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zzva`(&)GDta1&JSh<pmLUH)HKE&nZ(sr7(Nbv0D(qx!FS7(IfLSCPw=HF^9Wzsgbx diff --git a/split_mnist.py b/split_mnist.py index bd108f1..0e7d151 100644 --- a/split_mnist.py +++ b/split_mnist.py @@ -10,8 +10,7 @@ from utils.predict_utils import get_task_likelihood, get_test_acc PATH = './results/%s/' % conf.dataset_name -epochs = 50 -latent_dim = 250 +epochs = 10 output_dim = 10 verbose = 0 @@ -33,8 +32,8 @@ model = Model(inputs=[inputs, task_input], outputs=[clf, task_output]) model.compile(loss=['categorical_crossentropy', 'mse'], optimizer='adam', metrics=['accuracy', 'mse'], loss_weights=[1, 4]) -tlh = [] # Task Likelihood -tlh_std = [] # Standard Deviation of Task Likelihood +tlh = [] # Task Likelihood +tlh_std = [] # Standard Deviation of Task Likelihood test_acc = [] for task_idx in range(conf.num_tasks): # Learn a new task @@ -45,14 +44,15 @@ for task_idx in range(conf.num_tasks): tlh_std.append(std) # Get the likelihood of the next task if task_idx < conf.num_tasks - 1: - mean, std = get_task_likelihood(model, learned_task=task_idx, test_task=task_idx+1, data_loader=data_loader) + mean, std = get_task_likelihood(model, learned_task=task_idx, test_task=task_idx + 1, data_loader=data_loader) tlh.append(mean) tlh_std.append(std) # Run 200 times to get the test accuracy (for drawing the figure) for _ in range(conf.num_runs): - test_acc.append(get_test_acc(model,data_loader,test_on_whole_set=False)) + test_acc.append(get_test_acc(model, learned_task=task_idx, data_loader=data_loader, test_on_whole_set=False)) # Print the average test accuracy across all the tasks - print('Learned %dth Task, Average test accuracy on all the task : %.3f'%(task_idx,get_test_acc(model, data_loader, test_on_whole_set=True))) + print('Learned %dth Task, Average test accuracy on all the task : %.3f' % ( + task_idx, get_test_acc(model, learned_task=task_idx, data_loader=data_loader, test_on_whole_set=True))) def paa(sample, w=None): diff --git a/utils/__pycache__/predict_utils.cpython-36.pyc b/utils/__pycache__/predict_utils.cpython-36.pyc index f37f7415c433357c3ef575205da3c3e5053e97e8..ede71aa1a0f772c2a971eb43ca801e7a7a7c968b 100644 GIT binary patch delta 476 zcmXv~Jxc>Y5S`iEz1#bWNyJFh!a~6aHW7k_g`ky{osAI!OM)kaxL%QB&WJ&<2?Xw! z<nP#8TKNy0y^w`rX5X86Z<w;NYDDL08vUxjzKmDVmzqgfzZxgaan131ivS}i<PxVB zIpmm$Io`k$`zM7W&vr><9w~!H7;oV{h{7*|achlow`5#yaMsZr;q*NRLZf!UY4s;X zl&j32QIG}3Z&xNGwkcwxC^lf=Q&2P%mq3td@+q#^gmf0>ZZxLEs5Tg7f`#B!^n#}m zC}dt`3A3!aW*z?Wcn^%Hq}fAPRmj!AHP>i8qK)sw7};W(z{$^XD0n$1$bZK^v(0Ad zeJE0rSx9MR?b&8tCt2AwE4v2C^2a}Gdwf;PM}-brcX3V)mzrfKxZC+w6Z<sIZQ`Js qJ>q1K%a7m<PfFC=drfR%9cy@q2O`1<uQ((o!uHBj-NRlv(A|I5L1BFW delta 460 zcmYLFu}T9$5S`h(+uhsT#hl2&sf9%v12&OplS0tKQn0W|x+Q@XM9(Wy%q2w-YyyF6 z{fYE`fWKntA2@f1xbSvn-|W0M%r2=Ca~{X$3%{qIW@p}ml?UyKIcUZ;<8_Pxb11zn zE(Qe@=)@XtV2jhk(kGD*37tp2MJueg@g|}SO8JzwEdTbI_y2g-Q4GCU{wqzN%diNX zB)M|R23cb<XOq%cNydVOH$mY{jDf&u3dl6o4k;HFhFd$-u`&ZIt=b44L~pnofi%|x z7jczU+iK0fOdf#wm=t@cCexhh;y!R)(oG8wQj2lE$1<vxU*k;haJ8Up#U9y)WIOZ` zlo5F@q^PmjZ!CJ`RX_49;|)SyFZUF4zYR$plIl|3g?Uuxao(>!)N;`02cVA!j8vq2 c``E*j(Zv%y76uJoVOQj%>Q-Ois9NdaFR)@;UH||9 diff --git a/utils/predict_utils.py b/utils/predict_utils.py index 0c254a9..1b2e82c 100644 --- a/utils/predict_utils.py +++ b/utils/predict_utils.py @@ -45,7 +45,7 @@ def get_task_likelihood(model, learned_task, test_task, data_loader): task_likelihood_var[np.argmax(task_likelihood, axis=0), np.arange(task_likelihood_var.shape[1])] -def get_test_acc(model, data_loader, test_on_whole_set=True): +def get_test_acc(model, learned_task, data_loader, test_on_whole_set=True, verbose=0): test_acc = [] for task_idx in range(conf.num_tasks): if test_on_whole_set: @@ -54,7 +54,7 @@ def get_test_acc(model, data_loader, test_on_whole_set=True): x, y = data_loader.sample(task_idx, batch_size=conf.test_batch_size, dataset='test') res = [] pred = [] - for test_idx in range(conf.num_tasks): + for test_idx in range(learned_task+1): task_input = np.zeros([y.shape[0], conf.num_tasks]) task_input[:, test_idx] = 1 prediction = model.predict([x, task_input]) @@ -66,4 +66,7 @@ def get_test_acc(model, data_loader, test_on_whole_set=True): acc = np.sum(pred[np.argmax(res, axis=0), np.arange(pred.shape[1])] == np.argmax(y, axis=1)) / y.shape[0] test_acc.append(acc) + if verbose: + print('Test accuracy on all the tasks : ', test_acc) + return np.mean(test_acc) -- GitLab