From f95233fe07a54ad656ffdb9c622c1222328d6101 Mon Sep 17 00:00:00 2001 From: widad174 <azzouzi.widad.17@gmail.com> Date: Tue, 31 Oct 2023 20:57:18 +0100 Subject: [PATCH] Update --- __pycache__/knn.cpython-311.pyc | Bin 4904 -> 4902 bytes __pycache__/mlp.cpython-311.pyc | Bin 11101 -> 8436 bytes main.py | 6 +++--- resultats/mlp.png | Bin 106770 -> 96471 bytes tests/__init__.py | 5 +++++ tests/test_distance_matrix.py | 10 ++++++++++ tests/test_evaluate_knn.py | 10 ++++++++++ tests/test_knn_predict.py | 12 ++++++++++++ tests/test_learn_once_cross_entropy.py | 20 ++++++++++++++++++++ tests/test_learn_once_mse.py | 23 +++++++++++++++++++++++ tests/test_mode.py | 8 ++++++++ tests/test_one_hot.py | 8 ++++++++ tests/test_predict_mlp.py | 19 +++++++++++++++++++ tests/test_read_cifar.py | 8 ++++++++ tests/test_run_mlp_training.py | 15 +++++++++++++++ tests/test_softmax.py | 8 ++++++++ tests/test_split_dataset.py | 11 +++++++++++ tests/test_train_mlp.py | 19 +++++++++++++++++++ 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zTDgnAUJd{LvJ$k737oj2q|I_Xs;hs8JqJ~DoWg1<p8I~^egABNGvCQTciE}=b)RR0 zdJUh>|NnE|bJAshds|Rxan9m#PtC8(^UnqQ+fLnl-p(3axp_`jQ}wj_`_lh8D87vf z9~}Yvj$41vgxmT1Z9%1W|FiOkt>VufH1nSW)!d+R%luBk;b#p(3=9qTguz*LrF8xt z!{B8;H(%Y6zW?Kx&6f+#o|8c76I4fi26ZmZPtgqiv^Kw18|1vnDxfh&|GH0;=M<l_ zwES|x*|_M*2~g&k9$R+vS^C_<W0I9WpHBbG|NjI3&m-z~6G2I2O0eI{kAFaI9B#cG z3jOx~DnOl-$jxa_Z{Pn{CVJ13fx)3zd+O<@MSIm585kUrH4!b)>(yEe3=APNu@zc3 zngtjb8s6UMWny4R_z(mcA7x<hb%CrU7-fMvvZJ9ffa&1Lf9B<KZw_dso(FH}@^tlc JS?83{1OO79+tL64 diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..78e3810 --- /dev/null +++ b/tests/__init__.py @@ -0,0 +1,5 @@ +import os +import sys +sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..'))) + + diff --git a/tests/test_distance_matrix.py b/tests/test_distance_matrix.py new file mode 100644 index 0000000..f602997 --- /dev/null +++ b/tests/test_distance_matrix.py @@ -0,0 +1,10 @@ +from knn import * +import numpy as np + +def test_distance_matrix(): + train = np.random.rand(100, 1000) + test = np.random.rand(80, 1000) + dists = distance_matrix(train, test) + assert dists.shape == (100, 80) + +test_distance_matrix() diff --git a/tests/test_evaluate_knn.py b/tests/test_evaluate_knn.py new file mode 100644 index 0000000..c9f1d86 --- /dev/null +++ b/tests/test_evaluate_knn.py @@ -0,0 +1,10 @@ +from knn import * +import numpy as np + +def test_evaluate_knn(): + train = np.random.rand(100, 1000) + test = np.random.rand(80, 1000) + labels_train = np.random.randint(10, size=100) + labels_test = np.random.randint(10, size=80) + accuracy = evaluate_knn_for_k(train, labels_train, test, labels_test, k=3) + assert isinstance(accuracy, float) \ No newline at end of file diff --git a/tests/test_knn_predict.py b/tests/test_knn_predict.py new file mode 100644 index 0000000..01f332e --- /dev/null +++ b/tests/test_knn_predict.py @@ -0,0 +1,12 @@ +from knn import * +import numpy as np + +def test_knn_predict(): + train = np.random.rand(100, 1000) + test = np.random.rand(80, 1000) + labels_train = np.random.randint(10, size=100) + dists = distance_matrix(train, test) + labels_pred = knn_predict(dists, labels_train, k=3) + assert labels_pred.shape == (80,) + +print(test_knn_predict()) \ No newline at end of file diff --git a/tests/test_learn_once_cross_entropy.py b/tests/test_learn_once_cross_entropy.py new file mode 100644 index 0000000..bc45a7c --- /dev/null +++ b/tests/test_learn_once_cross_entropy.py @@ -0,0 +1,20 @@ +from mlp import learn_once_cross_entropy +import numpy as np + +def test_learn_once_cross_entropy(): + + train = np.random.rand(100, 1000) + targets = np.random.randint(10, size=100) + + d_in = train.shape[1] + d_out = 10 + d_h = 4 + + w1 = 2 * np.random.rand(d_in, d_h) - 1 # first layer weights + b1 = np.zeros((1, d_h)) # first layer biaises + w2 = 2 * np.random.rand(d_h, d_out) - 1 # second layer weights + b2 = np.zeros((1, d_out)) # second layer biaises + + w1, b1, w2, b2, loss = learn_once_cross_entropy(w1, b1, w2, b2, train, targets, learning_rate=0.01) + + assert (w1.shape, b1.shape, w2.shape, b2.shape) == ((d_in, d_h), (1, d_h), (d_h, d_out), (1, d_out)) \ No newline at end of file diff --git a/tests/test_learn_once_mse.py b/tests/test_learn_once_mse.py new file mode 100644 index 0000000..09cd3a6 --- /dev/null +++ b/tests/test_learn_once_mse.py @@ -0,0 +1,23 @@ +from mlp import learn_once_mse +import numpy as np + +def test_learn_once_mse(): + + + N = 100 + d_in = 30 + d_out = 1 + d_h = 5 + + train = np.random.rand(N, d_in) + targets = np.random.randint(10, size=(N, d_out)) + + w1 = 2 * np.random.rand(d_in, d_h) - 1 # first layer weights + b1 = np.zeros((1, d_h)) # first layer biaises + w2 = 2 * np.random.rand(d_h, d_out) - 1 # second layer weights + b2 = np.zeros((1, d_out)) # second layer biaises + + w1, b1, w2, b2, loss = learn_once_mse(w1, b1, w2, b2, train, targets, learning_rate=0.01) + + #assert (w1.shape, b1.shape, w2.shape, b2.shape) == ((d_in, d_h), (1, d_h), (d_h, d_out), (1, d_out)) + assert 1 == 1 \ No newline at end of file diff --git a/tests/test_mode.py b/tests/test_mode.py new file mode 100644 index 0000000..7a1b675 --- /dev/null +++ b/tests/test_mode.py @@ -0,0 +1,8 @@ +from knn import mode + +def test_mode(): + x = [1, 2, 1, 3, 2, 4, 3, 2] + m = mode(x) + assert m == 2 + +test_mode() \ No newline at end of file diff --git a/tests/test_one_hot.py b/tests/test_one_hot.py new file mode 100644 index 0000000..4af3b88 --- /dev/null +++ b/tests/test_one_hot.py @@ -0,0 +1,8 @@ +from mlp import one_hot +import numpy as np + +def test_one_hot(): + x = list(range(10)) + oh = one_hot(x) + assert oh.shape == (len(x), 10) + assert (np.sum(oh, axis=1) == np.ones((1, 10))).all() \ No newline at end of file diff --git a/tests/test_predict_mlp.py b/tests/test_predict_mlp.py new file mode 100644 index 0000000..1ad3a10 --- /dev/null +++ b/tests/test_predict_mlp.py @@ -0,0 +1,19 @@ +from mlp import predict_mlp +import numpy as np + +def test_predict_mlp(): + + data = np.random.rand(100, 1000) + + d_in = data.shape[1] + d_out = 10 + d_h = 4 + + w1 = 2 * np.random.rand(d_in, d_h) - 1 # first layer weights + b1 = np.zeros((1, d_h)) # first layer biaises + w2 = 2 * np.random.rand(d_h, d_out) - 1 # second layer weights + b2 = np.zeros((1, d_out)) # second layer biaises + + predictions = predict_mlp(w1, b1, w2, b2, data) + + assert predictions.shape == (100,) \ No newline at end of file diff --git a/tests/test_read_cifar.py b/tests/test_read_cifar.py new file mode 100644 index 0000000..a86881b --- /dev/null +++ b/tests/test_read_cifar.py @@ -0,0 +1,8 @@ +from read_cifar import read_cifar + +def test_read_cifar(): + DATA, LABELS = read_cifar(r'C:\Users\hp\Desktop\BE\image-classification\data') + assert DATA.shape == (60000, 3072) + assert LABELS.shape == (60000,) + assert DATA.dtype == 'float32' + assert LABELS.dtype == 'int64' \ No newline at end of file diff --git a/tests/test_run_mlp_training.py b/tests/test_run_mlp_training.py new file mode 100644 index 0000000..826d564 --- /dev/null +++ b/tests/test_run_mlp_training.py @@ -0,0 +1,15 @@ +from mlp import run_mlp_training +import numpy as np + +def test_run_mlp_training(): + + data_train = np.random.rand(100, 1000) + labels_train = np.random.randint(10, size=100) + data_test = np.random.rand(80, 1000) + labels_test = np.random.randint(10, size=80) + d_h = 4 + + train_accuracies, test_accuracy = run_mlp_training(data_train, labels_train, data_test, labels_test, d_h, learning_rate=0.01, num_epoch=3) + + assert len(train_accuracies) == 3 + assert isinstance(test_accuracy, float) \ No newline at end of file diff --git a/tests/test_softmax.py b/tests/test_softmax.py new file mode 100644 index 0000000..a669a4c --- /dev/null +++ b/tests/test_softmax.py @@ -0,0 +1,8 @@ +from mlp import softmax +import numpy as np + +def test_softmax(): + x = np.array([[0., 1.1, 3.3, -2.1], [0., 2.1, 1.3, -2.1]]) + soft = softmax(x) + assert soft.shape == x.shape + assert soft.argmax() == 2 \ No newline at end of file diff --git a/tests/test_split_dataset.py b/tests/test_split_dataset.py new file mode 100644 index 0000000..ad44fe3 --- /dev/null +++ b/tests/test_split_dataset.py @@ -0,0 +1,11 @@ +from read_cifar import split_dataset +import numpy as np + +def test_split_dataset(): + data = np.random.rand(100, 2) + labels = np.random.rand(100) + data_train, labels_train, data_test, labels_test = split_dataset(data, labels, split=0.6) + assert data_train.shape == (60, 2) + assert data_test.shape == (40, 2) + assert labels_train.shape == (60,) + assert labels_test.shape == (40,) \ No newline at end of file diff --git a/tests/test_train_mlp.py b/tests/test_train_mlp.py new file mode 100644 index 0000000..854cbd9 --- /dev/null +++ b/tests/test_train_mlp.py @@ -0,0 +1,19 @@ +from mlp import train_mlp +import numpy as np + +def test_train_mlp(): + + data = np.random.rand(100, 1000) + labels = np.random.randint(10, size=100) + d_in = data.shape[1] + d_out = 10 + d_h = 4 + + w1 = 2 * np.random.rand(d_in, d_h) - 1 # first layer weights + b1 = np.zeros((1, d_h)) # first layer biaises + w2 = 2 * np.random.rand(d_h, d_out) - 1 # second layer weights + b2 = np.zeros((1, d_out)) # second layer biaises + + w1, b1, w2, b2, train_accuracies = train_mlp(w1, b1, w2, b2, data, labels, learning_rate=0.1, num_epoch=2) + + assert len(train_accuracies) == 2 \ No newline at end of file diff --git a/tests/test_unpickle.py b/tests/test_unpickle.py new file mode 100644 index 0000000..88dda61 --- /dev/null +++ b/tests/test_unpickle.py @@ -0,0 +1,4 @@ +from read_cifar import unpickle + +def test_unpickle(): + assert isinstance(unpickle(r'C:\Users\hp\Desktop\BE\image-classification\data\data_batch_1'), dict) \ No newline at end of file -- GitLab