From 0931788f4c766ab713f852cb691e58b702dfeffe Mon Sep 17 00:00:00 2001 From: jfrery Date: Thu, 23 May 2024 16:11:54 +0200 Subject: [PATCH] feat: add FHE training deployment --- .../LogisticRegressionTraining.ipynb | 508 +++++++++++++----- script/make_utils/check_pytest_determinism.sh | 38 +- .../ml/deployment/fhe_client_server.py | 180 +++++-- src/concrete/ml/pytest/utils.py | 19 +- .../ml/quantization/quantized_module.py | 6 +- src/concrete/ml/torch/hybrid_model.py | 2 +- tests/deployment/test_client_server.py | 91 +++- tests/seeding/test_seeding.py | 9 +- 8 files changed, 667 insertions(+), 186 deletions(-) diff --git a/docs/advanced_examples/LogisticRegressionTraining.ipynb b/docs/advanced_examples/LogisticRegressionTraining.ipynb index e346332f88..e0875efcff 100644 --- a/docs/advanced_examples/LogisticRegressionTraining.ipynb +++ b/docs/advanced_examples/LogisticRegressionTraining.ipynb @@ -35,15 +35,32 @@ "from concrete.ml.sklearn import SGDClassifier\n", "\n", "\n", - "def plot_decision_boundary(clf, X, y, n_iterations, title=\"Decision Boundary\", accuracy=None):\n", + "def plot_decision_boundary(\n", + " X, y, clf=None, weights=None, bias=None, title=\"Decision Boundary\", accuracy=None\n", + "):\n", " # Create a mesh to plot the decision boundaries\n", " x_min, x_max = X[:, 0].min() - 0.1, X[:, 0].max() + 0.1\n", " y_min, y_max = X[:, 1].min() - 0.1, X[:, 1].max() + 0.1\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.01), np.arange(y_min, y_max, 0.01))\n", "\n", - " # Predictions to get the decision boundary\n", - " Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", - " Z = Z.reshape(xx.shape)\n", + " if clf is not None:\n", + " # Predictions to get the decision boundary\n", + " Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + " learned_weights = (\n", + " f\"Learned weights: \"\n", + " f\"{clf.coef_[0][0]:.3f}, \"\n", + " f\"{clf.coef_[0][1]:.3f}, \"\n", + " f\"{clf.intercept_.reshape((-1,))[0]:.3f}\"\n", + " )\n", + " elif weights is not None and bias is not None:\n", + " # Compute the linear model for the mesh grid\n", + " linear_model = np.dot(np.c_[xx.ravel(), yy.ravel()], weights[0]) + bias[0]\n", + " Z = np.round(1 / (1 + np.exp(-linear_model)))\n", + " Z = Z.reshape(xx.shape)\n", + " learned_weights = \"\"\n", + " else:\n", + " raise ValueError(\"Either 'clf' or both 'weights' and 'bias' must be provided.\")\n", "\n", " # Define red and blue color map\n", " cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", @@ -52,11 +69,7 @@ " plt.figure(figsize=(10, 6))\n", " plt.contourf(xx, yy, Z, alpha=0.3, cmap=cm_bright)\n", " plt.scatter(X[:, 0], X[:, 1], c=y, edgecolor=\"k\", cmap=cm_bright)\n", - " plt.title(\n", - " f\"{title} (Iterations: {n_iterations}, Accuracy: {accuracy})\\n \"\n", - " f\"Learned weights: {clf.coef_[0][0]:.3f}, {clf.coef_[0][1]:.3f}, \"\n", - " f\"{clf.intercept_.reshape((-1,))[0]:.3f} \"\n", - " )\n", + " plt.title(f\"{title} (Accuracy: {accuracy})\\n {learned_weights}\")\n", " plt.xlabel(\"Feature 1\")\n", " plt.ylabel(\"Feature 2\")\n", "\n", @@ -112,12 +125,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -136,10 +149,9 @@ "y_pred = sgd_clf_binary.predict(X_binary)\n", "accuracy = (y_pred == y_binary).mean()\n", "plot_decision_boundary(\n", - " sgd_clf_binary,\n", " X_binary,\n", " y_binary,\n", - " n_iterations=N_ITERATIONS,\n", + " clf=sgd_clf_binary,\n", " accuracy=accuracy,\n", " title=\"Scikit-Learn decision boundary\",\n", ")" @@ -156,110 +168,38 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Compiling training circuit ...\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Compilation took 2.1670 seconds.\n", - "Key Generation...\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Key generation took 2.6752 seconds.\n", - "Training on encrypted data...\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 0 took 3.3890 seconds.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 1 took 2.7277 seconds.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 2 took 2.5810 seconds.\n", - "Iteration 3 took 2.6149 seconds.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 4 took 2.0795 seconds.\n", - "Iteration 5 took 1.9905 seconds.\n", - "Iteration 6 took 2.1283 seconds.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 7 took 2.0645 seconds.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 8 took 3.8554 seconds.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 9 took 2.4222 seconds.\n", - "Iteration 10 took 2.0885 seconds.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 11 took 2.0956 seconds.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 12 took 2.1080 seconds.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 13 took 2.1329 seconds.\n", - "Iteration 14 took 3.2754 seconds.\n" + "Compiling training circuit ...\n", + "Compilation took 1.8093 seconds.\n", + "Key Generation...\n", + "Key generation took 2.9453 seconds.\n", + "Training on encrypted data...\n", + "Iteration 0 took 2.6532 seconds.\n", + "Iteration 1 took 2.4209 seconds.\n", + "Iteration 2 took 2.3242 seconds.\n", + "Iteration 3 took 2.4530 seconds.\n", + "Iteration 4 took 2.3382 seconds.\n", + "Iteration 5 took 2.1582 seconds.\n", + "Iteration 6 took 2.3391 seconds.\n", + "Iteration 7 took 2.2885 seconds.\n", + "Iteration 8 took 2.2345 seconds.\n", + "Iteration 9 took 2.5815 seconds.\n", + "Iteration 10 took 2.5815 seconds.\n", + "Iteration 11 took 2.4369 seconds.\n", + "Iteration 12 took 2.1219 seconds.\n", + "Iteration 13 took 2.2504 seconds.\n", + "Iteration 14 took 2.3065 seconds.\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -298,10 +238,9 @@ "accuracy = (y_pred == y_binary).mean()\n", "\n", "plot_decision_boundary(\n", - " sgd_clf_binary_fhe,\n", " X_binary,\n", " y_binary,\n", - " n_iterations=N_ITERATIONS,\n", + " clf=sgd_clf_binary_fhe,\n", " accuracy=accuracy,\n", " title=\"Concrete ML (training on encrypted data with FHE) decision boundary\",\n", ")" @@ -323,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -351,21 +290,15 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Sklearn clear accuracy: 99.42%\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Full encrypted fit (simulated) accuracy 90.06%\n" + "Sklearn clear accuracy: 97.08%\n", + "Full encrypted fit (simulated) accuracy 90.64%\n" ] } ], @@ -403,12 +336,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -462,6 +395,339 @@ "plt.grid(True)\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Deployment\n", + "\n", + "In this section, we will prepare a model for deployment. This involves initializing the model with the necessary parameters and compiling it with sample data to ensure it is ready for production." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
SGDClassifier(fit_encrypted=True, max_iter=15, parameters_range=(-1.0, 1.0),\n",
+       "              random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "SGDClassifier(fit_encrypted=True, max_iter=15, parameters_range=(-1.0, 1.0),\n", + " random_state=42)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Initialize the model with parameters\n", + "parameters_range = (-1.0, 1.0)\n", + "\n", + "sgd_clf_binary_fhe = SGDClassifier(\n", + " random_state=RANDOM_STATE,\n", + " max_iter=N_ITERATIONS,\n", + " fit_encrypted=True,\n", + " parameters_range=parameters_range,\n", + ")\n", + "\n", + "# Generate random x and y based on the min and max of X_binary and y_binary\n", + "x_min, x_max = X_binary.min(), X_binary.max()\n", + "y_min, y_max = y_binary.min(), y_binary.max()\n", + "\n", + "# Generate random data with the same shape as X_binary and y_binary\n", + "x_random = np.random.uniform(x_min, x_max, X_binary.shape)\n", + "y_random = np.random.randint(y_min, y_max + 1, y_binary.shape)\n", + "\n", + "# Fit the model with random data to compile it for production\n", + "# This step ensures the model knows the number of features and targets\n", + "sgd_clf_binary_fhe.fit(x_random, y_random, fhe=\"disable\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from concrete.ml.deployment import FHEModelDev\n", + "\n", + "# Save the training FHE circuit for production\n", + "fhe_dev = FHEModelDev(\"fhe_training_sgd\", sgd_clf_binary_fhe)\n", + "fhe_dev.save(mode=\"training\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from concrete.ml.deployment import FHEModelClient\n", + "\n", + "# On the client side, load the circuit.zip with the information to create\n", + "# - the key\n", + "# - the pre and post processing functions\n", + "\n", + "fhe_client = FHEModelClient(\"fhe_training_sgd\")\n", + "fhe_client.load()\n", + "serialized_evaluation_key = fhe_client.get_serialized_evaluation_keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "from concrete.ml.deployment import FHEModelServer\n", + "\n", + "# On the server side, we load the server.zip which contain the training model\n", + "fhe_server = FHEModelServer(\"fhe_training_sgd\")\n", + "fhe_server.load()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Define utils function to evaluate the model, print it's accuracy\n", + "\n", + "\n", + "def model_inference(weights, bias, X):\n", + " # Compute the linear model\n", + " linear_model = np.dot(X, weights[0]) + bias[0]\n", + "\n", + " # Apply the sigmoid function\n", + " sigmoid = 1 / (1 + np.exp(-linear_model))\n", + "\n", + " # Compute the prediction\n", + " prediction = np.round(sigmoid)\n", + "\n", + " return prediction\n", + "\n", + "\n", + "def compute_model_accuracy(weights, bias, X, y):\n", + " # Compute the prediction\n", + " prediction = model_inference(weights, bias, X).squeeze()\n", + "\n", + " # Compute the accuracy\n", + " return np.mean(prediction == y)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/1 completed. Accuracy: 0.94\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "batch_size = sgd_clf_binary_fhe.batch_size\n", + "\n", + "# Initialize the weight and bias randomly\n", + "# They are going to be updated using FHE training.\n", + "weights = np.random.rand(1, 2, 1)\n", + "bias = np.random.rand(1, 1, 1)\n", + "\n", + "# Shuffle X_binary and y_binary\n", + "perm = np.random.permutation(X_binary.shape[0])\n", + "X_binary = X_binary[perm, ::]\n", + "y_binary = y_binary[perm]\n", + "\n", + "# Plot the decision boundaries before starting\n", + "plot_decision_boundary(\n", + " X_binary,\n", + " y_binary,\n", + " weights=weights,\n", + " bias=bias,\n", + " title=\"Decision Boundary before training\",\n", + " accuracy=compute_model_accuracy(weights, bias, X_binary, y_binary),\n", + ")\n", + "\n", + "\n", + "def train_fhe_client_server(\n", + " X_binary,\n", + " y_binary,\n", + " batch_size,\n", + " fhe_client,\n", + " fhe_server,\n", + " serialized_evaluation_key,\n", + " weights,\n", + " bias,\n", + " n_epochs=1,\n", + "):\n", + " acc_history = []\n", + "\n", + " for epoch in range(n_epochs):\n", + " # Shuffle X_binary and y_binary\n", + " perm = np.random.permutation(X_binary.shape[0])\n", + " X_binary = X_binary[perm, ::]\n", + " y_binary = y_binary[perm]\n", + "\n", + " for idx in range(X_binary.shape[0] // batch_size):\n", + " batch_range = range(idx * batch_size, (idx + 1) * batch_size)\n", + "\n", + " # Make the data X (1, batch_size, n_features)\n", + " # and y (1, batch_size, n_targets)\n", + " x_batch = X_binary[batch_range, :].reshape(1, -1, 2)\n", + " y_batch = y_binary[batch_range].reshape(1, -1, 1)\n", + "\n", + " # Encrypt the batch\n", + " x_batch_enc = fhe_client.quantize_encrypt_serialize((x_batch, y_batch, weights, bias))\n", + "\n", + " # Run the circuit on the server\n", + " results = fhe_server.run(x_batch_enc, serialized_evaluation_key)\n", + "\n", + " # Back on the client, we deserialize the result\n", + " weights, bias = fhe_client.deserialize_decrypt_dequantize(results)\n", + "\n", + " # Compute and store accuracy\n", + " acc = compute_model_accuracy(weights, bias, X_binary, y_binary)\n", + " acc_history.append(acc)\n", + "\n", + " print(f\"Epoch {epoch + 1}/{n_epochs} completed. Accuracy: {acc_history[-1]}\")\n", + "\n", + " return weights, bias, acc_history\n", + "\n", + "\n", + "weights, bias, acc_history = train_fhe_client_server(\n", + " X_binary, y_binary, batch_size, fhe_client, fhe_server, serialized_evaluation_key, weights, bias\n", + ")\n", + "\n", + "# Plot the decision final model boundary\n", + "plot_decision_boundary(\n", + " X_binary,\n", + " y_binary,\n", + " weights=weights,\n", + " bias=bias,\n", + " title=\"Decision Boundary after training\",\n", + " accuracy=acc_history[-1],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2 completed. Accuracy: 0.89\n", + "Epoch 2/2 completed. Accuracy: 0.79\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Let's rotate the dataset 90 degrees and see\n", + "# if the model can learn the new dataset\n", + "\n", + "# Define the 90-degree rotation matrix\n", + "rotation_matrix = np.array([[0, -1], [1, 0]])\n", + "\n", + "# Apply the rotation matrix to X_binary\n", + "X_binary_pivoted = X_binary @ rotation_matrix\n", + "\n", + "# Plot before training\n", + "plot_decision_boundary(\n", + " X_binary_pivoted,\n", + " y_binary,\n", + " weights=weights,\n", + " bias=bias,\n", + " title=\"Pivoted Dataset\",\n", + " accuracy=compute_model_accuracy(weights, bias, X_binary_pivoted, y_binary),\n", + ")\n", + "\n", + "# Train the model again with the pivoted dataset\n", + "weights_pivoted, bias_pivoted, acc_history_pivoted = train_fhe_client_server(\n", + " X_binary_pivoted,\n", + " y_binary,\n", + " batch_size,\n", + " fhe_client,\n", + " fhe_server,\n", + " serialized_evaluation_key,\n", + " weights,\n", + " bias,\n", + ")\n", + "\n", + "# Plot the decision boundary for the pivoted dataset\n", + "plot_decision_boundary(\n", + " X_binary_pivoted,\n", + " y_binary,\n", + " weights=weights_pivoted,\n", + " bias=bias_pivoted,\n", + " title=\"Decision Boundary after training on pivoted dataset\",\n", + " accuracy=acc_history_pivoted[-1],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "In this notebook, we have trained a logistic regression model in FHE. We have also seen how to evaluate the accuracy of the model on encrypted data and how to deploy the model for production.\n", + "\n", + "Disclaimer: FHE training is a very experimental feature (e.g. only learning rate = 1 supported) and can exhibit a lot of variance during training.\n" + ] } ], "metadata": { diff --git a/script/make_utils/check_pytest_determinism.sh b/script/make_utils/check_pytest_determinism.sh index 00adf5e1eb..680c4b5302 100755 --- a/script/make_utils/check_pytest_determinism.sh +++ b/script/make_utils/check_pytest_determinism.sh @@ -33,12 +33,35 @@ then exit 255 fi -set -e - # Exceptions: -# passed in: since it is related to timings -diff "${OUTPUT_DIRECTORY}/one.txt" "${OUTPUT_DIRECTORY}/two.txt" -I "passed in" -echo "Successful determinism check" +# in X.Xs: since it is related to timings +diff_output=$(diff "${OUTPUT_DIRECTORY}/one.txt" "${OUTPUT_DIRECTORY}/two.txt" -I "in [0-9]*\.[0-9]*s") + +# If a diff is present, we need to print the tests that failed to be reproduced for debugging. +if [ -n "$diff_output" ]; then + echo "Differences found:" + echo "$diff_output" + + # Extract line numbers of differences + diff_lines=$(echo "$diff_output" | grep -E '^[0-9]+(,[0-9]+)?[acd][0-9]+(,[0-9]+)?' | sed -E 's/([0-9]+).*/\1/') + + for line in $diff_lines; do + + # Find the first line number before the diff that starts with 'tests/seeding/' + start_line_num=$(awk 'NR<'"$line"' && /^tests\/seeding\// {print NR}' "${OUTPUT_DIRECTORY}/one.txt" | tail -n 1) + + # Print lines from start_line_num to the diff line + if [ -n "$start_line_num" ]; then + sed -n "${start_line_num},${line}p" "${OUTPUT_DIRECTORY}/one.txt" + fi + done + + exit 255 +else + echo "Successful determinism check" +fi + +set -e # Now, check that one can reproduce conditions of a bug in a single file # and test without having to relaunch the full pytest @@ -58,14 +81,13 @@ do # SC2086 is about double quote to prevent globbing and word splitting, but here, it makes that we have # an empty arg in pytest, which is considered as "do pytest for all files" # shellcheck disable=SC2086 - poetry run pytest "$x" -xsvv $EXTRA_OPTION --randomly-dont-reset-seed | sed -n -e '/collecting/,$p' | grep -v collecting | grep -v "collected" | grep -v "passed in" | grep -v "PASSED" >> "${OUTPUT_DIRECTORY}/three.txt" + poetry run pytest "$x" -xsvv $EXTRA_OPTION --randomly-dont-reset-seed | sed -n -e '/collecting/,$p' | grep -v collecting | grep -v "collected" | grep -v "PASSED" | grep -v "SKIPPED" | grep -v "in [0-9]*\.[0-9]*s" >> "${OUTPUT_DIRECTORY}/three.txt" ((WHICH+=1)) done # Clean a bit one.txt -sed -n -e '/collecting/,$p' "${OUTPUT_DIRECTORY}/one.txt" | grep -v collecting | grep -v "collected" | grep -v "passed in" | grep -v "PASSED" | grep -v "Leaving directory" > "${OUTPUT_DIRECTORY}/one.modified.txt" - +sed -n -e '/collecting/,$p' "${OUTPUT_DIRECTORY}/one.txt" | grep -v collecting | grep -v "collected" | grep -v "PASSED" | grep -v "SKIPPED" |grep -v "Leaving directory" | grep -v "in [0-9]*\.[0-9]*s" > "${OUTPUT_DIRECTORY}/one.modified.txt" echo "" echo "diff:" echo "" diff --git a/src/concrete/ml/deployment/fhe_client_server.py b/src/concrete/ml/deployment/fhe_client_server.py index 50abc70341..a0256bf7fb 100644 --- a/src/concrete/ml/deployment/fhe_client_server.py +++ b/src/concrete/ml/deployment/fhe_client_server.py @@ -3,8 +3,9 @@ import json import sys import zipfile +from enum import Enum from pathlib import Path -from typing import Any, Optional +from typing import Any, Optional, Tuple, Union import numpy @@ -13,6 +14,7 @@ from ..common.debugging.custom_assert import assert_true from ..common.serialization.dumpers import dump from ..common.serialization.loaders import load +from ..common.utils import to_tuple from ..version import __version__ as CML_VERSION try: @@ -25,6 +27,25 @@ from importlib_metadata import version +class DeploymentMode(Enum): + """Mode for the FHE API.""" + + INFERENCE = "inference" + TRAINING = "training" + + @staticmethod + def is_valid(mode: Union["DeploymentMode", str]) -> bool: + """Indicate if the given name is a supported mode. + + Args: + mode (Union[Mode, str]): The mode to check. + + Returns: + bool: Whether the mode is supported or not. + """ + return mode in {member.value for member in DeploymentMode.__members__.values()} + + def check_concrete_versions(zip_path: Path): """Check that current versions match the ones used in development. @@ -105,30 +126,34 @@ def load(self): def run( self, - serialized_encrypted_quantized_data: bytes, + serialized_encrypted_quantized_data: Union[bytes, Tuple[bytes, ...]], serialized_evaluation_keys: bytes, - ) -> bytes: + ) -> Union[bytes, Tuple[bytes, ...]]: """Run the model on the server over encrypted data. Args: - serialized_encrypted_quantized_data (bytes): the encrypted, quantized - and serialized data + serialized_encrypted_quantized_data (Union[bytes, Tuple[bytes, ...]]): the encrypted, + quantized and serialized data serialized_evaluation_keys (bytes): the serialized evaluation keys Returns: - bytes: the result of the model + Union[bytes, Tuple[bytes, ...]]: the result of the model """ assert_true(self.server is not None, "Model has not been loaded.") - deserialized_encrypted_quantized_data = fhe.Value.deserialize( - serialized_encrypted_quantized_data - ) - deserialized_evaluation_keys = fhe.EvaluationKeys.deserialize(serialized_evaluation_keys) - result = self.server.run( - deserialized_encrypted_quantized_data, evaluation_keys=deserialized_evaluation_keys + if isinstance(serialized_encrypted_quantized_data, bytes): + serialized_encrypted_quantized_data = (serialized_encrypted_quantized_data,) + + deserialized_data = tuple( + fhe.Value.deserialize(data) for data in serialized_encrypted_quantized_data ) - serialized_result = result.serialize() - return serialized_result + deserialized_keys = fhe.EvaluationKeys.deserialize(serialized_evaluation_keys) + + result = self.server.run(*deserialized_data, evaluation_keys=deserialized_keys) + + if isinstance(result, tuple): + return tuple(res.serialize() for res in result) + return result.serialize() class FHEModelDev: @@ -149,17 +174,22 @@ def __init__(self, path_dir: str, model: Any = None): Path(self.path_dir).mkdir(parents=True, exist_ok=True) - def _export_model_to_json(self) -> Path: + def _export_model_to_json(self, is_training: bool = False) -> Path: """Export the quantizers to a json file. + Args: + is_training (bool): If True, we export the training circuit. + Returns: Path: the path to the json file """ + module_to_export = self.model.training_quantized_module if is_training else self.model serialized_processing = { - "model_type": self.model.__class__, - "model_post_processing_params": self.model.post_processing_params, - "input_quantizers": self.model.input_quantizers, - "output_quantizers": self.model.output_quantizers, + "model_type": module_to_export.__class__, + "model_post_processing_params": module_to_export.post_processing_params, + "input_quantizers": module_to_export.input_quantizers, + "output_quantizers": module_to_export.output_quantizers, + "is_training": is_training, } # Export the `is_fitted` attribute for built-in models @@ -173,35 +203,58 @@ def _export_model_to_json(self) -> Path: return json_path - def save(self, via_mlir: bool = False): + def save(self, mode: DeploymentMode = DeploymentMode.INFERENCE, via_mlir: bool = False): """Export all needed artifacts for the client and server. Arguments: + mode (DeploymentMode): the mode to save the FHE circuit, + either "inference" or "training". via_mlir (bool): serialize with `via_mlir` option from Concrete-Python. - For more details on the topic please refer to Concrete-Python's documentation. Raises: - Exception: path_dir is not empty + Exception: path_dir is not empty or training module does not exist + ValueError: if mode is not "inference" or "training" """ + + if isinstance(mode, str): + mode_lower = mode.lower() + if not DeploymentMode.is_valid(mode_lower): + raise ValueError("Mode must be either 'inference' or 'training'") + mode = DeploymentMode(mode_lower) + + # Get fhe_circuit based on the mode + if mode == DeploymentMode.TRAINING: + + # Check that training FHE circuit exists + assert_true( + hasattr(self.model, "training_quantized_module") + and (self.model.training_quantized_module), + "Training FHE circuit does not exist.", + ) + self.model.training_quantized_module.check_model_is_compiled() + fhe_circuit = self.model.training_quantized_module.fhe_circuit + else: + self.model.check_model_is_compiled() + fhe_circuit = self.model.fhe_circuit + # Check if the path_dir is empty with pathlib listdir = list(Path(self.path_dir).glob("**/*")) if len(listdir) > 0: raise Exception( - f"path_dir: {self.path_dir} is not empty." + f"path_dir: {self.path_dir} is not empty. " "Please delete it before saving a new model." ) - self.model.check_model_is_compiled() # Export the quantizers - json_path = self._export_model_to_json() + json_path = self._export_model_to_json(is_training=(mode == DeploymentMode.TRAINING)) - # First save the circuit for the server + # Save the circuit for the server path_circuit_server = Path(self.path_dir).joinpath("server.zip") - self.model.fhe_circuit.server.save(path_circuit_server, via_mlir=via_mlir) + fhe_circuit.server.save(path_circuit_server, via_mlir=via_mlir) # Save the circuit for the client path_circuit_client = Path(self.path_dir).joinpath("client.zip") - self.model.fhe_circuit.client.save(path_circuit_client) + fhe_circuit.client.save(path_circuit_client) with zipfile.ZipFile(path_circuit_client, "a") as zip_file: zip_file.write(filename=json_path, arcname="serialized_processing.json") @@ -265,6 +318,8 @@ def load(self): # pylint: disable=no-value-for-parameter # Initialize the model self.model = serialized_processing["model_type"]() + + # Load the quantizers self.model.input_quantizers = serialized_processing["input_quantizers"] self.model.output_quantizers = serialized_processing["output_quantizers"] @@ -300,72 +355,101 @@ def get_serialized_evaluation_keys(self) -> bytes: return self.client.evaluation_keys.serialize() - def quantize_encrypt_serialize(self, x: numpy.ndarray) -> bytes: + def quantize_encrypt_serialize( + self, x: Union[numpy.ndarray, Tuple[numpy.ndarray, ...]] + ) -> Union[bytes, Tuple[bytes, ...]]: """Quantize, encrypt and serialize the values. Args: - x (numpy.ndarray): the values to quantize, encrypt and serialize + x (Union[numpy.ndarray, Tuple[numpy.ndarray, ...]]): the values to quantize, + encrypt and serialize Returns: - bytes: the quantized, encrypted and serialized values + Union[bytes, Tuple[bytes, ...]]: the quantized, encrypted and serialized values """ + + x = to_tuple(x) + # Quantize the values - quantized_x = self.model.quantize_input(x) + quantized_x = self.model.quantize_input(*x) + + quantized_x = to_tuple(quantized_x) # Encrypt the values - enc_qx = self.client.encrypt(quantized_x) + enc_qx = self.client.encrypt(*quantized_x) + + enc_qx = to_tuple(enc_qx) # Serialize the encrypted values to be sent to the server - serialized_enc_qx = enc_qx.serialize() + serialized_enc_qx = tuple(e.serialize() for e in enc_qx) + + # Return a single value if the original input was a single value + if len(serialized_enc_qx) == 1: + return serialized_enc_qx[0] + return serialized_enc_qx - def deserialize_decrypt(self, serialized_encrypted_quantized_result: bytes) -> numpy.ndarray: + def deserialize_decrypt( + self, serialized_encrypted_quantized_result: Union[bytes, Tuple[bytes, ...]] + ) -> Union[Any, Tuple[Any, ...]]: """Deserialize and decrypt the values. Args: - serialized_encrypted_quantized_result (bytes): the serialized, encrypted - and quantized result + serialized_encrypted_quantized_result (Union[bytes, Tuple[bytes, ...]]): the + serialized, encrypted and quantized result Returns: - numpy.ndarray: the decrypted and deserialized values + Union[Any, Tuple[Any, ...]]: the decrypted and deserialized values """ + + serialized_encrypted_quantized_result = to_tuple(serialized_encrypted_quantized_result) + # Deserialize the encrypted values - deserialized_encrypted_quantized_result = fhe.Value.deserialize( - serialized_encrypted_quantized_result + deserialized_encrypted_quantized_result = tuple( + fhe.Value.deserialize(data) for data in serialized_encrypted_quantized_result ) # Decrypt the values deserialized_decrypted_quantized_result = self.client.decrypt( - deserialized_encrypted_quantized_result + *deserialized_encrypted_quantized_result ) - assert isinstance(deserialized_decrypted_quantized_result, numpy.ndarray) + return deserialized_decrypted_quantized_result def deserialize_decrypt_dequantize( - self, serialized_encrypted_quantized_result: bytes + self, serialized_encrypted_quantized_result: Union[bytes, Tuple[bytes, ...]] ) -> numpy.ndarray: """Deserialize, decrypt and de-quantize the values. Args: - serialized_encrypted_quantized_result (bytes): the serialized, encrypted - and quantized result + serialized_encrypted_quantized_result (Union[bytes, Tuple[bytes, ...]]): the + serialized, encrypted and quantized result Returns: numpy.ndarray: the decrypted (de-quantized) values """ + # Ensure the input is a tuple + serialized_encrypted_quantized_result = to_tuple(serialized_encrypted_quantized_result) + # Decrypt and deserialize the values deserialized_decrypted_quantized_result = self.deserialize_decrypt( serialized_encrypted_quantized_result ) + deserialized_decrypted_quantized_result = to_tuple(deserialized_decrypted_quantized_result) + # De-quantize the values deserialized_decrypted_dequantized_result = self.model.dequantize_output( - deserialized_decrypted_quantized_result + *deserialized_decrypted_quantized_result ) - # Apply post-processing the to de-quantized values - deserialized_decrypted_dequantized_result = self.model.post_processing( + deserialized_decrypted_dequantized_result = to_tuple( deserialized_decrypted_dequantized_result ) + # Apply post-processing to the de-quantized values + deserialized_decrypted_dequantized_result = self.model.post_processing( + *deserialized_decrypted_dequantized_result + ) + return deserialized_decrypted_dequantized_result diff --git a/src/concrete/ml/pytest/utils.py b/src/concrete/ml/pytest/utils.py index f97a34719a..573a5ac82d 100644 --- a/src/concrete/ml/pytest/utils.py +++ b/src/concrete/ml/pytest/utils.py @@ -13,6 +13,8 @@ from numpy.random import RandomState from torch import nn +from concrete.ml.sklearn.linear_model import SGDClassifier + from ..common.serialization.dumpers import dump, dumps from ..common.serialization.loaders import load, loads from ..common.utils import ( @@ -127,7 +129,13 @@ def _get_sklearn_models_and_datasets(model_classes: List, unique_models: bool = # the test execution timings n_classes_to_test = ( [2] - if unique_models or get_model_class(model_class) == KNeighborsClassifier + if unique_models + or get_model_class(model_class) == KNeighborsClassifier + or ( + isinstance(model_class, partial) + and model_class.func == SGDClassifier + and model_class.keywords.get("fit_encrypted", False) + ) else [2, 4] ) @@ -184,6 +192,15 @@ def get_sklearn_linear_models_and_datasets( partial(TweedieRegressor, link="identity", power=0.0), ] + # If the linear model is SGDClassifier, + # we need to handle the training parameters + if is_model_class_in_a_list(SGDClassifier, linear_classes): + linear_classes += [ + partial(SGDClassifier, fit_encrypted=False), + # FIXME: https://github.com/zama-ai/concrete-ml-internal/issues/4460 + # partial(SGDClassifier, fit_encrypted=True, parameters_range=(-1, 1)), + ] + return _get_sklearn_models_and_datasets(linear_classes, unique_models=unique_models) diff --git a/src/concrete/ml/quantization/quantized_module.py b/src/concrete/ml/quantization/quantized_module.py index 97172911c1..461d58afb9 100644 --- a/src/concrete/ml/quantization/quantized_module.py +++ b/src/concrete/ml/quantization/quantized_module.py @@ -252,7 +252,9 @@ def post_processing_params(self, post_processing_params: Dict[str, Any]): self._post_processing_params = post_processing_params # pylint: disable-next=no-self-use - def post_processing(self, values: numpy.ndarray) -> numpy.ndarray: + def post_processing( + self, *values: numpy.ndarray + ) -> Union[numpy.ndarray, Tuple[numpy.ndarray, ...]]: """Apply post-processing to the de-quantized values. For quantized modules, there is no post-processing step but the method is kept to make the @@ -262,7 +264,7 @@ def post_processing(self, values: numpy.ndarray) -> numpy.ndarray: values (numpy.ndarray): The de-quantized values to post-process. Returns: - numpy.ndarray: The post-processed values. + Union[numpy.ndarray, Tuple[numpy.ndarray, ...]]: The post-processed values. """ return values diff --git a/src/concrete/ml/torch/hybrid_model.py b/src/concrete/ml/torch/hybrid_model.py index 277afc9eae..b6ee537bc2 100644 --- a/src/concrete/ml/torch/hybrid_model.py +++ b/src/concrete/ml/torch/hybrid_model.py @@ -289,7 +289,7 @@ def remote_call(self, x: torch.Tensor) -> torch.Tensor: # pragma:no cover # We need to iterate over elements in the batch since # we don't support batch inference - inferences = [] + inferences: List[torch.Tensor] = [] for index in range(len(x)): # Manage tensor, tensor shape, and encrypt tensor clear_input = x[[index], :].detach().numpy() diff --git a/tests/deployment/test_client_server.py b/tests/deployment/test_client_server.py index c93ca79116..dcf6e3e5bd 100644 --- a/tests/deployment/test_client_server.py +++ b/tests/deployment/test_client_server.py @@ -5,6 +5,7 @@ import tempfile import warnings import zipfile +from functools import partial from pathlib import Path from shutil import copyfile @@ -13,15 +14,32 @@ from sklearn.exceptions import ConvergenceWarning from torch import nn -from concrete.ml.deployment.fhe_client_server import FHEModelClient, FHEModelDev, FHEModelServer +from concrete.ml.deployment.fhe_client_server import ( + DeploymentMode, + FHEModelClient, + FHEModelDev, + FHEModelServer, +) from concrete.ml.pytest.torch_models import FCSmall from concrete.ml.pytest.utils import MODELS_AND_DATASETS, get_model_name, instantiate_model_generic from concrete.ml.quantization.quantized_module import QuantizedModule +from concrete.ml.sklearn.linear_model import SGDClassifier from concrete.ml.torch.compile import compile_torch_model # pylint: disable=too-many-statements,too-many-locals +# Add encrypted training with SGDClassifier manually +# FIXME: https://github.com/zama-ai/concrete-ml-internal/issues/4460 +MODELS_AND_DATASETS = MODELS_AND_DATASETS + [ + pytest.param( + partial(SGDClassifier, fit_encrypted=True, parameters_range=(-1, 1)), + {"n_samples": 100, "n_features": 10, "n_classes": 2, "n_informative": 10, "n_redundant": 0}, + id="SGDClassifier_Encrypted_Training", + ) +] + + class OnDiskNetwork: """A network interaction on disk.""" @@ -96,11 +114,15 @@ def test_client_server_sklearn( y_train = y[:-1] x_test = x[-1:] - model = instantiate_model_generic(model_class, n_bits=n_bits) + # Instantiate the model + with warnings.catch_warnings(): + warnings.simplefilter("ignore", category=UserWarning) + model = instantiate_model_generic(model_class, n_bits=n_bits) # Fit the model with warnings.catch_warnings(): warnings.simplefilter("ignore", category=ConvergenceWarning) + warnings.simplefilter("ignore", category=UserWarning) model.fit(x_train, y_train) key_dir = default_configuration.insecure_key_cache_location @@ -203,7 +225,7 @@ def check_client_server_files(model): with pytest.raises( Exception, match=( - f"path_dir: {disk_network.dev_dir.name} is not empty." + f"path_dir: {disk_network.dev_dir.name} is not empty. " "Please delete it before saving a new model." ), ): @@ -337,3 +359,66 @@ def check_input_compression(model, fhe_circuit_compressed, is_torch, **compilati "Compressed input ciphertext's is not smaller than the uncompressed input ciphertext. Got " f"{compressed_size} bytes (compressed) and {uncompressed_size} bytes (uncompressed)." ) + + +ERROR_MSG_BAD_MODE = "Mode must be either 'inference' or 'training'" +ERROR_MSG_NO_FHE_CIRCUIT = "Training FHE circuit does not exist." + + +@pytest.mark.parametrize("n_bits", [2]) +@pytest.mark.parametrize( + "mode, fit_encrypted, error_message", + [ + ("invalid_mode", True, ERROR_MSG_BAD_MODE), + ("INVALID_MODE", True, ERROR_MSG_BAD_MODE), + ("train", True, ERROR_MSG_BAD_MODE), + ("", True, ERROR_MSG_BAD_MODE), + (None, True, None), + ("inference", False, None), + ("inference", True, None), + ("training", False, ERROR_MSG_NO_FHE_CIRCUIT), + ("training", True, None), + (DeploymentMode.INFERENCE, False, None), + (DeploymentMode.TRAINING, False, ERROR_MSG_NO_FHE_CIRCUIT), + (DeploymentMode.TRAINING, True, None), + ], +) +def test_save_mode_handling(n_bits, fit_encrypted, mode, error_message): + """Test that the save method handles valid and invalid modes correctly.""" + + # Generate random data + x, y = numpy.random.rand(20, 2), numpy.random.randint(0, 2, 20) + + x_train = x[:-1] + y_train = y[:-1] + + # Instantiate the model + with warnings.catch_warnings(): + warnings.simplefilter("ignore", category=UserWarning) + parameters_range = [-1, 1] if fit_encrypted else None + model = instantiate_model_generic( + partial(SGDClassifier, fit_encrypted=fit_encrypted, parameters_range=parameters_range), + n_bits=n_bits, + ) + + # Fit the model + with warnings.catch_warnings(): + warnings.simplefilter("ignore", category=ConvergenceWarning) + warnings.simplefilter("ignore", category=UserWarning) + model.fit(x_train, y_train) + + # Compile + model.compile(X=x_train) + + # Create FHEModelDev instance + with tempfile.TemporaryDirectory() as temp_dir: + model_dev = FHEModelDev(path_dir=temp_dir, model=model) + + if error_message: + with pytest.raises((AssertionError, ValueError), match=error_message): + model_dev.save(mode=mode) + else: + try: + model_dev.save(mode=mode) + except ValueError: + pytest.fail("Valid mode raised ValueError unexpectedly") diff --git a/tests/seeding/test_seeding.py b/tests/seeding/test_seeding.py index 49450b276c..703000c329 100644 --- a/tests/seeding/test_seeding.py +++ b/tests/seeding/test_seeding.py @@ -9,6 +9,7 @@ from sklearn.exceptions import ConvergenceWarning from sklearn.tree import plot_tree +from concrete.ml.common.utils import get_model_name from concrete.ml.pytest.utils import MODELS_AND_DATASETS @@ -88,14 +89,18 @@ def test_seed_sklearn(model_class, parameters, load_data, default_configuration) # Force "random_state": if it was there, it is overwritten; if it was not there, it is added model_params = {} - if "random_state" in inspect.getfullargspec(model_class).args: + if "random_state" in inspect.signature(model_class).parameters: model_params["random_state"] = numpy.random.randint(0, 2**15) # First case: user gives his own random_state - model = model_class(**model_params) + # Warning skip due to SGDClassifier with fit_encrypted = True + with warnings.catch_warnings(): + warnings.simplefilter("ignore", category=UserWarning) + model = model_class(**model_params) with warnings.catch_warnings(): warnings.simplefilter("ignore", category=ConvergenceWarning) + warnings.simplefilter("ignore", category=UserWarning) # Fit the model model, sklearn_model = model.fit_benchmark(x, y)