From 93d91815f50d0af6b2247d24a234f7352b8c4b0b Mon Sep 17 00:00:00 2001 From: "Harle, Antoine (Contracteur)" Date: Wed, 13 Nov 2019 16:18:53 -0500 Subject: [PATCH] Amelioration visualisation des proba --- higher/compare_res.py | 19 +- higher/model.py | 14 +- ...-LeNet)-200 epochs (dataug:0)- 0 in_it.png | Bin 53351 -> 55314 bytes ...LeNet)-200 epochs (dataug:0)- 0 in_it.json | 843 ++++++++++++++---- higher/res/TF_seq_tests_compare.png | Bin 65642 -> 78607 bytes higher/test_dataug.py | 28 +- higher/utils.py | 27 +- 7 files changed, 720 insertions(+), 211 deletions(-) diff --git a/higher/compare_res.py b/higher/compare_res.py index 2509b41..ee6c373 100644 --- a/higher/compare_res.py +++ b/higher/compare_res.py @@ -21,17 +21,22 @@ if __name__ == "__main__": ## Acc, Time, Epochs = f(n_tf) ## fig_name="res/TF_seq_tests_compare" - inner_its = [10] + inner_its = [0] dataug_epoch_starts= [0] - TF_nb = 14 #range(1,14+1) - N_seq_TF= [1, 2, 3, 4] + TF_nb = range(1,14+1) + N_seq_TF= [1] #, 2, 3, 4] fig, ax = plt.subplots(ncols=3, figsize=(30, 8)) for in_it in inner_its: for dataug in dataug_epoch_starts: + + n_tf = TF_nb #filenames =["res/TF_nb_tests/log/Aug_mod(Data_augV4(Uniform-{} TF)-LeNet)-200 epochs (dataug:{})- {} in_it.json".format(n_tf, dataug, in_it) for n_tf in TF_nb] - filenames =["res/TF_nb_tests/log/Aug_mod(Data_augV4(Uniform-{} TF x {})-LeNet)-200 epochs (dataug:{})- {} in_it.json".format(TF_nb, n_tf, dataug, in_it) for n_tf in N_seq_TF] - filenames =["res/TF_nb_tests/log/Aug_mod(Data_augV4(Uniform-{} TF x {})-LeNet)-100 epochs (dataug:{})- {} in_it.json".format(TF_nb, n_tf, dataug, in_it) for n_tf in N_seq_TF] + filenames =["res/TF_nb_tests/log/Aug_mod(Data_augV4(Uniform-{} TF x {})-LeNet)-200 epochs (dataug:{})- {} in_it.json".format(n_tf, 1, dataug, in_it) for n_tf in TF_nb] + + #n_tf = N_seq_TF + #filenames =["res/TF_nb_tests/log/Aug_mod(Data_augV4(Uniform-{} TF x {})-LeNet)-200 epochs (dataug:{})- {} in_it.json".format(TF_nb, n_tf, dataug, in_it) for n_tf in N_seq_TF] + #filenames =["res/TF_nb_tests/log/Aug_mod(Data_augV4(Uniform-{} TF x {})-LeNet)-100 epochs (dataug:{})- {} in_it.json".format(TF_nb, n_tf, dataug, in_it) for n_tf in N_seq_TF] all_data=[] @@ -41,9 +46,7 @@ if __name__ == "__main__": with open(file) as json_file: data = json.load(json_file) all_data.append(data) - - n_tf = N_seq_TF - #n_tf = [len(x["Param_names"]) for x in all_data] + acc = [x["Accuracy"] for x in all_data] epochs = [len(x["Log"]) for x in all_data] time = [x["Time"][0] for x in all_data] diff --git a/higher/model.py b/higher/model.py index fe7e609..3fd6435 100644 --- a/higher/model.py +++ b/higher/model.py @@ -54,6 +54,7 @@ class LeNet(nn.Module): ## Wide ResNet ## #https://github.com/xternalz/WideResNet-pytorch/blob/master/wideresnet.py #https://github.com/arcelien/pba/blob/master/pba/wrn.py +#https://github.com/szagoruyko/wide-residual-networks/blob/master/pytorch/resnet.py class BasicBlock(nn.Module): def __init__(self, in_planes, out_planes, stride, dropRate=0.0): super(BasicBlock, self).__init__() @@ -97,9 +98,10 @@ class WideResNet(nn.Module): def __init__(self, num_classes, wrn_size, depth=28, dropRate=0.0): super(WideResNet, self).__init__() - kernel_size = wrn_size + self.kernel_size = wrn_size + self.depth=depth filter_size = 3 - nChannels = [min(kernel_size, 16), kernel_size, kernel_size * 2, kernel_size * 4] + nChannels = [min(self.kernel_size, 16), self.kernel_size, self.kernel_size * 2, self.kernel_size * 4] strides = [1, 2, 2] # stride for each resblock #nChannels = [16, 16*widen_factor, 32*widen_factor, 64*widen_factor] @@ -137,4 +139,10 @@ class WideResNet(nn.Module): out = self.relu(self.bn1(out)) out = F.avg_pool2d(out, 8) out = out.view(-1, self.nChannels) - return self.fc(out) \ No newline at end of file + return self.fc(out) + + def architecture(self): + return super(WideResNet, self).__str__() + + def __str__(self): + return "WideResNet(s{}-d{})".format(self.kernel_size, self.depth) \ No newline at end of file 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--- a/higher/test_dataug.py +++ b/higher/test_dataug.py @@ -38,13 +38,13 @@ else: if __name__ == "__main__": n_inner_iter = 10 - epochs = 200 + epochs = 2 dataug_epoch_start=0 #### Classic #### ''' - model = LeNet(3,10).to(device) - #model = torchvision.models.resnet18() + #model = LeNet(3,10).to(device) + model = WideResNet(num_classes=10, wrn_size=16).to(device) #model = Augmented_model(Data_augV3(mix_dist=0.0), LeNet(3,10)).to(device) #model.augment(mode=False) @@ -69,31 +69,32 @@ if __name__ == "__main__": tf_dict = {k: TF.TF_dict[k] for k in tf_names} #tf_dict = TF.TF_dict aug_model = Augmented_model(Data_augV4(TF_dict=tf_dict, N_TF=2, mix_dist=0.0), LeNet(3,10)).to(device) + #aug_model = Augmented_model(Data_augV4(TF_dict=tf_dict, N_TF=2, mix_dist=0.0), WideResNet(num_classes=10, wrn_size=160)).to(device) print(str(aug_model), 'on', device_name) #run_simple_dataug(inner_it=n_inner_iter, epochs=epochs) - log= run_dist_dataugV2(model=aug_model, epochs=epochs, inner_it=n_inner_iter, dataug_epoch_start=dataug_epoch_start, print_freq=10, loss_patience=10) + log= run_dist_dataugV2(model=aug_model, epochs=epochs, inner_it=n_inner_iter, dataug_epoch_start=dataug_epoch_start, print_freq=1, loss_patience=10) #### - plot_res(log, fig_name="res/{}-{} epochs (dataug:{})- {} in_it".format(str(aug_model),epochs,dataug_epoch_start,n_inner_iter)) + plot_res(log, fig_name="res/{}-{} epochs (dataug:{})- {} in_it".format(str(aug_model),epochs,dataug_epoch_start,n_inner_iter), param_names=tf_names) print('-'*9) times = [x["time"] for x in log] out = {"Accuracy": max([x["acc"] for x in log]), "Time": (np.mean(times),np.std(times)), "Device": device_name, "Param_names": aug_model.TF_names(), "Log": log} - print(str(aug_model),": acc", out["Accuracy"], "in (s ?):", out["Time"][0], "+/-", out["Time"][1]) + print(str(aug_model),": acc", out["Accuracy"], "in (s?):", out["Time"][0], "+/-", out["Time"][1]) with open("res/log/%s.json" % "{}-{} epochs (dataug:{})- {} in_it".format(str(aug_model),epochs,dataug_epoch_start,n_inner_iter), "w+") as f: json.dump(out, f, indent=True) print('Log :\"',f.name, '\" saved !') - print('Execution Time : %.00f (s ?)'%(time.process_time() - t0)) + print('Execution Time : %.00f (s?)'%(time.process_time() - t0)) print('-'*9) #''' #### TF number tests #### ''' res_folder="res/TF_nb_tests/" - epochs= 100 + epochs= 200 inner_its = [10] dataug_epoch_starts= [0] - TF_nb = [len(TF.TF_dict)] #range(1,len(TF.TF_dict)+1) - N_seq_TF= [1, 2, 3, 4] + TF_nb = range(1,len(TF.TF_dict)+1) #[len(TF.TF_dict)] + N_seq_TF= [1] #[1, 2, 3, 4] try: os.mkdir(res_folder) @@ -106,7 +107,6 @@ if __name__ == "__main__": for dataug_epoch_start in dataug_epoch_starts: print("---Starting dataug", dataug_epoch_start,"---") for n_tf in N_seq_TF: - print("---Starting N_TF", n_tf,"---") for i in TF_nb: keys = list(TF.TF_dict.keys())[0:i] ntf_dict = {k: TF.TF_dict[k] for k in keys} @@ -114,7 +114,7 @@ if __name__ == "__main__": aug_model = Augmented_model(Data_augV4(TF_dict=ntf_dict, N_TF=n_tf, mix_dist=0.0), LeNet(3,10)).to(device) print(str(aug_model), 'on', device_name) #run_simple_dataug(inner_it=n_inner_iter, epochs=epochs) - log= run_dist_dataugV2(model=aug_model, epochs=epochs, inner_it=n_inner_iter, dataug_epoch_start=dataug_epoch_start, print_freq=10, loss_patience=None) + log= run_dist_dataugV2(model=aug_model, epochs=epochs, inner_it=n_inner_iter, dataug_epoch_start=dataug_epoch_start, print_freq=10, loss_patience=10) #### plot_res(log, fig_name=res_folder+"{}-{} epochs (dataug:{})- {} in_it".format(str(aug_model),epochs,dataug_epoch_start,n_inner_iter)) @@ -127,6 +127,4 @@ if __name__ == "__main__": print('Log :\"',f.name, '\" saved !') print('-'*9) - ''' - - \ No newline at end of file + ''' \ No newline at end of file diff --git a/higher/utils.py b/higher/utils.py index bfa0e2e..eb1be55 100644 --- a/higher/utils.py +++ b/higher/utils.py @@ -15,7 +15,7 @@ def print_graph(PyTorch_obj, fig_name='graph'): graph.format = 'svg' #https://graphviz.readthedocs.io/en/stable/manual.html#formats graph.render(fig_name) -def plot_res(log, fig_name='res'): +def plot_res(log, fig_name='res', param_names=None): epochs = [x["epoch"] for x in log] @@ -36,10 +36,13 @@ def plot_res(log, fig_name='res'): ax[2].legend() else : ax[2].set_title('Prob') - for idx, _ in enumerate(log[0]["param"]): - ax[2].plot(epochs,[x["param"][idx] for x in log], label='P'+str(idx)) - ax[2].legend() - #ax[2].legend(('P-0', 'P-45', 'P-180')) + #for idx, _ in enumerate(log[0]["param"]): + #ax[2].plot(epochs,[x["param"][idx] for x in log], label='P'+str(idx)) + if not param_names : param_names = ['P'+str(idx) for idx, _ in enumerate(log[0]["param"])] + proba=[[x["param"][idx] for x in log] for idx, _ in enumerate(log[0]["param"])] + ax[2].stackplot(epochs, proba, labels=param_names) + ax[2].legend(param_names, loc='center left', bbox_to_anchor=(1, 0.5)) + fig_name = fig_name.replace('.',',') plt.savefig(fig_name) @@ -193,6 +196,20 @@ def print_torch_mem(add_info=''): #print(add_info, "-Garbage size :",len(gc.garbage)) + """Simple GPU memory report.""" + + mega_bytes = 1024.0 * 1024.0 + string = add_info + ' memory (MB)' + string += ' | allocated: {}'.format( + torch.cuda.memory_allocated() / mega_bytes) + string += ' | max allocated: {}'.format( + torch.cuda.max_memory_allocated() / mega_bytes) + string += ' | cached: {}'.format(torch.cuda.memory_cached() / mega_bytes) + string += ' | max cached: {}'.format( + torch.cuda.max_memory_cached()/ mega_bytes) + print(string) + + class loss_monitor(): #Voir https://github.com/pytorch/ignite def __init__(self, patience, end_train=1): self.patience = patience