).to(self.device) + self.random_bg_color = self.body['train'].get('random_bg_color', True) + self.bg_color = (1., 1., 1.) + self.bg_color_cuda = torch.from_numpy(np.asarray(self.bg_color)).to(torch.float32).to(self.device) + self.loss_weight = self.body['train']['loss_weight'] + self.finetune_color = self.body['train']['finetune_color'] + print('# Parameter number of AvatarNet is %d' % (sum([p.numel() for p in self.avatar_net.parameters()]))) + + # gaussian head avatar part init + self.head = config.gha + self.head_config = config_reenactment() + self.head_config.load(self.head.config_path) + self.head_config = self.head_config.get_cfg() + + # cat utils part init + self.cat = config.cat + + @torch.no_grad() + def test_body(self): + # run the animatable gaussian test + self.avatar_net.eval() + dataset_module = self.body.get('dataset', 'MvRgbDatasetAvatarReX') + MvRgbDataset = importlib.import_module('AnimatableGaussians.dataset.dataset_mv_rgb').__getattribute__(dataset_module) + training_dataset = MvRgbDataset(**self.body['train']['data'], training = False) + if self.body['test'].get('n_pca', -1) >= 1: + training_dataset.compute_pca(n_components = self.body['test']['n_pca']) + if 'pose_data' in self.body.test: + testing_dataset = PoseDataset(**self.body['test']['pose_data'], smpl_shape = training_dataset.smpl_data['betas'][0]) + dataset_name = testing_dataset.dataset_name + seq_name = testing_dataset.seq_name + else: + # throw an error + raise ValueError('No pose data in test config') + + self.dataset = testing_dataset + # iter_idx = self.load_ckpt(self.body['test']['prev_ckpt'], False)[1] + + output_dir = self.body['test'].get('output_dir', None) + if output_dir is None: + raise ValueError('No output_dir in test config') + use_pca = self.body['test'].get('n_pca', -1) >= 1 + if use_pca: + output_dir += '/pca_%d_sigma_%.2f' % (self.body['test'].get('n_pca', -1), float(self.body['test'].get('sigma_pca', 1.))) + else: + output_dir += '/vanilla' + print('# Output dir: \033[1;31m%s\033[0m' % output_dir) + + os.makedirs(output_dir + '/live_skeleton', exist_ok = True) + os.makedirs(output_dir + '/rgb_map', exist_ok = True) + os.makedirs(output_dir + '/rgb_map_wo_hand', exist_ok = True) + os.makedirs(output_dir + '/torso_map', exist_ok = True) + os.makedirs(output_dir + '/mask_map', exist_ok = True) + os.makedirs(output_dir + '/posed_gaussians', exist_ok = True) + os.makedirs(output_dir + '/posed_params', exist_ok = True) + os.makedirs(output_dir + '/full_body_mask', exist_ok = True) + os.makedirs(output_dir + '/hand_only_mask', exist_ok = True) + + geo_renderer = None + item_0 = self.dataset.getitem(0, training = False) + object_center = item_0['live_bounds'].mean(0) + global_orient = item_0['global_orient'].cpu().numpy() if isinstance(item_0['global_orient'], torch.Tensor) else item_0['global_orient'] + + # set x and z to 0 + global_orient[0] = 0 + global_orient[2] = 0 + + global_orient = cv.Rodrigues(global_orient)[0] + time_start = torch.cuda.Event(enable_timing = True) + time_start_all = torch.cuda.Event(enable_timing = True) + time_end = torch.cuda.Event(enable_timing = True) + + data_num = len(self.dataset) + if self.body['test'].get('fix_hand', False): + self.avatar_net.generate_mean_hands() + log_time = False + extr_list = [] + intr_list = [] + img_h_list = [] + img_w_list = [] + + + for idx in tqdm(range(data_num), desc = 'Rendering avatars...'): + if log_time: + time_start.record() + time_start_all.record() + + img_scale = self.body['test'].get('img_scale', 1.0) + view_setting = self.body['test'].get('view_setting', 'free') + if view_setting == 'camera': + # training view setting + cam_id = self.body['test']['render_view_idx'] + intr = self.dataset.intr_mats[cam_id].copy() + intr[:2] *= img_scale + extr = self.dataset.extr_mats[cam_id].copy() + img_h, img_w = int(self.dataset.img_heights[cam_id] * img_scale), int(self.dataset.img_widths[cam_id] * img_scale) + elif view_setting.startswith('free'): + # free view setting + # frame_num_per_circle = 360 + # print(self.opt['test'].get('global_orient', False)) + frame_num_per_circle = 360 + rot_Y = (idx % frame_num_per_circle) / float(frame_num_per_circle) * 2 * np.pi + + extr = visualize_util.calc_free_mv(object_center, + tar_pos = np.array([0, 0, 2.5]), + rot_Y = rot_Y, + rot_X = 0.3 if view_setting.endswith('bird') else 0., + global_orient = global_orient if self.body['test'].get('global_orient', False) else None) + intr = np.array([[1100, 0, 512], [0, 1100, 512], [0, 0, 1]], np.float32) + intr[:2] *= img_scale + img_h = int(1024 * img_scale) + img_w = int(1024 * img_scale) + + extr_list.append(extr) + intr_list.append(intr) + img_h_list.append(img_h) + img_w_list.append(img_w) + + elif view_setting.startswith('degree120'): + print('we render 120 degree') + # +- 60 degree + frame_per_cycle = 480 + max_degree = 60 + frame_half_cycle = frame_per_cycle // 2 + if idx%frame_per_cycle < frame_per_cycle/2: + rot_Y = -max_degree + (2 * max_degree / frame_half_cycle) * (idx%frame_half_cycle) + # rot_Y = (idx % frame_per_60) / float(frame_per_60) * 2 * np.pi + else: + rot_Y = max_degree - (2 * max_degree / frame_half_cycle) * (idx%frame_half_cycle) + + # to radian + rot_Y = rot_Y * np.pi / 180 + if rot_Y<0: + rot_Y = rot_Y + 2 * np.pi + # print('rot_Y: ', rot_Y) + extr = visualize_util.calc_free_mv(object_center, + tar_pos = np.array([0, 0, 2.5]), + rot_Y = rot_Y, + rot_X = 0.3 if view_setting.endswith('bird') else 0., + global_orient = global_orient if self.body['test'].get('global_orient', False) else None) + intr = np.array([[1100, 0, 512], [0, 1100, 512], [0, 0, 1]], np.float32) + intr[:2] *= img_scale + img_h = int(1024 * img_scale) + img_w = int(1024 * img_scale) + + extr_list.append(extr) + intr_list.append(intr) + img_h_list.append(img_h) + img_w_list.append(img_w) + + elif view_setting.startswith('degree90'): + print('we render 90 degree') + # +- 60 degree + frame_per_cycle = 360 + max_degree = 45 + frame_half_cycle = frame_per_cycle // 2 + if idx%frame_per_cycle < frame_per_cycle/2: + rot_Y = -max_degree + (2 * max_degree / frame_half_cycle) * (idx%frame_half_cycle) + # rot_Y = (idx % frame_per_60) / float(frame_per_60) * 2 * np.pi + else: + rot_Y = max_degree - (2 * max_degree / frame_half_cycle) * (idx%frame_half_cycle) + + # to radian + rot_Y = rot_Y * np.pi / 180 + if rot_Y<0: + rot_Y = rot_Y + 2 * np.pi + # print('rot_Y: ', rot_Y) + extr = visualize_util.calc_free_mv(object_center, + tar_pos = np.array([0, 0, 2.5]), + rot_Y = rot_Y, + rot_X = 0.3 if view_setting.endswith('bird') else 0., + global_orient = global_orient if self.body['test'].get('global_orient', False) else None) + intr = np.array([[1100, 0, 512], [0, 1100, 512], [0, 0, 1]], np.float32) + intr[:2] *= img_scale + img_h = int(1024 * img_scale) + img_w = int(1024 * img_scale) + + extr_list.append(extr) + intr_list.append(intr) + img_h_list.append(img_h) + img_w_list.append(img_w) + + + elif view_setting.startswith('front'): + # front view setting + extr = visualize_util.calc_free_mv(object_center, + tar_pos = np.array([0, 0, 2.5]), + rot_Y = 0., + rot_X = 0.3 if view_setting.endswith('bird') else 0., + global_orient = global_orient if self.body['test'].get('global_orient', False) else None) + intr = np.array([[1100, 0, 512], [0, 1100, 512], [0, 0, 1]], np.float32) + intr[:2] *= img_scale + img_h = int(1024 * img_scale) + img_w = int(1024 * img_scale) + + extr_list.append(extr) + intr_list.append(intr) + img_h_list.append(img_h) + img_w_list.append(img_w) + + # print('extr: ', extr) + # print('intr: ', intr) + # print('img_h: ', img_h) + # print('img_w: ', img_w) + # exit() + + + + elif view_setting.startswith('back'): + # back view setting + extr = visualize_util.calc_free_mv(object_center, + tar_pos = np.array([0, 0, 2.5]), + rot_Y = np.pi, + rot_X = 0.5 * np.pi / 4. if view_setting.endswith('bird') else 0., + global_orient = global_orient if self.body['test'].get('global_orient', False) else None) + intr = np.array([[1100, 0, 512], [0, 1100, 512], [0, 0, 1]], np.float32) + intr[:2] *= img_scale + img_h = int(1024 * img_scale) + img_w = int(1024 * img_scale) + elif view_setting.startswith('moving'): + # moving camera setting + extr = visualize_util.calc_free_mv(object_center, + # tar_pos = np.array([0, 0, 3.0]), + # rot_Y = -0.3, + tar_pos = np.array([0, 0, 2.5]), + rot_Y = 0., + rot_X = 0.3 if view_setting.endswith('bird') else 0., + global_orient = global_orient if self.body['test'].get('global_orient', False) else None) + intr = np.array([[1100, 0, 512], [0, 1100, 512], [0, 0, 1]], np.float32) + intr[:2] *= img_scale + img_h = int(1024 * img_scale) + img_w = int(1024 * img_scale) + elif view_setting.startswith('cano'): + cano_center = self.dataset.cano_bounds.mean(0) + extr = np.identity(4, np.float32) + extr[:3, 3] = -cano_center + rot_x = np.identity(4, np.float32) + rot_x[:3, :3] = cv.Rodrigues(np.array([np.pi, 0, 0], np.float32))[0] + extr = rot_x @ extr + f_len = 5000 + extr[2, 3] += f_len / 512 + intr = np.array([[f_len, 0, 512], [0, f_len, 512], [0, 0, 1]], np.float32) + # item = self.dataset.getitem(idx, + # training = False, + # extr = extr, + # intr = intr, + # img_w = 1024, + # img_h = 1024) + img_w, img_h = 1024, 1024 + # item['live_smpl_v'] = item['cano_smpl_v'] + # item['cano2live_jnt_mats'] = torch.eye(4, dtype = torch.float32)[None].expand(item['cano2live_jnt_mats'].shape[0], -1, -1) + # item['live_bounds'] = item['cano_bounds'] + else: + raise ValueError('Invalid view setting for animation!') + + + self.dump_renderer_info(output_dir, extr_list, intr_list, img_h_list, img_w_list) + # also save the extr and intr and img_h and img_w to json + camera_info = [] + for i in range(len(extr_list)): + camera = {} + camera['extr'] = extr_list[i].tolist() + camera['intr'] = intr_list[i].tolist() + camera['img_h'] = img_h_list[i] + camera['img_w'] = img_w_list[i] + camera_info.append(camera) + with open(os.path.join(output_dir, 'camera_info.json'), 'w') as fp: + json.dump(camera_info, fp) + + + getitem_func = self.dataset.getitem_fast if hasattr(self.dataset, 'getitem_fast') else self.dataset.getitem + item = getitem_func( + idx, + training = False, + extr = extr, + intr = intr, + img_w = img_w, + img_h = img_h + ) + items = to_cuda(item, add_batch = False) + + if view_setting.startswith('moving') or view_setting == 'free_moving': + current_center = items['live_bounds'].cpu().numpy().mean(0) + delta = current_center - object_center + + object_center[0] += delta[0] + # object_center[1] += delta[1] + # object_center[2] += delta[2] + + if log_time: + time_end.record() + torch.cuda.synchronize() + print('Loading data costs %.4f secs' % (time_start.elapsed_time(time_end) / 1000.)) + time_start.record() + + if self.body['test'].get('render_skeleton', False): + from AnimatableGaussians.utils.visualize_skeletons import construct_skeletons + skel_vertices, skel_faces = construct_skeletons(item['joints'].cpu().numpy(), item['kin_parent'].cpu().numpy()) + skel_mesh = trimesh.Trimesh(skel_vertices, skel_faces, process = False) + + if geo_renderer is None: + geo_renderer = Renderer(item['img_w'], item['img_h'], shader_name = 'phong_geometry', bg_color = (1, 1, 1)) + extr, intr = item['extr'], item['intr'] + geo_renderer.set_camera(extr, intr) + geo_renderer.set_model(skel_vertices[skel_faces.reshape(-1)], skel_mesh.vertex_normals.astype(np.float32)[skel_faces.reshape(-1)]) + skel_img = geo_renderer.render()[:, :, :3] + skel_img = (skel_img * 255).astype(np.uint8) + cv.imwrite(output_dir + '/live_skeleton/%08d.jpg' % item['data_idx'], skel_img) + + if log_time: + time_end.record() + torch.cuda.synchronize() + print('Rendering skeletons costs %.4f secs' % (time_start.elapsed_time(time_end) / 1000.)) + time_start.record() + + if 'smpl_pos_map' not in items: + self.avatar_net.get_pose_map(items) + + # pca + if use_pca: + mask = training_dataset.pos_map_mask + live_pos_map = items['smpl_pos_map'].permute(1, 2, 0).cpu().numpy() + front_live_pos_map, back_live_pos_map = np.split(live_pos_map, [3], 2) + pose_conds = front_live_pos_map[mask] + new_pose_conds = training_dataset.transform_pca(pose_conds, sigma_pca = float(self.body['test'].get('sigma_pca', 2.))) + front_live_pos_map[mask] = new_pose_conds + live_pos_map = np.concatenate([front_live_pos_map, back_live_pos_map], 2) + items.update({ + 'smpl_pos_map_pca': torch.from_numpy(live_pos_map).to(self.device).permute(2, 0, 1) + }) + + if log_time: + time_end.record() + torch.cuda.synchronize() + print('Rendering pose conditions costs %.4f secs' % (time_start.elapsed_time(time_end) / 1000.)) + time_start.record() + + output = self.avatar_net.render(items, bg_color = self.bg_color, use_pca = use_pca) + output_wo_hand = self.avatar_net.render_wo_hand(items, bg_color = self.bg_color, use_pca = use_pca) + mask_output = self.avatar_net.render_mask(items, bg_color = self.bg_color, use_pca = use_pca) + + if log_time: + time_end.record() + torch.cuda.synchronize() + print('Rendering avatar costs %.4f secs' % (time_start.elapsed_time(time_end) / 1000.)) + time_start.record() + + if 'rgb_map' in output_wo_hand: + rgb_map_wo_hand = output_wo_hand['rgb_map'] + + if 'full_body_rgb_map' in mask_output: + os.makedirs(output_dir + '/full_body_mask', exist_ok = True) + full_body_mask = mask_output['full_body_rgb_map'] + full_body_mask.clip_(0., 1.) + full_body_mask = (full_body_mask * 255).to(torch.uint8) + cv.imwrite(output_dir + '/full_body_mask/%08d.png' % item['data_idx'], full_body_mask.cpu().numpy()) + + if 'hand_only_rgb_map' in mask_output: + os.makedirs(output_dir + '/hand_only_mask', exist_ok = True) + hand_only_mask = mask_output['hand_only_rgb_map'] + hand_only_mask.clip_(0., 1.) + hand_only_mask = (hand_only_mask * 255).to(torch.uint8) + cv.imwrite(output_dir + '/hand_only_mask/%08d.png' % item['data_idx'], hand_only_mask.cpu().numpy()) + + if 'full_body_rgb_map' in mask_output and 'hand_only_rgb_map' in mask_output: + # mask only covers hand + body_red_mask = (mask_output['full_body_rgb_map'] - torch.tensor([1., 0., 0.], device = mask_output['full_body_rgb_map'].device)) + body_red_mask = (body_red_mask*body_red_mask).sum(dim=2) < 0.01 # need save + + hand_red_mask = (mask_output['hand_only_rgb_map'] - torch.tensor([1., 0., 0.], device = mask_output['hand_only_rgb_map'].device)) + hand_red_mask = (hand_red_mask*hand_red_mask).sum(dim=2) < 0.01 + + if_mask_r_hand = abs(body_red_mask.sum() - hand_red_mask.sum()) / hand_red_mask.sum() > 0.95 + if_mask_r_hand = if_mask_r_hand.cpu().numpy() + + body_blue_mask = (mask_output['full_body_rgb_map'] - torch.tensor([0., 0., 1.], device = mask_output['full_body_rgb_map'].device)) + body_blue_mask = (body_blue_mask*body_blue_mask).sum(dim=2) < 0.01 # need save + + hand_blue_mask = (mask_output['hand_only_rgb_map'] - torch.tensor([0., 0., 1.], device = mask_output['hand_only_rgb_map'].device)) + hand_blue_mask = (hand_blue_mask*hand_blue_mask).sum(dim=2) < 0.01 + + if_mask_l_hand = abs(body_blue_mask.sum() - hand_blue_mask.sum()) / hand_blue_mask.sum() > 0.95 + if_mask_l_hand = if_mask_l_hand.cpu().numpy() + + # 保存左右手被遮挡部分的mask + red_mask = hand_red_mask ^ (hand_red_mask & body_red_mask) + blue_mask = hand_blue_mask ^ (hand_blue_mask & body_blue_mask) + all_mask = red_mask | blue_mask + + # now save 3 mask to 3 folders + os.makedirs(output_dir + '/hand_mask', exist_ok = True) + os.makedirs(output_dir + '/r_hand_mask', exist_ok = True) + os.makedirs(output_dir + '/l_hand_mask', exist_ok = True) + os.makedirs(output_dir + '/hand_visual', exist_ok = True) + + all_mask = (all_mask * 255).to(torch.uint8) + cv.imwrite(output_dir + '/hand_mask/%08d.png' % item['data_idx'], all_mask.cpu().numpy()) + r_hand_mask = (body_red_mask * 255).to(torch.uint8) + cv.imwrite(output_dir + '/r_hand_mask/%08d.png' % item['data_idx'], r_hand_mask.cpu().numpy()) + l_hand_mask = (body_blue_mask * 255).to(torch.uint8) + cv.imwrite(output_dir + '/l_hand_mask/%08d.png' % item['data_idx'], l_hand_mask.cpu().numpy()) + hand_visual = [if_mask_r_hand, if_mask_l_hand] + # save to npy + with open(output_dir + '/hand_visual/%08d.npy' % item['data_idx'], 'wb') as f: + np.save(f, hand_visual) + + + # now build sleeve_mask + if 'left_hand_rgb_map' in mask_output and 'right_hand_rgb_map' in mask_output: + os.makedirs(output_dir + '/left_sleeve_mask', exist_ok = True) + os.makedirs(output_dir + '/right_sleeve_mask', exist_ok = True) + + mask = (r_hand_mask>128) | (l_hand_mask>128)| (all_mask>128) + mask = mask.cpu().numpy().astype(np.uint8) + # 定义一个结构元素，可以调整其大小以改变膨胀的程度 + kernel = np.ones((5, 5), np.uint8) + # 应用膨胀操作 + mask = cv.dilate(mask, kernel, iterations=3) + mask = torch.tensor(mask).to(self.device) + + left_hand_mask = mask_output['left_hand_rgb_map'] + left_hand_mask.clip_(0., 1.) + # non white part is mask + left_hand_mask = (torch.tensor([1., 1., 1.], device = left_hand_mask.device) - left_hand_mask) + left_hand_mask = (left_hand_mask*left_hand_mask).sum(dim=2) > 0.01 + # dele two hand mask + left_hand_mask = left_hand_mask & ~mask + + right_hand_mask = mask_output['right_hand_rgb_map'] + right_hand_mask.clip_(0., 1.) + right_hand_mask = (torch.tensor([1., 1., 1.], device = right_hand_mask.device) - right_hand_mask) + right_hand_mask = (right_hand_mask*right_hand_mask).sum(dim=2) > 0.01 + right_hand_mask = right_hand_mask & ~mask + + # save + left_hand_mask = (left_hand_mask * 255).to(torch.uint8) + cv.imwrite(output_dir + '/left_sleeve_mask/%08d.png' % item['data_idx'], left_hand_mask.cpu().numpy()) + right_hand_mask = (right_hand_mask * 255).to(torch.uint8) + cv.imwrite(output_dir + '/right_sleeve_mask/%08d.png' % item['data_idx'], right_hand_mask.cpu().numpy()) + + rgb_map = output['rgb_map'] + rgb_map.clip_(0., 1.) + rgb_map = (rgb_map * 255).to(torch.uint8).cpu().numpy() + cv.imwrite(output_dir + '/rgb_map/%08d.jpg' % item['data_idx'], rgb_map) + + # 利用 r_hand_mask 和 l_hand_mask，将wo_hand图像中的mask部分覆盖rgb_map + if 'rgb_map' in output_wo_hand and 'full_body_rgb_map' in mask_output and 'hand_only_rgb_map' in mask_output: + rgb_map_wo_hand = output_wo_hand['rgb_map'] + rgb_map_wo_hand.clip_(0., 1.) + rgb_map_wo_hand = (rgb_map_wo_hand * 255).to(torch.uint8).cpu().numpy() + + r_mask = (r_hand_mask>128).cpu().numpy() + l_mask = (l_hand_mask>128).cpu().numpy() + mask = r_mask | l_mask + mask = mask.astype(np.uint8) + # 定义一个结构元素，可以调整其大小以改变膨胀的程度 + kernel = np.ones((5, 5), np.uint8) + # 应用膨胀操作 + mask = cv.dilate(mask, kernel, iterations=3) + mask = mask.astype(np.bool_) + mask = np.expand_dims(mask, axis=2) + # print('mask shape: ', mask.shape) + import ipdb + # ipdb.set_trace() + mix = rgb_map_wo_hand.copy() * mask + rgb_map * ~mask + cv.imwrite(output_dir + '/rgb_map_wo_hand/%08d.png' % item['data_idx'], mix) + + if 'torso_map' in output: + os.makedirs(output_dir + '/torso_map', exist_ok = True) + torso_map = output['torso_map'][:, :, 0] + torso_map.clip_(0., 1.) + torso_map = (torso_map * 255).to(torch.uint8) + cv.imwrite(output_dir + '/torso_map/%08d.png' % item['data_idx'], torso_map.cpu().numpy()) + + if 'mask_map' in output: + os.makedirs(output_dir + '/mask_map', exist_ok = True) + mask_map = output['mask_map'][:, :, 0] + mask_map.clip_(0., 1.) + mask_map = (mask_map * 255).to(torch.uint8) + cv.imwrite(output_dir + '/mask_map/%08d.png' % item['data_idx'], mask_map.cpu().numpy()) + + if self.body['test'].get('save_tex_map', False): + os.makedirs(output_dir + '/cano_tex_map', exist_ok = True) + cano_tex_map = output['cano_tex_map'] + cano_tex_map.clip_(0., 1.) + cano_tex_map = (cano_tex_map * 255).to(torch.uint8) + cv.imwrite(output_dir + '/cano_tex_map/%08d.png' % item['data_idx'], cano_tex_map.cpu().numpy()) + + if self.body['test'].get('save_ply', False): + if item['data_idx'] == 0: + save_gaussians_as_ply(output_dir + '/posed_gaussians/%08d.ply' % item['data_idx'], output['posed_gaussians']) + for k in output['posed_gaussians'].keys(): + if isinstance(output['posed_gaussians'][k], torch.Tensor): + output['posed_gaussians'][k] = output['posed_gaussians'][k].detach().cpu().numpy() + np.savez(output_dir + '/posed_gaussians/%08d.npz' % item['data_idx'], **output['posed_gaussians']) + np.savez(output_dir + ('/posed_params/%08d.npz' % item['data_idx']), + betas=training_dataset.smpl_data['betas'].reshape([-1]).detach().cpu().numpy(), + global_orient=item['global_orient'].reshape([-1]).detach().cpu().numpy(), + transl=item['transl'].reshape([-1]).detach().cpu().numpy(), + body_pose=item['body_pose'].reshape([-1]).detach().cpu().numpy()) + + if log_time: + time_end.record() + torch.cuda.synchronize() + print('Saving images costs %.4f secs' % (time_start.elapsed_time(time_end) / 1000.)) + print('Animating one frame costs %.4f secs' % (time_start_all.elapsed_time(time_end) / 1000.)) + + torch.cuda.empty_cache() + + def dump_renderer_info(self, dump_dir, extrs, intrs, img_heights, img_widths): + with open(os.path.join(dump_dir, 'cfg_args'), 'w') as fp: + outstr = "Namespace(sh_degree=%d, source_path='%s', model_path='%s', images='images', resolution=-1, " \ + "white_background=False, data_device='cuda', eval=False)" % ( + 3, self.body['train']['data']['data_dir'], dump_dir) + fp.write(outstr) + with open(os.path.join(dump_dir, 'cameras.json'), 'w') as fp: + cam_jsons = [] + for ci in range(len(extrs)): + extr, intr = extrs[ci], intrs[ci] + img_h, img_w = img_heights[ci], img_widths[ci] + + w2c = extr + c2w = np.linalg.inv(w2c) + pos = c2w[:3, 3] + rot = c2w[:3, :3] + serializable_array_2d = [x.tolist() for x in rot] + camera_entry = { + 'id': ci, + 'img_name': '%08d' % ci, + 'width': int(img_w), + 'height': int(img_h), + 'position': pos.tolist(), + 'rotation': serializable_array_2d, + 'fy': float(intr[1, 1]), + 'fx': float(intr[0, 0]), + } + cam_jsons.append(camera_entry) + json.dump(cam_jsons, fp) + return + + def test_head(self): + dataset = ReenactmentDataset(self.head_config.dataset) + dataloader = DataLoaderX(dataset, batch_size=1, shuffle=False, pin_memory=True) + + device = torch.device('cuda:%d' % self.head_config.gpu_id) + + gaussianhead_state_dict = torch.load(self.head_config.load_gaussianhead_checkpoint, map_location=lambda storage, loc: storage) + gaussianhead = GaussianHeadModule(self.head_config.gaussianheadmodule, + xyz=gaussianhead_state_dict['xyz'], + feature=gaussianhead_state_dict['feature'], + landmarks_3d_neutral=gaussianhead_state_dict['landmarks_3d_neutral']).to(device) + gaussianhead.load_state_dict(gaussianhead_state_dict) + + supres = SuperResolutionModule(self.head_config.supresmodule).to(device) + supres.load_state_dict(torch.load(self.head_config.load_supres_checkpoint, map_location=lambda storage, loc: storage)) + + camera = CameraModule() + recorder = ReenactmentRecorder(self.head_config.recorder) + + app = Reenactment(dataloader, gaussianhead, supres, camera, recorder, self.head_config.gpu_id, dataset.freeview) + if self.head.offline_rendering_param_fpath is None: + app.run(stop_fid=800) + else: + app.run_for_offline_stitching(self.head.offline_rendering_param_fpath) + + def cal_cat_param(self): + calc_offline_rendering_param( + self.cat.body_gaussian_root_dir, + self.cat.ref_head_gaussian_path, + self.cat.ref_head_param_path, + self.cat.render_cam_fpath, + self.cat.body_head_blending_param_path + ) + + + + +if __name__ == '__main__': + conf = OmegaConf.load('configs/example.yaml') + avatar = Avatar(conf) + avatar.test_body() + # avatar.test_head() \ No newline at end of file diff --git a/calc_offline_rendering_param.py b/calc_offline_rendering_param.py new file mode 100644 index 0000000000000000000000000000000000000000..d6d195926eb0e48d2ffeea8ca0a088666fd2a730 --- /dev/null +++ b/calc_offline_rendering_param.py @@ -0,0 +1,188 @@ +import numpy as np +import tqdm +import os, glob +import json +import argparse + +from render_utils.lib.networks.smpl_torch import SmplTorch +from render_utils.lib.utils.gaussian_np_utils import load_gaussians_from_ply +from render_utils.stitch_body_and_head import load_body_params, load_face_params, get_smpl_verts_and_head_transformation, calc_livehead2livebody + + +def load_rendering_camera(camera_fpath): + with open(camera_fpath, 'r') as fp: + camera_data = json.load(fp) + camera_data = camera_data[0] + image_size = [camera_data['width'], camera_data['height']] + cam_f = [camera_data['fx'], camera_data['fy']] + cam_pos = np.array(camera_data['position']) + cam_rot = np.array(camera_data['rotation']).reshape(3, 3) + c2w = np.eye(4) + c2w[:3, :3] = cam_rot + c2w[:3, 3] = cam_pos + cam_extr = np.linalg.inv(c2w) + cam_intr = np.eye(3) + cam_intr[0, 0] = cam_f[0] + cam_intr[1, 1] = cam_f[1] + cam_intr[0, 2] = image_size[0] / 2 + cam_intr[1, 2] = image_size[1] / 2 + return cam_extr, cam_intr, image_size + +def load_camera_list(camera_fpath): + with open(camera_fpath, 'r') as fp: + camera_data = json.load(fp) + image_size = [camera_data[0]['width'], camera_data[0]['height']] + cam_list = [] + for cam in camera_data: + cam_f = [cam['fx'], cam['fy']] + cam_pos = np.array(cam['position']) + cam_rot = np.array(cam['rotation']).reshape(3, 3) + c2w = np.eye(4) + c2w[:3, :3] = cam_rot + c2w[:3, 3] = cam_pos + cam_extr = np.linalg.inv(c2w) + cam_intr = np.eye(3) + cam_intr[0, 0] = cam_f[0] + cam_intr[1, 1] = cam_f[1] + cam_intr[0, 2] = image_size[0] / 2 + cam_intr[1, 2] = image_size[1] / 2 + cam_list.append((cam_extr, cam_intr)) + return cam_list, image_size + +def load_camera_data(cam): + image_size = [cam['width'], cam['height']] + cam_f = [cam['fx'], cam['fy']] + cam_pos = np.array(cam['position']) + cam_rot = np.array(cam['rotation']).reshape(3, 3) + c2w = np.eye(4) + c2w[:3, :3] = cam_rot + c2w[:3, 3] = cam_pos + cam_extr = np.linalg.inv(c2w) + cam_intr = np.eye(3) + cam_intr[0, 0] = cam_f[0] + cam_intr[1, 1] = cam_f[1] + cam_intr[0, 2] = image_size[0] / 2 + cam_intr[1, 2] = image_size[1] / 2 + + return (cam_extr, cam_intr), image_size + +def calc_offline_rendering_param( + body_gaussian_root_dir, ref_head_gaussian_path, ref_head_param_path, render_cam_fpath, + body_head_blending_param_path): + body_param_flist = sorted(glob.glob(os.path.join(body_gaussian_root_dir, 'posed_params/*.npz'))) + + head_gaussians = load_gaussians_from_ply(ref_head_gaussian_path) + head_pose, head_scale, id_coeff, exp_coeff = load_face_params(ref_head_param_path) + # cam_extr_body, cam_intr_body, image_size = load_rendering_camera(render_cam_fpath) + cam_list, image_size = load_camera_list(render_cam_fpath) + + body_head_blending_params = np.load(body_head_blending_param_path) + smplx_to_faceverse = body_head_blending_params['smplx_to_faceverse'] + residual_transf = body_head_blending_params['residual_transf'] + body_nonface_mask = body_head_blending_params['body_nonface_mask'] + head_nonface_mask = body_head_blending_params['head_nonface_mask'] + head_facial_idx = body_head_blending_params['head_facial_idx'] + body_facial_idx = body_head_blending_params['body_facial_idx'] + head_body_corr_idx = body_head_blending_params['head_body_corr_idx'] + head_color_bw = body_head_blending_params['head_color_bw'] + color_transfer = body_head_blending_params['color_transfer'] + + smpl = SmplTorch(model_file='./AnimatableGaussians/smpl_files/smplx/SMPLX_NEUTRAL.npz') + + head_cam_extr = [] + head_cam_intr = [] + head_cam_intr_zoom = [] + head_zoom_center = [] + head_zoom_scale = [] + + for i, body_param_fpath in enumerate(tqdm.tqdm(body_param_flist)): + global_orient, transl, body_pose, betas = load_body_params(body_param_fpath) + # body_gaussians = load_gaussians_from_ply(body_gaussian_fpath) + + smpl_verts, head_joint_transfmat = get_smpl_verts_and_head_transformation( + smpl, global_orient, body_pose, transl, betas) + livehead2livebody = calc_livehead2livebody(head_pose, smplx_to_faceverse, head_joint_transfmat) + total_transf = np.matmul(livehead2livebody, residual_transf) + + cam_extr = np.matmul(cam_list[i][0], total_transf) + cam_intr = np.copy(cam_list[i][1]) + + head_cam_extr.append(cam_extr) + head_cam_intr.append(cam_intr) + + pts = np.copy(head_gaussians.xyz) + pts_proj = np.matmul(pts, cam_extr[:3, :3].transpose()) + cam_extr[:3, 3] + pts_proj = np.matmul(pts_proj, cam_intr.transpose()) + pts_proj = pts_proj / pts_proj[:, 2:] + # pts_proj = np.int32(np.round(pts_proj[:, :2])) + + # img = np.zeros([image_size[1], image_size[0], 3], dtype=np.uint8) + # for p in pts_proj[::50]: + # p = np.clip(p, 0, image_size[0] - 1) + # cv.circle(img, (int(p[0]), int(p[1])), 2, (0, 255, 0), -1) + # cv.imshow('img', img) + + pts_min, pts_max = np.min(pts_proj, axis=0), np.max(pts_proj, axis=0) + pts_center = (pts_min + pts_max) // 2 + pts_size = np.max(pts_max - pts_min) + tgt_pts_size = 350 + tgt_image_size = 512 + zoom_scale = tgt_pts_size / pts_size + cam_intr_zoom = np.copy(cam_intr) + cam_intr_zoom[:2] *= zoom_scale + cam_intr_zoom[0, 2] = cam_intr_zoom[0, 2] - (pts_center[0]*zoom_scale - tgt_image_size/2) + cam_intr_zoom[1, 2] = cam_intr_zoom[1, 2] - (pts_center[1]*zoom_scale - tgt_image_size/2) + head_cam_intr_zoom.append(cam_intr_zoom) + head_zoom_center.append(pts_center) + head_zoom_scale.append(zoom_scale) + + # pts_proj = np.matmul(pts, cam_extr[:3, :3].transpose()) + cam_extr[:3, 3] + # pts_proj = np.matmul(pts_proj, cam_intr_zoom.transpose()) + # pts_proj = pts_proj / pts_proj[:, 2:] + # pts_proj = np.int32(np.round(pts_proj[:, :2])) + # img = np.zeros([512, 512, 3], dtype=np.uint8) + # for p in pts_proj[::50]: + # p = np.clip(p, 0, image_size[0] - 1) + # cv.circle(img, (int(p[0]), int(p[1])), 2, (0, 255, 0), -1) + # cv.imshow('img_zoom', img) + # cv.waitKey() + + np.savez(os.path.join(os.path.dirname(body_head_blending_param_path), 'head_zoomin_render_param.npz'), + cam_extr=head_cam_extr, cam_intr=head_cam_intr, image_size=image_size, + cam_intr_zoom=head_cam_intr_zoom, zoom_image_size=[tgt_image_size, tgt_image_size], + zoom_center=head_zoom_center, + zoom_scale=head_zoom_scale, + head_pose=head_pose, head_scale=head_scale, head_color_bw=head_color_bw) + + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + + """ + body_gaussian_root_dir, ref_head_gaussian_path, ref_head_param_path, render_cam_fpath, + body_head_blending_param_path + """ + parser.add_argument('--body_gaussian_root_dir', type=str) + parser.add_argument('--ref_head_gaussian_path', type=str) + parser.add_argument('--ref_head_param_path', type=str) + parser.add_argument('--render_cam_fpath', type=str) + parser.add_argument('--body_head_blending_param_path', type=str) + args = parser.parse_args() + calc_offline_rendering_param( + args.body_gaussian_root_dir, + args.ref_head_gaussian_path, + args.ref_head_param_path, + args.render_cam_fpath, + args.body_head_blending_param_path + ) + +""" +python calc_offline_rendering_param.py ^ +--body_gaussian_root_dir ./AnimatableGaussians/test_results/huawei0425/checkpoints/AMASS__test_poses_ours_front_view/batch_750000/pca_20_sigma_2.00/ ^ +--ref_head_gaussian_path ./Gaussian-Head-Avatar/results/reenactment/huawei0425_self/posed_gaussians/000000.ply ^ +--ref_head_param_path ./Gaussian-Head-Avatar/results/reenactment/huawei0425_self/params/000000_param.npz ^ +--render_cam_fpath ./AnimatableGaussians/test_results/huawei0425/checkpoints/AMASS__test_poses_ours_front_view/batch_750000/pca_20_sigma_2.00/cameras.json ^ +--body_head_blending_param_path ./data/body_face_stitching_sr/body_head_blending_param.npz + +""" diff --git a/configs/example.yaml b/configs/example.yaml new file mode 100644 index 0000000000000000000000000000000000000000..87328643c77a30a080a91629fcde9a1f74b55205 --- /dev/null +++ b/configs/example.yaml @@ -0,0 +1,89 @@ +trial_name: "body_head_avatar" +device: cuda +animatablegaussians: + train: + dataset: MvRgbDatasetAvatarReX + data: + subject_name: 1007_slow10 + data_dir: ./checkpoints/pos_map_ys/body_mix + frame_range: &id001 + - 0 + - 200 + - 1 + used_cam_ids: + - 0 + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 8 + - 9 + - 10 + - 11 + - 12 + - 14 + - 15 + load_smpl_pos_map: true + pretrained_dir: null + net_ckpt_dir: ./results/huawei0425/avatar2 + prev_ckpt: null + ckpt_interval: + epoch: 10 + batch: 50000 + eval_interval: 1000 + eval_training_ids: + - 190 + - 7 + eval_testing_ids: + - 354 + - 7 + eval_img_factor: 1.0 + lr_init: 0.0005 + loss_weight: + l1: 1.0 + lpips: 0.1 + offset: 0.005 + finetune_color: false + batch_size: 1 + num_workers: 8 + random_bg_color: true + test: + output_dir: ./test_results/temp_test + dataset: MvRgbDatasetAvatarReX + data: + data_dir: ./checkpoints/pos_map_ys/body_mix + frame_range: [0, 800] + subject_name: huawei0425 + pose_data: + data_path: ./test_data/AMASS/1007_train_data_slow10.npz + frame_range: [0, 2000] + view_setting: degree90 + render_view_idx: 13 + global_orient: true + img_scale: 2.0 + save_mesh: false + render_skeleton: false + save_tex_map: false + save_ply: true + fix_hand: true + fix_hand_id: 23 + n_pca: 20 + sigma_pca: 2.0 + prev_ckpt: ./checkpoints/checkpoints/body_ys + model: + with_viewdirs: true + random_style: false + +gha: + config_path: configs/head.yaml + offline_rendering_param_fpath: ./checkpoints/render_param/head_zoomin_render_param.npz + +cat: + body_gaussian_root_dir: ./checkpoints/pos_map_ys/body_mix + ref_head_gaussian_path: ./checkpoints/ref_gaussian/head/000000.ply + ref_head_param_path: ./checkpoints/ref_gaussian/head/000000_param.npz + render_cam_fpath: /home/pengc02/pengcheng/projects/gaussian_avatar/avatar_final/AnimatableGaussians/test_results/1007_slow10/checkpoints/AMASS__1007_train_data_slow10_degree90_view/batch_789377/pca_20_sigma_2.00/cameras.json + body_head_blending_param_path: ./checkpoints/render_param/body_head_blending_param.npz + diff --git a/configs/head.yaml b/configs/head.yaml new file mode 100644 index 0000000000000000000000000000000000000000..87a27070631f7d7c1124825255fe85aae3d7a390 --- /dev/null +++ b/configs/head.yaml @@ -0,0 +1,39 @@ +gpu_id: 0 +load_supres_checkpoint: './checkpoints/face_0929/supres_latest' +load_gaussianhead_checkpoint: './checkpoints/face_0929/gaussianhead_latest' + +dataset: + dataroot: './test_data/face1001' + image_files: 'images/*/wrong_image.jpg' + param_files: 'params/*/params.npz' + camera_path: './test_data/face1001/cameras/0000/camera_22070938.npz' + pose_code_path: './test_data/face1001/params/0000/params.npz' + exp_path: '/home/pengc02/pengcheng/projects/gaussian_avatar/avatar_final/data/1005_thu_slow/thuSlow10.npy' + freeview: False + resolution: 2048 + original_resolution: 2048 + +supresmodule: + input_dim: 32 + output_dim: 3 + network_capacity: 32 + +gaussianheadmodule: + num_add_mouth_points: 3000 + exp_color_mlp: [180, 256, 256, 32] + pose_color_mlp: [182, 128, 32] + exp_deform_mlp: [79, 256, 256, 256, 256, 256, 3] + pose_deform_mlp: [81, 256, 256, 3] + exp_attributes_mlp: [180, 256, 256, 256, 8] + pose_attributes_mlp: [182, 128, 128, 8] + exp_coeffs_dim: 52 + pos_freq: 4 + dist_threshold_near: 0.05 + dist_threshold_far: 0.12 + deform_scale: 0.3 + attributes_scale: 0.2 + +recorder: + name: 'thu_exp_slow' + result_path: 'results/reenactment' + diff --git a/gradio_debug.py b/gradio_debug.py new file mode 100644 index 0000000000000000000000000000000000000000..1a6fc1a6f5280c2a56d837df5fd4074cf7b6364c --- /dev/null +++ b/gradio_debug.py @@ -0,0 +1,21 @@ +import gradio as gr +import os + +def load_and_display_video(video_path): + if os.path.exists(video_path): + return video_path + else: + return "Invalid video path." + +with gr.Blocks() as demo: + video_input = gr.Textbox(label="Enter Video Path") + video_output = gr.Video(label="Video Output") + + load_button = gr.Button("Load Video") + + load_button.click(fn=load_and_display_video, + inputs=video_input, + outputs=video_output) + +# 启动应用 +demo.launch() \ No newline at end of file diff --git a/other_requirement.sh b/other_requirement.sh new file mode 100644 index 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