From 64282bda3aa8110d82de92f3158af0b736201b47 Mon Sep 17 00:00:00 2001 From: "Harle, Antoine (Contracteur)" Date: Tue, 19 Nov 2019 15:37:29 -0500 Subject: [PATCH] Borne mag + Regularisation mag --- higher/datasets.py | 4 +- higher/dataug.py | 27 +++-- ...F)-LeNet)-2 epochs (dataug:0)- 0 in_it.png | Bin 39365 -> 0 bytes ...F)-LeNet)-2 epochs (dataug:0)- 0 in_it.png | Bin 37851 -> 0 bytes ...-LeNet)-2 epochs (dataug:0)- 10 in_it.json | 72 ------------- ...)-LeNet)-3 epochs (dataug:0)- 0 in_it.json | 95 ------------------ higher/res/log/LeNet-3 epochs.json | 34 ------- higher/test_dataug.py | 19 ++-- higher/train_utils.py | 15 +-- higher/utils.py | 5 + 10 files changed, 43 insertions(+), 228 deletions(-) delete mode 100644 higher/res/Aug_mod(Data_augV4(Uniform-1 TF)-LeNet)-2 epochs (dataug:0)- 0 in_it.png delete mode 100644 higher/res/Aug_mod(Data_augV4(Uniform-2 TF)-LeNet)-2 epochs (dataug:0)- 0 in_it.png delete mode 100644 higher/res/log/Aug_mod(Data_augV4(Uniform-14 TF x 2)-LeNet)-2 epochs (dataug:0)- 10 in_it.json delete mode 100644 higher/res/log/Aug_mod(Data_augV4(Uniform-14 TF x 2)-LeNet)-3 epochs (dataug:0)- 0 in_it.json delete mode 100644 higher/res/log/LeNet-3 epochs.json diff --git a/higher/datasets.py b/higher/datasets.py index 17be0ff..7d0589f 100644 --- a/higher/datasets.py +++ b/higher/datasets.py @@ -38,8 +38,8 @@ data_test = torchvision.datasets.CIFAR10( "./data", train=False, download=True, transform=transform ) #''' -#train_subset_indices=range(int(len(data_train)/2)) -train_subset_indices=range(BATCH_SIZE*10) +train_subset_indices=range(int(len(data_train)/2)) +#train_subset_indices=range(BATCH_SIZE*10) val_subset_indices=range(int(len(data_train)/2),len(data_train)) dl_train = torch.utils.data.DataLoader(data_train, batch_size=BATCH_SIZE, shuffle=False, sampler=SubsetRandomSampler(train_subset_indices)) diff --git a/higher/dataug.py b/higher/dataug.py index 1726936..b80de85 100644 --- a/higher/dataug.py +++ b/higher/dataug.py @@ -114,7 +114,7 @@ class Data_augV2(nn.Module): #Methode exacte return kornia.warp_affine(x, M, dsize=(x.shape[2], x.shape[3])) #dsize=(h, w) - def adjust_prob(self): #Detach from gradient ? + def adjust_param(self): #Detach from gradient ? self._params['prob'].data = self._params['prob'].clamp(min=0.0,max=1.0) #print('proba',self._params['prob']) self._params['prob'].data = self._params['prob']/sum(self._params['prob']) #Contrainte sum(p)=1 @@ -262,7 +262,7 @@ class Data_augV3(nn.Module): #Echantillonage uniforme/Mixte # warp the original image by the found transform return kornia.warp_perspective(x, M, dsize=(h, w)) - def adjust_prob(self, soft=False): #Detach from gradient ? + def adjust_param(self, soft=False): #Detach from gradient ? if soft : self._params['prob'].data=F.softmax(self._params['prob'].data, dim=0) #Trop 'soft', bloque en dist uniforme si lr trop faible @@ -478,7 +478,7 @@ class Data_augV4(nn.Module): #Transformations avec mask ''' return x - def adjust_prob(self, soft=False): #Detach from gradient ? + def adjust_param(self, soft=False): #Detach from gradient ? if soft : self._params['prob'].data=F.softmax(self._params['prob'].data, dim=0) #Trop 'soft', bloque en dist uniforme si lr trop faible @@ -549,15 +549,22 @@ class Data_augV5(nn.Module): #Optimisation jointe (mag, proba) self._params = nn.ParameterDict({ "prob": nn.Parameter(torch.ones(self._nb_tf)/self._nb_tf), #Distribution prob uniforme "mag" : nn.Parameter(torch.tensor(0.5) if self._shared_mag - else torch.tensor(0.5).expand(self._nb_tf)), #[0, PARAMETER_MAX]/10 + else torch.tensor(0.5).expand(self._nb_tf)), #[0, PARAMETER_MAX] }) - self._samples = [] + #Distribution + self._samples = [] self._mix_dist = False if mix_dist != 0.0: self._mix_dist = True self._mix_factor = max(min(mix_dist, 1.0), 0.0) + #Mag regularisation + if not self._fixed_mag: + ignore={'Identity', 'FlipUD', 'FlipLR', 'Solarize', 'Posterize'} + self._reg_mask=[self._TF.index(t) for t in self._TF if t not in ignore] + self._reg_tgt = torch.full(size=(len(self._reg_mask),), fill_value=TF.PARAMETER_MAX) #Encourage amplitude max + def forward(self, x): if self._data_augmentation: device = x.device @@ -610,18 +617,17 @@ class Data_augV5(nn.Module): #Optimisation jointe (mag, proba) return x - def adjust_prob(self, soft=False): #Detach from gradient ? + def adjust_param(self, soft=False): #Detach from gradient ? if soft : self._params['prob'].data=F.softmax(self._params['prob'].data, dim=0) #Trop 'soft', bloque en dist uniforme si lr trop faible else: - #self._params['prob'].clamp(min=0.0,max=1.0) self._params['prob'].data = F.relu(self._params['prob'].data) #self._params['prob'].data = self._params['prob'].clamp(min=0.0,max=1.0) - self._params['prob'].data = self._params['prob']/sum(self._params['prob']) #Contrainte sum(p)=1 - + #self._params['mag'].data = self._params['mag'].data.clamp(min=0.0,max=TF.PARAMETER_MAX) #Bloque une fois au extreme + self._params['mag'].data = F.relu(self._params['mag'].data) - F.relu(self._params['mag'].data - TF.PARAMETER_MAX) def loss_weight(self): # 1 seule TF @@ -642,6 +648,9 @@ class Data_augV5(nn.Module): #Optimisation jointe (mag, proba) w_loss = torch.sum(w_loss,dim=1) return w_loss + def reg_loss(self, reg_factor=0.005): + #return reg_factor * F.l1_loss(self._params['mag'][self._reg_mask], target=self._reg_tgt, reduction='mean') + return reg_factor * F.mse_loss(self._params['mag'][self._reg_mask], target=self._reg_tgt.to(self._params['mag'].device), reduction='mean') def train(self, mode=None): if mode is None : diff --git a/higher/res/Aug_mod(Data_augV4(Uniform-1 TF)-LeNet)-2 epochs (dataug:0)- 0 in_it.png b/higher/res/Aug_mod(Data_augV4(Uniform-1 TF)-LeNet)-2 epochs (dataug:0)- 0 in_it.png deleted file mode 100644 index 27234e7a34566120a09031e493534a8305ec103f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 39365 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