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m_StreamData: serializedVersion: 2 offset: 0 diff --git a/Assets/GadGame/SO/Event/GenerateImageSuccess.asset b/Assets/GadGame/SO/Event/GenerateImageSuccess.asset index 760dcae..364bd0d 100644 --- a/Assets/GadGame/SO/Event/GenerateImageSuccess.asset +++ b/Assets/GadGame/SO/Event/GenerateImageSuccess.asset @@ -9,6 +9,6 @@ MonoBehaviour: m_GameObject: {fileID: 0} m_Enabled: 1 m_EditorHideFlags: 0 - m_Script: {fileID: 11500000, guid: 2c1390943a3e4db69adfdfa5c2bfb8ed, type: 3} + m_Script: {fileID: 11500000, guid: 835f0e9a0e0b4ceeac7446d5f7384fb3, type: 3} m_Name: GenerateImageSuccess m_EditorClassIdentifier: diff --git a/Assets/GadGame/Scenes/PassBy_coffee.unity b/Assets/GadGame/Scenes/PassBy_coffee.unity index 10c82ec..678f966 100644 --- a/Assets/GadGame/Scenes/PassBy_coffee.unity +++ b/Assets/GadGame/Scenes/PassBy_coffee.unity @@ -38,7 +38,7 @@ RenderSettings: m_ReflectionIntensity: 1 m_CustomReflection: {fileID: 0} m_Sun: {fileID: 0} - m_IndirectSpecularColor: {r: 0.44657826, g: 0.49641263, b: 0.57481676, a: 1} + m_IndirectSpecularColor: {r: 0.44657898, g: 0.4964133, b: 0.5748178, a: 1} m_UseRadianceAmbientProbe: 0 --- !u!157 &3 LightmapSettings: @@ -708,7 +708,7 @@ MonoBehaviour: m_Name: m_EditorClassIdentifier: m_Material: {fileID: 0} - m_Color: {r: 1, g: 1, b: 1, a: 0.39215687} + m_Color: {r: 1, g: 1, b: 1, a: 0.078431375} m_RaycastTarget: 1 m_RaycastPadding: {x: 0, y: 0, z: 0, w: 0} m_Maskable: 1 diff --git a/Assets/GadGame/Scripts/Coffee/CoffeeController.cs b/Assets/GadGame/Scripts/Coffee/CoffeeController.cs index 5e5b4f2..c5a716c 100644 --- a/Assets/GadGame/Scripts/Coffee/CoffeeController.cs +++ b/Assets/GadGame/Scripts/Coffee/CoffeeController.cs @@ -12,7 +12,7 @@ namespace GadGame.Scripts.Coffee public class CoffeeController : MonoBehaviour { [SerializeField] private VoidEvent _engageReadyEvent; - [SerializeField] private VoidEvent _generateImageSuccessEvent; + [SerializeField] private StringEvent _generateImageSuccessEvent; [SerializeField] private BoolEvent _playPassByAnimEvent; [SerializeField] private BoolEvent _playVideoEvent; [SerializeField] private FloatEvent _readyCountDownEvent; @@ -81,15 +81,17 @@ namespace GadGame.Scripts.Coffee _hintText.text = _texts[0]; } - private void OnGenerateImageSuccess() + + private void OnGenerateImageSuccess(string desc) { + _isLoading = false; _loading.DOFade(0.255f, 0.5f); - _hintText.text = "Mô tả"; + _hintText.text = desc; } - private void OnGetEncodeImage(string encode) + private void OnGetEncodeImage(string filePath) { - _userImager.LoadImage(encode); + _userImager.LoadImage(filePath); } private void OnEngageReady() diff --git a/Assets/GadGame/Scripts/LoadImageEncoded.cs b/Assets/GadGame/Scripts/LoadImageEncoded.cs index 7ee4c70..d985d71 100644 --- a/Assets/GadGame/Scripts/LoadImageEncoded.cs +++ b/Assets/GadGame/Scripts/LoadImageEncoded.cs @@ -1,10 +1,12 @@ using System; using UnityEngine; using UnityEngine.UI; +using System.IO; +using GadGame.Network; namespace GadGame.Scripts { - [RequireComponent(typeof(Image))] + [RequireComponent(typeof(RawImage))] public class LoadImageEncoded : MonoBehaviour { [SerializeField] private bool _preserveAspect; @@ -19,13 +21,15 @@ namespace GadGame.Scripts } - - public void LoadImage(string encodeString) + public void LoadImage(string streamingData) { //Decode the Base64 string to a byte array - byte[] imageBytes = Convert.FromBase64String(encodeString); + byte[] imageBytes = UdpSocket.Instance.DataReceived.GenerateImageSuccess ? File.ReadAllBytes(streamingData) : Convert.FromBase64String(streamingData); + + // byte[] imageBytes = Convert.FromBase64String(encodeString); _texture.LoadImage(imageBytes); // Automatically resizes the texture dimensions + // _texture.Apply(); var sprite = Sprite.Create(_texture, new Rect(0, 0, _texture.width, _texture.height), new Vector2(0.5f, 0.5f), 100); _image.sprite = sprite; } diff --git a/Assets/GadGame/Scripts/MainFlow.cs b/Assets/GadGame/Scripts/MainFlow.cs index 4c67951..8f2b873 100644 --- a/Assets/GadGame/Scripts/MainFlow.cs +++ b/Assets/GadGame/Scripts/MainFlow.cs @@ -17,7 +17,7 @@ namespace GadGame public BoolEvent PlayPassByAnim; public BoolEvent PlayVideo; public FloatEvent ReadyCountDown; - public VoidEvent GenerateImageSuccess; + public StringEvent GenerateImageSuccess; public StringEvent EncodeImage; protected override async void Awake() diff --git a/Assets/GadGame/Scripts/Network/ReceiverData.cs b/Assets/GadGame/Scripts/Network/ReceiverData.cs index 799b44c..1df4130 100644 --- a/Assets/GadGame/Scripts/Network/ReceiverData.cs +++ b/Assets/GadGame/Scripts/Network/ReceiverData.cs @@ -22,5 +22,6 @@ namespace GadGame.Network public Vector2[] PosPoints; public string StreamingData; [FormerlySerializedAs("Success")] public bool GenerateImageSuccess; + public string Description; } } \ No newline at end of file diff --git a/Assets/GadGame/Scripts/Network/UdpSocket.cs b/Assets/GadGame/Scripts/Network/UdpSocket.cs index 22c3d52..11cb3da 100644 --- a/Assets/GadGame/Scripts/Network/UdpSocket.cs +++ b/Assets/GadGame/Scripts/Network/UdpSocket.cs @@ -6,6 +6,9 @@ using System.Threading; using GadGame.Singleton; using Newtonsoft.Json; using UnityEngine; +using System.Diagnostics; +using Debug = UnityEngine.Debug; +using Unity.VisualScripting; namespace GadGame.Network { @@ -23,9 +26,28 @@ namespace GadGame.Network private UdpClient _client; private IPEndPoint _remoteEndPoint; - + private Process _process; private void Start() { + _process = new Process(); + _process.StartInfo.FileName = "/bin/sh"; + _process.StartInfo.Arguments = $"{Application.streamingAssetsPath}/MergeFace/run.sh"; + _process.StartInfo.WorkingDirectory = $"{Application.streamingAssetsPath}/MergeFace"; + + _process.StartInfo.RedirectStandardOutput = true; + _process.StartInfo.RedirectStandardError = true; + + _process.StartInfo.CreateNoWindow = false; + _process.StartInfo.UseShellExecute = false; + _process.OutputDataReceived += (sender, a) => { + Debug.Log(a.Data); + }; + _process.ErrorDataReceived += (sender, a) => { + Debug.LogError(a.Data); + }; + _process.Start(); + + // Create remote endpoint _remoteEndPoint = new IPEndPoint(IPAddress.Parse(_ip), _sendPort); @@ -87,6 +109,10 @@ namespace GadGame.Network _receiveThread.Abort(); _client.Close(); + + _process.Close(); + _process.CloseMainWindow(); + _process.WaitForExit(); } } } \ No newline at end of file diff --git a/Assets/GadGame/Scripts/State/MainFlowState/EngageState.cs b/Assets/GadGame/Scripts/State/MainFlowState/EngageState.cs index 85b7b31..24af451 100644 --- a/Assets/GadGame/Scripts/State/MainFlowState/EngageState.cs +++ b/Assets/GadGame/Scripts/State/MainFlowState/EngageState.cs @@ -20,6 +20,7 @@ namespace GadGame.State.MainFlowState public override void Update(float time) { + Runner.EncodeImage.Raise(UdpSocket.Instance.DataReceived.StreamingData); if(!UdpSocket.Instance.DataReceived.PassBy) { Runner.SetState(); return; diff --git a/Assets/GadGame/Scripts/State/MainFlowState/ShowImageState.cs b/Assets/GadGame/Scripts/State/MainFlowState/ShowImageState.cs index 53ecc9b..028e25f 100644 --- a/Assets/GadGame/Scripts/State/MainFlowState/ShowImageState.cs +++ b/Assets/GadGame/Scripts/State/MainFlowState/ShowImageState.cs @@ -6,7 +6,7 @@ namespace GadGame.State.MainFlowState { public override void Enter() { - Runner.GenerateImageSuccess.Raise(); + Runner.GenerateImageSuccess.Raise(UdpSocket.Instance.DataReceived.Description); } public override void 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a/Assets/StreamingAssets/MergeFace/AgeGenderPrediction.py b/Assets/StreamingAssets/MergeFace/AgeGenderPrediction.py new file mode 100644 index 0000000..f659493 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeGenderPrediction.py @@ -0,0 +1,126 @@ +from Facenet.models.mtcnn import MTCNN +from AgeNet.models import Model +import torch +from torchvision import transforms as T +from PIL import Image +import numpy as np +import cv2 +import matplotlib.pyplot as plt +import os +import argparse + + +age_range_list = ["1-10", "11-20", "21-30", "31-40", "41-50", "51-60", "61-70", "71-80", "81-90", "91-100"] + + +class AgeEstimator(): + def __init__(self, face_size=224, weights=None, device='cpu', tpx=500): + self.thickness_per_pixels = tpx + + if isinstance(face_size, int): + self.face_size = (face_size, face_size) + else: + self.face_size = face_size + + # Set device + self.device = device + if isinstance(device, str): + if (device == 'cuda' or device == 'gpu') and torch.cuda.is_available(): + self.device = torch.device(device) + else: + self.device = torch.device('cpu') + + self.facenet_model = MTCNN(device=self.device) + + self.model = Model().to(self.device) + self.model.eval() + if weights: + self.model.load_state_dict(torch.load(weights, map_location=torch.device('cpu'))) + # print('Weights loaded successfully from path:', weights) + # print('====================================================') + + def transform(self, image): + return T.Compose( + [ + T.Resize(self.face_size), + T.ToTensor(), + T.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5]) + ] + )(image) + + @staticmethod + def preprocess_image(image, face_size=(224, 224)): + + # Resize the image to the target size + resized_transform = T.Resize(face_size) + + resized_image = resized_transform(image) + + return resized_image + + @staticmethod + def padding_face(box, padding=20): + return [ + box[0] - padding, + box[1] - padding, + box[2] + padding, + box[3] + padding + ] + + def predict_from_frame(self, frame, min_prob=0.9): + image = Image.fromarray(frame) + + ndarray_image = np.array(image) + image_shape = ndarray_image.shape + + try: + + bboxes, prob = self.facenet_model.detect(image) + bboxes = bboxes[prob > min_prob] + + face_images = [] + + for box in bboxes: + box = np.clip(box, 0, np.inf).astype(np.uint32) + + padding = max(image_shape) * 5 / self.thickness_per_pixels + padding = int(max(padding, 10)) + box = self.padding_face(box, padding) + + face = image.crop(box) + transformed_face = self.transform(face) + face_images.append(transformed_face) + + face_images = torch.stack(face_images, dim=0).to(self.device) + + genders, ages = self.model(face_images) + ages = torch.round(ages).long() + + for i, box in enumerate(bboxes): + box = np.clip(box, 0, np.inf).astype(np.uint32) + thickness = max(image_shape) / 400 + thickness = int(max(np.ceil(thickness), 1)) + age_range = age_range_list[int(ages[i].item() / 10)] + gender = round(genders[i].item(), 2) + + return [gender, age_range] + + except: + return None + + return None + + +def Prediction(frame, weights="weights.pt", face_size=64, device='cuda'): + # Initialize the AgeEstimator + model = AgeEstimator(weights=weights, face_size=face_size, device=device) + + # Open a connection to the camera (use 0 for default camera) + + # Convert the frame to RGB format (OpenCV uses BGR by default) + rgb_frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) + + # Predict age and gender from the frame + predicted_image = model.predict_from_frame(rgb_frame) + + return predicted_image \ No newline at end of file diff --git a/Assets/StreamingAssets/MergeFace/AgeGenderPrediction.py.meta b/Assets/StreamingAssets/MergeFace/AgeGenderPrediction.py.meta new file mode 100644 index 0000000..67d845e --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeGenderPrediction.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: dee94761336911fe091215ccd6f1527c +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/AgeNet.meta b/Assets/StreamingAssets/MergeFace/AgeNet.meta new file mode 100644 index 0000000..55a1c3a --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: 29274157d02d7d616ac2fc3558f8efcb +folderAsset: yes +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/__pycache__.meta b/Assets/StreamingAssets/MergeFace/AgeNet/__pycache__.meta new file mode 100644 index 0000000..2390d28 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/__pycache__.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: a6af8aa688a0742cab6a5c8e00e9f00a +folderAsset: yes +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/__pycache__/models.cpython-311.pyc b/Assets/StreamingAssets/MergeFace/AgeNet/__pycache__/models.cpython-311.pyc new file mode 100644 index 0000000..2bc1c89 Binary files /dev/null and b/Assets/StreamingAssets/MergeFace/AgeNet/__pycache__/models.cpython-311.pyc differ diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/__pycache__/models.cpython-311.pyc.meta b/Assets/StreamingAssets/MergeFace/AgeNet/__pycache__/models.cpython-311.pyc.meta new file mode 100644 index 0000000..8feaf42 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/__pycache__/models.cpython-311.pyc.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 1cb595d88a310b7729f9182bcd8e2ae6 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/dataset.py b/Assets/StreamingAssets/MergeFace/AgeNet/dataset.py new file mode 100644 index 0000000..413c854 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/dataset.py @@ -0,0 +1,65 @@ +from torch.utils.data import Dataset, DataLoader +import os +from PIL import Image +from torchvision import transforms as T + +class UTKFaceDataset(Dataset): + def __init__(self, root_dir, transform = None): + super().__init__() + + self.root_dir = root_dir + self.transform = transform + self.filename_list = os.listdir(root_dir) + + def __len__(self): + return len(self.filename_list) + + def age_to_class(self, age): + range_ages = [0, 4, 9, 15, 25, 35, 45, 60, 75] + if age > max(range_ages): + return len(range_ages) - 1 + for i in range(len(range_ages) - 1): + if range_ages[i] <= age <= range_ages[i + 1]: + return i + + def __getitem__(self, idx): + filename = self.filename_list[idx] + + info = filename.split("_") + age = int(info[0]) + age_label = self.age_to_class(age) + gender = int(info[1]) + + filename = os.path.join(self.root_dir, filename) + + image = Image.open(filename) + + if self.transform: + image = self.transform(image) + + return image, gender, age_label, age + +if __name__ == '__main__': + + image_size = (64,64) + root_dir = '/kaggle/input/utkface-new/UTKFace' + batch_size = 512 + num_workers = os.cpu_count() + + train_transform = T.Compose( + [ + T.Resize(image_size), + T.RandomHorizontalFlip(0.5), + T.RandomRotation(10), + T.ToTensor(), + T.Normalize(mean = [0.5, 0.5, 0.5], std = [0.5, 0.5, 0.5]) + ] + ) + + train_dataset = UTKFaceDataset(root_dir, transform = train_transform) + trainloader = DataLoader(train_dataset, batch_size = batch_size, shuffle = True, num_workers = num_workers, drop_last = True) + + for images, genders, age_labels, ages in trainloader: + print(images.shape, genders.shape, ages.shape) + break + diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/dataset.py.meta b/Assets/StreamingAssets/MergeFace/AgeNet/dataset.py.meta new file mode 100644 index 0000000..a92be93 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/dataset.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: a9132692d4a48bed7872f706c57c2e91 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/eval.py b/Assets/StreamingAssets/MergeFace/AgeNet/eval.py new file mode 100644 index 0000000..f56a392 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/eval.py @@ -0,0 +1,66 @@ +from torch import nn +from tqdm import tqdm + +import torch + +def evaluate(gender_model, age_range_model, age_estimation_model, val_dataloader, device = 'cpu', verbose = 0): + # set device + if isinstance(device, str): + if (device == 'cuda' or device == 'gpu') and torch.cuda.is_available(): + device = torch.device(device) + else: + device = torch.device('cpu') + + # Loss function + AgeRangeLoss = nn.CrossEntropyLoss() + GenderLoss = nn.BCELoss() + AgeEstimationLoss = nn.L1Loss() + + gender_model = gender_model.to(device) + age_range_model = age_range_model.to(device) + age_estimation_model = age_estimation_model.to(device) + + with torch.no_grad(): + age_range_model.eval() + gender_model.eval() + age_estimation_model.eval() + age_accuracy = 0 + gender_accuracy = 0 + total_age_loss = 0 + total_gender_loss = 0 + total_age_estimation_loss = 0 + if verbose == 1: + val_dataloader = tqdm(val_dataloader, desc = 'Evaluate: ', ncols = 100) + + for images, genders, age_labels, ages in val_dataloader: + batch_size = images.shape[0] + + images, genders, age_labels, ages = images.to(device), genders.to(device), age_labels.to(device), ages.to(device) + + pred_genders = gender_model(images).view(-1) + pred_age_labels = age_range_model(images) + + age_loss = AgeRangeLoss(pred_age_labels, age_labels.long()) + gender_loss = GenderLoss(pred_genders, genders.float()) + + total_age_loss += age_loss.item() + total_gender_loss += gender_loss.item() + + gender_acc = torch.sum(torch.round(pred_genders) == genders)/batch_size + age_acc = torch.sum(torch.argmax(pred_age_labels, dim = 1) == age_labels)/batch_size + + age_accuracy += age_acc + gender_accuracy += gender_acc + + estimated_ages = age_estimation_model(images, age_labels).view(-1) + age_estimation_loss = AgeEstimationLoss(ages, estimated_ages) + + total_age_estimation_loss += age_estimation_loss.item() + + val_age_loss = total_age_loss / len(val_dataloader) + val_gender_loss = total_gender_loss / len(val_dataloader) + val_age_accuracy = age_accuracy / len(val_dataloader) + val_gender_accuracy = gender_accuracy / len(val_dataloader) + val_age_estimation_loss = total_age_estimation_loss / len(val_dataloader) + + return val_age_loss, val_gender_loss, val_age_accuracy, val_gender_accuracy, val_age_estimation_loss diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/eval.py.meta b/Assets/StreamingAssets/MergeFace/AgeNet/eval.py.meta new file mode 100644 index 0000000..d33d04a --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/eval.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: b1bc431225702cd32bc5814aa87bfcba +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/models.py b/Assets/StreamingAssets/MergeFace/AgeNet/models.py new file mode 100644 index 0000000..da5f60b --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/models.py @@ -0,0 +1,196 @@ +from torch import nn +import torch +from torch.nn import functional as F + +class GenderClassificationModel(nn.Module): + "VGG-Face" + def __init__(self): + super().__init__() + self.conv_1_1 = nn.Conv2d(3, 64, 3, stride=1, padding=1) + self.conv_1_2 = nn.Conv2d(64, 64, 3, stride=1, padding=1) + self.conv_2_1 = nn.Conv2d(64, 128, 3, stride=1, padding=1) + self.conv_2_2 = nn.Conv2d(128, 128, 3, stride=1, padding=1) + self.conv_3_1 = nn.Conv2d(128, 256, 3, stride=1, padding=1) + self.conv_3_2 = nn.Conv2d(256, 256, 3, stride=1, padding=1) + self.conv_3_3 = nn.Conv2d(256, 256, 3, stride=1, padding=1) + self.conv_4_1 = nn.Conv2d(256, 512, 3, stride=1, padding=1) + self.conv_4_2 = nn.Conv2d(512, 512, 3, stride=1, padding=1) + self.conv_4_3 = nn.Conv2d(512, 512, 3, stride=1, padding=1) + self.conv_5_1 = nn.Conv2d(512, 512, 3, stride=1, padding=1) + self.conv_5_2 = nn.Conv2d(512, 512, 3, stride=1, padding=1) + self.conv_5_3 = nn.Conv2d(512, 512, 3, stride=1, padding=1) + self.fc6 = nn.Linear(2048, 4096) + self.fc7 = nn.Linear(4096, 4096) + self.fc8 = nn.Linear(4096, 1) + + def forward(self, x): + """ Pytorch forward + + Args: + x: input image (224x224) + + Returns: class logits + + """ + x = F.relu(self.conv_1_1(x)) + x = F.relu(self.conv_1_2(x)) + x = F.max_pool2d(x, 2, 2) + x = F.relu(self.conv_2_1(x)) + x = F.relu(self.conv_2_2(x)) + x = F.max_pool2d(x, 2, 2) + x = F.relu(self.conv_3_1(x)) + x = F.relu(self.conv_3_2(x)) + x = F.relu(self.conv_3_3(x)) + x = F.max_pool2d(x, 2, 2) + x = F.relu(self.conv_4_1(x)) + x = F.relu(self.conv_4_2(x)) + x = F.relu(self.conv_4_3(x)) + x = F.max_pool2d(x, 2, 2) + x = F.relu(self.conv_5_1(x)) + x = F.relu(self.conv_5_2(x)) + x = F.relu(self.conv_5_3(x)) + x = F.max_pool2d(x, 2, 2) + x = x.view(x.size(0), -1) + x = F.relu(self.fc6(x)) + x = F.dropout(x, 0.5, self.training) + x = F.relu(self.fc7(x)) + x = F.dropout(x, 0.5, self.training) + return F.sigmoid(self.fc8(x)) + +class AgeRangeModel(nn.Module): + def __init__(self, in_channels = 3, backbone = 'resnet50', pretrained = False, num_classes = 9): + super().__init__() + + self.Conv1 = nn.Sequential( + nn.Conv2d(in_channels, 64, 3, 1, padding = 1), + nn.BatchNorm2d(64), + nn.ReLU(), + nn.Dropout2d(0.3), + nn.MaxPool2d(2), + ) + + self.Conv2 = nn.Sequential( + nn.Conv2d(64, 256, 3, 1, padding = 1), + nn.BatchNorm2d(256), + nn.ReLU(), + nn.Dropout2d(0.3), + nn.MaxPool2d(2), + ) + + self.Conv3 = nn.Sequential( + nn.Conv2d(256, 512, 3, 1, padding = 1), + nn.BatchNorm2d(512), + nn.ReLU(), + nn.Dropout2d(0.3), + nn.MaxPool2d(2), + ) + + self.adap = nn.AdaptiveAvgPool2d((2,2)) + + self.out_age = nn.Sequential( + nn.Linear(2048, num_classes) +# nn.Softmax(dim = 1) + ) + + def forward(self, x): + batch_size = x.shape[0] + x = self.Conv1(x) + x = self.Conv2(x) + x = self.Conv3(x) + + x = self.adap(x) + + x = x.view(batch_size, -1) + + x = self.out_age(x) + + return x + +class AgeEstimationModel(nn.Module): + "VGG-Face" + def __init__(self): + super().__init__() + self.embedding_layer = nn.Embedding(9, 64) + + self.Conv1 = nn.Sequential( + nn.Conv2d(3, 64, 3, 1, padding = 1), + nn.BatchNorm2d(64), + nn.ReLU(), + nn.Dropout2d(0.3), + nn.MaxPool2d(2), + ) + + self.Conv2 = nn.Sequential( + nn.Conv2d(64, 256, 3, 1, padding = 1), + nn.BatchNorm2d(256), + nn.ReLU(), + nn.Dropout2d(0.3), + nn.MaxPool2d(2), + ) + + self.Conv3 = nn.Sequential( + nn.Conv2d(256, 512, 3, 1, padding = 1), + nn.BatchNorm2d(512), + nn.ReLU(), + nn.Dropout2d(0.3), + nn.MaxPool2d(2), + ) + + self.adap = nn.AdaptiveAvgPool2d((2,2)) + + self.out_age = nn.Sequential( + nn.Linear(2048 + 64, 1), + nn.ReLU() + ) + + def forward(self, x, y): + batch_size = x.shape[0] + x = self.Conv1(x) + x = self.Conv2(x) + x = self.Conv3(x) + + x = self.adap(x) + + x = x.view(batch_size, -1) + + y = self.embedding_layer(y) + + x = torch.cat([x,y], dim = 1) + + x = self.out_age(x) + + return x + +class Model(nn.Module): + def __init__(self): + super(Model, self).__init__() + + self.gender_model = GenderClassificationModel() + + self.age_range_model = AgeRangeModel() + + self.age_estimation_model = AgeEstimationModel() + + def forward(self,x): + """x: batch, 3, 64, 64""" + if len(x.shape) == 3: + x = x[None, ...] + + predicted_genders = self.gender_model(x) + + age_ranges = self.age_range_model(x) + + y = torch.argmax(age_ranges, dim = 1).view(-1,) + + estimated_ages = self.age_estimation_model(x, y) + + return predicted_genders, estimated_ages + +if __name__ == '__main__': + model = Model() + x = torch.rand(2,3,64,64) + genders, ages = model(x) # + + print(genders.shape, ages.shape) + + \ No newline at end of file diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/models.py.meta b/Assets/StreamingAssets/MergeFace/AgeNet/models.py.meta new file mode 100644 index 0000000..b800f18 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/models.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: bfdd42c2ab7b1f10ab08c676ab819c1b +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/train.py b/Assets/StreamingAssets/MergeFace/AgeNet/train.py new file mode 100644 index 0000000..0fecf39 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/train.py @@ -0,0 +1,188 @@ +from tqdm import tqdm +from torch import nn +from torch.optim.lr_scheduler import ReduceLROnPlateau + +from .utils import * +from .eval import * +from .models import * + +import os +import torch +import numpy as np + + +def train(train_data_dir, weights, device = 'cpu', image_size = 64, batch_size = 128, num_epochs = 100, steps_per_epoch = None, + val_data_dir = None, validation_split = None, save_history = True): + + # đặt val_data_dir and validation_split không đồng thời khác None + assert not(val_data_dir is not None and validation_split is not None) + + if isinstance(device, str): + if (device == 'cuda' or device == 'gpu') and torch.cuda.is_available(): + device = torch.device(device) + else: + device = torch.device('cpu') + + # get train_loader + train_data = get_dataloader(train_data_dir, image_size = image_size, batch_size = batch_size) + + # chia dữ liệu thành 2 tập train và val + if val_data_dir is not None: + val_data = get_dataloader(val_data_dir, image_size = image_size, batch_size = batch_size) + elif validation_split is not None: + train_data, val_data = split_dataloader(train_data, validation_split) + else: + val_data = None + + if steps_per_epoch is None: + steps_per_epoch = len(train_data) + + # steps per epoch + num_steps = len(train_data) + iterator = iter(train_data) + count_steps = 1 + + # add model to device + gender_model = GenderClassificationModel().to(device) + age_range_model = AgeRangeModel().to(device) + age_estimation_model = AgeEstimationModel().to(device) + + # Loss function + AgeRangeLoss = nn.CrossEntropyLoss() + GenderLoss = nn.BCELoss() + AgeEstimationLoss = nn.L1Loss() + + # Optimizer + gen_optimizer = torch.optim.Adam(gender_model.parameters(), lr = 1e-4) + age_range_optimizer = torch.optim.Adam(age_range_model.parameters(), lr = 5e-3) + age_estimation_optimizer = torch.optim.Adam(age_estimation_model.parameters(), lr = 1e-3) + + #schedular + age_range_scheduler = ReduceLROnPlateau(age_range_optimizer, mode = 'min', factor = 0.1, patience = 3, verbose = 1) + gender_scheduler = ReduceLROnPlateau(gen_optimizer, mode = 'min', factor = 0.1, patience = 3, verbose = 1) + age_estimation_scheduler = ReduceLROnPlateau(age_estimation_optimizer, mode = 'min', factor = 0.1, patience = 3, verbose = 1) + + # history + history = { + 'train_gender_loss': [], + 'train_age_loss': [], + 'train_gender_acc': [], + 'train_age_acc': [], + 'val_gender_loss': [], + 'val_age_loss': [], + 'val_gender_acc': [], + 'val_age_acc': [], + } + + for epoch in range(1, num_epochs + 1): + total_gender_loss = 0 + total_age_loss = 0 + age_accuracy = 0 + gender_accuracy = 0 + + total_age_estimation_loss = 0 + + gender_model.train() + age_range_model.train() + age_estimation_model.train() + + for step in tqdm(range(steps_per_epoch), desc = f'Epoch {epoch}/{num_epochs}: ', ncols = 100): + images, genders, age_labels, ages = next(iterator) + batch_size = images.shape[0] + + images, genders, age_labels, ages = images.to(device), genders.to(device), age_labels.to(device), ages.to(device) + + pred_genders = gender_model(images).view(-1) + pred_age_labels = age_range_model(images) + + age_loss = AgeRangeLoss(pred_age_labels, age_labels.long()) + + gender_loss = GenderLoss(pred_genders, genders.float()) + + total_age_loss += age_loss.item() + total_gender_loss += gender_loss.item() + + gender_acc = torch.sum(torch.round(pred_genders) == genders)/batch_size + age_acc = torch.sum(torch.argmax(pred_age_labels, dim = 1) == age_labels)/batch_size + + age_accuracy += age_acc + gender_accuracy += gender_acc + + age_range_optimizer.zero_grad() + age_loss.backward() + age_range_optimizer.step() + + gen_optimizer.zero_grad() + gender_loss.backward() + gen_optimizer.step() + + # age estimation loss + estimated_ages = age_estimation_model(images, age_labels).view(-1) + age_estimation_loss = AgeEstimationLoss(ages, estimated_ages) + + age_estimation_optimizer.zero_grad() + age_estimation_loss.backward() + age_estimation_optimizer.step() + + total_age_estimation_loss += age_estimation_loss.item() + + # nếu nó duyệt hết qua tập dữ liệu thì cho nó lặp lại 1 lần nữa + if count_steps == num_steps: + iterator = iter(train_data) + count_steps = 0 + count_steps += 1 + + train_age_loss = total_age_loss / steps_per_epoch + train_gender_loss = total_gender_loss / steps_per_epoch + train_age_accuracy = age_accuracy / steps_per_epoch + train_gender_accuracy = gender_accuracy / steps_per_epoch + + train_age_estimation_loss = total_age_estimation_loss/steps_per_epoch + + history['train_age_loss'].append(float(train_age_loss)) + history['train_gender_loss'].append(float(train_gender_loss)) + history['train_age_acc'].append(float(train_age_accuracy)) + history['train_gender_acc'].append(float(train_gender_accuracy)) + + print(f'train_age_loss: {train_age_loss: .2f}, train_gender_loss: {train_gender_loss: .3f}, train_age_accuracy: {train_age_accuracy: .2f}, train_gender_accuracy: {train_gender_accuracy: .2f}, train_age_estimation_loss: {train_age_estimation_loss: .3f}') + if val_data: + val_age_loss, val_gender_loss, val_age_accuracy, val_gender_accuracy, val_age_estimation_loss = evaluate(gender_model, age_range_model, age_estimation_model, val_data, device = device) + history['val_age_loss'].append(float(val_age_loss)) + history['val_gender_loss'].append(float(val_gender_loss)) + history['val_age_acc'].append(float(val_age_accuracy)) + history['val_gender_acc'].append(float(val_gender_accuracy)) + + age_range_scheduler.step(np.round(val_age_loss, 3)) + gender_scheduler.step(np.round(val_gender_loss, 3)) + age_estimation_scheduler.step(np.round(val_age_estimation_loss, 3)) + print(f'val_age_loss: {val_age_loss: .2f}, val_gender_loss: {val_gender_loss: .3f}, val_age_accuracy: {val_age_accuracy: .2f}, val_gender_accuracy: {val_gender_accuracy: .2f}, val_age_estimation_loss: {val_age_estimation_loss : .3f}') + + if weights: + class dummy_model(nn.Module): + def __init__(self): + super().__init__() + + self.gender_model = gender_model + self.age_range_model = age_range_model + self.age_estimation_model = age_estimation_model + + def forward(self, x): + return + + model = dummy_model() + torch.save(model.state_dict(), weights) + print(f'Saved successfully last weights to:', weights) + + if save_history: + visualize_history(history, save_history) + +if __name__ == '__main__': + batch_size = 128 + image_size = 64 + train_data_dir = '/kaggle/input/utkface-new/UTKFace' + device = 'cuda' + weights = 'weights\AgeGenderWeights.pt' + epochs = 100 + train(train_data_dir, weights, device = device, steps_per_epoch = None, + validation_split = 0.2, image_size = image_size, batch_size = batch_size, save_history = True) + \ No newline at end of file diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/train.py.meta b/Assets/StreamingAssets/MergeFace/AgeNet/train.py.meta new file mode 100644 index 0000000..e813583 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/train.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: d70c80bb1ccf8c73297c6a434b5035dc +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/utils.py b/Assets/StreamingAssets/MergeFace/AgeNet/utils.py new file mode 100644 index 0000000..1170494 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/utils.py @@ -0,0 +1,93 @@ +from torch.utils.data import Dataset, DataLoader, SubsetRandomSampler +from .dataset import UTKFaceDataset +from torchvision import transforms as T +from matplotlib import pyplot as plt +import os + +def get_dataloader(root_dir, image_size = 64, batch_size = 128, shuffle = True, num_workers = 1): + if isinstance(image_size, int): + image_size = (image_size, image_size) + + train_transform = T.Compose( + [ + T.Resize(image_size), + T.RandomHorizontalFlip(0.2), + T.RandomRotation(10), + T.ToTensor(), + T.Normalize(mean = [0.5, 0.5, 0.5], std = [0.5, 0.5, 0.5]) + ] + ) + + train_dataset = UTKFaceDataset(root_dir, transform = train_transform) + trainloader = DataLoader(train_dataset, batch_size = batch_size, shuffle = shuffle, num_workers = num_workers, drop_last = True) + return trainloader + +def split_dataloader(train_data, validation_split = 0.2): + # Chia DataLoader thành phần train và test + train_ratio = 1 - validation_split # Tỷ lệ phần train (80%) + train_size = int(train_ratio * len(train_data.dataset)) # Số lượng mẫu dùng cho train + + indices = list(range(len(train_data.dataset))) # Danh sách các chỉ số của dataset + train_indices = indices[:train_size] # Chỉ số của mẫu dùng cho train + val_indices = indices[train_size:] # Chỉ số của mẫu dùng cho test + + # lấy dữ liệu từ dataloader + dataset = train_data.dataset + batch_size = train_data.batch_size + num_workers = train_data.num_workers + + # Tạo ra các SubsetRandomSampler để chọn một phần dữ liệu cho train và test + train_sampler = SubsetRandomSampler(train_indices) + val_sampler = SubsetRandomSampler(val_indices) + + # Tạo DataLoader mới từ SubsetRandomSampler + train_data = DataLoader(dataset, batch_size = batch_size, sampler = train_sampler, num_workers = num_workers, drop_last = True) + val_data = DataLoader(dataset, batch_size = batch_size, sampler = val_sampler, num_workers = num_workers, drop_last = True) + + return train_data, val_data + +def visualize_history(history, save_history=True): + plt.figure(figsize = (20,8)) + plt.subplot(131) + plt.plot(range(1, len(history['train_age_acc']) + 1), history['train_age_acc'], label = 'train_age_acc', c = 'r') + plt.plot(range(1, len(history['val_age_acc']) + 1), history['val_age_acc'], label = 'val_age_acc', c = 'g') + plt.plot(range(1, len(history['train_gender_acc']) + 1), history['train_gender_acc'], label = 'train_gender_acc', c = 'b') + plt.plot(range(1, len(history['val_gender_acc']) + 1), history['val_gender_acc'], label = 'val_gender_acc', c = 'y') + plt.title('Accuracy') + plt.xlabel('Epoch') + plt.ylabel('Gender And Age Prediction Accuracy') + plt.legend() + + plt.subplot(132) + plt.plot(range(1, len(history['train_age_loss']) + 1), history['train_age_loss'], label = 'train_age_loss', c = 'r') + plt.plot(range(1, len(history['val_age_loss']) + 1), history['val_age_loss'], label = 'val_age_loss', c = 'g') + plt.title('Age Loss') + plt.xlabel('Epoch') + plt.ylabel('Age Loss') + plt.legend() + + + plt.subplot(133) + plt.plot(range(1, len(history['train_gender_loss']) + 1), history['train_gender_loss'], label = 'train_gender_loss', c = 'b') + plt.plot(range(1, len(history['val_gender_loss']) + 1), history['val_gender_loss'], label = 'val_gender_loss', c = 'y') + plt.title('Gender Loss') + plt.xlabel('Epoch') + plt.ylabel('Gender Loss') + plt.legend() + + if save_history: + if not os.path.exists("runs"): + os.mkdir("runs") + + if not os.path.exists(os.path.join('runs', "train")): + os.mkdir(os.path.join('runs', "train")) + + exp = os.listdir(os.path.join("runs", 'train')) + if len(exp) == 0: + last_exp = os.path.join("runs", 'train', 'exp1') + os.mkdir(last_exp) + else: + exp_list = [int(i[3:]) for i in exp] + last_exp = os.path.join("runs", 'train', 'exp' + str(int(exp_list[-1]) + 1)) + os.mkdir(last_exp) + plt.savefig(os.path.join(last_exp, "results.png")) diff --git a/Assets/StreamingAssets/MergeFace/AgeNet/utils.py.meta b/Assets/StreamingAssets/MergeFace/AgeNet/utils.py.meta new file mode 100644 index 0000000..3b91954 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/AgeNet/utils.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: b4f35a03a63ebf040b025624d23fe471 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Face_detection b/Assets/StreamingAssets/MergeFace/Face_detection new file mode 160000 index 0000000..98e25fa --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Face_detection @@ -0,0 +1 @@ +Subproject commit 98e25faaf07e489a624e965684ee8de0756f3ebc diff --git a/Assets/StreamingAssets/MergeFace/Face_detection.meta b/Assets/StreamingAssets/MergeFace/Face_detection.meta new file mode 100644 index 0000000..7e9919a --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Face_detection.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: fc1c2c2dc78674ff5aa4d67db1ed5b52 +folderAsset: yes +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet.meta b/Assets/StreamingAssets/MergeFace/Facenet.meta new file mode 100644 index 0000000..cbe6df5 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: 8688372304eed0b45bb5efd33ebc3392 +folderAsset: yes +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/LICENSE.md b/Assets/StreamingAssets/MergeFace/Facenet/LICENSE.md new file mode 100644 index 0000000..501bd49 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/LICENSE.md @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2019 Timothy Esler + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/Assets/StreamingAssets/MergeFace/Facenet/LICENSE.md.meta b/Assets/StreamingAssets/MergeFace/Facenet/LICENSE.md.meta new file mode 100644 index 0000000..ebbc02b --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/LICENSE.md.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: f630914c0f0b597b08fd828a65985720 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/__init__.py b/Assets/StreamingAssets/MergeFace/Facenet/__init__.py new file mode 100644 index 0000000..2c00284 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/__init__.py @@ -0,0 +1,11 @@ +from .models.inception_resnet_v1 import InceptionResnetV1 +from .models.mtcnn import MTCNN, PNet, RNet, ONet, prewhiten, fixed_image_standardization +from .models.utils.detect_face import extract_face +from .models.utils import training + +import warnings +warnings.filterwarnings( + action="ignore", + message="This overload of nonzero is deprecated:\n\tnonzero()", + category=UserWarning +) \ No newline at end of file diff --git a/Assets/StreamingAssets/MergeFace/Facenet/__init__.py.meta b/Assets/StreamingAssets/MergeFace/Facenet/__init__.py.meta new file mode 100644 index 0000000..bd7a726 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/__init__.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 5663da78e37b6f3a6857c1c6577c7cbd +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/__pycache__.meta b/Assets/StreamingAssets/MergeFace/Facenet/__pycache__.meta new file mode 100644 index 0000000..266f9e7 --- /dev/null +++ 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perform face detection and tracking on an image dataset using MTCNN." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from facenet_pytorch import MTCNN\n", + "import torch\n", + "import numpy as np\n", + "import mmcv, cv2\n", + "from PIL import Image, ImageDraw\n", + "from IPython import display" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Determine if an nvidia GPU is available" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on device: cuda:0\n" + ] + } + ], + "source": [ + "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n", + "print('Running on device: {}'.format(device))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Define MTCNN module\n", + "\n", + "Note that, since MTCNN is a collection of neural nets and other code, the device must be passed in the following way to enable copying of objects when needed internally.\n", + "\n", + "See `help(MTCNN)` for more details." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "mtcnn = MTCNN(keep_all=True, device=device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Get a sample video\n", + "\n", + "We begin by loading a video with some faces in it. The `mmcv` PyPI package by mmlabs is used to read the video frames (it can be installed with `pip install mmcv`). Frames are then converted to PIL images." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "video = mmcv.VideoReader('video.mp4')\n", + "frames = [Image.fromarray(cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)) for frame in video]\n", + "\n", + "display.Video('video.mp4', width=640)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Run video through MTCNN\n", + "\n", + "We iterate through each frame, detect faces, and draw their bounding boxes on the video frames." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tracking frame: 105\n", + "Done\n" + ] + } + ], + "source": [ + "frames_tracked = []\n", + "for i, frame in enumerate(frames):\n", + " print('\\rTracking frame: {}'.format(i + 1), end='')\n", + " \n", + " # Detect faces\n", + " boxes, _ = mtcnn.detect(frame)\n", + " \n", + " # Draw faces\n", + " frame_draw = frame.copy()\n", + " draw = ImageDraw.Draw(frame_draw)\n", + " for box in boxes:\n", + " draw.rectangle(box.tolist(), outline=(255, 0, 0), width=6)\n", + " \n", + " # Add to frame list\n", + " frames_tracked.append(frame_draw.resize((640, 360), Image.BILINEAR))\n", + "print('\\nDone')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Display detections" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d = display.display(frames_tracked[0], display_id=True)\n", + "i = 1\n", + "try:\n", + " while True:\n", + " d.update(frames_tracked[i % len(frames_tracked)])\n", + " i += 1\n", + "except KeyboardInterrupt:\n", + " pass" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Save tracked video" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "dim = frames_tracked[0].size\n", + "fourcc = cv2.VideoWriter_fourcc(*'FMP4') \n", + "video_tracked = cv2.VideoWriter('video_tracked.mp4', fourcc, 25.0, dim)\n", + "for frame in frames_tracked:\n", + " video_tracked.write(cv2.cvtColor(np.array(frame), cv2.COLOR_RGB2BGR))\n", + "video_tracked.release()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Assets/StreamingAssets/MergeFace/Facenet/examples/face_tracking.ipynb.meta b/Assets/StreamingAssets/MergeFace/Facenet/examples/face_tracking.ipynb.meta new file mode 100644 index 0000000..9a11d4b --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/examples/face_tracking.ipynb.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 6af4b7dac79e10f35a9563fa58f5adb3 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/examples/finetune.ipynb b/Assets/StreamingAssets/MergeFace/Facenet/examples/finetune.ipynb new file mode 100644 index 0000000..4556684 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/examples/finetune.ipynb @@ -0,0 +1,279 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Face detection and recognition training pipeline\n", + "\n", + "The following example illustrates how to fine-tune an InceptionResnetV1 model on your own dataset. This will mostly follow standard pytorch training patterns." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from facenet_pytorch import MTCNN, InceptionResnetV1, fixed_image_standardization, training\n", + "import torch\n", + "from torch.utils.data import DataLoader, SubsetRandomSampler\n", + "from torch import optim\n", + "from torch.optim.lr_scheduler import MultiStepLR\n", + "from torch.utils.tensorboard import SummaryWriter\n", + "from torchvision import datasets, transforms\n", + "import numpy as np\n", + "import os" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Define run parameters\n", + "\n", + "The dataset should follow the VGGFace2/ImageNet-style directory layout. Modify `data_dir` to the location of the dataset on wish to finetune on." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data_dir = '../data/test_images'\n", + "\n", + "batch_size = 32\n", + "epochs = 8\n", + "workers = 0 if os.name == 'nt' else 8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Determine if an nvidia GPU is available" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n", + "print('Running on device: {}'.format(device))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Define MTCNN module\n", + "\n", + "See `help(MTCNN)` for more details." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mtcnn = MTCNN(\n", + " image_size=160, margin=0, min_face_size=20,\n", + " thresholds=[0.6, 0.7, 0.7], factor=0.709, post_process=True,\n", + " device=device\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Perfom MTCNN facial detection\n", + "\n", + "Iterate through the DataLoader object and obtain cropped faces." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "dataset = datasets.ImageFolder(data_dir, transform=transforms.Resize((512, 512)))\n", + "dataset.samples = [\n", + " (p, p.replace(data_dir, data_dir + '_cropped'))\n", + " for p, _ in dataset.samples\n", + "]\n", + " \n", + "loader = DataLoader(\n", + " dataset,\n", + " num_workers=workers,\n", + " batch_size=batch_size,\n", + " collate_fn=training.collate_pil\n", + ")\n", + "\n", + "for i, (x, y) in enumerate(loader):\n", + " mtcnn(x, save_path=y)\n", + " print('\\rBatch {} of {}'.format(i + 1, len(loader)), end='')\n", + " \n", + "# Remove mtcnn to reduce GPU memory usage\n", + "del mtcnn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Define Inception Resnet V1 module\n", + "\n", + "See `help(InceptionResnetV1)` for more details." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "resnet = InceptionResnetV1(\n", + " classify=True,\n", + " pretrained='vggface2',\n", + " num_classes=len(dataset.class_to_idx)\n", + ").to(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Define optimizer, scheduler, dataset, and dataloader" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "optimizer = optim.Adam(resnet.parameters(), lr=0.001)\n", + "scheduler = MultiStepLR(optimizer, [5, 10])\n", + "\n", + "trans = transforms.Compose([\n", + " np.float32,\n", + " transforms.ToTensor(),\n", + " fixed_image_standardization\n", + "])\n", + "dataset = datasets.ImageFolder(data_dir + '_cropped', transform=trans)\n", + "img_inds = np.arange(len(dataset))\n", + "np.random.shuffle(img_inds)\n", + "train_inds = img_inds[:int(0.8 * len(img_inds))]\n", + "val_inds = img_inds[int(0.8 * len(img_inds)):]\n", + "\n", + "train_loader = DataLoader(\n", + " dataset,\n", + " num_workers=workers,\n", + " batch_size=batch_size,\n", + " sampler=SubsetRandomSampler(train_inds)\n", + ")\n", + "val_loader = DataLoader(\n", + " dataset,\n", + " num_workers=workers,\n", + " batch_size=batch_size,\n", + " sampler=SubsetRandomSampler(val_inds)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Define loss and evaluation functions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "loss_fn = torch.nn.CrossEntropyLoss()\n", + "metrics = {\n", + " 'fps': training.BatchTimer(),\n", + " 'acc': training.accuracy\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "writer = SummaryWriter()\n", + "writer.iteration, writer.interval = 0, 10\n", + "\n", + "print('\\n\\nInitial')\n", + "print('-' * 10)\n", + "resnet.eval()\n", + "training.pass_epoch(\n", + " resnet, loss_fn, val_loader,\n", + " batch_metrics=metrics, show_running=True, device=device,\n", + " writer=writer\n", + ")\n", + "\n", + "for epoch in range(epochs):\n", + " print('\\nEpoch {}/{}'.format(epoch + 1, epochs))\n", + " print('-' * 10)\n", + "\n", + " resnet.train()\n", + " training.pass_epoch(\n", + " resnet, loss_fn, train_loader, optimizer, scheduler,\n", + " batch_metrics=metrics, show_running=True, device=device,\n", + " writer=writer\n", + " )\n", + "\n", + " resnet.eval()\n", + " training.pass_epoch(\n", + " resnet, loss_fn, val_loader,\n", + " batch_metrics=metrics, show_running=True, device=device,\n", + " writer=writer\n", + " )\n", + "\n", + "writer.close()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Assets/StreamingAssets/MergeFace/Facenet/examples/finetune.ipynb.meta b/Assets/StreamingAssets/MergeFace/Facenet/examples/finetune.ipynb.meta new file mode 100644 index 0000000..c94db53 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/examples/finetune.ipynb.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 7212bac47cb61dc798ee7316d53b8f88 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/examples/infer.ipynb b/Assets/StreamingAssets/MergeFace/Facenet/examples/infer.ipynb new file mode 100644 index 0000000..d36a056 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/examples/infer.ipynb @@ -0,0 +1,245 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Face detection and recognition inference pipeline\n", + "\n", + "The following example illustrates how to use the `facenet_pytorch` python package to perform face detection and recogition on an image dataset using an Inception Resnet V1 pretrained on the VGGFace2 dataset.\n", + "\n", + "The following Pytorch methods are included:\n", + "* Datasets\n", + "* Dataloaders\n", + "* GPU/CPU processing" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from facenet_pytorch import MTCNN, InceptionResnetV1\n", + "import torch\n", + "from torch.utils.data import DataLoader\n", + "from torchvision import datasets\n", + "import numpy as np\n", + "import pandas as pd\n", + "import os\n", + "\n", + "workers = 0 if os.name == 'nt' else 4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Determine if an nvidia GPU is available" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on device: cuda:0\n" + ] + } + ], + "source": [ + "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n", + "print('Running on device: {}'.format(device))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Define MTCNN module\n", + "\n", + "Default params shown for illustration, but not needed. Note that, since MTCNN is a collection of neural nets and other code, the device must be passed in the following way to enable copying of objects when needed internally.\n", + "\n", + "See `help(MTCNN)` for more details." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "mtcnn = MTCNN(\n", + " image_size=160, margin=0, min_face_size=20,\n", + " thresholds=[0.6, 0.7, 0.7], factor=0.709, post_process=True,\n", + " device=device\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Define Inception Resnet V1 module\n", + "\n", + "Set classify=True for pretrained classifier. For this example, we will use the model to output embeddings/CNN features. Note that for inference, it is important to set the model to `eval` mode.\n", + "\n", + "See `help(InceptionResnetV1)` for more details." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "resnet = InceptionResnetV1(pretrained='vggface2').eval().to(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Define a dataset and data loader\n", + "\n", + "We add the `idx_to_class` attribute to the dataset to enable easy recoding of label indices to identity names later one." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def collate_fn(x):\n", + " return x[0]\n", + "\n", + "dataset = datasets.ImageFolder('../data/test_images')\n", + "dataset.idx_to_class = {i:c for c, i in dataset.class_to_idx.items()}\n", + "loader = DataLoader(dataset, collate_fn=collate_fn, num_workers=workers)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Perfom MTCNN facial detection\n", + "\n", + "Iterate through the DataLoader object and detect faces and associated detection probabilities for each. The `MTCNN` forward method returns images cropped to the detected face, if a face was detected. By default only a single detected face is returned - to have `MTCNN` return all detected faces, set `keep_all=True` when creating the MTCNN object above.\n", + "\n", + "To obtain bounding boxes rather than cropped face images, you can instead call the lower-level `mtcnn.detect()` function. See `help(mtcnn.detect)` for details." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Face detected with probability: 0.999957\n", + "Face detected with probability: 0.999927\n", + "Face detected with probability: 0.999662\n", + "Face detected with probability: 0.999873\n", + "Face detected with probability: 0.999991\n" + ] + } + ], + "source": [ + "aligned = []\n", + "names = []\n", + "for x, y in loader:\n", + " x_aligned, prob = mtcnn(x, return_prob=True)\n", + " if x_aligned is not None:\n", + " print('Face detected with probability: {:8f}'.format(prob))\n", + " aligned.append(x_aligned)\n", + " names.append(dataset.idx_to_class[y])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Calculate image embeddings\n", + "\n", + "MTCNN will return images of faces all the same size, enabling easy batch processing with the Resnet recognition module. Here, since we only have a few images, we build a single batch and perform inference on it. \n", + "\n", + "For real datasets, code should be modified to control batch sizes being passed to the Resnet, particularly if being processed on a GPU. For repeated testing, it is best to separate face detection (using MTCNN) from embedding or classification (using InceptionResnetV1), as calculation of cropped faces or bounding boxes can then be performed a single time and detected faces saved for future use." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "aligned = torch.stack(aligned).to(device)\n", + "embeddings = resnet(aligned).detach().cpu()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Print distance matrix for classes" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " angelina_jolie bradley_cooper kate_siegel paul_rudd \\\n", + "angelina_jolie 0.000000 1.344806 0.781201 1.425579 \n", + "bradley_cooper 1.344806 0.000000 1.256238 0.922126 \n", + "kate_siegel 0.781201 1.256238 0.000000 1.366423 \n", + "paul_rudd 1.425579 0.922126 1.366423 0.000000 \n", + "shea_whigham 1.448495 0.891145 1.416447 0.985438 \n", + "\n", + " shea_whigham \n", + "angelina_jolie 1.448495 \n", + "bradley_cooper 0.891145 \n", + "kate_siegel 1.416447 \n", + "paul_rudd 0.985438 \n", + "shea_whigham 0.000000 \n" + ] + } + ], + "source": [ + "dists = [[(e1 - e2).norm().item() for e2 in embeddings] for e1 in embeddings]\n", + "print(pd.DataFrame(dists, columns=names, index=names))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/Assets/StreamingAssets/MergeFace/Facenet/examples/infer.ipynb.meta b/Assets/StreamingAssets/MergeFace/Facenet/examples/infer.ipynb.meta new file mode 100644 index 0000000..779312d --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/examples/infer.ipynb.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: c791f4d9146d73a68ae3aa4bbb11589f +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/examples/lfw_evaluate.ipynb b/Assets/StreamingAssets/MergeFace/Facenet/examples/lfw_evaluate.ipynb new file mode 100644 index 0000000..7cde66e --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/examples/lfw_evaluate.ipynb @@ -0,0 +1,522 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "source": [ + "### facenet-pytorch LFW evaluation\n", + "This notebook demonstrates how to evaluate performance against the LFW dataset." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 1, + "outputs": [], + "source": [ + "from facenet_pytorch import MTCNN, InceptionResnetV1, fixed_image_standardization, training, extract_face\n", + "import torch\n", + "from torch.utils.data import DataLoader, SubsetRandomSampler, SequentialSampler\n", + "from torchvision import datasets, transforms\n", + "import numpy as np\n", + "import os" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 2, + "outputs": [], + "source": [ + "data_dir = 'data/lfw/lfw'\n", + "pairs_path = 'data/lfw/pairs.txt'\n", + "\n", + "batch_size = 16\n", + "epochs = 15\n", + "workers = 0 if os.name == 'nt' else 8" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on device: cuda:0\n" + ] + } + ], + "source": [ + "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n", + "print('Running on device: {}'.format(device))" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 4, + "outputs": [], + "source": [ + "mtcnn = MTCNN(\n", + " image_size=160,\n", + " margin=14,\n", + " device=device,\n", + " selection_method='center_weighted_size'\n", + ")" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 5, + "outputs": [], + "source": [ + "# Define the data loader for the input set of images\n", + "orig_img_ds = datasets.ImageFolder(data_dir, transform=None)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 6, + "outputs": [], + "source": [ + "\n", + "# overwrites class labels in dataset with path so path can be used for saving output in mtcnn batches\n", + "orig_img_ds.samples = [\n", + " (p, p)\n", + " for p, _ in orig_img_ds.samples\n", + "]\n", + "\n", + "loader = DataLoader(\n", + " orig_img_ds,\n", + " num_workers=workers,\n", + " batch_size=batch_size,\n", + " collate_fn=training.collate_pil\n", + ")\n" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "crop_paths = []\n", + "box_probs = []\n", + "\n", + "for i, (x, b_paths) in enumerate(loader):\n", + " crops = [p.replace(data_dir, data_dir + '_cropped') for p in b_paths]\n", + " mtcnn(x, save_path=crops)\n", + " crop_paths.extend(crops)\n", + " print('\\rBatch {} of {}'.format(i + 1, len(loader)), end='')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "outputs": [], + "source": [ + "# Remove mtcnn to reduce GPU memory usage\n", + "del mtcnn\n", + "torch.cuda.empty_cache()" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 9, + "outputs": [], + "source": [ + "# create dataset and data loaders from cropped images output from MTCNN\n", + "\n", + "trans = transforms.Compose([\n", + " np.float32,\n", + " transforms.ToTensor(),\n", + " fixed_image_standardization\n", + "])\n", + "\n", + "dataset = datasets.ImageFolder(data_dir + '_cropped', transform=trans)\n", + "\n", + "embed_loader = DataLoader(\n", + " dataset,\n", + " num_workers=workers,\n", + " batch_size=batch_size,\n", + " sampler=SequentialSampler(dataset)\n", + ")" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 10, + "outputs": [], + "source": [ + "# Load pretrained resnet model\n", + "resnet = InceptionResnetV1(\n", + " classify=False,\n", + " pretrained='vggface2'\n", + ").to(device)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 11, + "outputs": [], + "source": [ + "classes = []\n", + "embeddings = []\n", + "resnet.eval()\n", + "with torch.no_grad():\n", + " for xb, yb in embed_loader:\n", + " xb = xb.to(device)\n", + " b_embeddings = resnet(xb)\n", + " b_embeddings = b_embeddings.to('cpu').numpy()\n", + " classes.extend(yb.numpy())\n", + " embeddings.extend(b_embeddings)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 12, + "outputs": [], + "source": [ + "embeddings_dict = dict(zip(crop_paths,embeddings))\n", + "\n" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "#### Evaluate embeddings by using distance metrics to perform verification on the official LFW test set.\n", + "\n", + "The functions in the next block are copy pasted from `facenet.src.lfw`. Unfortunately that module has an absolute import from `facenet`, so can't be imported from the submodule\n", + "\n", + "added functionality to return false positive and false negatives" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 13, + "outputs": [], + "source": [ + "from sklearn.model_selection import KFold\n", + "from scipy import interpolate\n", + "\n", + "# LFW functions taken from David Sandberg's FaceNet implementation\n", + "def distance(embeddings1, embeddings2, distance_metric=0):\n", + " if distance_metric==0:\n", + " # Euclidian distance\n", + " diff = np.subtract(embeddings1, embeddings2)\n", + " dist = np.sum(np.square(diff),1)\n", + " elif distance_metric==1:\n", + " # Distance based on cosine similarity\n", + " dot = np.sum(np.multiply(embeddings1, embeddings2), axis=1)\n", + " norm = np.linalg.norm(embeddings1, axis=1) * np.linalg.norm(embeddings2, axis=1)\n", + " similarity = dot / norm\n", + " dist = np.arccos(similarity) / math.pi\n", + " else:\n", + " raise 'Undefined distance metric %d' % distance_metric\n", + "\n", + " return dist\n", + "\n", + "def calculate_roc(thresholds, embeddings1, embeddings2, actual_issame, nrof_folds=10, distance_metric=0, subtract_mean=False):\n", + " assert(embeddings1.shape[0] == embeddings2.shape[0])\n", + " assert(embeddings1.shape[1] == embeddings2.shape[1])\n", + " nrof_pairs = min(len(actual_issame), embeddings1.shape[0])\n", + " nrof_thresholds = len(thresholds)\n", + " k_fold = KFold(n_splits=nrof_folds, shuffle=False)\n", + "\n", + " tprs = np.zeros((nrof_folds,nrof_thresholds))\n", + " fprs = np.zeros((nrof_folds,nrof_thresholds))\n", + " accuracy = np.zeros((nrof_folds))\n", + "\n", + " is_false_positive = []\n", + " is_false_negative = []\n", + "\n", + " indices = np.arange(nrof_pairs)\n", + "\n", + " for fold_idx, (train_set, test_set) in enumerate(k_fold.split(indices)):\n", + " if subtract_mean:\n", + " mean = np.mean(np.concatenate([embeddings1[train_set], embeddings2[train_set]]), axis=0)\n", + " else:\n", + " mean = 0.0\n", + " dist = distance(embeddings1-mean, embeddings2-mean, distance_metric)\n", + "\n", + " # Find the best threshold for the fold\n", + " acc_train = np.zeros((nrof_thresholds))\n", + " for threshold_idx, threshold in enumerate(thresholds):\n", + " _, _, acc_train[threshold_idx], _ ,_ = calculate_accuracy(threshold, dist[train_set], actual_issame[train_set])\n", + " best_threshold_index = np.argmax(acc_train)\n", + " for threshold_idx, threshold in enumerate(thresholds):\n", + " tprs[fold_idx,threshold_idx], fprs[fold_idx,threshold_idx], _, _, _ = calculate_accuracy(threshold, dist[test_set], actual_issame[test_set])\n", + " _, _, accuracy[fold_idx], is_fp, is_fn = calculate_accuracy(thresholds[best_threshold_index], dist[test_set], actual_issame[test_set])\n", + "\n", + " tpr = np.mean(tprs,0)\n", + " fpr = np.mean(fprs,0)\n", + " is_false_positive.extend(is_fp)\n", + " is_false_negative.extend(is_fn)\n", + "\n", + " return tpr, fpr, accuracy, is_false_positive, is_false_negative\n", + "\n", + "def calculate_accuracy(threshold, dist, actual_issame):\n", + " predict_issame = np.less(dist, threshold)\n", + " tp = np.sum(np.logical_and(predict_issame, actual_issame))\n", + " fp = np.sum(np.logical_and(predict_issame, np.logical_not(actual_issame)))\n", + " tn = np.sum(np.logical_and(np.logical_not(predict_issame), np.logical_not(actual_issame)))\n", + " fn = np.sum(np.logical_and(np.logical_not(predict_issame), actual_issame))\n", + "\n", + " is_fp = np.logical_and(predict_issame, np.logical_not(actual_issame))\n", + " is_fn = np.logical_and(np.logical_not(predict_issame), actual_issame)\n", + "\n", + " tpr = 0 if (tp+fn==0) else float(tp) / float(tp+fn)\n", + " fpr = 0 if (fp+tn==0) else float(fp) / float(fp+tn)\n", + " acc = float(tp+tn)/dist.size\n", + " return tpr, fpr, acc, is_fp, is_fn\n", + "\n", + "def calculate_val(thresholds, embeddings1, embeddings2, actual_issame, far_target, nrof_folds=10, distance_metric=0, subtract_mean=False):\n", + " assert(embeddings1.shape[0] == embeddings2.shape[0])\n", + " assert(embeddings1.shape[1] == embeddings2.shape[1])\n", + " nrof_pairs = min(len(actual_issame), embeddings1.shape[0])\n", + " nrof_thresholds = len(thresholds)\n", + " k_fold = KFold(n_splits=nrof_folds, shuffle=False)\n", + "\n", + " val = np.zeros(nrof_folds)\n", + " far = np.zeros(nrof_folds)\n", + "\n", + " indices = np.arange(nrof_pairs)\n", + "\n", + " for fold_idx, (train_set, test_set) in enumerate(k_fold.split(indices)):\n", + " if subtract_mean:\n", + " mean = np.mean(np.concatenate([embeddings1[train_set], embeddings2[train_set]]), axis=0)\n", + " else:\n", + " mean = 0.0\n", + " dist = distance(embeddings1-mean, embeddings2-mean, distance_metric)\n", + "\n", + " # Find the threshold that gives FAR = far_target\n", + " far_train = np.zeros(nrof_thresholds)\n", + " for threshold_idx, threshold in enumerate(thresholds):\n", + " _, far_train[threshold_idx] = calculate_val_far(threshold, dist[train_set], actual_issame[train_set])\n", + " if np.max(far_train)>=far_target:\n", + " f = interpolate.interp1d(far_train, thresholds, kind='slinear')\n", + " threshold = f(far_target)\n", + " else:\n", + " threshold = 0.0\n", + "\n", + " val[fold_idx], far[fold_idx] = calculate_val_far(threshold, dist[test_set], actual_issame[test_set])\n", + "\n", + " val_mean = np.mean(val)\n", + " far_mean = np.mean(far)\n", + " val_std = np.std(val)\n", + " return val_mean, val_std, far_mean\n", + "\n", + "def calculate_val_far(threshold, dist, actual_issame):\n", + " predict_issame = np.less(dist, threshold)\n", + " true_accept = np.sum(np.logical_and(predict_issame, actual_issame))\n", + " false_accept = np.sum(np.logical_and(predict_issame, np.logical_not(actual_issame)))\n", + " n_same = np.sum(actual_issame)\n", + " n_diff = np.sum(np.logical_not(actual_issame))\n", + " val = float(true_accept) / float(n_same)\n", + " far = float(false_accept) / float(n_diff)\n", + " return val, far\n", + "\n", + "\n", + "\n", + "def evaluate(embeddings, actual_issame, nrof_folds=10, distance_metric=0, subtract_mean=False):\n", + " # Calculate evaluation metrics\n", + " thresholds = np.arange(0, 4, 0.01)\n", + " embeddings1 = embeddings[0::2]\n", + " embeddings2 = embeddings[1::2]\n", + " tpr, fpr, accuracy, fp, fn = calculate_roc(thresholds, embeddings1, embeddings2,\n", + " np.asarray(actual_issame), nrof_folds=nrof_folds, distance_metric=distance_metric, subtract_mean=subtract_mean)\n", + " thresholds = np.arange(0, 4, 0.001)\n", + " val, val_std, far = calculate_val(thresholds, embeddings1, embeddings2,\n", + " np.asarray(actual_issame), 1e-3, nrof_folds=nrof_folds, distance_metric=distance_metric, subtract_mean=subtract_mean)\n", + " return tpr, fpr, accuracy, val, val_std, far, fp, fn\n", + "\n", + "def add_extension(path):\n", + " if os.path.exists(path+'.jpg'):\n", + " return path+'.jpg'\n", + " elif os.path.exists(path+'.png'):\n", + " return path+'.png'\n", + " else:\n", + " raise RuntimeError('No file \"%s\" with extension png or jpg.' % path)\n", + "\n", + "def get_paths(lfw_dir, pairs):\n", + " nrof_skipped_pairs = 0\n", + " path_list = []\n", + " issame_list = []\n", + " for pair in pairs:\n", + " if len(pair) == 3:\n", + " path0 = add_extension(os.path.join(lfw_dir, pair[0], pair[0] + '_' + '%04d' % int(pair[1])))\n", + " path1 = add_extension(os.path.join(lfw_dir, pair[0], pair[0] + '_' + '%04d' % int(pair[2])))\n", + " issame = True\n", + " elif len(pair) == 4:\n", + " path0 = add_extension(os.path.join(lfw_dir, pair[0], pair[0] + '_' + '%04d' % int(pair[1])))\n", + " path1 = add_extension(os.path.join(lfw_dir, pair[2], pair[2] + '_' + '%04d' % int(pair[3])))\n", + " issame = False\n", + " if os.path.exists(path0) and os.path.exists(path1): # Only add the pair if both paths exist\n", + " path_list += (path0,path1)\n", + " issame_list.append(issame)\n", + " else:\n", + " nrof_skipped_pairs += 1\n", + " if nrof_skipped_pairs>0:\n", + " print('Skipped %d image pairs' % nrof_skipped_pairs)\n", + "\n", + " return path_list, issame_list\n", + "\n", + "def read_pairs(pairs_filename):\n", + " pairs = []\n", + " with open(pairs_filename, 'r') as f:\n", + " for line in f.readlines()[1:]:\n", + " pair = line.strip().split()\n", + " pairs.append(pair)\n", + " return np.array(pairs, dtype=object)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 14, + "outputs": [], + "source": [ + "pairs = read_pairs(pairs_path)\n", + "path_list, issame_list = get_paths(data_dir+'_cropped', pairs)\n", + "embeddings = np.array([embeddings_dict[path] for path in path_list])\n", + "\n", + "tpr, fpr, accuracy, val, val_std, far, fp, fn = evaluate(embeddings, issame_list)" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + }, + { + "cell_type": "code", + "execution_count": 15, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.995 0.995 0.99166667 0.99 0.99 0.99666667\n", + " 0.99 0.995 0.99666667 0.99666667]\n" + ] + }, + { + "data": { + "text/plain": "0.9936666666666666" + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(accuracy)\n", + "np.mean(accuracy)\n", + "\n" + ], + "metadata": { + "collapsed": false, + "pycharm": { + "name": "#%%\n" + } + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff 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0000000..cf3db5c --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/__pycache__/mtcnn.cpython-311.pyc.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 92166ed6fd2eb03a09e08f1a6dcc7cbf +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/inception_resnet_v1.py b/Assets/StreamingAssets/MergeFace/Facenet/models/inception_resnet_v1.py new file mode 100644 index 0000000..3b7de0d --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/inception_resnet_v1.py @@ -0,0 +1,340 @@ +import os +import requests +from requests.adapters import HTTPAdapter + +import torch +from torch import nn +from torch.nn import functional as F + +from .utils.download import download_url_to_file + + +class BasicConv2d(nn.Module): + + def __init__(self, in_planes, out_planes, kernel_size, stride, padding=0): + super().__init__() + self.conv = nn.Conv2d( + in_planes, out_planes, + kernel_size=kernel_size, stride=stride, + padding=padding, bias=False + ) # verify bias false + self.bn = nn.BatchNorm2d( + out_planes, + eps=0.001, # value found in tensorflow + momentum=0.1, # default pytorch value + affine=True + ) + self.relu = nn.ReLU(inplace=False) + + def forward(self, x): + x = self.conv(x) + x = self.bn(x) + x = self.relu(x) + return x + + +class Block35(nn.Module): + + def __init__(self, scale=1.0): + super().__init__() + + self.scale = scale + + self.branch0 = BasicConv2d(256, 32, kernel_size=1, stride=1) + + self.branch1 = nn.Sequential( + BasicConv2d(256, 32, kernel_size=1, stride=1), + BasicConv2d(32, 32, kernel_size=3, stride=1, padding=1) + ) + + self.branch2 = nn.Sequential( + BasicConv2d(256, 32, kernel_size=1, stride=1), + BasicConv2d(32, 32, kernel_size=3, stride=1, padding=1), + BasicConv2d(32, 32, kernel_size=3, stride=1, padding=1) + ) + + self.conv2d = nn.Conv2d(96, 256, kernel_size=1, stride=1) + self.relu = nn.ReLU(inplace=False) + + def forward(self, x): + x0 = self.branch0(x) + x1 = self.branch1(x) + x2 = self.branch2(x) + out = torch.cat((x0, x1, x2), 1) + out = self.conv2d(out) + out = out * self.scale + x + out = self.relu(out) + return out + + +class Block17(nn.Module): + + def __init__(self, scale=1.0): + super().__init__() + + self.scale = scale + + self.branch0 = BasicConv2d(896, 128, kernel_size=1, stride=1) + + self.branch1 = nn.Sequential( + BasicConv2d(896, 128, kernel_size=1, stride=1), + BasicConv2d(128, 128, kernel_size=(1,7), stride=1, padding=(0,3)), + BasicConv2d(128, 128, kernel_size=(7,1), stride=1, padding=(3,0)) + ) + + self.conv2d = nn.Conv2d(256, 896, kernel_size=1, stride=1) + self.relu = nn.ReLU(inplace=False) + + def forward(self, x): + x0 = self.branch0(x) + x1 = self.branch1(x) + out = torch.cat((x0, x1), 1) + out = self.conv2d(out) + out = out * self.scale + x + out = self.relu(out) + return out + + +class Block8(nn.Module): + + def __init__(self, scale=1.0, noReLU=False): + super().__init__() + + self.scale = scale + self.noReLU = noReLU + + self.branch0 = BasicConv2d(1792, 192, kernel_size=1, stride=1) + + self.branch1 = nn.Sequential( + BasicConv2d(1792, 192, kernel_size=1, stride=1), + BasicConv2d(192, 192, kernel_size=(1,3), stride=1, padding=(0,1)), + BasicConv2d(192, 192, kernel_size=(3,1), stride=1, padding=(1,0)) + ) + + self.conv2d = nn.Conv2d(384, 1792, kernel_size=1, stride=1) + if not self.noReLU: + self.relu = nn.ReLU(inplace=False) + + def forward(self, x): + x0 = self.branch0(x) + x1 = self.branch1(x) + out = torch.cat((x0, x1), 1) + out = self.conv2d(out) + out = out * self.scale + x + if not self.noReLU: + out = self.relu(out) + return out + + +class Mixed_6a(nn.Module): + + def __init__(self): + super().__init__() + + self.branch0 = BasicConv2d(256, 384, kernel_size=3, stride=2) + + self.branch1 = nn.Sequential( + BasicConv2d(256, 192, kernel_size=1, stride=1), + BasicConv2d(192, 192, kernel_size=3, stride=1, padding=1), + BasicConv2d(192, 256, kernel_size=3, stride=2) + ) + + self.branch2 = nn.MaxPool2d(3, stride=2) + + def forward(self, x): + x0 = self.branch0(x) + x1 = self.branch1(x) + x2 = self.branch2(x) + out = torch.cat((x0, x1, x2), 1) + return out + + +class Mixed_7a(nn.Module): + + def __init__(self): + super().__init__() + + self.branch0 = nn.Sequential( + BasicConv2d(896, 256, kernel_size=1, stride=1), + BasicConv2d(256, 384, kernel_size=3, stride=2) + ) + + self.branch1 = nn.Sequential( + BasicConv2d(896, 256, kernel_size=1, stride=1), + BasicConv2d(256, 256, kernel_size=3, stride=2) + ) + + self.branch2 = nn.Sequential( + BasicConv2d(896, 256, kernel_size=1, stride=1), + BasicConv2d(256, 256, kernel_size=3, stride=1, padding=1), + BasicConv2d(256, 256, kernel_size=3, stride=2) + ) + + self.branch3 = nn.MaxPool2d(3, stride=2) + + def forward(self, x): + x0 = self.branch0(x) + x1 = self.branch1(x) + x2 = self.branch2(x) + x3 = self.branch3(x) + out = torch.cat((x0, x1, x2, x3), 1) + return out + + +class InceptionResnetV1(nn.Module): + """Inception Resnet V1 model with optional loading of pretrained weights. + + Model parameters can be loaded based on pretraining on the VGGFace2 or CASIA-Webface + datasets. Pretrained state_dicts are automatically downloaded on model instantiation if + requested and cached in the torch cache. Subsequent instantiations use the cache rather than + redownloading. + + Keyword Arguments: + pretrained {str} -- Optional pretraining dataset. Either 'vggface2' or 'casia-webface'. + (default: {None}) + classify {bool} -- Whether the model should output classification probabilities or feature + embeddings. (default: {False}) + num_classes {int} -- Number of output classes. If 'pretrained' is set and num_classes not + equal to that used for the pretrained model, the final linear layer will be randomly + initialized. (default: {None}) + dropout_prob {float} -- Dropout probability. (default: {0.6}) + """ + def __init__(self, pretrained=None, classify=False, num_classes=None, dropout_prob=0.6, device=None): + super().__init__() + + # Set simple attributes + self.pretrained = pretrained + self.classify = classify + self.num_classes = num_classes + + if pretrained == 'vggface2': + tmp_classes = 8631 + elif pretrained == 'casia-webface': + tmp_classes = 10575 + elif pretrained is None and self.classify and self.num_classes is None: + raise Exception('If "pretrained" is not specified and "classify" is True, "num_classes" must be specified') + + + # Define layers + self.conv2d_1a = BasicConv2d(3, 32, kernel_size=3, stride=2) + self.conv2d_2a = BasicConv2d(32, 32, kernel_size=3, stride=1) + self.conv2d_2b = BasicConv2d(32, 64, kernel_size=3, stride=1, padding=1) + self.maxpool_3a = nn.MaxPool2d(3, stride=2) + self.conv2d_3b = BasicConv2d(64, 80, kernel_size=1, stride=1) + self.conv2d_4a = BasicConv2d(80, 192, kernel_size=3, stride=1) + self.conv2d_4b = BasicConv2d(192, 256, kernel_size=3, stride=2) + self.repeat_1 = nn.Sequential( + Block35(scale=0.17), + Block35(scale=0.17), + Block35(scale=0.17), + Block35(scale=0.17), + Block35(scale=0.17), + ) + self.mixed_6a = Mixed_6a() + self.repeat_2 = nn.Sequential( + Block17(scale=0.10), + Block17(scale=0.10), + Block17(scale=0.10), + Block17(scale=0.10), + Block17(scale=0.10), + Block17(scale=0.10), + Block17(scale=0.10), + Block17(scale=0.10), + Block17(scale=0.10), + Block17(scale=0.10), + ) + self.mixed_7a = Mixed_7a() + self.repeat_3 = nn.Sequential( + Block8(scale=0.20), + Block8(scale=0.20), + Block8(scale=0.20), + Block8(scale=0.20), + Block8(scale=0.20), + ) + self.block8 = Block8(noReLU=True) + self.avgpool_1a = nn.AdaptiveAvgPool2d(1) + self.dropout = nn.Dropout(dropout_prob) + self.last_linear = nn.Linear(1792, 512, bias=False) + self.last_bn = nn.BatchNorm1d(512, eps=0.001, momentum=0.1, affine=True) + + if pretrained is not None: + self.logits = nn.Linear(512, tmp_classes) + load_weights(self, pretrained) + + if self.classify and self.num_classes is not None: + self.logits = nn.Linear(512, self.num_classes) + + self.device = torch.device('cpu') + if device is not None: + self.device = device + self.to(device) + + def forward(self, x): + """Calculate embeddings or logits given a batch of input image tensors. + + Arguments: + x {torch.tensor} -- Batch of image tensors representing faces. + + Returns: + torch.tensor -- Batch of embedding vectors or multinomial logits. + """ + x = self.conv2d_1a(x) + x = self.conv2d_2a(x) + x = self.conv2d_2b(x) + x = self.maxpool_3a(x) + x = self.conv2d_3b(x) + x = self.conv2d_4a(x) + x = self.conv2d_4b(x) + x = self.repeat_1(x) + x = self.mixed_6a(x) + x = self.repeat_2(x) + x = self.mixed_7a(x) + x = self.repeat_3(x) + x = self.block8(x) + x = self.avgpool_1a(x) + x = self.dropout(x) + x = self.last_linear(x.view(x.shape[0], -1)) + x = self.last_bn(x) + if self.classify: + x = self.logits(x) + else: + x = F.normalize(x, p=2, dim=1) + return x + + +def load_weights(mdl, name): + """Download pretrained state_dict and load into model. + + Arguments: + mdl {torch.nn.Module} -- Pytorch model. + name {str} -- Name of dataset that was used to generate pretrained state_dict. + + Raises: + ValueError: If 'pretrained' not equal to 'vggface2' or 'casia-webface'. + """ + if name == 'vggface2': + path = 'https://github.com/timesler/facenet-pytorch/releases/download/v2.2.9/20180402-114759-vggface2.pt' + elif name == 'casia-webface': + path = 'https://github.com/timesler/facenet-pytorch/releases/download/v2.2.9/20180408-102900-casia-webface.pt' + else: + raise ValueError('Pretrained models only exist for "vggface2" and "casia-webface"') + + model_dir = os.path.join(get_torch_home(), 'checkpoints') + os.makedirs(model_dir, exist_ok=True) + + cached_file = os.path.join(model_dir, os.path.basename(path)) + if not os.path.exists(cached_file): + download_url_to_file(path, cached_file) + + state_dict = torch.load(cached_file) + mdl.load_state_dict(state_dict) + + +def get_torch_home(): + torch_home = os.path.expanduser( + os.getenv( + 'TORCH_HOME', + os.path.join(os.getenv('XDG_CACHE_HOME', '~/.cache'), 'torch') + ) + ) + return torch_home diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/inception_resnet_v1.py.meta b/Assets/StreamingAssets/MergeFace/Facenet/models/inception_resnet_v1.py.meta new file mode 100644 index 0000000..6a069f6 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/inception_resnet_v1.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: ea51675a5c6079959ad08783c07dc1df +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/mtcnn.py b/Assets/StreamingAssets/MergeFace/Facenet/models/mtcnn.py new file mode 100644 index 0000000..e1b8305 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/mtcnn.py @@ -0,0 +1,519 @@ +import torch +from torch import nn +import numpy as np +import os + +from .utils.detect_face import detect_face, extract_face + + +class PNet(nn.Module): + """MTCNN PNet. + + Keyword Arguments: + pretrained {bool} -- Whether or not to load saved pretrained weights (default: {True}) + """ + + def __init__(self, pretrained=True): + super().__init__() + + self.conv1 = nn.Conv2d(3, 10, kernel_size=3) + self.prelu1 = nn.PReLU(10) + self.pool1 = nn.MaxPool2d(2, 2, ceil_mode=True) + self.conv2 = nn.Conv2d(10, 16, kernel_size=3) + self.prelu2 = nn.PReLU(16) + self.conv3 = nn.Conv2d(16, 32, kernel_size=3) + self.prelu3 = nn.PReLU(32) + self.conv4_1 = nn.Conv2d(32, 2, kernel_size=1) + self.softmax4_1 = nn.Softmax(dim=1) + self.conv4_2 = nn.Conv2d(32, 4, kernel_size=1) + + self.training = False + + if pretrained: + state_dict_path = os.path.join(os.path.dirname(__file__), '../data/pnet.pt') + state_dict = torch.load(state_dict_path) + self.load_state_dict(state_dict) + + def forward(self, x): + x = self.conv1(x) + x = self.prelu1(x) + x = self.pool1(x) + x = self.conv2(x) + x = self.prelu2(x) + x = self.conv3(x) + x = self.prelu3(x) + a = self.conv4_1(x) + a = self.softmax4_1(a) + b = self.conv4_2(x) + return b, a + + +class RNet(nn.Module): + """MTCNN RNet. + + Keyword Arguments: + pretrained {bool} -- Whether or not to load saved pretrained weights (default: {True}) + """ + + def __init__(self, pretrained=True): + super().__init__() + + self.conv1 = nn.Conv2d(3, 28, kernel_size=3) + self.prelu1 = nn.PReLU(28) + self.pool1 = nn.MaxPool2d(3, 2, ceil_mode=True) + self.conv2 = nn.Conv2d(28, 48, kernel_size=3) + self.prelu2 = nn.PReLU(48) + self.pool2 = nn.MaxPool2d(3, 2, ceil_mode=True) + self.conv3 = nn.Conv2d(48, 64, kernel_size=2) + self.prelu3 = nn.PReLU(64) + self.dense4 = nn.Linear(576, 128) + self.prelu4 = nn.PReLU(128) + self.dense5_1 = nn.Linear(128, 2) + self.softmax5_1 = nn.Softmax(dim=1) + self.dense5_2 = nn.Linear(128, 4) + + self.training = False + + if pretrained: + state_dict_path = os.path.join(os.path.dirname(__file__), '../data/rnet.pt') + state_dict = torch.load(state_dict_path) + self.load_state_dict(state_dict) + + def forward(self, x): + x = self.conv1(x) + x = self.prelu1(x) + x = self.pool1(x) + x = self.conv2(x) + x = self.prelu2(x) + x = self.pool2(x) + x = self.conv3(x) + x = self.prelu3(x) + x = x.permute(0, 3, 2, 1).contiguous() + x = self.dense4(x.view(x.shape[0], -1)) + x = self.prelu4(x) + a = self.dense5_1(x) + a = self.softmax5_1(a) + b = self.dense5_2(x) + return b, a + + +class ONet(nn.Module): + """MTCNN ONet. + + Keyword Arguments: + pretrained {bool} -- Whether or not to load saved pretrained weights (default: {True}) + """ + + def __init__(self, pretrained=True): + super().__init__() + + self.conv1 = nn.Conv2d(3, 32, kernel_size=3) + self.prelu1 = nn.PReLU(32) + self.pool1 = nn.MaxPool2d(3, 2, ceil_mode=True) + self.conv2 = nn.Conv2d(32, 64, kernel_size=3) + self.prelu2 = nn.PReLU(64) + self.pool2 = nn.MaxPool2d(3, 2, ceil_mode=True) + self.conv3 = nn.Conv2d(64, 64, kernel_size=3) + self.prelu3 = nn.PReLU(64) + self.pool3 = nn.MaxPool2d(2, 2, ceil_mode=True) + self.conv4 = nn.Conv2d(64, 128, kernel_size=2) + self.prelu4 = nn.PReLU(128) + self.dense5 = nn.Linear(1152, 256) + self.prelu5 = nn.PReLU(256) + self.dense6_1 = nn.Linear(256, 2) + self.softmax6_1 = nn.Softmax(dim=1) + self.dense6_2 = nn.Linear(256, 4) + self.dense6_3 = nn.Linear(256, 10) + + self.training = False + + if pretrained: + state_dict_path = os.path.join(os.path.dirname(__file__), '../data/onet.pt') + state_dict = torch.load(state_dict_path) + self.load_state_dict(state_dict) + + def forward(self, x): + x = self.conv1(x) + x = self.prelu1(x) + x = self.pool1(x) + x = self.conv2(x) + x = self.prelu2(x) + x = self.pool2(x) + x = self.conv3(x) + x = self.prelu3(x) + x = self.pool3(x) + x = self.conv4(x) + x = self.prelu4(x) + x = x.permute(0, 3, 2, 1).contiguous() + x = self.dense5(x.view(x.shape[0], -1)) + x = self.prelu5(x) + a = self.dense6_1(x) + a = self.softmax6_1(a) + b = self.dense6_2(x) + c = self.dense6_3(x) + return b, c, a + + +class MTCNN(nn.Module): + """MTCNN face detection module. + + This class loads pretrained P-, R-, and O-nets and returns images cropped to include the face + only, given raw input images of one of the following types: + - PIL image or list of PIL images + - numpy.ndarray (uint8) representing either a single image (3D) or a batch of images (4D). + Cropped faces can optionally be saved to file + also. + + Keyword Arguments: + image_size {int} -- Output image size in pixels. The image will be square. (default: {160}) + margin {int} -- Margin to add to bounding box, in terms of pixels in the final image. + Note that the application of the margin differs slightly from the davidsandberg/facenet + repo, which applies the margin to the original image before resizing, making the margin + dependent on the original image size (this is a bug in davidsandberg/facenet). + (default: {0}) + min_face_size {int} -- Minimum face size to search for. (default: {20}) + thresholds {list} -- MTCNN face detection thresholds (default: {[0.6, 0.7, 0.7]}) + factor {float} -- Factor used to create a scaling pyramid of face sizes. (default: {0.709}) + post_process {bool} -- Whether or not to post process images tensors before returning. + (default: {True}) + select_largest {bool} -- If True, if multiple faces are detected, the largest is returned. + If False, the face with the highest detection probability is returned. + (default: {True}) + selection_method {string} -- Which heuristic to use for selection. Default None. If + specified, will override select_largest: + "probability": highest probability selected + "largest": largest box selected + "largest_over_threshold": largest box over a certain probability selected + "center_weighted_size": box size minus weighted squared offset from image center + (default: {None}) + keep_all {bool} -- If True, all detected faces are returned, in the order dictated by the + select_largest parameter. If a save_path is specified, the first face is saved to that + path and the remaining faces are saved to 1, 2 etc. + (default: {False}) + device {torch.device} -- The device on which to run neural net passes. Image tensors and + models are copied to this device before running forward passes. (default: {None}) + """ + + def __init__( + self, image_size=160, margin=0, min_face_size=20, + thresholds=[0.6, 0.7, 0.7], factor=0.709, post_process=True, + select_largest=True, selection_method=None, keep_all=False, device=None + ): + super().__init__() + + self.image_size = image_size + self.margin = margin + self.min_face_size = min_face_size + self.thresholds = thresholds + self.factor = factor + self.post_process = post_process + self.select_largest = select_largest + self.keep_all = keep_all + self.selection_method = selection_method + + self.pnet = PNet() + self.rnet = RNet() + self.onet = ONet() + + self.device = torch.device('cpu') + if device is not None: + self.device = device + self.to(device) + + if not self.selection_method: + self.selection_method = 'largest' if self.select_largest else 'probability' + + def forward(self, img, save_path=None, return_prob=False): + """Run MTCNN face detection on a PIL image or numpy array. This method performs both + detection and extraction of faces, returning tensors representing detected faces rather + than the bounding boxes. To access bounding boxes, see the MTCNN.detect() method below. + + Arguments: + img {PIL.Image, np.ndarray, or list} -- A PIL image, np.ndarray, torch.Tensor, or list. + + Keyword Arguments: + save_path {str} -- An optional save path for the cropped image. Note that when + self.post_process=True, although the returned tensor is post processed, the saved + face image is not, so it is a true representation of the face in the input image. + If `img` is a list of images, `save_path` should be a list of equal length. + (default: {None}) + return_prob {bool} -- Whether or not to return the detection probability. + (default: {False}) + + Returns: + Union[torch.Tensor, tuple(torch.tensor, float)] -- If detected, cropped image of a face + with dimensions 3 x image_size x image_size. Optionally, the probability that a + face was detected. If self.keep_all is True, n detected faces are returned in an + n x 3 x image_size x image_size tensor with an optional list of detection + probabilities. If `img` is a list of images, the item(s) returned have an extra + dimension (batch) as the first dimension. + + Example: + >>> from facenet_pytorch import MTCNN + >>> mtcnn = MTCNN() + >>> face_tensor, prob = mtcnn(img, save_path='face.png', return_prob=True) + """ + + # Detect faces + batch_boxes, batch_probs, batch_points = self.detect(img, landmarks=True) + # Select faces + if not self.keep_all: + batch_boxes, batch_probs, batch_points = self.select_boxes( + batch_boxes, batch_probs, batch_points, img, method=self.selection_method + ) + # Extract faces + faces = self.extract(img, batch_boxes, save_path) + + if return_prob: + return faces, batch_probs + else: + return faces + + def detect(self, img, landmarks=False): + """Detect all faces in PIL image and return bounding boxes and optional facial landmarks. + + This method is used by the forward method and is also useful for face detection tasks + that require lower-level handling of bounding boxes and facial landmarks (e.g., face + tracking). The functionality of the forward function can be emulated by using this method + followed by the extract_face() function. + + Arguments: + img {PIL.Image, np.ndarray, or list} -- A PIL image, np.ndarray, torch.Tensor, or list. + + Keyword Arguments: + landmarks {bool} -- Whether to return facial landmarks in addition to bounding boxes. + (default: {False}) + + Returns: + tuple(numpy.ndarray, list) -- For N detected faces, a tuple containing an + Nx4 array of bounding boxes and a length N list of detection probabilities. + Returned boxes will be sorted in descending order by detection probability if + self.select_largest=False, otherwise the largest face will be returned first. + If `img` is a list of images, the items returned have an extra dimension + (batch) as the first dimension. Optionally, a third item, the facial landmarks, + are returned if `landmarks=True`. + + Example: + >>> from PIL import Image, ImageDraw + >>> from facenet_pytorch import MTCNN, extract_face + >>> mtcnn = MTCNN(keep_all=True) + >>> boxes, probs, points = mtcnn.detect(img, landmarks=True) + >>> # Draw boxes and save faces + >>> img_draw = img.copy() + >>> draw = ImageDraw.Draw(img_draw) + >>> for i, (box, point) in enumerate(zip(boxes, points)): + ... draw.rectangle(box.tolist(), width=5) + ... for p in point: + ... draw.rectangle((p - 10).tolist() + (p + 10).tolist(), width=10) + ... extract_face(img, box, save_path='detected_face_{}.png'.format(i)) + >>> img_draw.save('annotated_faces.png') + """ + + with torch.no_grad(): + batch_boxes, batch_points = detect_face( + img, self.min_face_size, + self.pnet, self.rnet, self.onet, + self.thresholds, self.factor, + self.device + ) + + boxes, probs, points = [], [], [] + for box, point in zip(batch_boxes, batch_points): + box = np.array(box) + point = np.array(point) + if len(box) == 0: + boxes.append(None) + probs.append([None]) + points.append(None) + elif self.select_largest: + box_order = np.argsort((box[:, 2] - box[:, 0]) * (box[:, 3] - box[:, 1]))[::-1] + box = box[box_order] + point = point[box_order] + boxes.append(box[:, :4]) + probs.append(box[:, 4]) + points.append(point) + else: + boxes.append(box[:, :4]) + probs.append(box[:, 4]) + points.append(point) + boxes = np.array(boxes, dtype=object) + probs = np.array(probs, dtype=object) + points = np.array(points, dtype=object) + + if ( + not isinstance(img, (list, tuple)) and + not (isinstance(img, np.ndarray) and len(img.shape) == 4) and + not (isinstance(img, torch.Tensor) and len(img.shape) == 4) + ): + boxes = boxes[0] + probs = probs[0] + points = points[0] + + if landmarks: + return boxes, probs, points + + return boxes, probs + + def select_boxes( + self, all_boxes, all_probs, all_points, imgs, method='probability', threshold=0.9, + center_weight=2.0 + ): + """Selects a single box from multiple for a given image using one of multiple heuristics. + + Arguments: + all_boxes {np.ndarray} -- Ix0 ndarray where each element is a Nx4 ndarry of + bounding boxes for N detected faces in I images (output from self.detect). + all_probs {np.ndarray} -- Ix0 ndarray where each element is a Nx0 ndarry of + probabilities for N detected faces in I images (output from self.detect). + all_points {np.ndarray} -- Ix0 ndarray where each element is a Nx5x2 array of + points for N detected faces. (output from self.detect). + imgs {PIL.Image, np.ndarray, or list} -- A PIL image, np.ndarray, torch.Tensor, or list. + + Keyword Arguments: + method {str} -- Which heuristic to use for selection: + "probability": highest probability selected + "largest": largest box selected + "largest_over_theshold": largest box over a certain probability selected + "center_weighted_size": box size minus weighted squared offset from image center + (default: {'probability'}) + threshold {float} -- theshold for "largest_over_threshold" method. (default: {0.9}) + center_weight {float} -- weight for squared offset in center weighted size method. + (default: {2.0}) + + Returns: + tuple(numpy.ndarray, numpy.ndarray, numpy.ndarray) -- nx4 ndarray of bounding boxes + for n images. Ix0 array of probabilities for each box, array of landmark points. + """ + + #copying batch detection from extract, but would be easier to ensure detect creates consistent output. + batch_mode = True + if ( + not isinstance(imgs, (list, tuple)) and + not (isinstance(imgs, np.ndarray) and len(imgs.shape) == 4) and + not (isinstance(imgs, torch.Tensor) and len(imgs.shape) == 4) + ): + imgs = [imgs] + all_boxes = [all_boxes] + all_probs = [all_probs] + all_points = [all_points] + batch_mode = False + + selected_boxes, selected_probs, selected_points = [], [], [] + for boxes, points, probs, img in zip(all_boxes, all_points, all_probs, imgs): + + if boxes is None: + selected_boxes.append(None) + selected_probs.append([None]) + selected_points.append(None) + continue + + # If at least 1 box found + boxes = np.array(boxes) + probs = np.array(probs) + points = np.array(points) + + if method == 'largest': + box_order = np.argsort((boxes[:, 2] - boxes[:, 0]) * (boxes[:, 3] - boxes[:, 1]))[::-1] + elif method == 'probability': + box_order = np.argsort(probs)[::-1] + elif method == 'center_weighted_size': + box_sizes = (boxes[:, 2] - boxes[:, 0]) * (boxes[:, 3] - boxes[:, 1]) + img_center = (img.width / 2, img.height/2) + box_centers = np.array(list(zip((boxes[:, 0] + boxes[:, 2]) / 2, (boxes[:, 1] + boxes[:, 3]) / 2))) + offsets = box_centers - img_center + offset_dist_squared = np.sum(np.power(offsets, 2.0), 1) + box_order = np.argsort(box_sizes - offset_dist_squared * center_weight)[::-1] + elif method == 'largest_over_threshold': + box_mask = probs > threshold + boxes = boxes[box_mask] + box_order = np.argsort((boxes[:, 2] - boxes[:, 0]) * (boxes[:, 3] - boxes[:, 1]))[::-1] + if sum(box_mask) == 0: + selected_boxes.append(None) + selected_probs.append([None]) + selected_points.append(None) + continue + + box = boxes[box_order][[0]] + prob = probs[box_order][[0]] + point = points[box_order][[0]] + selected_boxes.append(box) + selected_probs.append(prob) + selected_points.append(point) + + if batch_mode: + selected_boxes = np.array(selected_boxes) + selected_probs = np.array(selected_probs) + selected_points = np.array(selected_points) + else: + selected_boxes = selected_boxes[0] + selected_probs = selected_probs[0][0] + selected_points = selected_points[0] + + return selected_boxes, selected_probs, selected_points + + def extract(self, img, batch_boxes, save_path): + # Determine if a batch or single image was passed + batch_mode = True + if ( + not isinstance(img, (list, tuple)) and + not (isinstance(img, np.ndarray) and len(img.shape) == 4) and + not (isinstance(img, torch.Tensor) and len(img.shape) == 4) + ): + img = [img] + batch_boxes = [batch_boxes] + batch_mode = False + + # Parse save path(s) + if save_path is not None: + if isinstance(save_path, str): + save_path = [save_path] + else: + save_path = [None for _ in range(len(img))] + + # Process all bounding boxes + faces = [] + for im, box_im, path_im in zip(img, batch_boxes, save_path): + if box_im is None: + faces.append(None) + continue + + if not self.keep_all: + box_im = box_im[[0]] + + faces_im = [] + for i, box in enumerate(box_im): + face_path = path_im + if path_im is not None and i > 0: + save_name, ext = os.path.splitext(path_im) + face_path = save_name + '_' + str(i + 1) + ext + + face = extract_face(im, box, self.image_size, self.margin, face_path) + if self.post_process: + face = fixed_image_standardization(face) + faces_im.append(face) + + if self.keep_all: + faces_im = torch.stack(faces_im) + else: + faces_im = faces_im[0] + + faces.append(faces_im) + + if not batch_mode: + faces = faces[0] + + return faces + + +def fixed_image_standardization(image_tensor): + processed_tensor = (image_tensor - 127.5) / 128.0 + return processed_tensor + + +def prewhiten(x): + mean = x.mean() + std = x.std() + std_adj = std.clamp(min=1.0/(float(x.numel())**0.5)) + y = (x - mean) / std_adj + return y + diff --git 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b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/__pycache__/training.cpython-311.pyc.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: b1851232e13887868a2c8e64662fe69f +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/utils/detect_face.py b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/detect_face.py new file mode 100644 index 0000000..f5db6a4 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/detect_face.py @@ -0,0 +1,378 @@ +import torch +from torch.nn.functional import interpolate +from torchvision.transforms import functional as F +from torchvision.ops.boxes import batched_nms +from PIL import Image +import numpy as np +import os +import math + +# OpenCV is optional, but required if using numpy arrays instead of PIL +try: + import cv2 +except: + pass + +def fixed_batch_process(im_data, model): + batch_size = 512 + out = [] + for i in range(0, len(im_data), batch_size): + batch = im_data[i:(i+batch_size)] + out.append(model(batch)) + + return tuple(torch.cat(v, dim=0) for v in zip(*out)) + +def detect_face(imgs, minsize, pnet, rnet, onet, threshold, factor, device): + if isinstance(imgs, (np.ndarray, torch.Tensor)): + if isinstance(imgs,np.ndarray): + imgs = torch.as_tensor(imgs.copy(), device=device) + + if isinstance(imgs,torch.Tensor): + imgs = torch.as_tensor(imgs, device=device) + + if len(imgs.shape) == 3: + imgs = imgs.unsqueeze(0) + else: + if not isinstance(imgs, (list, tuple)): + imgs = [imgs] + if any(img.size != imgs[0].size for img in imgs): + raise Exception("MTCNN batch processing only compatible with equal-dimension images.") + imgs = np.stack([np.uint8(img) for img in imgs]) + imgs = torch.as_tensor(imgs.copy(), device=device) + + + + model_dtype = next(pnet.parameters()).dtype + imgs = imgs.permute(0, 3, 1, 2).type(model_dtype) + + batch_size = len(imgs) + h, w = imgs.shape[2:4] + m = 12.0 / minsize + minl = min(h, w) + minl = minl * m + + # Create scale pyramid + scale_i = m + scales = [] + while minl >= 12: + scales.append(scale_i) + scale_i = scale_i * factor + minl = minl * factor + + # First stage + boxes = [] + image_inds = [] + + scale_picks = [] + + all_i = 0 + offset = 0 + for scale in scales: + im_data = imresample(imgs, (int(h * scale + 1), int(w * scale + 1))) + im_data = (im_data - 127.5) * 0.0078125 + reg, probs = pnet(im_data) + + boxes_scale, image_inds_scale = generateBoundingBox(reg, probs[:, 1], scale, threshold[0]) + boxes.append(boxes_scale) + image_inds.append(image_inds_scale) + + pick = batched_nms(boxes_scale[:, :4], boxes_scale[:, 4], image_inds_scale, 0.5) + scale_picks.append(pick + offset) + offset += boxes_scale.shape[0] + + boxes = torch.cat(boxes, dim=0) + image_inds = torch.cat(image_inds, dim=0) + + scale_picks = torch.cat(scale_picks, dim=0) + + # NMS within each scale + image + boxes, image_inds = boxes[scale_picks], image_inds[scale_picks] + + + # NMS within each image + pick = batched_nms(boxes[:, :4], boxes[:, 4], image_inds, 0.7) + boxes, image_inds = boxes[pick], image_inds[pick] + + regw = boxes[:, 2] - boxes[:, 0] + regh = boxes[:, 3] - boxes[:, 1] + qq1 = boxes[:, 0] + boxes[:, 5] * regw + qq2 = boxes[:, 1] + boxes[:, 6] * regh + qq3 = boxes[:, 2] + boxes[:, 7] * regw + qq4 = boxes[:, 3] + boxes[:, 8] * regh + boxes = torch.stack([qq1, qq2, qq3, qq4, boxes[:, 4]]).permute(1, 0) + boxes = rerec(boxes) + y, ey, x, ex = pad(boxes, w, h) + + # Second stage + if len(boxes) > 0: + im_data = [] + for k in range(len(y)): + if ey[k] > (y[k] - 1) and ex[k] > (x[k] - 1): + img_k = imgs[image_inds[k], :, (y[k] - 1):ey[k], (x[k] - 1):ex[k]].unsqueeze(0) + im_data.append(imresample(img_k, (24, 24))) + im_data = torch.cat(im_data, dim=0) + im_data = (im_data - 127.5) * 0.0078125 + + # This is equivalent to out = rnet(im_data) to avoid GPU out of memory. + out = fixed_batch_process(im_data, rnet) + + out0 = out[0].permute(1, 0) + out1 = out[1].permute(1, 0) + score = out1[1, :] + ipass = score > threshold[1] + boxes = torch.cat((boxes[ipass, :4], score[ipass].unsqueeze(1)), dim=1) + image_inds = image_inds[ipass] + mv = out0[:, ipass].permute(1, 0) + + # NMS within each image + pick = batched_nms(boxes[:, :4], boxes[:, 4], image_inds, 0.7) + boxes, image_inds, mv = boxes[pick], image_inds[pick], mv[pick] + boxes = bbreg(boxes, mv) + boxes = rerec(boxes) + + # Third stage + points = torch.zeros(0, 5, 2, device=device) + if len(boxes) > 0: + y, ey, x, ex = pad(boxes, w, h) + im_data = [] + for k in range(len(y)): + if ey[k] > (y[k] - 1) and ex[k] > (x[k] - 1): + img_k = imgs[image_inds[k], :, (y[k] - 1):ey[k], (x[k] - 1):ex[k]].unsqueeze(0) + im_data.append(imresample(img_k, (48, 48))) + im_data = torch.cat(im_data, dim=0) + im_data = (im_data - 127.5) * 0.0078125 + + # This is equivalent to out = onet(im_data) to avoid GPU out of memory. + out = fixed_batch_process(im_data, onet) + + out0 = out[0].permute(1, 0) + out1 = out[1].permute(1, 0) + out2 = out[2].permute(1, 0) + score = out2[1, :] + points = out1 + ipass = score > threshold[2] + points = points[:, ipass] + boxes = torch.cat((boxes[ipass, :4], score[ipass].unsqueeze(1)), dim=1) + image_inds = image_inds[ipass] + mv = out0[:, ipass].permute(1, 0) + + w_i = boxes[:, 2] - boxes[:, 0] + 1 + h_i = boxes[:, 3] - boxes[:, 1] + 1 + points_x = w_i.repeat(5, 1) * points[:5, :] + boxes[:, 0].repeat(5, 1) - 1 + points_y = h_i.repeat(5, 1) * points[5:10, :] + boxes[:, 1].repeat(5, 1) - 1 + points = torch.stack((points_x, points_y)).permute(2, 1, 0) + boxes = bbreg(boxes, mv) + + # NMS within each image using "Min" strategy + # pick = batched_nms(boxes[:, :4], boxes[:, 4], image_inds, 0.7) + pick = batched_nms_numpy(boxes[:, :4], boxes[:, 4], image_inds, 0.7, 'Min') + boxes, image_inds, points = boxes[pick], image_inds[pick], points[pick] + + boxes = boxes.cpu().numpy() + points = points.cpu().numpy() + + image_inds = image_inds.cpu() + + batch_boxes = [] + batch_points = [] + for b_i in range(batch_size): + b_i_inds = np.where(image_inds == b_i) + batch_boxes.append(boxes[b_i_inds].copy()) + batch_points.append(points[b_i_inds].copy()) + + batch_boxes, batch_points = np.array(batch_boxes, dtype=object), np.array(batch_points, dtype=object) + + return batch_boxes, batch_points + + +def bbreg(boundingbox, reg): + if reg.shape[1] == 1: + reg = torch.reshape(reg, (reg.shape[2], reg.shape[3])) + + w = boundingbox[:, 2] - boundingbox[:, 0] + 1 + h = boundingbox[:, 3] - boundingbox[:, 1] + 1 + b1 = boundingbox[:, 0] + reg[:, 0] * w + b2 = boundingbox[:, 1] + reg[:, 1] * h + b3 = boundingbox[:, 2] + reg[:, 2] * w + b4 = boundingbox[:, 3] + reg[:, 3] * h + boundingbox[:, :4] = torch.stack([b1, b2, b3, b4]).permute(1, 0) + + return boundingbox + + +def generateBoundingBox(reg, probs, scale, thresh): + stride = 2 + cellsize = 12 + + reg = reg.permute(1, 0, 2, 3) + + mask = probs >= thresh + mask_inds = mask.nonzero() + image_inds = mask_inds[:, 0] + score = probs[mask] + reg = reg[:, mask].permute(1, 0) + bb = mask_inds[:, 1:].type(reg.dtype).flip(1) + q1 = ((stride * bb + 1) / scale).floor() + q2 = ((stride * bb + cellsize - 1 + 1) / scale).floor() + boundingbox = torch.cat([q1, q2, score.unsqueeze(1), reg], dim=1) + return boundingbox, image_inds + + +def nms_numpy(boxes, scores, threshold, method): + if boxes.size == 0: + return np.empty((0, 3)) + + x1 = boxes[:, 0].copy() + y1 = boxes[:, 1].copy() + x2 = boxes[:, 2].copy() + y2 = boxes[:, 3].copy() + s = scores + area = (x2 - x1 + 1) * (y2 - y1 + 1) + + I = np.argsort(s) + pick = np.zeros_like(s, dtype=np.int16) + counter = 0 + while I.size > 0: + i = I[-1] + pick[counter] = i + counter += 1 + idx = I[0:-1] + + xx1 = np.maximum(x1[i], x1[idx]).copy() + yy1 = np.maximum(y1[i], y1[idx]).copy() + xx2 = np.minimum(x2[i], x2[idx]).copy() + yy2 = np.minimum(y2[i], y2[idx]).copy() + + w = np.maximum(0.0, xx2 - xx1 + 1).copy() + h = np.maximum(0.0, yy2 - yy1 + 1).copy() + + inter = w * h + if method == 'Min': + o = inter / np.minimum(area[i], area[idx]) + else: + o = inter / (area[i] + area[idx] - inter) + I = I[np.where(o <= threshold)] + + pick = pick[:counter].copy() + return pick + + +def batched_nms_numpy(boxes, scores, idxs, threshold, method): + device = boxes.device + if boxes.numel() == 0: + return torch.empty((0,), dtype=torch.int64, device=device) + # strategy: in order to perform NMS independently per class. + # we add an offset to all the boxes. The offset is dependent + # only on the class idx, and is large enough so that boxes + # from different classes do not overlap + max_coordinate = boxes.max() + offsets = idxs.to(boxes) * (max_coordinate + 1) + boxes_for_nms = boxes + offsets[:, None] + boxes_for_nms = boxes_for_nms.cpu().numpy() + scores = scores.cpu().numpy() + keep = nms_numpy(boxes_for_nms, scores, threshold, method) + return torch.as_tensor(keep, dtype=torch.long, device=device) + + +def pad(boxes, w, h): + boxes = boxes.trunc().int().cpu().numpy() + x = boxes[:, 0] + y = boxes[:, 1] + ex = boxes[:, 2] + ey = boxes[:, 3] + + x[x < 1] = 1 + y[y < 1] = 1 + ex[ex > w] = w + ey[ey > h] = h + + return y, ey, x, ex + + +def rerec(bboxA): + h = bboxA[:, 3] - bboxA[:, 1] + w = bboxA[:, 2] - bboxA[:, 0] + + l = torch.max(w, h) + bboxA[:, 0] = bboxA[:, 0] + w * 0.5 - l * 0.5 + bboxA[:, 1] = bboxA[:, 1] + h * 0.5 - l * 0.5 + bboxA[:, 2:4] = bboxA[:, :2] + l.repeat(2, 1).permute(1, 0) + + return bboxA + + +def imresample(img, sz): + im_data = interpolate(img, size=sz, mode="area") + return im_data + + +def crop_resize(img, box, image_size): + if isinstance(img, np.ndarray): + img = img[box[1]:box[3], box[0]:box[2]] + out = cv2.resize( + img, + (image_size, image_size), + interpolation=cv2.INTER_AREA + ).copy() + elif isinstance(img, torch.Tensor): + img = img[box[1]:box[3], box[0]:box[2]] + out = imresample( + img.permute(2, 0, 1).unsqueeze(0).float(), + (image_size, image_size) + ).byte().squeeze(0).permute(1, 2, 0) + else: + out = img.crop(box).copy().resize((image_size, image_size), Image.BILINEAR) + return out + + +def save_img(img, path): + if isinstance(img, np.ndarray): + cv2.imwrite(path, cv2.cvtColor(img, cv2.COLOR_RGB2BGR)) + else: + img.save(path) + + +def get_size(img): + if isinstance(img, (np.ndarray, torch.Tensor)): + return img.shape[1::-1] + else: + return img.size + + +def extract_face(img, box, image_size=160, margin=0, save_path=None): + """Extract face + margin from PIL Image given bounding box. + + Arguments: + img {PIL.Image} -- A PIL Image. + box {numpy.ndarray} -- Four-element bounding box. + image_size {int} -- Output image size in pixels. The image will be square. + margin {int} -- Margin to add to bounding box, in terms of pixels in the final image. + Note that the application of the margin differs slightly from the davidsandberg/facenet + repo, which applies the margin to the original image before resizing, making the margin + dependent on the original image size. + save_path {str} -- Save path for extracted face image. (default: {None}) + + Returns: + torch.tensor -- tensor representing the extracted face. + """ + margin = [ + margin * (box[2] - box[0]) / (image_size - margin), + margin * (box[3] - box[1]) / (image_size - margin), + ] + raw_image_size = get_size(img) + box = [ + int(max(box[0] - margin[0] / 2, 0)), + int(max(box[1] - margin[1] / 2, 0)), + int(min(box[2] + margin[0] / 2, raw_image_size[0])), + int(min(box[3] + margin[1] / 2, raw_image_size[1])), + ] + + face = crop_resize(img, box, image_size) + + if save_path is not None: + os.makedirs(os.path.dirname(save_path) + "/", exist_ok=True) + save_img(face, save_path) + + face = F.to_tensor(np.float32(face)) + + return face diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/utils/detect_face.py.meta b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/detect_face.py.meta new file mode 100644 index 0000000..1d69804 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/detect_face.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 0dc86a0d9a58a6c7e81f39c78b1c0e2f +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/utils/download.py b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/download.py new file mode 100644 index 0000000..4943ffe --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/download.py @@ -0,0 +1,102 @@ +import hashlib +import os +import shutil +import sys +import tempfile + +from urllib.request import urlopen, Request + +try: + from tqdm.auto import tqdm # automatically select proper tqdm submodule if available +except ImportError: + try: + from tqdm import tqdm + except ImportError: + # fake tqdm if it's not installed + class tqdm(object): # type: ignore + + def __init__(self, total=None, disable=False, + unit=None, unit_scale=None, unit_divisor=None): + self.total = total + self.disable = disable + self.n = 0 + # ignore unit, unit_scale, unit_divisor; they're just for real tqdm + + def update(self, n): + if self.disable: + return + + self.n += n + if self.total is None: + sys.stderr.write("\r{0:.1f} bytes".format(self.n)) + else: + sys.stderr.write("\r{0:.1f}%".format(100 * self.n / float(self.total))) + sys.stderr.flush() + + def __enter__(self): + return self + + def __exit__(self, exc_type, exc_val, exc_tb): + if self.disable: + return + + sys.stderr.write('\n') + + +def download_url_to_file(url, dst, hash_prefix=None, progress=True): + r"""Download object at the given URL to a local path. + Args: + url (string): URL of the object to download + dst (string): Full path where object will be saved, e.g. `/tmp/temporary_file` + hash_prefix (string, optional): If not None, the SHA256 downloaded file should start with `hash_prefix`. + Default: None + progress (bool, optional): whether or not to display a progress bar to stderr + Default: True + Example: + >>> torch.hub.download_url_to_file('https://s3.amazonaws.com/pytorch/models/resnet18-5c106cde.pth', '/tmp/temporary_file') + """ + file_size = None + # We use a different API for python2 since urllib(2) doesn't recognize the CA + # certificates in older Python + req = Request(url, headers={"User-Agent": "torch.hub"}) + u = urlopen(req) + meta = u.info() + if hasattr(meta, 'getheaders'): + content_length = meta.getheaders("Content-Length") + else: + content_length = meta.get_all("Content-Length") + if content_length is not None and len(content_length) > 0: + file_size = int(content_length[0]) + + # We deliberately save it in a temp file and move it after + # download is complete. This prevents a local working checkpoint + # being overridden by a broken download. + dst = os.path.expanduser(dst) + dst_dir = os.path.dirname(dst) + f = tempfile.NamedTemporaryFile(delete=False, dir=dst_dir) + + try: + if hash_prefix is not None: + sha256 = hashlib.sha256() + with tqdm(total=file_size, disable=not progress, + unit='B', unit_scale=True, unit_divisor=1024) as pbar: + while True: + buffer = u.read(8192) + if len(buffer) == 0: + break + f.write(buffer) + if hash_prefix is not None: + sha256.update(buffer) + pbar.update(len(buffer)) + + f.close() + if hash_prefix is not None: + digest = sha256.hexdigest() + if digest[:len(hash_prefix)] != hash_prefix: + raise RuntimeError('invalid hash value (expected "{}", got "{}")' + .format(hash_prefix, digest)) + shutil.move(f.name, dst) + finally: + f.close() + if os.path.exists(f.name): + os.remove(f.name) diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/utils/download.py.meta b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/download.py.meta new file mode 100644 index 0000000..bdba746 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/download.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 83314c6148b9bae3e92075ddd45fe492 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/utils/tensorflow2pytorch.py b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/tensorflow2pytorch.py new file mode 100644 index 0000000..7e3644c --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/tensorflow2pytorch.py @@ -0,0 +1,416 @@ +import tensorflow as tf +import torch +import json +import os, sys + +from dependencies.facenet.src import facenet +from dependencies.facenet.src.models import inception_resnet_v1 as tf_mdl +from dependencies.facenet.src.align import detect_face + +from models.inception_resnet_v1 import InceptionResnetV1 +from models.mtcnn import PNet, RNet, ONet + + +def import_tf_params(tf_mdl_dir, sess): + """Import tensorflow model from save directory. + + Arguments: + tf_mdl_dir {str} -- Location of protobuf, checkpoint, meta files. + sess {tensorflow.Session} -- Tensorflow session object. + + Returns: + (list, list, list) -- Tuple of lists containing the layer names, + parameter arrays as numpy ndarrays, parameter shapes. + """ + print('\nLoading tensorflow model\n') + if callable(tf_mdl_dir): + tf_mdl_dir(sess) + else: + facenet.load_model(tf_mdl_dir) + + print('\nGetting model weights\n') + tf_layers = tf.trainable_variables() + tf_params = sess.run(tf_layers) + + tf_shapes = [p.shape for p in tf_params] + tf_layers = [l.name for l in tf_layers] + + if not callable(tf_mdl_dir): + path = os.path.join(tf_mdl_dir, 'layer_description.json') + else: + path = 'data/layer_description.json' + with open(path, 'w') as f: + json.dump({l: s for l, s in zip(tf_layers, tf_shapes)}, f) + + return tf_layers, tf_params, tf_shapes + + +def get_layer_indices(layer_lookup, tf_layers): + """Giving a lookup of model layer attribute names and tensorflow variable names, + find matching parameters. + + Arguments: + layer_lookup {dict} -- Dictionary mapping pytorch attribute names to (partial) + tensorflow variable names. Expects dict of the form {'attr': ['tf_name', ...]} + where the '...'s are ignored. + tf_layers {list} -- List of tensorflow variable names. + + Returns: + list -- The input dictionary with the list of matching inds appended to each item. + """ + layer_inds = {} + for name, value in layer_lookup.items(): + layer_inds[name] = value + [[i for i, n in enumerate(tf_layers) if value[0] in n]] + return layer_inds + + +def load_tf_batchNorm(weights, layer): + """Load tensorflow weights into nn.BatchNorm object. + + Arguments: + weights {list} -- Tensorflow parameters. + layer {torch.nn.Module} -- nn.BatchNorm. + """ + layer.bias.data = torch.tensor(weights[0]).view(layer.bias.data.shape) + layer.weight.data = torch.ones_like(layer.weight.data) + layer.running_mean = torch.tensor(weights[1]).view(layer.running_mean.shape) + layer.running_var = torch.tensor(weights[2]).view(layer.running_var.shape) + + +def load_tf_conv2d(weights, layer, transpose=False): + """Load tensorflow weights into nn.Conv2d object. + + Arguments: + weights {list} -- Tensorflow parameters. + layer {torch.nn.Module} -- nn.Conv2d. + """ + if isinstance(weights, list): + if len(weights) == 2: + layer.bias.data = ( + torch.tensor(weights[1]) + .view(layer.bias.data.shape) + ) + weights = weights[0] + + if transpose: + dim_order = (3, 2, 1, 0) + else: + dim_order = (3, 2, 0, 1) + + layer.weight.data = ( + torch.tensor(weights) + .permute(dim_order) + .view(layer.weight.data.shape) + ) + + +def load_tf_conv2d_trans(weights, layer): + return load_tf_conv2d(weights, layer, transpose=True) + + +def load_tf_basicConv2d(weights, layer): + """Load tensorflow weights into grouped Conv2d+BatchNorm object. + + Arguments: + weights {list} -- Tensorflow parameters. + layer {torch.nn.Module} -- Object containing Conv2d+BatchNorm. + """ + load_tf_conv2d(weights[0], layer.conv) + load_tf_batchNorm(weights[1:], layer.bn) + + +def load_tf_linear(weights, layer): + """Load tensorflow weights into nn.Linear object. + + Arguments: + weights {list} -- Tensorflow parameters. + layer {torch.nn.Module} -- nn.Linear. + """ + if isinstance(weights, list): + if len(weights) == 2: + layer.bias.data = ( + torch.tensor(weights[1]) + .view(layer.bias.data.shape) + ) + weights = weights[0] + layer.weight.data = ( + torch.tensor(weights) + .transpose(-1, 0) + .view(layer.weight.data.shape) + ) + + +# High-level parameter-loading functions: + +def load_tf_block35(weights, layer): + load_tf_basicConv2d(weights[:4], layer.branch0) + load_tf_basicConv2d(weights[4:8], layer.branch1[0]) + load_tf_basicConv2d(weights[8:12], layer.branch1[1]) + load_tf_basicConv2d(weights[12:16], layer.branch2[0]) + load_tf_basicConv2d(weights[16:20], layer.branch2[1]) + load_tf_basicConv2d(weights[20:24], layer.branch2[2]) + load_tf_conv2d(weights[24:26], layer.conv2d) + + +def load_tf_block17_8(weights, layer): + load_tf_basicConv2d(weights[:4], layer.branch0) + load_tf_basicConv2d(weights[4:8], layer.branch1[0]) + load_tf_basicConv2d(weights[8:12], layer.branch1[1]) + load_tf_basicConv2d(weights[12:16], layer.branch1[2]) + load_tf_conv2d(weights[16:18], layer.conv2d) + + +def load_tf_mixed6a(weights, layer): + if len(weights) != 16: + raise ValueError(f'Number of weight arrays ({len(weights)}) not equal to 16') + load_tf_basicConv2d(weights[:4], layer.branch0) + load_tf_basicConv2d(weights[4:8], layer.branch1[0]) + load_tf_basicConv2d(weights[8:12], layer.branch1[1]) + load_tf_basicConv2d(weights[12:16], layer.branch1[2]) + + +def load_tf_mixed7a(weights, layer): + if len(weights) != 28: + raise ValueError(f'Number of weight arrays ({len(weights)}) not equal to 28') + load_tf_basicConv2d(weights[:4], layer.branch0[0]) + load_tf_basicConv2d(weights[4:8], layer.branch0[1]) + load_tf_basicConv2d(weights[8:12], layer.branch1[0]) + load_tf_basicConv2d(weights[12:16], layer.branch1[1]) + load_tf_basicConv2d(weights[16:20], layer.branch2[0]) + load_tf_basicConv2d(weights[20:24], layer.branch2[1]) + load_tf_basicConv2d(weights[24:28], layer.branch2[2]) + + +def load_tf_repeats(weights, layer, rptlen, subfun): + if len(weights) % rptlen != 0: + raise ValueError(f'Number of weight arrays ({len(weights)}) not divisible by {rptlen}') + weights_split = [weights[i:i+rptlen] for i in range(0, len(weights), rptlen)] + for i, w in enumerate(weights_split): + subfun(w, getattr(layer, str(i))) + + +def load_tf_repeat_1(weights, layer): + load_tf_repeats(weights, layer, 26, load_tf_block35) + + +def load_tf_repeat_2(weights, layer): + load_tf_repeats(weights, layer, 18, load_tf_block17_8) + + +def load_tf_repeat_3(weights, layer): + load_tf_repeats(weights, layer, 18, load_tf_block17_8) + + +def test_loaded_params(mdl, tf_params, tf_layers): + """Check each parameter in a pytorch model for an equivalent parameter + in a list of tensorflow variables. + + Arguments: + mdl {torch.nn.Module} -- Pytorch model. + tf_params {list} -- List of ndarrays representing tensorflow variables. + tf_layers {list} -- Corresponding list of tensorflow variable names. + """ + tf_means = torch.stack([torch.tensor(p).mean() for p in tf_params]) + for name, param in mdl.named_parameters(): + pt_mean = param.data.mean() + matching_inds = ((tf_means - pt_mean).abs() < 1e-8).nonzero() + print(f'{name} equivalent to {[tf_layers[i] for i in matching_inds]}') + + +def compare_model_outputs(pt_mdl, sess, test_data): + """Given some testing data, compare the output of pytorch and tensorflow models. + + Arguments: + pt_mdl {torch.nn.Module} -- Pytorch model. + sess {tensorflow.Session} -- Tensorflow session object. + test_data {torch.Tensor} -- Pytorch tensor. + """ + print('\nPassing test data through TF model\n') + if isinstance(sess, tf.Session): + images_placeholder = tf.get_default_graph().get_tensor_by_name("input:0") + phase_train_placeholder = tf.get_default_graph().get_tensor_by_name("phase_train:0") + embeddings = tf.get_default_graph().get_tensor_by_name("embeddings:0") + feed_dict = {images_placeholder: test_data.numpy(), phase_train_placeholder: False} + tf_output = torch.tensor(sess.run(embeddings, feed_dict=feed_dict)) + else: + tf_output = sess(test_data) + + print(tf_output) + + print('\nPassing test data through PT model\n') + pt_output = pt_mdl(test_data.permute(0, 3, 1, 2)) + print(pt_output) + + distance = (tf_output - pt_output).norm() + print(f'\nDistance {distance}\n') + + +def compare_mtcnn(pt_mdl, tf_fun, sess, ind, test_data): + tf_mdls = tf_fun(sess) + tf_mdl = tf_mdls[ind] + + print('\nPassing test data through TF model\n') + tf_output = tf_mdl(test_data.numpy()) + tf_output = [torch.tensor(out) for out in tf_output] + print('\n'.join([str(o.view(-1)[:10]) for o in tf_output])) + + print('\nPassing test data through PT model\n') + with torch.no_grad(): + pt_output = pt_mdl(test_data.permute(0, 3, 2, 1)) + pt_output = [torch.tensor(out) for out in pt_output] + for i in range(len(pt_output)): + if len(pt_output[i].shape) == 4: + pt_output[i] = pt_output[i].permute(0, 3, 2, 1).contiguous() + print('\n'.join([str(o.view(-1)[:10]) for o in pt_output])) + + distance = [(tf_o - pt_o).norm() for tf_o, pt_o in zip(tf_output, pt_output)] + print(f'\nDistance {distance}\n') + + +def load_tf_model_weights(mdl, layer_lookup, tf_mdl_dir, is_resnet=True, arg_num=None): + """Load tensorflow parameters into a pytorch model. + + Arguments: + mdl {torch.nn.Module} -- Pytorch model. + layer_lookup {[type]} -- Dictionary mapping pytorch attribute names to (partial) + tensorflow variable names, and a function suitable for loading weights. + Expects dict of the form {'attr': ['tf_name', function]}. + tf_mdl_dir {str} -- Location of protobuf, checkpoint, meta files. + """ + tf.reset_default_graph() + with tf.Session() as sess: + tf_layers, tf_params, tf_shapes = import_tf_params(tf_mdl_dir, sess) + layer_info = get_layer_indices(layer_lookup, tf_layers) + + for layer_name, info in layer_info.items(): + print(f'Loading {info[0]}/* into {layer_name}') + weights = [tf_params[i] for i in info[2]] + layer = getattr(mdl, layer_name) + info[1](weights, layer) + + test_loaded_params(mdl, tf_params, tf_layers) + + if is_resnet: + compare_model_outputs(mdl, sess, torch.randn(5, 160, 160, 3).detach()) + + +def tensorflow2pytorch(): + lookup_inception_resnet_v1 = { + 'conv2d_1a': ['InceptionResnetV1/Conv2d_1a_3x3', load_tf_basicConv2d], + 'conv2d_2a': ['InceptionResnetV1/Conv2d_2a_3x3', load_tf_basicConv2d], + 'conv2d_2b': ['InceptionResnetV1/Conv2d_2b_3x3', load_tf_basicConv2d], + 'conv2d_3b': ['InceptionResnetV1/Conv2d_3b_1x1', load_tf_basicConv2d], + 'conv2d_4a': ['InceptionResnetV1/Conv2d_4a_3x3', load_tf_basicConv2d], + 'conv2d_4b': ['InceptionResnetV1/Conv2d_4b_3x3', load_tf_basicConv2d], + 'repeat_1': ['InceptionResnetV1/Repeat/block35', load_tf_repeat_1], + 'mixed_6a': ['InceptionResnetV1/Mixed_6a', load_tf_mixed6a], + 'repeat_2': ['InceptionResnetV1/Repeat_1/block17', load_tf_repeat_2], + 'mixed_7a': ['InceptionResnetV1/Mixed_7a', load_tf_mixed7a], + 'repeat_3': ['InceptionResnetV1/Repeat_2/block8', load_tf_repeat_3], + 'block8': ['InceptionResnetV1/Block8', load_tf_block17_8], + 'last_linear': ['InceptionResnetV1/Bottleneck/weights', load_tf_linear], + 'last_bn': ['InceptionResnetV1/Bottleneck/BatchNorm', load_tf_batchNorm], + 'logits': ['Logits', load_tf_linear], + } + + print('\nLoad VGGFace2-trained weights and save\n') + mdl = InceptionResnetV1(num_classes=8631).eval() + tf_mdl_dir = 'data/20180402-114759' + data_name = 'vggface2' + load_tf_model_weights(mdl, lookup_inception_resnet_v1, tf_mdl_dir) + state_dict = mdl.state_dict() + torch.save(state_dict, f'{tf_mdl_dir}-{data_name}.pt') + torch.save( + { + 'logits.weight': state_dict['logits.weight'], + 'logits.bias': state_dict['logits.bias'], + }, + f'{tf_mdl_dir}-{data_name}-logits.pt' + ) + state_dict.pop('logits.weight') + state_dict.pop('logits.bias') + torch.save(state_dict, f'{tf_mdl_dir}-{data_name}-features.pt') + + print('\nLoad CASIA-Webface-trained weights and save\n') + mdl = InceptionResnetV1(num_classes=10575).eval() + tf_mdl_dir = 'data/20180408-102900' + data_name = 'casia-webface' + load_tf_model_weights(mdl, lookup_inception_resnet_v1, tf_mdl_dir) + state_dict = mdl.state_dict() + torch.save(state_dict, f'{tf_mdl_dir}-{data_name}.pt') + torch.save( + { + 'logits.weight': state_dict['logits.weight'], + 'logits.bias': state_dict['logits.bias'], + }, + f'{tf_mdl_dir}-{data_name}-logits.pt' + ) + state_dict.pop('logits.weight') + state_dict.pop('logits.bias') + torch.save(state_dict, f'{tf_mdl_dir}-{data_name}-features.pt') + + lookup_pnet = { + 'conv1': ['pnet/conv1', load_tf_conv2d_trans], + 'prelu1': ['pnet/PReLU1', load_tf_linear], + 'conv2': ['pnet/conv2', load_tf_conv2d_trans], + 'prelu2': ['pnet/PReLU2', load_tf_linear], + 'conv3': ['pnet/conv3', load_tf_conv2d_trans], + 'prelu3': ['pnet/PReLU3', load_tf_linear], + 'conv4_1': ['pnet/conv4-1', load_tf_conv2d_trans], + 'conv4_2': ['pnet/conv4-2', load_tf_conv2d_trans], + } + lookup_rnet = { + 'conv1': ['rnet/conv1', load_tf_conv2d_trans], + 'prelu1': ['rnet/prelu1', load_tf_linear], + 'conv2': ['rnet/conv2', load_tf_conv2d_trans], + 'prelu2': ['rnet/prelu2', load_tf_linear], + 'conv3': ['rnet/conv3', load_tf_conv2d_trans], + 'prelu3': ['rnet/prelu3', load_tf_linear], + 'dense4': ['rnet/conv4', load_tf_linear], + 'prelu4': ['rnet/prelu4', load_tf_linear], + 'dense5_1': ['rnet/conv5-1', load_tf_linear], + 'dense5_2': ['rnet/conv5-2', load_tf_linear], + } + lookup_onet = { + 'conv1': ['onet/conv1', load_tf_conv2d_trans], + 'prelu1': ['onet/prelu1', load_tf_linear], + 'conv2': ['onet/conv2', load_tf_conv2d_trans], + 'prelu2': ['onet/prelu2', load_tf_linear], + 'conv3': ['onet/conv3', load_tf_conv2d_trans], + 'prelu3': ['onet/prelu3', load_tf_linear], + 'conv4': ['onet/conv4', load_tf_conv2d_trans], + 'prelu4': ['onet/prelu4', load_tf_linear], + 'dense5': ['onet/conv5', load_tf_linear], + 'prelu5': ['onet/prelu5', load_tf_linear], + 'dense6_1': ['onet/conv6-1', load_tf_linear], + 'dense6_2': ['onet/conv6-2', load_tf_linear], + 'dense6_3': ['onet/conv6-3', load_tf_linear], + } + + print('\nLoad PNet weights and save\n') + tf_mdl_dir = lambda sess: detect_face.create_mtcnn(sess, None) + mdl = PNet() + data_name = 'pnet' + load_tf_model_weights(mdl, lookup_pnet, tf_mdl_dir, is_resnet=False, arg_num=0) + torch.save(mdl.state_dict(), f'data/{data_name}.pt') + tf.reset_default_graph() + with tf.Session() as sess: + compare_mtcnn(mdl, tf_mdl_dir, sess, 0, torch.randn(1, 256, 256, 3).detach()) + + print('\nLoad RNet weights and save\n') + mdl = RNet() + data_name = 'rnet' + load_tf_model_weights(mdl, lookup_rnet, tf_mdl_dir, is_resnet=False, arg_num=1) + torch.save(mdl.state_dict(), f'data/{data_name}.pt') + tf.reset_default_graph() + with tf.Session() as sess: + compare_mtcnn(mdl, tf_mdl_dir, sess, 1, torch.randn(1, 24, 24, 3).detach()) + + print('\nLoad ONet weights and save\n') + mdl = ONet() + data_name = 'onet' + load_tf_model_weights(mdl, lookup_onet, tf_mdl_dir, is_resnet=False, arg_num=2) + torch.save(mdl.state_dict(), f'data/{data_name}.pt') + tf.reset_default_graph() + with tf.Session() as sess: + compare_mtcnn(mdl, tf_mdl_dir, sess, 2, torch.randn(1, 48, 48, 3).detach()) diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/utils/tensorflow2pytorch.py.meta b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/tensorflow2pytorch.py.meta new file mode 100644 index 0000000..8154958 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/tensorflow2pytorch.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: f8e752f1451b03d7e9900181c837aa64 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/utils/training.py b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/training.py new file mode 100644 index 0000000..20f81df --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/training.py @@ -0,0 +1,144 @@ +import torch +import numpy as np +import time + + +class Logger(object): + + def __init__(self, mode, length, calculate_mean=False): + self.mode = mode + self.length = length + self.calculate_mean = calculate_mean + if self.calculate_mean: + self.fn = lambda x, i: x / (i + 1) + else: + self.fn = lambda x, i: x + + def __call__(self, loss, metrics, i): + track_str = '\r{} | {:5d}/{:<5d}| '.format(self.mode, i + 1, self.length) + loss_str = 'loss: {:9.4f} | '.format(self.fn(loss, i)) + metric_str = ' | '.join('{}: {:9.4f}'.format(k, self.fn(v, i)) for k, v in metrics.items()) + print(track_str + loss_str + metric_str + ' ', end='') + if i + 1 == self.length: + print('') + + +class BatchTimer(object): + """Batch timing class. + Use this class for tracking training and testing time/rate per batch or per sample. + + Keyword Arguments: + rate {bool} -- Whether to report a rate (batches or samples per second) or a time (seconds + per batch or sample). (default: {True}) + per_sample {bool} -- Whether to report times or rates per sample or per batch. + (default: {True}) + """ + + def __init__(self, rate=True, per_sample=True): + self.start = time.time() + self.end = None + self.rate = rate + self.per_sample = per_sample + + def __call__(self, y_pred, y): + self.end = time.time() + elapsed = self.end - self.start + self.start = self.end + self.end = None + + if self.per_sample: + elapsed /= len(y_pred) + if self.rate: + elapsed = 1 / elapsed + + return torch.tensor(elapsed) + + +def accuracy(logits, y): + _, preds = torch.max(logits, 1) + return (preds == y).float().mean() + + +def pass_epoch( + model, loss_fn, loader, optimizer=None, scheduler=None, + batch_metrics={'time': BatchTimer()}, show_running=True, + device='cpu', writer=None +): + """Train or evaluate over a data epoch. + + Arguments: + model {torch.nn.Module} -- Pytorch model. + loss_fn {callable} -- A function to compute (scalar) loss. + loader {torch.utils.data.DataLoader} -- A pytorch data loader. + + Keyword Arguments: + optimizer {torch.optim.Optimizer} -- A pytorch optimizer. + scheduler {torch.optim.lr_scheduler._LRScheduler} -- LR scheduler (default: {None}) + batch_metrics {dict} -- Dictionary of metric functions to call on each batch. The default + is a simple timer. A progressive average of these metrics, along with the average + loss, is printed every batch. (default: {{'time': iter_timer()}}) + show_running {bool} -- Whether or not to print losses and metrics for the current batch + or rolling averages. (default: {False}) + device {str or torch.device} -- Device for pytorch to use. (default: {'cpu'}) + writer {torch.utils.tensorboard.SummaryWriter} -- Tensorboard SummaryWriter. (default: {None}) + + Returns: + tuple(torch.Tensor, dict) -- A tuple of the average loss and a dictionary of average + metric values across the epoch. + """ + + mode = 'Train' if model.training else 'Valid' + logger = Logger(mode, length=len(loader), calculate_mean=show_running) + loss = 0 + metrics = {} + + for i_batch, (x, y) in enumerate(loader): + x = x.to(device) + y = y.to(device) + y_pred = model(x) + loss_batch = loss_fn(y_pred, y) + + if model.training: + loss_batch.backward() + optimizer.step() + optimizer.zero_grad() + + metrics_batch = {} + for metric_name, metric_fn in batch_metrics.items(): + metrics_batch[metric_name] = metric_fn(y_pred, y).detach().cpu() + metrics[metric_name] = metrics.get(metric_name, 0) + metrics_batch[metric_name] + + if writer is not None and model.training: + if writer.iteration % writer.interval == 0: + writer.add_scalars('loss', {mode: loss_batch.detach().cpu()}, writer.iteration) + for metric_name, metric_batch in metrics_batch.items(): + writer.add_scalars(metric_name, {mode: metric_batch}, writer.iteration) + writer.iteration += 1 + + loss_batch = loss_batch.detach().cpu() + loss += loss_batch + if show_running: + logger(loss, metrics, i_batch) + else: + logger(loss_batch, metrics_batch, i_batch) + + if model.training and scheduler is not None: + scheduler.step() + + loss = loss / (i_batch + 1) + metrics = {k: v / (i_batch + 1) for k, v in metrics.items()} + + if writer is not None and not model.training: + writer.add_scalars('loss', {mode: loss.detach()}, writer.iteration) + for metric_name, metric in metrics.items(): + writer.add_scalars(metric_name, {mode: metric}) + + return loss, metrics + + +def collate_pil(x): + out_x, out_y = [], [] + for xx, yy in x: + out_x.append(xx) + out_y.append(yy) + return out_x, out_y diff --git a/Assets/StreamingAssets/MergeFace/Facenet/models/utils/training.py.meta b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/training.py.meta new file mode 100644 index 0000000..d13bfe1 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/models/utils/training.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 0dcaf427cd90d0a8abbbfc21cfc9ce70 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/setup.py b/Assets/StreamingAssets/MergeFace/Facenet/setup.py new file mode 100644 index 0000000..a884c1f --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/setup.py @@ -0,0 +1,44 @@ +import setuptools, os + +PACKAGE_NAME = 'facenet-pytorch' +VERSION = '2.5.2' +AUTHOR = 'Tim Esler' +EMAIL = 'tim.esler@gmail.com' +DESCRIPTION = 'Pretrained Pytorch face detection and recognition models' +GITHUB_URL = 'https://github.com/timesler/facenet-pytorch' + +parent_dir = os.path.dirname(os.path.realpath(__file__)) +import_name = os.path.basename(parent_dir) + +with open('{}/README.md'.format(parent_dir), 'r') as f: + long_description = f.read() + +setuptools.setup( + name=PACKAGE_NAME, + version=VERSION, + author=AUTHOR, + author_email=EMAIL, + description=DESCRIPTION, + long_description=long_description, + long_description_content_type='text/markdown', + url=GITHUB_URL, + packages=[ + 'facenet_pytorch', + 'facenet_pytorch.models', + 'facenet_pytorch.models.utils', + 'facenet_pytorch.data', + ], + package_dir={'facenet_pytorch':'.'}, + package_data={'': ['*net.pt']}, + classifiers=[ + "Programming Language :: Python :: 3", + "License :: OSI Approved :: MIT License", + "Operating System :: OS Independent", + ], + install_requires=[ + 'numpy', + 'requests', + 'torchvision', + 'pillow', + ], +) diff --git a/Assets/StreamingAssets/MergeFace/Facenet/setup.py.meta b/Assets/StreamingAssets/MergeFace/Facenet/setup.py.meta new file mode 100644 index 0000000..29183c3 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/setup.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: df99ac801d23b6aed8252158fe53a76e +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/tests.meta b/Assets/StreamingAssets/MergeFace/Facenet/tests.meta new file mode 100644 index 0000000..0edb159 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/tests.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: cad532ab38d0d690992befe14292c192 +folderAsset: yes +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_requirements.txt b/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_requirements.txt new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_requirements.txt @@ -0,0 +1 @@ + diff --git a/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_requirements.txt.meta b/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_requirements.txt.meta new file mode 100644 index 0000000..2f3e3f9 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_requirements.txt.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 69fd2798e2ad218ef81d593005d880bc +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_test.py b/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_test.py new file mode 100644 index 0000000..520e4bd --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_test.py @@ -0,0 +1,230 @@ +""" +The following code is intended to be run only by Github actions for continuius intengration and +testing purposes. For implementation examples see notebooks in the examples folder. +""" + +from PIL import Image, ImageDraw +import torch +from torch.utils.data import DataLoader +from torchvision import transforms, datasets +import numpy as np +import pandas as pd +from time import time +import sys, os +import glob + +from models.mtcnn import MTCNN, fixed_image_standardization +from models.inception_resnet_v1 import InceptionResnetV1, get_torch_home + + +#### CLEAR ALL OUTPUT FILES #### + +checkpoints = glob.glob(os.path.join(get_torch_home(), 'checkpoints/*')) +for c in checkpoints: + print('Removing {}'.format(c)) + os.remove(c) + +crop_files = glob.glob('data/test_images_aligned/**/*.png') +for c in crop_files: + print('Removing {}'.format(c)) + os.remove(c) + + +#### TEST EXAMPLE IPYNB'S #### + +os.system('jupyter nbconvert --to script --stdout examples/infer.ipynb examples/finetune.ipynb > examples/tmptest.py') +os.chdir('examples') +try: + import examples.tmptest +except: + import tmptest +os.chdir('..') + + +#### TEST MTCNN #### + +def get_image(path, trans): + img = Image.open(path) + img = trans(img) + return img + +trans = transforms.Compose([ + transforms.Resize(512) +]) + +trans_cropped = transforms.Compose([ + np.float32, + transforms.ToTensor(), + fixed_image_standardization +]) + +dataset = datasets.ImageFolder('data/test_images', transform=trans) +dataset.idx_to_class = {k: v for v, k in dataset.class_to_idx.items()} + +mtcnn_pt = MTCNN(device=torch.device('cpu')) + +names = [] +aligned = [] +aligned_fromfile = [] +for img, idx in dataset: + name = dataset.idx_to_class[idx] + start = time() + img_align = mtcnn_pt(img, save_path='data/test_images_aligned/{}/1.png'.format(name)) + print('MTCNN time: {:6f} seconds'.format(time() - start)) + + # Comparison between types + img_box = mtcnn_pt.detect(img)[0] + assert (img_box - mtcnn_pt.detect(np.array(img))[0]).sum() < 1e-2 + assert (img_box - mtcnn_pt.detect(torch.as_tensor(np.array(img)))[0]).sum() < 1e-2 + + # Batching test + assert (img_box - mtcnn_pt.detect([img, img])[0]).sum() < 1e-2 + assert (img_box - mtcnn_pt.detect(np.array([np.array(img), np.array(img)]))[0]).sum() < 1e-2 + assert (img_box - mtcnn_pt.detect(torch.as_tensor([np.array(img), np.array(img)]))[0]).sum() < 1e-2 + + # Box selection + mtcnn_pt.selection_method = 'probability' + print('\nprobability - ', mtcnn_pt.detect(img)) + mtcnn_pt.selection_method = 'largest' + print('largest - ', mtcnn_pt.detect(img)) + mtcnn_pt.selection_method = 'largest_over_theshold' + print('largest_over_theshold - ', mtcnn_pt.detect(img)) + mtcnn_pt.selection_method = 'center_weighted_size' + print('center_weighted_size - ', mtcnn_pt.detect(img)) + + if img_align is not None: + names.append(name) + aligned.append(img_align) + aligned_fromfile.append(get_image('data/test_images_aligned/{}/1.png'.format(name), trans_cropped)) + +aligned = torch.stack(aligned) +aligned_fromfile = torch.stack(aligned_fromfile) + + +#### TEST EMBEDDINGS #### + +expected = [ + [ + [0.000000, 1.482895, 0.886342, 1.438450, 1.437583], + [1.482895, 0.000000, 1.345686, 1.029880, 1.061939], + [0.886342, 1.345686, 0.000000, 1.363125, 1.338803], + [1.438450, 1.029880, 1.363125, 0.000000, 1.066040], + [1.437583, 1.061939, 1.338803, 1.066040, 0.000000] + ], + [ + [0.000000, 1.430769, 0.992931, 1.414197, 1.329544], + [1.430769, 0.000000, 1.253911, 1.144899, 1.079755], + [0.992931, 1.253911, 0.000000, 1.358875, 1.337322], + [1.414197, 1.144899, 1.358875, 0.000000, 1.204118], + [1.329544, 1.079755, 1.337322, 1.204118, 0.000000] + ] +] + +for i, ds in enumerate(['vggface2', 'casia-webface']): + resnet_pt = InceptionResnetV1(pretrained=ds).eval() + + start = time() + embs = resnet_pt(aligned) + print('\nResnet time: {:6f} seconds\n'.format(time() - start)) + + embs_fromfile = resnet_pt(aligned_fromfile) + + dists = [[(emb - e).norm().item() for e in embs] for emb in embs] + dists_fromfile = [[(emb - e).norm().item() for e in embs_fromfile] for emb in embs_fromfile] + + print('\nOutput:') + print(pd.DataFrame(dists, columns=names, index=names)) + print('\nOutput (from file):') + print(pd.DataFrame(dists_fromfile, columns=names, index=names)) + print('\nExpected:') + print(pd.DataFrame(expected[i], columns=names, index=names)) + + total_error = (torch.tensor(dists) - torch.tensor(expected[i])).norm() + total_error_fromfile = (torch.tensor(dists_fromfile) - torch.tensor(expected[i])).norm() + + print('\nTotal error: {}, {}'.format(total_error, total_error_fromfile)) + + if sys.platform != 'win32': + assert total_error < 1e-2 + assert total_error_fromfile < 1e-2 + + +#### TEST CLASSIFICATION #### + +resnet_pt = InceptionResnetV1(pretrained=ds, classify=True).eval() +prob = resnet_pt(aligned) + + +#### MULTI-FACE TEST #### + +mtcnn = MTCNN(keep_all=True) +img = Image.open('data/multiface.jpg') +boxes, probs = mtcnn.detect(img) + +draw = ImageDraw.Draw(img) +for i, box in enumerate(boxes): + draw.rectangle(box.tolist()) + +mtcnn(img, save_path='data/tmp.png') + + +#### MTCNN TYPES TEST #### + +img = Image.open('data/multiface.jpg') + +mtcnn = MTCNN(keep_all=True) +boxes_ref, _ = mtcnn.detect(img) +_ = mtcnn(img) + +mtcnn = MTCNN(keep_all=True).double() +boxes_test, _ = mtcnn.detect(img) +_ = mtcnn(img) + +box_diff = boxes_ref[np.argsort(boxes_ref[:,1])] - boxes_test[np.argsort(boxes_test[:,1])] +total_error = np.sum(np.abs(box_diff)) +print('\nfp64 Total box error: {}'.format(total_error)) + +assert total_error < 1e-2 + + +# half is not supported on CPUs, only GPUs +if torch.cuda.is_available(): + + mtcnn = MTCNN(keep_all=True, device='cuda').half() + boxes_test, _ = mtcnn.detect(img) + _ = mtcnn(img) + + box_diff = boxes_ref[np.argsort(boxes_ref[:,1])] - boxes_test[np.argsort(boxes_test[:,1])] + print('fp16 Total box error: {}'.format(np.sum(np.abs(box_diff)))) + + # test new automatic multi precision to compare + if hasattr(torch.cuda, 'amp'): + with torch.cuda.amp.autocast(): + mtcnn = MTCNN(keep_all=True, device='cuda') + boxes_test, _ = mtcnn.detect(img) + _ = mtcnn(img) + + box_diff = boxes_ref[np.argsort(boxes_ref[:,1])] - boxes_test[np.argsort(boxes_test[:,1])] + print('AMP total box error: {}'.format(np.sum(np.abs(box_diff)))) + + +#### MULTI-IMAGE TEST #### + +mtcnn = MTCNN(keep_all=True) +img = [ + Image.open('data/multiface.jpg'), + Image.open('data/multiface.jpg') +] +batch_boxes, batch_probs = mtcnn.detect(img) + +mtcnn(img, save_path=['data/tmp1.png', 'data/tmp1.png']) +tmp_files = glob.glob('data/tmp*') +for f in tmp_files: + os.remove(f) + + +#### NO-FACE TEST #### + +img = Image.new('RGB', (512, 512)) +mtcnn(img) +mtcnn(img, return_prob=True) diff --git a/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_test.py.meta b/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_test.py.meta new file mode 100644 index 0000000..c1928b9 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/tests/actions_test.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 8c57994dfd6042aadb7a4970298c9788 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/Facenet/tests/perf_test.py b/Assets/StreamingAssets/MergeFace/Facenet/tests/perf_test.py new file mode 100644 index 0000000..363c569 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/tests/perf_test.py @@ -0,0 +1,39 @@ +from facenet_pytorch import MTCNN, training +import torch +from torchvision import datasets, transforms +from torch.utils.data import DataLoader, RandomSampler +from tqdm import tqdm +import time + + +def main(): + device = 'cuda' if torch.cuda.is_available() else 'cpu' + print(f'Running on device "{device}"') + + mtcnn = MTCNN(device=device) + + batch_size = 32 + + # Generate data loader + ds = datasets.ImageFolder( + root='data/test_images/', + transform=transforms.Resize((512, 512)) + ) + dl = DataLoader( + dataset=ds, + num_workers=4, + collate_fn=training.collate_pil, + batch_size=batch_size, + sampler=RandomSampler(ds, replacement=True, num_samples=960), + ) + + start = time.time() + faces = [] + for x, _ in tqdm(dl): + faces.extend(mtcnn(x)) + elapsed = time.time() - start + print(f'Elapsed: {elapsed} | EPS: {len(dl) * batch_size / elapsed}') + + +if __name__ == '__main__': + main() diff --git a/Assets/StreamingAssets/MergeFace/Facenet/tests/perf_test.py.meta b/Assets/StreamingAssets/MergeFace/Facenet/tests/perf_test.py.meta new file mode 100644 index 0000000..9d3234c --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/Facenet/tests/perf_test.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 06bd1579ba529cd10a4c6cfb256bdb9f +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/UdpComms.py b/Assets/StreamingAssets/MergeFace/UdpComms.py new file mode 100644 index 0000000..fc932c4 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/UdpComms.py @@ -0,0 +1,109 @@ +import json + +class UdpComms(): + def __init__(self,udpIP,portTX,portRX,enableRX=False,suppressWarnings=True): + """ + Constructor + :param udpIP: Must be string e.g. "127.0.0.1" + :param portTX: integer number e.g. 8000. Port to transmit from i.e From Python to other application + :param portRX: integer number e.g. 8001. Port to receive on i.e. From other application to Python + :param enableRX: When False you may only send from Python and not receive. If set to True a thread is created to enable receiving of data + :param suppressWarnings: Stop printing warnings if not connected to other application + """ + + import socket + + self.udpIP = udpIP + self.udpSendPort = portTX + self.udpRcvPort = portRX + self.enableRX = enableRX + self.suppressWarnings = suppressWarnings # when true warnings are suppressed + self.isDataReceived = False + self.dataRX = None + + # Connect via UDP + self.udpSock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) # internet protocol, udp (DGRAM) socket + self.udpSock.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1) # allows the address/port to be reused immediately instead of it being stuck in the TIME_WAIT state waiting for late packets to arrive. + self.udpSock.bind((udpIP, portRX)) + + # Create Receiving thread if required + if enableRX: + import threading + self.rxThread = threading.Thread(target=self.ReadUdpThreadFunc, daemon=True) + self.rxThread.start() + # self.rxThread.join() + + def __del__(self): + self.CloseSocket() + + def CloseSocket(self): + # Function to close socket + self.udpSock.close() + + def SendData(self, strToSend): + # Use this function to send string to C# + json_data = json.dumps(strToSend) + self.udpSock.sendto(bytes(json_data,'utf-8' + ''), (self.udpIP, self.udpSendPort)) + + def ReceiveData(self): + """ + Should not be called by user + Function BLOCKS until data is returned from C#. It then attempts to convert it to string and returns on successful conversion. + An warning/error is raised if: + - Warning: Not connected to C# application yet. Warning can be suppressed by setting suppressWarning=True in constructor + - Error: If data receiving procedure or conversion to string goes wrong + - Error: If user attempts to use this without enabling RX + :return: returns None on failure or the received string on success + """ + if not self.enableRX: # if RX is not enabled, raise error + raise ValueError("Attempting to receive data without enabling this setting. Ensure this is enabled from the constructor") + + data = None + try: + data, _ = self.udpSock.recvfrom(1024) + data = data.decode('utf-8') + except WindowsError as e: + if e.winerror == 10054: # An error occurs if you try to receive before connecting to other application + if not self.suppressWarnings: + print("Are You connected to the other application? Connect to it!") + else: + pass + else: + raise ValueError("Unexpected Error. Are you sure that the received data can be converted to a string") + + return data + + def ReadUdpThreadFunc(self): # Should be called from thread + """ + This function should be called from a thread [Done automatically via constructor] + (import threading -> e.g. udpReceiveThread = threading.Thread(target=self.ReadUdpNonBlocking, daemon=True)) + This function keeps looping through the BLOCKING ReceiveData function and sets self.dataRX when data is received and sets received flag + This function runs in the background and updates class variables to read data later + + """ + + self.isDataReceived = False # Initially nothing received + + while True: + data = self.ReceiveData() # Blocks (in thread) until data is returned (OR MAYBE UNTIL SOME TIMEOUT AS WELL) + self.dataRX = data # Populate AFTER new data is received + self.isDataReceived = True + # When it reaches here, data received is available + + def ReadReceivedData(self): + """ + This is the function that should be used to read received data + Checks if data has been received SINCE LAST CALL, if so it returns the received string and sets flag to False (to avoid re-reading received data) + data is None if nothing has been received + :return: + """ + + data = None + + if self.isDataReceived: # if data has been received + self.isDataReceived = False + data = self.dataRX + self.dataRX = None # Empty receive buffer + + return data \ No newline at end of file diff --git a/Assets/StreamingAssets/MergeFace/UdpComms.py.meta b/Assets/StreamingAssets/MergeFace/UdpComms.py.meta new file mode 100644 index 0000000..46908d5 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/UdpComms.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: fefd3401c68df93afb06443ad0362aa0 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/__pycache__.meta b/Assets/StreamingAssets/MergeFace/__pycache__.meta new file mode 100644 index 0000000..61b8b04 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/__pycache__.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: 21177bae27c4a01d8838d4b04a5f20aa +folderAsset: yes +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/__pycache__/AgeGenderPrediction.cpython-311.pyc b/Assets/StreamingAssets/MergeFace/__pycache__/AgeGenderPrediction.cpython-311.pyc new file mode 100644 index 0000000..15c2229 Binary files /dev/null and b/Assets/StreamingAssets/MergeFace/__pycache__/AgeGenderPrediction.cpython-311.pyc differ diff --git a/Assets/StreamingAssets/MergeFace/__pycache__/AgeGenderPrediction.cpython-311.pyc.meta b/Assets/StreamingAssets/MergeFace/__pycache__/AgeGenderPrediction.cpython-311.pyc.meta new file mode 100644 index 0000000..94eedda --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/__pycache__/AgeGenderPrediction.cpython-311.pyc.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 71e3c6bf4d496887f8f06bf18c674a2a +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/__pycache__/UdpComms.cpython-311.pyc b/Assets/StreamingAssets/MergeFace/__pycache__/UdpComms.cpython-311.pyc new file mode 100644 index 0000000..c71dbb1 Binary files /dev/null and b/Assets/StreamingAssets/MergeFace/__pycache__/UdpComms.cpython-311.pyc differ diff --git a/Assets/StreamingAssets/MergeFace/__pycache__/UdpComms.cpython-311.pyc.meta b/Assets/StreamingAssets/MergeFace/__pycache__/UdpComms.cpython-311.pyc.meta new file mode 100644 index 0000000..31dcdb9 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/__pycache__/UdpComms.cpython-311.pyc.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: d0872a839fb6ec4789eddabd3d1ee3a5 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git.meta b/Assets/StreamingAssets/MergeFace/_git.meta new file mode 100644 index 0000000..6d89e77 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: 98897717df4a1e677abeb03ccaab69e6 +folderAsset: yes +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/COMMIT_EDITMSG b/Assets/StreamingAssets/MergeFace/_git/COMMIT_EDITMSG new file mode 100644 index 0000000..5ec586d --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/COMMIT_EDITMSG @@ -0,0 +1 @@ +first commit diff --git a/Assets/StreamingAssets/MergeFace/_git/COMMIT_EDITMSG.meta b/Assets/StreamingAssets/MergeFace/_git/COMMIT_EDITMSG.meta new file mode 100644 index 0000000..5d0ea6f --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/COMMIT_EDITMSG.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: b95fdaa773aedd8038a9c528b3555d71 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/HEAD b/Assets/StreamingAssets/MergeFace/_git/HEAD new file mode 100644 index 0000000..b870d82 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/HEAD @@ -0,0 +1 @@ +ref: refs/heads/main diff --git a/Assets/StreamingAssets/MergeFace/_git/HEAD.meta b/Assets/StreamingAssets/MergeFace/_git/HEAD.meta new file mode 100644 index 0000000..00a06ef --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/HEAD.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: e5f48a691b096460a8288ddf50397613 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/branches.meta b/Assets/StreamingAssets/MergeFace/_git/branches.meta new file mode 100644 index 0000000..b6ee1c1 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/branches.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: 724d8e3abea4558d592d99440b3410f9 +folderAsset: yes +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/config b/Assets/StreamingAssets/MergeFace/_git/config new file mode 100644 index 0000000..e6ca0da --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/config @@ -0,0 +1,11 @@ +[core] + repositoryformatversion = 0 + filemode = true + bare = false + logallrefupdates = true +[remote "origin"] + url = http://192.168.1.128:3000/sangta/GadBotVersion3Final.git + fetch = +refs/heads/*:refs/remotes/origin/* +[branch "main"] + remote = origin + merge = refs/heads/main diff --git a/Assets/StreamingAssets/MergeFace/_git/config.meta b/Assets/StreamingAssets/MergeFace/_git/config.meta new file mode 100644 index 0000000..70ac6ab --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/config.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 77b71c20a45aaa5eeb7b04380a6518e3 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/description b/Assets/StreamingAssets/MergeFace/_git/description new file mode 100644 index 0000000..498b267 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/description @@ -0,0 +1 @@ +Unnamed repository; edit this file 'description' to name the repository. diff --git a/Assets/StreamingAssets/MergeFace/_git/description.meta b/Assets/StreamingAssets/MergeFace/_git/description.meta new file mode 100644 index 0000000..41993b9 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/description.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 4c88297398bf2a784875fd109853fd53 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks.meta b/Assets/StreamingAssets/MergeFace/_git/hooks.meta new file mode 100644 index 0000000..aad18a0 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: 8c8f165edcf3097d7ad336ee5d46193e +folderAsset: yes +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/applypatch-msg.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/applypatch-msg.sample new file mode 100755 index 0000000..a5d7b84 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/applypatch-msg.sample @@ -0,0 +1,15 @@ +#!/bin/sh +# +# An example hook script to check the commit log message taken by +# applypatch from an e-mail message. +# +# The hook should exit with non-zero status after issuing an +# appropriate message if it wants to stop the commit. The hook is +# allowed to edit the commit message file. +# +# To enable this hook, rename this file to "applypatch-msg". + +. git-sh-setup +commitmsg="$(git rev-parse --git-path hooks/commit-msg)" +test -x "$commitmsg" && exec "$commitmsg" ${1+"$@"} +: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/applypatch-msg.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/applypatch-msg.sample.meta new file mode 100644 index 0000000..64d88c0 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/applypatch-msg.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 7d76cd9067f54ef58afdd98a221b240c +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/commit-msg.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/commit-msg.sample new file mode 100755 index 0000000..b58d118 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/commit-msg.sample @@ -0,0 +1,24 @@ +#!/bin/sh +# +# An example hook script to check the commit log message. +# Called by "git commit" with one argument, the name of the file +# that has the commit message. The hook should exit with non-zero +# status after issuing an appropriate message if it wants to stop the +# commit. The hook is allowed to edit the commit message file. +# +# To enable this hook, rename this file to "commit-msg". + +# Uncomment the below to add a Signed-off-by line to the message. +# Doing this in a hook is a bad idea in general, but the prepare-commit-msg +# hook is more suited to it. +# +# SOB=$(git var GIT_AUTHOR_IDENT | sed -n 's/^\(.*>\).*$/Signed-off-by: \1/p') +# grep -qs "^$SOB" "$1" || echo "$SOB" >> "$1" + +# This example catches duplicate Signed-off-by lines. + +test "" = "$(grep '^Signed-off-by: ' "$1" | + sort | uniq -c | sed -e '/^[ ]*1[ ]/d')" || { + echo >&2 Duplicate Signed-off-by lines. + exit 1 +} diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/commit-msg.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/commit-msg.sample.meta new file mode 100644 index 0000000..666469e --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/commit-msg.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 2249a4a22f1682750a09a011208f414c +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/fsmonitor-watchman.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/fsmonitor-watchman.sample new file mode 100755 index 0000000..14ed0aa --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/fsmonitor-watchman.sample @@ -0,0 +1,173 @@ +#!/usr/bin/perl + +use strict; +use warnings; +use IPC::Open2; + +# An example hook script to integrate Watchman +# (https://facebook.github.io/watchman/) with git to speed up detecting +# new and modified files. +# +# The hook is passed a version (currently 2) and last update token +# formatted as a string and outputs to stdout a new update token and +# all files that have been modified since the update token. Paths must +# be relative to the root of the working tree and separated by a single NUL. +# +# To enable this hook, rename this file to "query-watchman" and set +# 'git config core.fsmonitor .git/hooks/query-watchman' +# +my ($version, $last_update_token) = @ARGV; + +# Uncomment for debugging +# print STDERR "$0 $version $last_update_token\n"; + +# Check the hook interface version +if ($version ne 2) { + die "Unsupported query-fsmonitor hook version '$version'.\n" . + "Falling back to scanning...\n"; +} + +my $git_work_tree = get_working_dir(); + +my $retry = 1; + +my $json_pkg; +eval { + require JSON::XS; + $json_pkg = "JSON::XS"; + 1; +} or do { + require JSON::PP; + $json_pkg = "JSON::PP"; +}; + +launch_watchman(); + +sub launch_watchman { + my $o = watchman_query(); + if (is_work_tree_watched($o)) { + output_result($o->{clock}, @{$o->{files}}); + } +} + +sub output_result { + my ($clockid, @files) = @_; + + # Uncomment for debugging watchman output + # open (my $fh, ">", ".git/watchman-output.out"); + # binmode $fh, ":utf8"; + # print $fh "$clockid\n@files\n"; + # close $fh; + + binmode STDOUT, ":utf8"; + print $clockid; + print "\0"; + local $, = "\0"; + print @files; +} + +sub watchman_clock { + my $response = qx/watchman clock "$git_work_tree"/; + die "Failed to get clock id on '$git_work_tree'.\n" . + "Falling back to scanning...\n" if $? != 0; + + return $json_pkg->new->utf8->decode($response); +} + +sub watchman_query { + my $pid = open2(\*CHLD_OUT, \*CHLD_IN, 'watchman -j --no-pretty') + or die "open2() failed: $!\n" . + "Falling back to scanning...\n"; + + # In the query expression below we're asking for names of files that + # changed since $last_update_token but not from the .git folder. + # + # To accomplish this, we're using the "since" generator to use the + # recency index to select candidate nodes and "fields" to limit the + # output to file names only. Then we're using the "expression" term to + # further constrain the results. + if (substr($last_update_token, 0, 1) eq "c") { + $last_update_token = "\"$last_update_token\""; + } + my $query = <<" END"; + ["query", "$git_work_tree", { + "since": $last_update_token, + "fields": ["name"], + "expression": ["not", ["dirname", ".git"]] + }] + END + + # Uncomment for debugging the watchman query + # open (my $fh, ">", ".git/watchman-query.json"); + # print $fh $query; + # close $fh; + + print CHLD_IN $query; + close CHLD_IN; + my $response = do {local $/; }; + + # Uncomment for debugging the watch response + # open ($fh, ">", ".git/watchman-response.json"); + # print $fh $response; + # close $fh; + + die "Watchman: command returned no output.\n" . + "Falling back to scanning...\n" if $response eq ""; + die "Watchman: command returned invalid output: $response\n" . + "Falling back to scanning...\n" unless $response =~ /^\{/; + + return $json_pkg->new->utf8->decode($response); +} + +sub is_work_tree_watched { + my ($output) = @_; + my $error = $output->{error}; + if ($retry > 0 and $error and $error =~ m/unable to resolve root .* directory (.*) is not watched/) { + $retry--; + my $response = qx/watchman watch "$git_work_tree"/; + die "Failed to make watchman watch '$git_work_tree'.\n" . + "Falling back to scanning...\n" if $? != 0; + $output = $json_pkg->new->utf8->decode($response); + $error = $output->{error}; + die "Watchman: $error.\n" . + "Falling back to scanning...\n" if $error; + + # Uncomment for debugging watchman output + # open (my $fh, ">", ".git/watchman-output.out"); + # close $fh; + + # Watchman will always return all files on the first query so + # return the fast "everything is dirty" flag to git and do the + # Watchman query just to get it over with now so we won't pay + # the cost in git to look up each individual file. + my $o = watchman_clock(); + $error = $output->{error}; + + die "Watchman: $error.\n" . + "Falling back to scanning...\n" if $error; + + output_result($o->{clock}, ("/")); + $last_update_token = $o->{clock}; + + eval { launch_watchman() }; + return 0; + } + + die "Watchman: $error.\n" . + "Falling back to scanning...\n" if $error; + + return 1; +} + +sub get_working_dir { + my $working_dir; + if ($^O =~ 'msys' || $^O =~ 'cygwin') { + $working_dir = Win32::GetCwd(); + $working_dir =~ tr/\\/\//; + } else { + require Cwd; + $working_dir = Cwd::cwd(); + } + + return $working_dir; +} diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/fsmonitor-watchman.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/fsmonitor-watchman.sample.meta new file mode 100644 index 0000000..a97e452 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/fsmonitor-watchman.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 62f818ab57e42bea394487be6156fc88 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/post-update.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/post-update.sample new file mode 100755 index 0000000..ec17ec1 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/post-update.sample @@ -0,0 +1,8 @@ +#!/bin/sh +# +# An example hook script to prepare a packed repository for use over +# dumb transports. +# +# To enable this hook, rename this file to "post-update". + +exec git update-server-info diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/post-update.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/post-update.sample.meta new file mode 100644 index 0000000..3856609 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/post-update.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 693318e35d31c720593990b2774ad18d +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-applypatch.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-applypatch.sample new file mode 100755 index 0000000..4142082 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-applypatch.sample @@ -0,0 +1,14 @@ +#!/bin/sh +# +# An example hook script to verify what is about to be committed +# by applypatch from an e-mail message. +# +# The hook should exit with non-zero status after issuing an +# appropriate message if it wants to stop the commit. +# +# To enable this hook, rename this file to "pre-applypatch". + +. git-sh-setup +precommit="$(git rev-parse --git-path hooks/pre-commit)" +test -x "$precommit" && exec "$precommit" ${1+"$@"} +: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-applypatch.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-applypatch.sample.meta new file mode 100644 index 0000000..1dbfe8a --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-applypatch.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 161273fe9e5673d01a8c7ca6297eccf5 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-commit.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-commit.sample new file mode 100755 index 0000000..e144712 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-commit.sample @@ -0,0 +1,49 @@ +#!/bin/sh +# +# An example hook script to verify what is about to be committed. +# Called by "git commit" with no arguments. The hook should +# exit with non-zero status after issuing an appropriate message if +# it wants to stop the commit. +# +# To enable this hook, rename this file to "pre-commit". + +if git rev-parse --verify HEAD >/dev/null 2>&1 +then + against=HEAD +else + # Initial commit: diff against an empty tree object + against=$(git hash-object -t tree /dev/null) +fi + +# If you want to allow non-ASCII filenames set this variable to true. +allownonascii=$(git config --type=bool hooks.allownonascii) + +# Redirect output to stderr. +exec 1>&2 + +# Cross platform projects tend to avoid non-ASCII filenames; prevent +# them from being added to the repository. We exploit the fact that the +# printable range starts at the space character and ends with tilde. +if [ "$allownonascii" != "true" ] && + # Note that the use of brackets around a tr range is ok here, (it's + # even required, for portability to Solaris 10's /usr/bin/tr), since + # the square bracket bytes happen to fall in the designated range. + test $(git diff --cached --name-only --diff-filter=A -z $against | + LC_ALL=C tr -d '[ -~]\0' | wc -c) != 0 +then + cat <<\EOF +Error: Attempt to add a non-ASCII file name. + +This can cause problems if you want to work with people on other platforms. + +To be portable it is advisable to rename the file. + +If you know what you are doing you can disable this check using: + + git config hooks.allownonascii true +EOF + exit 1 +fi + +# If there are whitespace errors, print the offending file names and fail. +exec git diff-index --check --cached $against -- diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-commit.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-commit.sample.meta new file mode 100644 index 0000000..ecb6ac7 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-commit.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 329f6a903ddc80fb3989edbedc20613d +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-merge-commit.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-merge-commit.sample new file mode 100755 index 0000000..399eab1 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-merge-commit.sample @@ -0,0 +1,13 @@ +#!/bin/sh +# +# An example hook script to verify what is about to be committed. +# Called by "git merge" with no arguments. The hook should +# exit with non-zero status after issuing an appropriate message to +# stderr if it wants to stop the merge commit. +# +# To enable this hook, rename this file to "pre-merge-commit". + +. git-sh-setup +test -x "$GIT_DIR/hooks/pre-commit" && + exec "$GIT_DIR/hooks/pre-commit" +: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-merge-commit.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-merge-commit.sample.meta new file mode 100644 index 0000000..3ed579c --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-merge-commit.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: d66974de348b8d41b86abdb075dc8b86 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-push.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-push.sample new file mode 100755 index 0000000..4ce688d --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-push.sample @@ -0,0 +1,53 @@ +#!/bin/sh + +# An example hook script to verify what is about to be pushed. Called by "git +# push" after it has checked the remote status, but before anything has been +# pushed. If this script exits with a non-zero status nothing will be pushed. +# +# This hook is called with the following parameters: +# +# $1 -- Name of the remote to which the push is being done +# $2 -- URL to which the push is being done +# +# If pushing without using a named remote those arguments will be equal. +# +# Information about the commits which are being pushed is supplied as lines to +# the standard input in the form: +# +# +# +# This sample shows how to prevent push of commits where the log message starts +# with "WIP" (work in progress). + +remote="$1" +url="$2" + +zero=$(git hash-object --stdin &2 "Found WIP commit in $local_ref, not pushing" + exit 1 + fi + fi +done + +exit 0 diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-push.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-push.sample.meta new file mode 100644 index 0000000..69ecbc6 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-push.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 3dacd99b30766586cbb7f6eb39bc3101 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-rebase.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-rebase.sample new file mode 100755 index 0000000..6cbef5c --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-rebase.sample @@ -0,0 +1,169 @@ +#!/bin/sh +# +# Copyright (c) 2006, 2008 Junio C Hamano +# +# The "pre-rebase" hook is run just before "git rebase" starts doing +# its job, and can prevent the command from running by exiting with +# non-zero status. +# +# The hook is called with the following parameters: +# +# $1 -- the upstream the series was forked from. +# $2 -- the branch being rebased (or empty when rebasing the current branch). +# +# This sample shows how to prevent topic branches that are already +# merged to 'next' branch from getting rebased, because allowing it +# would result in rebasing already published history. + +publish=next +basebranch="$1" +if test "$#" = 2 +then + topic="refs/heads/$2" +else + topic=`git symbolic-ref HEAD` || + exit 0 ;# we do not interrupt rebasing detached HEAD +fi + +case "$topic" in +refs/heads/??/*) + ;; +*) + exit 0 ;# we do not interrupt others. + ;; +esac + +# Now we are dealing with a topic branch being rebased +# on top of master. Is it OK to rebase it? + +# Does the topic really exist? +git show-ref -q "$topic" || { + echo >&2 "No such branch $topic" + exit 1 +} + +# Is topic fully merged to master? +not_in_master=`git rev-list --pretty=oneline ^master "$topic"` +if test -z "$not_in_master" +then + echo >&2 "$topic is fully merged to master; better remove it." + exit 1 ;# we could allow it, but there is no point. +fi + +# Is topic ever merged to next? If so you should not be rebasing it. +only_next_1=`git rev-list ^master "^$topic" ${publish} | sort` +only_next_2=`git rev-list ^master ${publish} | sort` +if test "$only_next_1" = "$only_next_2" +then + not_in_topic=`git rev-list "^$topic" master` + if test -z "$not_in_topic" + then + echo >&2 "$topic is already up to date with master" + exit 1 ;# we could allow it, but there is no point. + else + exit 0 + fi +else + not_in_next=`git rev-list --pretty=oneline ^${publish} "$topic"` + /usr/bin/perl -e ' + my $topic = $ARGV[0]; + my $msg = "* $topic has commits already merged to public branch:\n"; + my (%not_in_next) = map { + /^([0-9a-f]+) /; + ($1 => 1); + } split(/\n/, $ARGV[1]); + for my $elem (map { + /^([0-9a-f]+) (.*)$/; + [$1 => $2]; + } split(/\n/, $ARGV[2])) { + if (!exists $not_in_next{$elem->[0]}) { + if ($msg) { + print STDERR $msg; + undef $msg; + } + print STDERR " $elem->[1]\n"; + } + } + ' "$topic" "$not_in_next" "$not_in_master" + exit 1 +fi + +<<\DOC_END + +This sample hook safeguards topic branches that have been +published from being rewound. + +The workflow assumed here is: + + * Once a topic branch forks from "master", "master" is never + merged into it again (either directly or indirectly). + + * Once a topic branch is fully cooked and merged into "master", + it is deleted. If you need to build on top of it to correct + earlier mistakes, a new topic branch is created by forking at + the tip of the "master". This is not strictly necessary, but + it makes it easier to keep your history simple. + + * Whenever you need to test or publish your changes to topic + branches, merge them into "next" branch. + +The script, being an example, hardcodes the publish branch name +to be "next", but it is trivial to make it configurable via +$GIT_DIR/config mechanism. + +With this workflow, you would want to know: + +(1) ... if a topic branch has ever been merged to "next". Young + topic branches can have stupid mistakes you would rather + clean up before publishing, and things that have not been + merged into other branches can be easily rebased without + affecting other people. But once it is published, you would + not want to rewind it. + +(2) ... if a topic branch has been fully merged to "master". + Then you can delete it. More importantly, you should not + build on top of it -- other people may already want to + change things related to the topic as patches against your + "master", so if you need further changes, it is better to + fork the topic (perhaps with the same name) afresh from the + tip of "master". + +Let's look at this example: + + o---o---o---o---o---o---o---o---o---o "next" + / / / / + / a---a---b A / / + / / / / + / / c---c---c---c B / + / / / \ / + / / / b---b C \ / + / / / / \ / + ---o---o---o---o---o---o---o---o---o---o---o "master" + + +A, B and C are topic branches. + + * A has one fix since it was merged up to "next". + + * B has finished. It has been fully merged up to "master" and "next", + and is ready to be deleted. + + * C has not merged to "next" at all. + +We would want to allow C to be rebased, refuse A, and encourage +B to be deleted. + +To compute (1): + + git rev-list ^master ^topic next + git rev-list ^master next + + if these match, topic has not merged in next at all. + +To compute (2): + + git rev-list master..topic + + if this is empty, it is fully merged to "master". + +DOC_END diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-rebase.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-rebase.sample.meta new file mode 100644 index 0000000..44e04cf --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-rebase.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 0105f874d994a3c9db57b4954126a87d +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-receive.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-receive.sample new file mode 100755 index 0000000..a1fd29e --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-receive.sample @@ -0,0 +1,24 @@ +#!/bin/sh +# +# An example hook script to make use of push options. +# The example simply echoes all push options that start with 'echoback=' +# and rejects all pushes when the "reject" push option is used. +# +# To enable this hook, rename this file to "pre-receive". + +if test -n "$GIT_PUSH_OPTION_COUNT" +then + i=0 + while test "$i" -lt "$GIT_PUSH_OPTION_COUNT" + do + eval "value=\$GIT_PUSH_OPTION_$i" + case "$value" in + echoback=*) + echo "echo from the pre-receive-hook: ${value#*=}" >&2 + ;; + reject) + exit 1 + esac + i=$((i + 1)) + done +fi diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/pre-receive.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-receive.sample.meta new file mode 100644 index 0000000..4bae74f --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/pre-receive.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 527a8baee4d6084aeb00666a4ac48722 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/prepare-commit-msg.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/prepare-commit-msg.sample new file mode 100755 index 0000000..10fa14c --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/prepare-commit-msg.sample @@ -0,0 +1,42 @@ +#!/bin/sh +# +# An example hook script to prepare the commit log message. +# Called by "git commit" with the name of the file that has the +# commit message, followed by the description of the commit +# message's source. The hook's purpose is to edit the commit +# message file. If the hook fails with a non-zero status, +# the commit is aborted. +# +# To enable this hook, rename this file to "prepare-commit-msg". + +# This hook includes three examples. The first one removes the +# "# Please enter the commit message..." help message. +# +# The second includes the output of "git diff --name-status -r" +# into the message, just before the "git status" output. It is +# commented because it doesn't cope with --amend or with squashed +# commits. +# +# The third example adds a Signed-off-by line to the message, that can +# still be edited. This is rarely a good idea. + +COMMIT_MSG_FILE=$1 +COMMIT_SOURCE=$2 +SHA1=$3 + +/usr/bin/perl -i.bak -ne 'print unless(m/^. Please enter the commit message/..m/^#$/)' "$COMMIT_MSG_FILE" + +# case "$COMMIT_SOURCE,$SHA1" in +# ,|template,) +# /usr/bin/perl -i.bak -pe ' +# print "\n" . `git diff --cached --name-status -r` +# if /^#/ && $first++ == 0' "$COMMIT_MSG_FILE" ;; +# *) ;; +# esac + +# SOB=$(git var GIT_COMMITTER_IDENT | sed -n 's/^\(.*>\).*$/Signed-off-by: \1/p') +# git interpret-trailers --in-place --trailer "$SOB" "$COMMIT_MSG_FILE" +# if test -z "$COMMIT_SOURCE" +# then +# /usr/bin/perl -i.bak -pe 'print "\n" if !$first_line++' "$COMMIT_MSG_FILE" +# fi diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/prepare-commit-msg.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/prepare-commit-msg.sample.meta new file mode 100644 index 0000000..73be7d5 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/prepare-commit-msg.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 14646dd08a0bb9aa5b63e6c30f0439cd +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/push-to-checkout.sample b/Assets/StreamingAssets/MergeFace/_git/hooks/push-to-checkout.sample new file mode 100755 index 0000000..af5a0c0 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/push-to-checkout.sample @@ -0,0 +1,78 @@ +#!/bin/sh + +# An example hook script to update a checked-out tree on a git push. +# +# This hook is invoked by git-receive-pack(1) when it reacts to git +# push and updates reference(s) in its repository, and when the push +# tries to update the branch that is currently checked out and the +# receive.denyCurrentBranch configuration variable is set to +# updateInstead. +# +# By default, such a push is refused if the working tree and the index +# of the remote repository has any difference from the currently +# checked out commit; when both the working tree and the index match +# the current commit, they are updated to match the newly pushed tip +# of the branch. This hook is to be used to override the default +# behaviour; however the code below reimplements the default behaviour +# as a starting point for convenient modification. +# +# The hook receives the commit with which the tip of the current +# branch is going to be updated: +commit=$1 + +# It can exit with a non-zero status to refuse the push (when it does +# so, it must not modify the index or the working tree). +die () { + echo >&2 "$*" + exit 1 +} + +# Or it can make any necessary changes to the working tree and to the +# index to bring them to the desired state when the tip of the current +# branch is updated to the new commit, and exit with a zero status. +# +# For example, the hook can simply run git read-tree -u -m HEAD "$1" +# in order to emulate git fetch that is run in the reverse direction +# with git push, as the two-tree form of git read-tree -u -m is +# essentially the same as git switch or git checkout that switches +# branches while keeping the local changes in the working tree that do +# not interfere with the difference between the branches. + +# The below is a more-or-less exact translation to shell of the C code +# for the default behaviour for git's push-to-checkout hook defined in +# the push_to_deploy() function in builtin/receive-pack.c. +# +# Note that the hook will be executed from the repository directory, +# not from the working tree, so if you want to perform operations on +# the working tree, you will have to adapt your code accordingly, e.g. +# by adding "cd .." or using relative paths. + +if ! git update-index -q --ignore-submodules --refresh +then + die "Up-to-date check failed" +fi + +if ! git diff-files --quiet --ignore-submodules -- +then + die "Working directory has unstaged changes" +fi + +# This is a rough translation of: +# +# head_has_history() ? "HEAD" : EMPTY_TREE_SHA1_HEX +if git cat-file -e HEAD 2>/dev/null +then + head=HEAD +else + head=$(git hash-object -t tree --stdin &2 + echo " (if you want, you could supply GIT_DIR then run" >&2 + echo " $0 )" >&2 + exit 1 +fi + +if [ -z "$refname" -o -z "$oldrev" -o -z "$newrev" ]; then + echo "usage: $0 " >&2 + exit 1 +fi + +# --- Config +allowunannotated=$(git config --type=bool hooks.allowunannotated) +allowdeletebranch=$(git config --type=bool hooks.allowdeletebranch) +denycreatebranch=$(git config --type=bool hooks.denycreatebranch) +allowdeletetag=$(git config --type=bool hooks.allowdeletetag) +allowmodifytag=$(git config --type=bool hooks.allowmodifytag) + +# check for no description +projectdesc=$(sed -e '1q' "$GIT_DIR/description") +case "$projectdesc" in +"Unnamed repository"* | "") + echo "*** Project description file hasn't been set" >&2 + exit 1 + ;; +esac + +# --- Check types +# if $newrev is 0000...0000, it's a commit to delete a ref. +zero=$(git hash-object --stdin &2 + echo "*** Use 'git tag [ -a | -s ]' for tags you want to propagate." >&2 + exit 1 + fi + ;; + refs/tags/*,delete) + # delete tag + if [ "$allowdeletetag" != "true" ]; then + echo "*** Deleting a tag is not allowed in this repository" >&2 + exit 1 + fi + ;; + refs/tags/*,tag) + # annotated tag + if [ "$allowmodifytag" != "true" ] && git rev-parse $refname > /dev/null 2>&1 + then + echo "*** Tag '$refname' already exists." >&2 + echo "*** Modifying a tag is not allowed in this repository." >&2 + exit 1 + fi + ;; + refs/heads/*,commit) + # branch + if [ "$oldrev" = "$zero" -a "$denycreatebranch" = "true" ]; then + echo "*** Creating a branch is not allowed in this repository" >&2 + exit 1 + fi + ;; + refs/heads/*,delete) + # delete branch + if [ "$allowdeletebranch" != "true" ]; then + echo "*** Deleting a branch is not allowed in this repository" >&2 + exit 1 + fi + ;; + refs/remotes/*,commit) + # tracking branch + ;; + refs/remotes/*,delete) + # delete tracking branch + if [ "$allowdeletebranch" != "true" ]; then + echo "*** Deleting a tracking branch is not allowed in this repository" >&2 + exit 1 + fi + ;; + *) + # Anything else (is there anything else?) + echo "*** Update hook: unknown type of update to ref $refname of type $newrev_type" >&2 + exit 1 + ;; +esac + +# --- Finished +exit 0 diff --git a/Assets/StreamingAssets/MergeFace/_git/hooks/update.sample.meta b/Assets/StreamingAssets/MergeFace/_git/hooks/update.sample.meta new file mode 100644 index 0000000..6010b51 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/hooks/update.sample.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: de2d28b32ad95a729a5c6d4c5344b53f +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/index b/Assets/StreamingAssets/MergeFace/_git/index new file mode 100644 index 0000000..876ae7f Binary files /dev/null and b/Assets/StreamingAssets/MergeFace/_git/index differ diff --git a/Assets/StreamingAssets/MergeFace/_git/index.meta b/Assets/StreamingAssets/MergeFace/_git/index.meta new file mode 100644 index 0000000..4db221f --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/index.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 905f36edaeb2025daa14fa7a683ccfe8 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/info.meta b/Assets/StreamingAssets/MergeFace/_git/info.meta new file mode 100644 index 0000000..3fce887 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/info.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: de4a6ff4289ad5b9299022643e21aae2 +folderAsset: yes +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/info/exclude b/Assets/StreamingAssets/MergeFace/_git/info/exclude new file mode 100644 index 0000000..a5196d1 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/info/exclude @@ -0,0 +1,6 @@ +# git ls-files --others --exclude-from=.git/info/exclude +# Lines that start with '#' are comments. +# For a project mostly in C, the following would be a good set of +# exclude patterns (uncomment them if you want to use them): +# *.[oa] +# *~ diff --git a/Assets/StreamingAssets/MergeFace/_git/info/exclude.meta b/Assets/StreamingAssets/MergeFace/_git/info/exclude.meta new file mode 100644 index 0000000..d8719df --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/info/exclude.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 71a0184dcb8b6e2abad58d4f9547b9a8 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/_git/logs.meta b/Assets/StreamingAssets/MergeFace/_git/logs.meta new file mode 100644 index 0000000..7f319a5 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/_git/logs.meta @@ -0,0 +1,8 @@ +fileFormatVersion: 2 +guid: 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index 0000000..223cc12 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/main.py @@ -0,0 +1,335 @@ +import cv2 +import numpy as np +import supervision as sv + +from pathlib import Path + +from numpy.testing import assert_allclose +from boxmot import ( + StrongSORT, BoTSORT, DeepOCSORT, OCSORT, BYTETracker, get_tracker_config, create_tracker, +) + +from ultralytics import YOLO + +import math + +import UdpComms as U +import imutils +import base64 + +import gspread + +from novita_client import NovitaClient +from novita_client.utils import base64_to_image + +import random +import AgeGenderPrediction + + +class MainProgram: + def __init__(self, face_model_path, model_path, reid_weights, tracker_type="deepocsort"): + self.face_model_path = face_model_path + self.model_path = model_path + + self.face_model = YOLO(face_model_path) + self.person_model = YOLO(model_path) + + self.reid_weights = reid_weights + + self.tracker_conf = get_tracker_config(tracker_type) + + self.sock = U.UdpComms(udpIP="192.168.1.122", portTX=8000, portRX=8001, enableRX=True, suppressWarnings=True) + + self.tracker = create_tracker( + tracker_type=tracker_type, + tracker_config=self.tracker_conf, + reid_weights=reid_weights, + device='0', + half=False, + per_class=False + ) + + self.send_data_unity: dict = { + "PassBy": False, + "Engage": False, + "Ready": False, + "Gender": None, + "AgeMin": None, + "AgeMax": None, + "GenerateImageSuccess": False, + "Description": "" + } + + self.focus_id = None + + self.frame_count_remove_idx = 0 + + sa = gspread.service_account("key.json") + sh = sa.open("TestData") + + wks = sh.worksheet("Sheet1") + + self.all_record = wks.get_all_records() + + self.client = NovitaClient("9f0372e5-7335-45bc-9773-2bf6516aedbb") + + self.ready_success = False + + self.show_success = False + + self.check_save, self.check_generate = False, False + + def convertFrame(self, frame) -> str: + encode_param = [int(cv2.IMWRITE_JPEG_QUALITY), 90] + frame = imutils.resize(frame, width=512) + result, encoded_frame = cv2.imencode('.jpg', frame, encode_param) + jpg_as_text = base64.b64encode(encoded_frame.tobytes()) + + return jpg_as_text.decode('utf-8') + + def get_image(self): + ran_num = random.randint(0, len(self.all_record) - 1) + + image_url = self.all_record[ran_num]["Image link"] + des = self.all_record[ran_num]["Note"] + + return image_url, des + + def generate_image(self): + image_url, des = self.get_image() + + res = self.client.merge_face( + image=image_url, + face_image="./image/output.jpg", + ) + + base64_to_image(res.image_file).save("./image/merge_face.png") + + self.send_data_unity["Description"] = des + self.send_data_unity["GenerateImageSuccess"] = True + self.send_data_unity["StreamingData"] = "./Assets/StreamingAssets/MergeFace/image/merge_face.png" + + def predict_age_and_gender(self): + image_predict = cv2.imread("./image/output.jpg") + if AgeGenderPrediction.Prediction(image_predict): + + self.send_data_unity["Gender"] = AgeGenderPrediction.Prediction(image_predict)[0] + self.send_data_unity["AgeMin"] = int( + AgeGenderPrediction.Prediction(image_predict)[1].split("-")[0]) + self.send_data_unity["AgeMax"] = int( + AgeGenderPrediction.Prediction(image_predict)[1].split("-")[1]) + + else: + self.send_data_unity["Gender"] = None + self.send_data_unity["AgeMin"] = None + self.send_data_unity["AgeMax"] = None + + def get_face_bbox(self, frame): + outs = self.face_model(frame) + results = sv.Detections.from_ultralytics(outs[0]) + bbox = results.xyxy.astype(np.int_) + conf = results.confidence.astype(np.float32) + + return np.concatenate((bbox,conf[:,np.newaxis]),axis=1) + + def get_person_bbox(self, frame): + # Perform object detection with YOLOv8 class = 0 indicate person class + outs = self.person_model(frame, classes=[0], conf=0.7) + if not outs[0].boxes.xyxy.tolist(): + detection = np.empty((0, 6)) + # Extract relevant information from detections for boxmot + else: + boxes = outs[0].boxes.xyxy.tolist() + classes = outs[0].boxes.cls.tolist() + confidences = outs[0].boxes.conf.tolist() + detection = np.array([box + [conf, cls] for box, conf, cls in zip(boxes, confidences, classes)]) + + return detection + + def check_engage(self, x1, x2): + if not (x1 > self.red_zone_width[1] or x2 < self.red_zone_width[0]): + return True + + return False + + def cropped_image(self, frame, x1, y1, x2, y2): + return frame[y1: y2, x1: x2] + + def check_ready(self, x1, y1, x2, y2, frame): + person_frame = self.cropped_image(frame, x1, y1, x2, y2) + + # Perform face detection + face_detections = self.get_face_bbox(person_frame) + + for (x1_face, y1_face, x2_face, y2_face, _) in face_detections: + center_face_point = (int((x2_face - x1_face) / 2) + int(x1_face) + x1, + int((y2_face - y1_face) / 2) + int(y1_face) + y1) + + cv2.rectangle(self.frame_to_show, (int(x1_face) + x1, int(y1_face)) + y1, + (int(x2_face) + x1, int(y2_face) + y1), (0, 255, 255), 1) + + cv2.circle(self.frame_to_show, center_face_point, 5, (255, 0, 255), -1) + + dis = math.sqrt((center_face_point[0] - self.face_zone_center_point[0])**2 + + (center_face_point[1] - self.face_zone_center_point[1])**2) + + if dis < 30: + return True + + return False + + def person_process(self, frame): + # Perform person detection + person_detections = self.get_person_bbox(frame) + + # Update the tracker with person detections + tracked_objects = self.tracker.update(person_detections, frame) + + track_list = [] + + frame_to_crop = frame.copy() + + engage = False + + for track in tracked_objects.astype(int): + x1, y1, x2, y2, track_id, conf, cls, _ = track + track_list.append(track_id) + cv2.rectangle(self.frame_to_show, (x1, y1), (x2, y2), (0, 255, 0), 2) + cv2.putText(self.frame_to_show, f"ID: {track_id} Conf: {conf:.2f}", (x1, y1 - 10), + cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2) + + cv2.rectangle(self.frame_to_show, (self.red_zone_width[0], self.red_zone_height[0]), + (self.red_zone_width[1], self.red_zone_height[1]), (255, 0, 0), 2) + + if not engage: + engage = self.check_engage(x1, x2) + + if not self.focus_id: + self.focus_id = track_id if self.check_ready(x1, y1, x2, y2, frame_to_crop) else None + + elif track_id != self.focus_id: + continue + + else: + received_data = self.sock.ReadReceivedData() + + if received_data == "Begin": + self.ready_success = True + + if not self.ready_success: + self.focus_id = track_id if self.check_ready(x1, y1, x2, y2, frame_to_crop) else None + self.send_data_unity["Ready"] = True + + elif not self.check_save: + print("Save Image") + cv2.imwrite("./image/output.jpg", self.cropped_image(frame, x1, y1, x2, y2)) + self.check_save = True + + elif not self.check_generate: + print(self.send_data_unity["Gender"]) + if str(self.send_data_unity["Gender"]) == "None": + print("Predict age and gender") + self.predict_age_and_gender() + + else: + print("Generate Image") + self.generate_image() + self.check_generate = True + + elif self.show_success: + self.check_save = False + self.check_generate = False + + if track_list: + self.send_data_unity["PassBy"] = True + self.send_data_unity["Engage"] = engage + + else: + self.send_data_unity["Engage"] = False + self.send_data_unity["PassBy"] = False + self.send_data_unity["Ready"] = False + + if self.focus_id not in track_list: + if self.frame_count_remove_idx == 20: + self.frame_count_remove_idx = 0 + self.focus_id = None + + else: + self.frame_count_remove_idx += 1 + + else: + self.frame_count_remove_idx = 0 + + cv2.putText(self.frame_to_show, f"Focus id: {self.focus_id}", (20, 20), cv2.FONT_HERSHEY_SIMPLEX, + 1.0, (0, 255, 255), 2) + + def __call__(self): + cap = cv2.VideoCapture(0) + + while cap.isOpened(): + + self.frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH)) + self.frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT)) + + self.center_point = (int(int(self.frame_width) / 2), int(int(self.frame_height) / 2)) + + self.red_zone_width = (self.center_point[0] - 250, self.center_point[0] + 250) + self.red_zone_height = (self.center_point[1] - 50, self.frame_height) + + self.face_zone_width = (self.center_point[0] - 150, self.center_point[0] + 150) + self.face_zone_height = (self.center_point[1] - 200, self.center_point[1]) + + self.face_zone_center_point = (int((self.face_zone_width[1] - self.face_zone_width[0]) / 2) + self.face_zone_width[0], + int((self.face_zone_height[1] - self.face_zone_height[0]) / 2) + self.face_zone_height[0]) + + ret, frame = cap.read() + + if not ret: + continue + + frame_to_handle = frame.copy() + self.frame_to_show = frame.copy() + + self.person_process(frame_to_handle) + + if not self.send_data_unity["GenerateImageSuccess"]: + # cv2.imwrite("./image/face_zone.jpg", self.cropped_image(frame, self.face_zone_width[0], + # self.face_zone_height[0], + # self.face_zone_width[1], + # self.face_zone_height[1])) + # self.send_data_unity["StreamingData"] = "./Assets/StreamingAssets/MergeFace/image/face_zone.jpg" + + self.send_data_unity["StreamingData"] = self.convertFrame(self.cropped_image(frame, + self.face_zone_width[0], + self.face_zone_height[0], + self.face_zone_width[1], + self.face_zone_height[1])) + + self.sock.SendData(self.send_data_unity) + + cv2.rectangle(self.frame_to_show, (self.face_zone_width[0], self.face_zone_height[0]), + (self.face_zone_width[1], self.face_zone_height[1]), + (0, 255, 255), 2) + + cv2.circle(self.frame_to_show, self.face_zone_center_point, 5, (255, 255, 0), -1) + + cv2.imshow("Output", self.frame_to_show) + + if cv2.waitKey(1) & 0xFF == ord("q"): + break + + cap.release() + cv2.destroyAllWindows() + + +if __name__ == "__main__": + print("Starting python...") + face_model_path = "face_detect.pt" + model_path = "yolov8n.pt" + + tracker_type = "deepocsort" + reid_weights = Path('osnet_x0_25_msmt17.pt') + + run_main_program = MainProgram(face_model_path, model_path, reid_weights, tracker_type) + + run_main_program() diff --git a/Assets/StreamingAssets/MergeFace/main.py.meta b/Assets/StreamingAssets/MergeFace/main.py.meta new file mode 100644 index 0000000..f037ddb --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/main.py.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: d25b1dd01bf556baca4b458319e452a4 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/merge_face.png b/Assets/StreamingAssets/MergeFace/merge_face.png new file mode 100644 index 0000000..2cc8ccb Binary files /dev/null and b/Assets/StreamingAssets/MergeFace/merge_face.png differ diff --git a/Assets/StreamingAssets/MergeFace/merge_face.png.meta b/Assets/StreamingAssets/MergeFace/merge_face.png.meta new file mode 100644 index 0000000..2234cec --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/merge_face.png.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 522eddac814b4cb489a9aa6dad71b96b +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/osnet_x0_25_msmt17.pt b/Assets/StreamingAssets/MergeFace/osnet_x0_25_msmt17.pt new file mode 100644 index 0000000..f80a348 Binary files /dev/null and b/Assets/StreamingAssets/MergeFace/osnet_x0_25_msmt17.pt differ diff --git a/Assets/StreamingAssets/MergeFace/osnet_x0_25_msmt17.pt.meta b/Assets/StreamingAssets/MergeFace/osnet_x0_25_msmt17.pt.meta new file mode 100644 index 0000000..e62eeda --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/osnet_x0_25_msmt17.pt.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 6e7027394e5087df988328f74a5d9c11 +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/run.sh b/Assets/StreamingAssets/MergeFace/run.sh new file mode 100755 index 0000000..f6fc426 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/run.sh @@ -0,0 +1,3 @@ +#!/bin/sh + +/home/sangta/anaconda3/envs/gadbot/bin/python main.py diff --git a/Assets/StreamingAssets/MergeFace/run.sh.meta b/Assets/StreamingAssets/MergeFace/run.sh.meta new file mode 100644 index 0000000..9cf5347 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/run.sh.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: 02f98e3bd7e8530b790985ab85e6e98a +DefaultImporter: + externalObjects: {} + userData: + assetBundleName: + assetBundleVariant: diff --git a/Assets/StreamingAssets/MergeFace/sang.jpg b/Assets/StreamingAssets/MergeFace/sang.jpg new file mode 100644 index 0000000..9cccd44 Binary files /dev/null and b/Assets/StreamingAssets/MergeFace/sang.jpg differ diff --git a/Assets/StreamingAssets/MergeFace/sang.jpg.meta b/Assets/StreamingAssets/MergeFace/sang.jpg.meta new file mode 100644 index 0000000..ff72f14 --- /dev/null +++ b/Assets/StreamingAssets/MergeFace/sang.jpg.meta @@ -0,0 +1,7 @@ +fileFormatVersion: 2 +guid: c4da7821dddddef2998e3c1407178fe1 +DefaultImporter: + externalObjects: {} + 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