diff --git a/docs/advanced_examples/ClassifierComparison.ipynb b/docs/advanced_examples/ClassifierComparison.ipynb index a930b819b..0cb604568 100644 --- a/docs/advanced_examples/ClassifierComparison.ipynb +++ b/docs/advanced_examples/ClassifierComparison.ipynb @@ -30,7 +30,7 @@ "\n", "However, since the runtimes in FHE are high (it can take up to an hour to run test set \n", "classification in FHE), you have the option to run everything in simulation by \n", - "setting ALWAYS_USE_SIM=True in the `utils/classifier_comparison_utils.py` file. " + "setting ALWAYS_USE_SIM=True in the [utils/classifier_comparison_utils.py](utils/classifier_comparison_utils.py) file. " ] }, { @@ -201,6 +201,47 @@ "make_classifier_comparison(\"Tree-Based Classifiers\", tree_classifiers, 0.5) # noqa" ] }, + { + "cell_type": "markdown", + "id": "240b09a6", + "metadata": {}, + "source": [ + "## Nearest-neighbors classifiers" + ] + }, + { + "cell_type": "markdown", + "id": "198516b8", + "metadata": {}, + "source": [ + "The KNeighborsClassifier is not yet compatible with jupyter notebooks. To reproduce the result below, run the [knn_comparison.py](utils/knn_comparison.py) script.\n", + "\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9725313d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# pylint: disable-next=undefined-variable\n", + "display_plot(\"./utils/KNeighborsClassifiers.png\") # noqa" + ] + }, { "cell_type": "markdown", "id": "1aecb3bb", @@ -208,28 +249,30 @@ "source": [ "## Conclusion\n", "\n", - "In this example we showed the results of three types of classifiers: \n", + "In this example we showed the results of four types of classifiers: \n", "\n", "* linear (Support Vector Machine, Logistic Regression)\n", "* neural-networks (multi-layer non-linear models)\n", "* tree-based (Decision Tree, Random Forest, XGBoost)\n", + "* distance-based (K-Nearest Neighbors)\n", "\n", "The accuracy of the **Concrete** classifiers is measured on encrypted data. These classifiers \n", "work with parameters and inputs that are heavily quantized and, thus, show accuracy loss:\n", - "\n", "* linear models: linear models in FHE have good performance and are fast. These models are accurate \n", "as they require very little quantization. Their performance is identical to that of their fp32 counterparts\n", - "* neural networks: as seen above, Neural Networks have good performance in FHE despite being \n", + "* neural networks: as seen above, neural networks have good performance in FHE despite being \n", "subjected to heavy quantization thanks to Quantization Aware Training (QAT) techniques\n", "* tree-based classifiers: these classifiers achieve good accuracy both in fp32 and in quantized \n", "mode in FHE on encrypted data. Due to the particular computations in tree-based models, performance \n", "in FHE is maintained at the fp32 levels even on data-sets which have a much higher number of \n", "dimensions\n", + "* K-nearest neighbors: nearest-neighbors classification in FHE is challenging and requires more computational resources than other classifier types. Therefore, it is recommended to employ it on small data-sets (up to tens of examples) with strong quantization (n_bits <= 4). In terms of performance, the decision boundaries look stair-like due to the quantization effect and are generated using the `predict` method, as the `predict_proba` method is currently unavailable. Overall, Concrete KNN aligns with its FP23 counterpart\n", + "\n", + "\n", "\n", "## Future work\n", "\n", - "In future releases of **Concrete ML** we will improve the performance of linear classifiers on data\n", - "by considering more dimensions." + "In future releases of **Concrete ML** we will improve the K-nearest neighbors classifier to consider more features and larger data-sets." ] } ], diff --git a/docs/advanced_examples/utils/KNeighborsClassifiers.png b/docs/advanced_examples/utils/KNeighborsClassifiers.png new file mode 100644 index 000000000..f2256e6b5 Binary files /dev/null and b/docs/advanced_examples/utils/KNeighborsClassifiers.png differ diff --git a/docs/advanced_examples/utils/classifier_comparison_utils.py b/docs/advanced_examples/utils/classifier_comparison_utils.py index 6a5cc759d..b32bb1e50 100644 --- a/docs/advanced_examples/utils/classifier_comparison_utils.py +++ b/docs/advanced_examples/utils/classifier_comparison_utils.py @@ -10,8 +10,8 @@ import warnings warnings.simplefilter(action="ignore", category=FutureWarning) - import time +from pathlib import Path import matplotlib.pyplot as plt import numpy as np @@ -21,30 +21,35 @@ from sklearn.model_selection import train_test_split from sklearn.preprocessing import StandardScaler +from concrete.ml.common.utils import get_model_name from concrete.ml.sklearn import DecisionTreeClassifier ALWAYS_USE_SIM = False -# pylint: disable=too-many-locals,too-many-statements,too-many-branches -def make_classifier_comparison(title, classifiers, decision_level, verbose=False): +# pylint: disable=too-many-locals,too-many-statements,too-many-branches,invalid-name +def make_classifier_comparison( + title, classifiers, decision_level, verbose=False, show_score=False, save_plot=False +): h = 0.04 # Step size in the mesh + n_samples = 25 if get_model_name(classifiers[0][0]) == "KNeighborsClassifier" else 200 X, y = make_classification( - n_samples=200, + n_samples=n_samples, n_features=2, n_redundant=0, n_informative=2, random_state=1, n_clusters_per_class=1, ) + # pylint: disable-next=no-member rng = np.random.RandomState(2) X += 2 * rng.uniform(size=X.shape) linearly_separable = (X, y) datasets = [ - make_moons(n_samples=200, noise=0.3, random_state=0), - make_circles(n_samples=200, noise=0.2, factor=0.5, random_state=1), + make_moons(n_samples=n_samples, noise=0.2, random_state=0), + make_circles(n_samples=n_samples, noise=0.2, factor=0.5, random_state=1), linearly_separable, ] @@ -53,6 +58,7 @@ def make_classifier_comparison(title, classifiers, decision_level, verbose=False fig, axs = plt.subplots(len(datasets), 2 * len(classifiers) + 1, figsize=(32, 16)) fig.suptitle(title, fontsize=20) fig.patch.set_facecolor("white") + plt.subplots_adjust(top=0.9) # Iterate over data-sets for i, dataset in enumerate(datasets): @@ -69,6 +75,7 @@ def make_classifier_comparison(title, classifiers, decision_level, verbose=False y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5 xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h)) + # pylint: disable-next=no-member cm = plt.cm.RdBu cm_bright = ListedColormap(["#FF0000", "#0000FF"]) ax = axs[i, 0] @@ -116,7 +123,19 @@ def make_classifier_comparison(title, classifiers, decision_level, verbose=False sklearn_y_pred = sklearn_model.predict(X_test) # Compile the Concrete ML model - circuit = concrete_model.compile(X_train) + if get_model_name(classifier) == "KNeighborsClassifier": + n_compile_samples = 20 + else: + n_compile_samples = X_train.shape[0] + + if verbose: + print(f"Inputset has: {n_compile_samples} samples used for the compilationg.\n") + + time_begin = time.time() + circuit = concrete_model.compile(X_train[:n_compile_samples]) + + if verbose: + print(f"Compilation time: {(time.time() - time_begin):.4f} seconds\n") # If the prediction are done in FHE, generate the key if not ALWAYS_USE_SIM: @@ -139,7 +158,7 @@ def make_classifier_comparison(title, classifiers, decision_level, verbose=False if verbose: print( - f"Execution time: {(time.time() - time_begin) / len(X_test):.4f} " + f"FHE Execution time: {(time.time() - time_begin) / len(X_test):.4f} " "seconds per sample\n" ) @@ -171,6 +190,14 @@ def make_classifier_comparison(title, classifiers, decision_level, verbose=False np.c_[xx.ravel(), yy.ravel()], fhe="simulate", ) + # `predict_proba` not implemented yet for Concrete KNN + # FIXME: https://github.com/zama-ai/concrete-ml-internal/issues/3962 + elif get_model_name(classifier) == "KNeighborsClassifier": + sklearn_Z = sklearn_model.predict(np.c_[xx.ravel(), yy.ravel()].astype(np.float32)) + concrete_Z = concrete_model.predict( + np.c_[xx.ravel(), yy.ravel()], + fhe="simulate", + ) else: sklearn_Z = sklearn_model.predict_proba( np.c_[xx.ravel(), yy.ravel()].astype(np.float32) @@ -222,14 +249,14 @@ def make_classifier_comparison(title, classifiers, decision_level, verbose=False if i == 0: ax.set_title(model_name + f" ({framework})", fontsize=font_size_text) - - ax.text( - xx.max() - 0.3, - yy.min() + 0.3, - f"{score*100:0.1f}%", - size=font_size_text, - horizontalalignment="right", - ) + if show_score: + ax.text( + xx.max() - 0.3, + yy.min() + 0.3, + f"{score*100:0.1f}%", + size=font_size_text, + horizontalalignment="right", + ) if bitwidth and framework == "Concrete ML": ax.text( @@ -240,5 +267,35 @@ def make_classifier_comparison(title, classifiers, decision_level, verbose=False horizontalalignment="right", ) + if save_plot: + plt.savefig(f"./{title}.png") + plt.tight_layout() plt.show() + + +def display_plot(path, figsize=(20, 20)): + """ + Display an image plot from the given file path. + + Parameters: + path (str): The file path to the image (PNG format). + figsize (tuple): A tuple specifying the width and height of the plot. Default is (20, 20). + + Raises: + FileNotFoundError: If the specified image file does not exist, this exception is raised. + """ + img_path = Path(path) + # Check if the PNG file exists + if img_path.exists(): + img = plt.imread(img_path) + plt.figure(figsize=figsize) + plt.imshow(img) + plt.axis("off") + plt.show() + else: + # Raise a custom exception if the image doesn't exist + raise FileNotFoundError( + "The desired plot is not available." + "To generate the plot, please run script `utils/knn_comparisons.py`." + ) diff --git a/docs/advanced_examples/utils/knn_comparison.py b/docs/advanced_examples/utils/knn_comparison.py new file mode 100644 index 000000000..eecae667d --- /dev/null +++ b/docs/advanced_examples/utils/knn_comparison.py @@ -0,0 +1,20 @@ +"""This file runs `classifier_comparison_utils.py` script for the KNN classifier, because it doesn't +work on Jupyter for now. This file must be deleted once: +https://github.com/zama-ai/concrete-ml-internal/issues/4018 is solved.""" + +from functools import partial + +from classifier_comparison_utils import make_classifier_comparison + +from concrete.ml.sklearn import KNeighborsClassifier + +if __name__ == "__main__": + knn_classifiers = [ + (partial(KNeighborsClassifier, n_bits=2, n_neighbors=3), "3nn"), + (partial(KNeighborsClassifier, n_bits=4, n_neighbors=5), "5nn"), + ] + + # pylint: disable-next=unexpected-keyword-arg + make_classifier_comparison( + "KNN_Classifier", knn_classifiers, 0, verbose=True, show_score=False, save_plot=True + ) diff --git a/script/make_utils/check_all_images_are_used.sh b/script/make_utils/check_all_images_are_used.sh index 7645796bd..79f0aa220 100755 --- a/script/make_utils/check_all_images_are_used.sh +++ b/script/make_utils/check_all_images_are_used.sh @@ -7,6 +7,24 @@ set -e IMAGE_FILES=$(git -C ./docs ls-files "*.png" "*.svg" "*.jpg" "*.jpeg" --cached --others --exclude-standard --full-name) MD_FILES=$(git -C ./docs ls-files "*.md" --cached --others --exclude-standard --full-name) +# Create an empty list to store image files mentioned in notebooks +MENTIONED_IMG_FILES=() +for img_file in $IMAGE_FILES; do + # Extract the image file name from the full path + img_name=$(basename "$img_file") + # Search if the image is mentioned in any notebooks (".ipynb" files). + mentioned_in_specific_ipynb=$(find "./docs" -type f -name "*.ipynb" -exec grep -q -F "$img_name" {} \; -print) + # Check if the image file extension is valid and if it is mentioned in any notebooks + if [[ $img_name =~ \.(jpeg|svg|jpg|png)$ ]] && [ -n "$mentioned_in_specific_ipynb" ]; then + MENTIONED_IMG_FILES+=("$img_file") + fi +done + +# Remove the image file paths mentioned in notebooks from IMAGE_FILES. +for mentioned_img_filename in "${MENTIONED_IMG_FILES[@]}"; do + IMAGE_FILES=$(echo "$IMAGE_FILES" | grep -vF "$mentioned_img_filename") +done + # shellcheck disable=SC2086 poetry run python script/doc_utils/check_all_images_are_used.py --images $IMAGE_FILES --files $MD_FILES