diff --git a/.circleci/config.yml b/.circleci/config.yml index 5dbacab5cb..e97dc70a65 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -13,7 +13,7 @@ jobs: steps: - checkout - restore_cache: - key: v2-<< parameters.version >>-min-dependency-cache-{{ checksum "dev-requirements.txt" }} + key: v3-<< parameters.version >>-min-dependency-cache-{{ checksum "dev-requirements.txt" }} - run: name: install python dependencies command: | @@ -22,7 +22,7 @@ jobs: pip install --upgrade pip pip install -r dev-requirements.txt - save_cache: - key: v2-<< parameters.version >>-min-dependency-cache-{{ checksum "dev-requirements.txt" }} + key: v3-<< parameters.version >>-min-dependency-cache-{{ checksum "dev-requirements.txt" }} paths: - "venv" - run: @@ -45,7 +45,7 @@ jobs: steps: - checkout - restore_cache: - key: v2-3.9-dependency-cache-{{ checksum "dev-requirements.txt" }} + key: v3-3.9-dependency-cache-{{ checksum "dev-requirements.txt" }} - run: name: install python dependencies command: | @@ -54,7 +54,7 @@ jobs: pip install -r dev-requirements.txt pip install -e . - save_cache: - key: v2-3.9-dependency-cache-{{ checksum "dev-requirements.txt" }} + key: v3-3.9-dependency-cache-{{ checksum "dev-requirements.txt" }} paths: - "venv" - run: @@ -82,7 +82,7 @@ jobs: steps: - checkout - restore_cache: - key: v2-3.9-dependency-cache-{{ checksum "dev-requirements.txt" }} + key: v3-3.9-dependency-cache-{{ checksum "dev-requirements.txt" }} - run: name: install python dependencies command: | @@ -91,7 +91,7 @@ jobs: pip install -r dev-requirements.txt pip install -e . - save_cache: - key: v2-3.9-dependency-cache-{{ checksum "dev-requirements.txt" }} + key: v3-3.9-dependency-cache-{{ checksum "dev-requirements.txt" }} paths: - "venv" - run: diff --git a/docs/tutorials/functions/scene_segmentation_rf_isic_tutorial_functions.py b/docs/tutorials/functions/scene_segmentation_rf_isic_tutorial_functions.py index 21df1a9508..a4a85a7936 100644 --- a/docs/tutorials/functions/scene_segmentation_rf_isic_tutorial_functions.py +++ b/docs/tutorials/functions/scene_segmentation_rf_isic_tutorial_functions.py @@ -1,7 +1,7 @@ ########################################################### # Contributor: Amy van Ee # Functions to run scene_segmentation_rf_isic_tutorial -# March 2022 +# 2022 ########################################################### @@ -41,7 +41,7 @@ def get_dice(true, test): # N/A -def perform_scene_seg(img, lbl, clf): +def perform_sceneseg(img, lbl, clf): # set up parameters for training sigma_min = 1 @@ -93,3 +93,24 @@ def perform_scene_seg(img, lbl, clf): fig.tight_layout() plt.show() + + +# ========================================================# +# FUNCTION III + +# performs scene segmentation on multidimensional input +# Input(s): +# classifier - trained classifier +# features - ndarray of features, first dimension is number of features, others +# are compatible with shape of image to segment +# Output(s): +# output - ndarray of predictions + + +def predict_sceneseg(classifier, features, task_id): + sh = features.shape + if features.ndim > 2: + features = features.reshape((-1, sh[-1])) + predicted_labels = classifier.predict(features, task_id) + output = predicted_labels.reshape(sh[:-1]) + return output diff --git a/docs/tutorials/scene_segmentation_rf_isic_tutorial.ipynb b/docs/tutorials/scene_segmentation_rf_isic_tutorial.ipynb index 23cb4e5fb5..a3bf133780 100644 --- a/docs/tutorials/scene_segmentation_rf_isic_tutorial.ipynb +++ b/docs/tutorials/scene_segmentation_rf_isic_tutorial.ipynb @@ -4,14 +4,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Proglearn: Scene Segmentation of ISIC using Scikit-Image\n", + "# Proglearn: Scene Segmentation of ISIC using Scikit-Image and ProgLearn\n", "*Neuro Data Design II: Spring 2022*\n", "\n", "\n", - "This tutorial provides a walkthrough to applying a Random Forest model to perform scene segmentation on images taken from the International Skin Imaging Collaboration (ISIC) dataset from 2016 using Scikit-Image. \n", + "This tutorial provides a walkthrough to applying a Random Forest model to perform scene segmentation on images taken from the International Skin Imaging Collaboration (ISIC) dataset from 2016 using Scikit-Image. We then proceed to use ProgLearn.\n", "\n", "\n", - "**Contributor**: Amy van Ee (avanee1@jhu.edu)" + "**Contributor**: Amy van Ee (avanee1@jhu.edu), with help from Kevin Rao on implementation of training and analysis (krao15@jhu.edu)" ] }, { @@ -45,16 +45,20 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from skimage.color import rgb2gray\n", + "from matplotlib.ticker import MaxNLocator\n", "\n", "# for scene segmentation\n", "from skimage import segmentation, feature, future\n", "from sklearn.ensemble import RandomForestClassifier\n", "from functools import partial\n", + "from tensorflow.keras.backend import clear_session\n", + "import tensorflow as tf\n", "\n", "# original functions for scene segmentation\n", - "from functions.scene_segmentation_rf_isic_exp_functions import (\n", + "from functions.scene_segmentation_rf_isic_tutorial_functions import (\n", " get_dice,\n", - " perform_scene_seg,\n", + " perform_sceneseg,\n", + " predict_sceneseg,\n", ")\n", "\n", "# for analyzing scene segmentation performance\n", @@ -99,8 +103,8 @@ "dataloc = \"C:/Users/Amy/Documents/Python/Neuro Data Design/\"\n", "\n", "# extract images\n", - "datalbl = dataloc + \"NDD II/ISIC/ISBI2016_ISIC_Part1_Training_GroundTruth/\"\n", - "dataimg = dataloc + \"NDD II/ISIC/ISBI2016_ISIC_Part1_Training_Data/\"\n", + "datalbl = dataloc + \"ISIC/ISBI2016_ISIC_Part1_Training_GroundTruth/\"\n", + "dataimg = dataloc + \"ISIC/ISBI2016_ISIC_Part1_Training_Data/\"\n", "\n", "lblpaths = [datalbl + im for im in os.listdir(datalbl)]\n", "imgpaths = [dataimg + im for im in os.listdir(dataimg)]\n", @@ -121,14 +125,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Amy\\AppData\\Local\\Temp\\ipykernel_58420\\2779197301.py:4: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + "C:\\Users\\Amy\\AppData\\Local\\Temp/ipykernel_133544/4002513596.py:4: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n", " labels_grey = np.array(\n" ] } @@ -153,12 +157,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -206,12 +210,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -310,19 +314,19 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Adapted Rand error: 0.010404807665880922\n", - "Adapted Rand precision: 0.9794046750630235\n", + "Adapted Rand error: 0.010161581383262397\n", + "Adapted Rand precision: 0.9798812752919237\n", "Adapted Rand recall: 1.0\n", - "False Splits: 0.014560392566033066\n", - "False Merges: 0.014377515154030181\n", - "Dice Coefficient: 0.9985329274857949\n" + "False Splits: 0.013473410039030555\n", + "False Merges: 0.013584124927427617\n", + "Dice Coefficient: 0.9986439147107826\n" ] } ], @@ -367,24 +371,24 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Adapted Rand error: 0.3258922114691747\n", - "Adapted Rand precision: 0.5084182429760788\n", + "Adapted Rand error: 0.3255285427429354\n", + "Adapted Rand precision: 0.5088320888672612\n", "Adapted Rand recall: 1.0\n", - "False Splits: 0.5572718746422476\n", - "False Merges: 0.6806071556689297\n", - "Dice Coefficient: 0.8186149814893721\n" + "False Splits: 0.5463589237490079\n", + "False Merges: 0.6740556853266999\n", + "Dice Coefficient: 0.8219522525303812\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -399,29 +403,29 @@ "# ========================================================#\n", "# perform scene segmentation on a third image\n", "\n", - "perform_scene_seg(images[2], labels_grey[2], clf)" + "perform_sceneseg(images[2], labels_grey[2], clf)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Adapted Rand error: 0.28898841692624044\n", - "Adapted Rand precision: 0.5516043230002474\n", + "Adapted Rand error: 0.3020607315875089\n", + "Adapted Rand precision: 0.5360266625670709\n", "Adapted Rand recall: 1.0\n", - "False Splits: 0.307387447327057\n", - "False Merges: 0.4652813994844845\n", - "Dice Coefficient: 0.8871285436179794\n" + "False Splits: 0.31509282473729255\n", + "False Merges: 0.48937792567993804\n", + "Dice Coefficient: 0.8783426928307355\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -436,29 +440,29 @@ "# ========================================================#\n", "# perform scene segmentation on a third image\n", "\n", - "perform_scene_seg(images[3], labels_grey[3], clf)" + "perform_sceneseg(images[3], labels_grey[3], clf)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Adapted Rand error: 0.2919986605281044\n", - "Adapted Rand precision: 0.5479892209659877\n", + "Adapted Rand error: 0.29269520208859245\n", + "Adapted Rand precision: 0.5471551196048562\n", "Adapted Rand recall: 1.0\n", - "False Splits: 0.3219221617565031\n", - "False Merges: 0.4501672997003304\n", - "Dice Coefficient: 0.9058509403296958\n" + "False Splits: 0.31952543931922683\n", + "False Merges: 0.44961244738188555\n", + "Dice Coefficient: 0.9060206104552517\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -473,7 +477,7 @@ "# ========================================================#\n", "# perform scene segmentation on a third image\n", "\n", - "perform_scene_seg(images[8], labels_grey[8], clf)" + "perform_sceneseg(images[8], labels_grey[8], clf)" ] }, { @@ -487,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -536,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -545,13 +549,13 @@ "Text(0.5, 1.0, 'Histogram of Dice Coefficients')" ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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" ] @@ -602,18 +606,323 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## III. Conclusion\n", "\n", - "Evidently, we can see that Scikit-Image works well to perform scene-segmentation of images, but it is not perfect, and there is still great room for improvement in applying machine learning to perform scene segmentation." + "Evidently, we can see that Scikit-Image works well to perform scene-segmentation of images, but it is not perfect, and there is still great room for improvement in applying machine learning to perform scene segmentation. Thus, we see the potential of ProgLearn, which we will explore in the next section." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## III. Multi-Task Learning for Scene Segmentation using ProgLearn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we will proceed to perform scene segmentation using ProgLearn as opposed to Scikit-Image using multi-task learning." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# ========================================================#\n", + "# perform multi-task learning\n", + "\n", + "# import proglearn\n", + "from forest import LifelongClassificationForest\n", + "\n", + "# set parameters\n", + "num_tasks = 4\n", + "sigma_min = 1\n", + "sigma_max = 16\n", + "features_func = partial(\n", + " feature.multiscale_basic_features,\n", + " intensity=True,\n", + " edges=False,\n", + " texture=True,\n", + " sigma_min=sigma_min,\n", + " sigma_max=sigma_max,\n", + " channel_axis=-1,\n", + ")\n", + "\n", + "# define variables to store results\n", + "accuracies = np.full((num_tasks, num_tasks + 1), np.nan)\n", + "\n", + "##########################################################\n", + "for task in range(num_tasks):\n", + " # to monitor current task\n", + " print(f\"Task {task}\")\n", + " clear_session()\n", + "\n", + " # define learner\n", + " learner = LifelongClassificationForest()\n", + "\n", + " ##########################################################\n", + " # get training data\n", + " X_train = images[task]\n", + " Y_train = labels_grey[task]\n", + "\n", + " # add first task to learner\n", + " learner = learner.add_task(\n", + " X=features_func(X_train), y=Y_train, multidimensional=True, task_id=0\n", + " )\n", + "\n", + " # get testing data\n", + " X_test = images[task + 10]\n", + " Y_test = labels_grey[task + 10]\n", + "\n", + " prediction = predict_sceneseg(learner, features_func(X_test), task_id=0)\n", + " accuracies[task][num_tasks] = get_dice(Y_test, prediction)\n", + "\n", + " ##########################################################\n", + " t_num = 1\n", + " for t in range(num_tasks):\n", + " if t != task:\n", + " learner = learner.add_task(\n", + " X=features_func(X_train),\n", + " y=Y_train,\n", + " multidimensional=True,\n", + " task_id=t_num,\n", + " )\n", + " t_num = t_num + 1\n", + " if t >= task:\n", + " X_test = images[task + 10]\n", + " Y_test = labels_grey[task + 10]\n", + " prediction = predict_sceneseg(learner, features_func(X_test), task_id=0)\n", + " print(\"Sum\", tf.reduce_sum(prediction))\n", + " accuracies[task][t] = get_dice(Y_test, prediction)\n", + "\n", + "# save final accuracies\n", + "np.save(\"accuracy.npy\", accuracies)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will now assess the results by looking at forward transfer efficiency (FTE), backward transfer efficiency (BTE), transfer efficiency (TE), and accuracy. First, we will calculate these metrics as below." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# ========================================================#\n", + "# calculate metrics\n", + "\n", + "# calculation of FTE\n", + "fte = [\n", + " (1 - accuracies[t][num_tasks - 1]) / (1 - accuracies[t][t])\n", + " for t in np.arange(num_tasks)\n", + "]\n", + "\n", + "# calculation of BTE\n", + "bte = [\n", + " [(1 - accuracies[t][t]) / (1 - accuracies[t][k]) for k in range(t, num_tasks)]\n", + " for t in np.arange(num_tasks)\n", + "]\n", + "\n", + "# calculation of TE\n", + "te = [[fte[t] * bte[t][k] for k in range(len(bte[t]))] for t in range(num_tasks)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Having calculated the four metrics, we will now visualize them." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# ========================================================#\n", + "# plot metrics\n", + "\n", + "# define figure\n", + "plt.figure()\n", + "\n", + "# parameters of figure\n", + "fig, ax = plt.subplots(2, 2, figsize=(20, 15))\n", + "fontsize = 25\n", + "ticksize = 23\n", + "\n", + "###########################################################\n", + "# plot FTE\n", + "ax[0][0].plot(\n", + " np.arange(1, num_tasks + 1),\n", + " fte,\n", + " \"blue\",\n", + " marker=\"v\",\n", + " markersize=12,\n", + " linewidth=3,\n", + ")\n", + "\n", + "# adjust design of graph\n", + "ax[0][0].hlines(1, 1, num_tasks, colors=\"grey\", linestyles=\"dashed\", linewidth=1.5)\n", + "ax[0][0].set_xlabel(\"Number of tasks seen\", fontsize=fontsize)\n", + "ax[0][0].set_ylabel(\"FTE\", fontsize=fontsize)\n", + "ax[0][0].tick_params(labelsize=ticksize)\n", + "ax[0][0].xaxis.set_major_locator(MaxNLocator(integer=True))\n", + "right_side = ax[0][0].spines[\"right\"]\n", + "right_side.set_visible(False)\n", + "top_side = ax[0][0].spines[\"top\"]\n", + "top_side.set_visible(False)\n", + "\n", + "\n", + "###########################################################\n", + "# plot BTE\n", + "for t in range(num_tasks):\n", + " ax[0][1].plot(\n", + " np.arange(t + 1, num_tasks + 1), np.array(bte[t]), \"blue\", linewidth=3\n", + " )\n", + "\n", + "# adjust design of graph\n", + "ax[0][1].hlines(1, 1, num_tasks, colors=\"grey\", linestyles=\"dashed\", linewidth=1.5)\n", + "ax[0][1].set_xlabel(\"Number of tasks seen\", fontsize=fontsize)\n", + "ax[0][1].set_ylabel(\"BTE\", fontsize=fontsize)\n", + "ax[0][1].tick_params(labelsize=ticksize)\n", + "ax[0][1].xaxis.set_major_locator(MaxNLocator(integer=True))\n", + "right_side = ax[0][1].spines[\"right\"]\n", + "right_side.set_visible(False)\n", + "top_side = ax[0][1].spines[\"top\"]\n", + "top_side.set_visible(False)\n", + "\n", + "\n", + "###########################################################\n", + "# plot TE\n", + "for t in range(num_tasks):\n", + " ax[1][0].plot(np.arange(t + 1, num_tasks + 1), np.array(te[t]), \"blue\", linewidth=3)\n", + "\n", + "# adjust design of graph\n", + "ax[1][0].hlines(1, 1, num_tasks, colors=\"grey\", linestyles=\"dashed\", linewidth=1.5)\n", + "ax[1][0].set_xlabel(\"Number of tasks seen\", fontsize=fontsize)\n", + "ax[1][0].set_ylabel(\"TE\", fontsize=fontsize)\n", + "ax[1][0].tick_params(labelsize=ticksize)\n", + "ax[1][0].xaxis.set_major_locator(MaxNLocator(integer=True))\n", + "right_side = ax[1][0].spines[\"right\"]\n", + "right_side.set_visible(False)\n", + "top_side = ax[1][0].spines[\"top\"]\n", + "top_side.set_visible(False)\n", + "\n", + "\n", + "###########################################################\n", + "# plot accuracy\n", + "for t in np.arange(num_tasks):\n", + " ax[1][1].plot(\n", + " np.arange(t + 1, num_tasks + 1),\n", + " np.array(accuracies[t, t:-1]),\n", + " \"blue\",\n", + " linewidth=3,\n", + " )\n", + "\n", + "# adjust design of graph\n", + "ax[1][1].set_xlabel(\"Number of tasks seen\", fontsize=fontsize)\n", + "ax[1][1].set_ylabel(\"Accuracy\", fontsize=fontsize)\n", + "ax[1][1].tick_params(labelsize=ticksize)\n", + "ax[1][1].xaxis.set_major_locator(MaxNLocator(integer=True))\n", + "right_side = ax[1][1].spines[\"right\"]\n", + "right_side.set_visible(False)\n", + "top_side = ax[1][1].spines[\"top\"]\n", + "top_side.set_visible(False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Although this data look promising, to truly assess ProgLearn's performance, we must see the image segmentation itself. To do this, we perform scene segmentation on one of the images we had tested on using the Scikit Image package." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# ========================================================#\n", + "# visualization of scene segmentation\n", + "final_prediction = predict_sceneseg(learner, features_func(images[2]), task_id=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ========================================================#\n", + "# plot results\n", + "fig, ax = plt.subplots(1, 3, sharex=True, sharey=True, figsize=(14, 6))\n", + "ax[0].imshow(segmentation.mark_boundaries(images[2], final_prediction, mode=\"thick\"))\n", + "ax[0].set_title(\"Image\")\n", + "ax[1].imshow(labels_grey[2], cmap=plt.cm.gray)\n", + "ax[1].set_title(\"True Annotation\")\n", + "ax[2].imshow(final_prediction, cmap=plt.cm.gray)\n", + "ax[2].set_title(\n", + " \"Predicted Mask (Dice: {:.4f})\".format(get_dice(labels_grey[2], final_prediction))\n", + ")\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, ProgLearn is able to do a fair job of scene segmentation that is accurate. While the method using Scikit-Image and no multi-task learning yielded a Dice coefficient of 0.88, this method using ProgLearn produced a value of 0.93. This shows ProgLearn's potential for applications in scene segmentation using a random forest model." ] } ], "metadata": { "interpreter": { - "hash": "07926eab7dbcd9d432cf0ef14e21a50d2baab09d70503659ca28fd34d22c532c" + "hash": "965ae80441e232dbc84dddac94c6b39d849c933c55f72782c0efa2552ae02e01" }, "kernelspec": { - "display_name": "Python 3.9.7 64-bit", + "display_name": "Python 3.9.7 ('env')", "language": "python", "name": "python3" }, diff --git a/proglearn/forest.py b/proglearn/forest.py index 1d642ffbca..c9e6416981 100644 --- a/proglearn/forest.py +++ b/proglearn/forest.py @@ -1,452 +1,460 @@ -""" -Main Author: Will LeVine -Corresponding Email: levinewill@icloud.com -""" -from .progressive_learner import ClassificationProgressiveLearner -from .transformers import TreeClassificationTransformer -from .voters import TreeClassificationVoter -from .deciders import SimpleArgmaxAverage - -import numpy as np - -from sklearn.utils.validation import check_X_y, check_array - - -class LifelongClassificationForest(ClassificationProgressiveLearner): - """ - A class used to represent a lifelong classification forest. - - Parameters - ---------- - default_n_estimators : int, default=100 - The number of trees used in the Lifelong Classification Forest - used if 'n_estimators' is not fed to add_{task, transformer}. - - default_tree_construction_proportion : int, default=0.67 - The proportions of the input data set aside to train each decision - tree. The remainder of the data is used to fill in voting posteriors. - This is used if 'tree_construction_proportion' is not fed to add_task. - - default_kappa : float, default=np.inf - The coefficient for finite sample correction. - This is used if 'kappa' is not fed to add_task. - - default_max_depth : int, default=30 - The maximum depth of a tree in the Lifelong Classification Forest. - This is used if 'max_depth' is not fed to add_task. - - Attributes - ---------- - task_id_to_X : dict - A dictionary with keys of type obj corresponding to task ids - and values of type ndarray corresponding to the input data matrix X. - This dictionary thus maps input data matrix to the task where posteriors - are to be estimated. - - task_id_to_y : dict - A dictionary with keys of type obj corresponding to task ids - and values of type ndarray corresponding to output data matrix y. - This dictionary thus maps output data matrix to the task where posteriors - are to be estimated. - - transformer_id_to_X : dict - A dictionary with keys of type obj corresponding to transformer ids - and values of type ndarray corresponding to the output data matrix X. - This dictionary thus maps input data matrix to a particular transformer. - - transformer_id_to_y : dict - A dictionary with keys of type obj corresponding to transformer ids - and values of type ndarray corresponding to the output data matrix y. - This dictionary thus maps output data matrix to a particular transformer. - - transformer_id_to_transformers : dict - A dictionary with keys of type obj corresponding to transformer ids - and values of type obj corresponding to a transformer. This dictionary thus - maps transformer ids to the corresponding transformers. - - task_id_to_trasnformer_id_to_voters : dict - A nested dictionary with outer key of type obj, corresponding to task ids - inner key of type obj, corresponding to transformer ids, - and values of type obj, corresponding to a voter. This dictionary thus maps - voters to a corresponding transformer assigned to a particular task. - - task_id_to_decider : dict - A dictionary with keys of type obj, corresponding to task ids, - and values of type obj corresponding to a decider. This dictionary thus - maps deciders to a particular task. - - task_id_to_decider_class : dict - A dictionary with keys of type obj corresponding to task ids - and values of type obj corresponding to a decider class. This dictionary - thus maps decider classes to a particular task id. - - task_id_to_voter_class : dict - A dictionary with keys of type obj corresponding to task ids - and values of type obj corresponding to a voter class. This dictionary thus - maps voter classes to a particular task id. - - task_id_to_voter_kwargs : dict - A dictionary with keys of type obj corresponding to task ids - and values of type obj corresponding to a voter kwargs. This dictionary thus - maps voter kwargs to a particular task id. - - task_id_to_decider_kwargs : dict - A dictionary with keys of type obj corresponding to task ids - and values of type obj corresponding to a decider kwargs. This dictionary - thus maps decider kwargs to a particular task id. - - task_id_to_bag_id_to_voter_data_idx : dict - A nested dictionary with outer keys of type obj corresponding to task ids - inner keys of type obj corresponding to bag ids - and values of type obj corresponding to voter data indices. - This dictionary thus maps voter data indices to particular bags - for particular tasks. - - task_id_to_decider_idx : dict - A dictionary with keys of type obj corresponding to task ids - and values of type obj corresponding to decider indices. This dictionary - thus maps decider indices to particular tasks. - - default_transformer_class : TreeClassificationTransformer - The class of transformer to which the forest defaults - if None is provided in any of the functions which add or set - transformers. - - default_transformer_kwargs : dict - A dictionary with keys of type string and values of type obj corresponding - to the given string kwarg. This determines to which type of transformer the - forest defaults if None is provided in any of the functions - which add or set transformers. - - default_voter_class : TreeClassificationVoter - The class of voter to which the forest defaults - if None is provided in any of the functions which add or set - voters. - - default_voter_kwargs : dict - A dictionary with keys of type string and values of type obj corresponding - to the given string kwarg. This determines to which type of voter the - forest defaults if None is provided in any of the functions - which add or set voters. - - default_decider_class : SimpleArgmaxAverage - The class of decider to which the forest defaults - if None is provided in any of the functions which add or set - deciders. - - default_decider_kwargs : dict - A dictionary with keys of type string and values of type obj corresponding - to the given string kwarg. This determines to which type of decider the - forest defaults if None is provided in any of the functions - which add or set deciders. - """ - - def __init__( - self, - default_n_estimators=100, - default_tree_construction_proportion=0.67, - default_kappa=np.inf, - default_max_depth=30, - ): - super().__init__( - default_transformer_class=TreeClassificationTransformer, - default_transformer_kwargs={}, - default_voter_class=TreeClassificationVoter, - default_voter_kwargs={"kappa": default_kappa}, - default_decider_class=SimpleArgmaxAverage, - default_decider_kwargs={}, - ) - - self.default_n_estimators = default_n_estimators - self.default_tree_construction_proportion = default_tree_construction_proportion - self.default_kappa = default_kappa - self.default_max_depth = default_max_depth - - def add_task( - self, - X, - y, - task_id=None, - n_estimators="default", - tree_construction_proportion="default", - kappa="default", - max_depth="default", - ): - """ - adds a task with id task_id, max tree depth max_depth, given input data matrix X - and output data matrix y, to the Lifelong Classification Forest. Also splits - data for training and voting based on tree_construction_proportion and uses the - value of kappa to determine whether the learner will have - finite sample correction. - - Parameters - ---------- - X : ndarray - The input data matrix. - - y : ndarray - The output (response) data matrix. - - task_id : obj, default=None - The id corresponding to the task being added. - - n_estimators : int or str, default='default' - The number of trees used for the given task. - - tree_construction_proportion : int or str, default='default' - The proportions of the input data set aside to train each decision - tree. The remainder of the data is used to fill in voting posteriors. - The default is used if 'default' is provided. - - kappa : float or str, default='default' - The coefficient for finite sample correction. - The default is used if 'default' is provided. - - max_depth : int or str, default='default' - The maximum depth of a tree in the Lifelong Classification Forest. - The default is used if 'default' is provided. - - Returns - ------- - self : LifelongClassificationForest - The object itself. - """ - if n_estimators == "default": - n_estimators = self.default_n_estimators - if tree_construction_proportion == "default": - tree_construction_proportion = self.default_tree_construction_proportion - if kappa == "default": - kappa = self.default_kappa - if max_depth == "default": - max_depth = self.default_max_depth - - X, y = check_X_y(X, y) - return super().add_task( - X, - y, - task_id=task_id, - transformer_voter_decider_split=[ - tree_construction_proportion, - 1 - tree_construction_proportion, - 0, - ], - num_transformers=n_estimators, - transformer_kwargs={"kwargs": {"max_depth": max_depth}}, - voter_kwargs={ - "classes": np.unique(y), - "kappa": kappa, - }, - decider_kwargs={"classes": np.unique(y)}, - ) - - def add_transformer( - self, - X, - y, - transformer_id=None, - n_estimators="default", - max_depth="default", - ): - """ - adds a transformer with id transformer_id and max tree depth max_depth, trained on - given input data matrix, X, and output data matrix, y, to the Lifelong Classification Forest. - Also trains the voters and deciders from new transformer to previous tasks, and will - train voters and deciders from this transformer to all new tasks. - - Parameters - ---------- - X : ndarray - The input data matrix. - - y : ndarray - The output (response) data matrix. - - transformer_id : obj, default=None - The id corresponding to the transformer being added. - - n_estimators : int or str, default='default' - The number of trees used for the given task. - - max_depth : int or str, default='default' - The maximum depth of a tree in the Lifelong Classification Forest. - The default is used if 'default' is provided. - - Returns - ------- - self : LifelongClassificationForest - The object itself. - """ - if n_estimators == "default": - n_estimators = self.default_n_estimators - if max_depth == "default": - max_depth = self.default_max_depth - - X, y = check_X_y(X, y) - return super().add_transformer( - X, - y, - transformer_kwargs={"kwargs": {"max_depth": max_depth}}, - transformer_id=transformer_id, - num_transformers=n_estimators, - ) - - def predict_proba(self, X, task_id): - """ - estimates class posteriors under task_id for each example in input data X. - - Parameters - ---------- - X : ndarray - The input data matrix. - - task_id: - The id corresponding to the task being mapped to. - - Returns - ------- - y_proba_hat : ndarray of shape [n_samples, n_classes] - posteriors per example - """ - return super().predict_proba(check_array(X), task_id) - - def predict(self, X, task_id): - """ - predicts class labels under task_id for each example in input data X. - - Parameters - ---------- - X : ndarray - The input data matrix. - - task_id : obj - The id corresponding to the task being mapped to. - - Returns - ------- - y_hat : ndarray of shape [n_samples] - predicted class label per example - """ - return super().predict(check_array(X), task_id) - - -class UncertaintyForest(LifelongClassificationForest): - """ - A class used to represent an uncertainty forest. - - Parameters - ---------- - n_estimators : int, default=100 - The number of trees in the UncertaintyForest - - kappa : float, default=np.inf - The coefficient for finite sample correction. - If set to the default value, finite sample correction is not performed. - - max_depth : int, default=30 - The maximum depth of a tree in the UncertaintyForest - - tree_construction_proportion : float, default = 0.67 - The proportions of the input data set aside to train each decision - tree. The remainder of the data is used to fill in voting posteriors. - - Attributes - ---------- - default_transformer_class : TreeClassificationTransformer - The class of transformer to which the forest defaults - if None is provided in any of the functions which add or set - transformers. - - default_transformer_kwargs : dict - A dictionary with keys of type string and values of type obj corresponding - to the given string kwarg. This determines to which type of transformer the - forest defaults if None is provided in any of the functions - which add or set transformers. - - default_voter_class : TreeClassificationVoter - The class of voter to which the forest defaults - if None is provided in any of the functions which add or set - voters. - - default_voter_kwargs : dict - A dictionary with keys of type string and values of type obj corresponding - to the given string kwarg. This determines to which type of voter the - forest defaults if None is provided in any of the functions - which add or set voters. - - default_decider_class : SimpleArgmaxAverage - The class of decider to which the forest defaults - if None is provided in any of the functions which add or set - deciders. - - default_decider_kwargs : dict - A dictionary with keys of type string and values of type obj corresponding - to the given string kwarg. This determines to which type of decider the - forest defaults if None is provided in any of the functions - which add or set deciders. - """ - - def __init__( - self, - n_estimators=100, - kappa=np.inf, - max_depth=30, - tree_construction_proportion=0.67, - ): - super().__init__( - default_n_estimators=n_estimators, - default_tree_construction_proportion=tree_construction_proportion, - default_kappa=kappa, - default_max_depth=max_depth, - ) - - def fit(self, X, y): - """ - fits forest to data X with labels y - - Parameters - ---------- - X : array of shape [n_samples, n_features] - The data that will be trained on - - y : array of shape [n_samples] - The label for cluster membership of the given data - - Returns - ------- - self : UncertaintyForest - The object itself. - """ - - return super().add_task(X, y, task_id=0) - - def predict_proba(self, X): - """ - estimates class posteriors for each example in input data X. - - Parameters - ---------- - X : array of shape [n_samples, n_features] - The data whose posteriors we are estimating. - - Returns - ------- - y_proba_hat : ndarray of shape [n_samples, n_classes] - posteriors per example - """ - return super().predict_proba(X, 0) - - def predict(self, X): - """ - predicts class labels for each example in input data X. - - Parameters - ---------- - X : array of shape [n_samples, n_features] - The data on which we are performing inference. - - Returns - ------- - y_hat : ndarray of shape [n_samples] - predicted class label per example - """ - return super().predict(X, 0) +""" +Main Author: Will LeVine +Corresponding Email: levinewill@icloud.com +""" +from proglearn.progressive_learner import ClassificationProgressiveLearner +from proglearn.transformers import TreeClassificationTransformer +from proglearn.voters import TreeClassificationVoter +from proglearn.deciders import SimpleArgmaxAverage + +import numpy as np + +from sklearn.utils.validation import check_X_y, check_array + + +class LifelongClassificationForest(ClassificationProgressiveLearner): + """ + A class used to represent a lifelong classification forest. + + Parameters + ---------- + default_n_estimators : int, default=100 + The number of trees used in the Lifelong Classification Forest + used if 'n_estimators' is not fed to add_{task, transformer}. + + default_tree_construction_proportion : int, default=0.67 + The proportions of the input data set aside to train each decision + tree. The remainder of the data is used to fill in voting posteriors. + This is used if 'tree_construction_proportion' is not fed to add_task. + + default_kappa : float, default=np.inf + The coefficient for finite sample correction. + This is used if 'kappa' is not fed to add_task. + + default_max_depth : int, default=30 + The maximum depth of a tree in the Lifelong Classification Forest. + This is used if 'max_depth' is not fed to add_task. + + Attributes + ---------- + task_id_to_X : dict + A dictionary with keys of type obj corresponding to task ids + and values of type ndarray corresponding to the input data matrix X. + This dictionary thus maps input data matrix to the task where posteriors + are to be estimated. + + task_id_to_y : dict + A dictionary with keys of type obj corresponding to task ids + and values of type ndarray corresponding to output data matrix y. + This dictionary thus maps output data matrix to the task where posteriors + are to be estimated. + + transformer_id_to_X : dict + A dictionary with keys of type obj corresponding to transformer ids + and values of type ndarray corresponding to the output data matrix X. + This dictionary thus maps input data matrix to a particular transformer. + + transformer_id_to_y : dict + A dictionary with keys of type obj corresponding to transformer ids + and values of type ndarray corresponding to the output data matrix y. + This dictionary thus maps output data matrix to a particular transformer. + + transformer_id_to_transformers : dict + A dictionary with keys of type obj corresponding to transformer ids + and values of type obj corresponding to a transformer. This dictionary thus + maps transformer ids to the corresponding transformers. + + task_id_to_trasnformer_id_to_voters : dict + A nested dictionary with outer key of type obj, corresponding to task ids + inner key of type obj, corresponding to transformer ids, + and values of type obj, corresponding to a voter. This dictionary thus maps + voters to a corresponding transformer assigned to a particular task. + + task_id_to_decider : dict + A dictionary with keys of type obj, corresponding to task ids, + and values of type obj corresponding to a decider. This dictionary thus + maps deciders to a particular task. + + task_id_to_decider_class : dict + A dictionary with keys of type obj corresponding to task ids + and values of type obj corresponding to a decider class. This dictionary + thus maps decider classes to a particular task id. + + task_id_to_voter_class : dict + A dictionary with keys of type obj corresponding to task ids + and values of type obj corresponding to a voter class. This dictionary thus + maps voter classes to a particular task id. + + task_id_to_voter_kwargs : dict + A dictionary with keys of type obj corresponding to task ids + and values of type obj corresponding to a voter kwargs. This dictionary thus + maps voter kwargs to a particular task id. + + task_id_to_decider_kwargs : dict + A dictionary with keys of type obj corresponding to task ids + and values of type obj corresponding to a decider kwargs. This dictionary + thus maps decider kwargs to a particular task id. + + task_id_to_bag_id_to_voter_data_idx : dict + A nested dictionary with outer keys of type obj corresponding to task ids + inner keys of type obj corresponding to bag ids + and values of type obj corresponding to voter data indices. + This dictionary thus maps voter data indices to particular bags + for particular tasks. + + task_id_to_decider_idx : dict + A dictionary with keys of type obj corresponding to task ids + and values of type obj corresponding to decider indices. This dictionary + thus maps decider indices to particular tasks. + + default_transformer_class : TreeClassificationTransformer + The class of transformer to which the forest defaults + if None is provided in any of the functions which add or set + transformers. + + default_transformer_kwargs : dict + A dictionary with keys of type string and values of type obj corresponding + to the given string kwarg. This determines to which type of transformer the + forest defaults if None is provided in any of the functions + which add or set transformers. + + default_voter_class : TreeClassificationVoter + The class of voter to which the forest defaults + if None is provided in any of the functions which add or set + voters. + + default_voter_kwargs : dict + A dictionary with keys of type string and values of type obj corresponding + to the given string kwarg. This determines to which type of voter the + forest defaults if None is provided in any of the functions + which add or set voters. + + default_decider_class : SimpleArgmaxAverage + The class of decider to which the forest defaults + if None is provided in any of the functions which add or set + deciders. + + default_decider_kwargs : dict + A dictionary with keys of type string and values of type obj corresponding + to the given string kwarg. This determines to which type of decider the + forest defaults if None is provided in any of the functions + which add or set deciders. + """ + + def __init__( + self, + default_n_estimators=100, + default_tree_construction_proportion=0.67, + default_kappa=np.inf, + default_max_depth=30, + ): + super().__init__( + default_transformer_class=TreeClassificationTransformer, + default_transformer_kwargs={}, + default_voter_class=TreeClassificationVoter, + default_voter_kwargs={"kappa": default_kappa}, + default_decider_class=SimpleArgmaxAverage, + default_decider_kwargs={}, + ) + + self.default_n_estimators = default_n_estimators + self.default_tree_construction_proportion = default_tree_construction_proportion + self.default_kappa = default_kappa + self.default_max_depth = default_max_depth + + def add_task( + self, + X, + y, + multidimensional=False, + task_id=None, + n_estimators="default", + tree_construction_proportion="default", + kappa="default", + max_depth="default", + ): + """ + adds a task with id task_id, max tree depth max_depth, given input data matrix X + and output data matrix y, to the Lifelong Classification Forest. Also splits + data for training and voting based on tree_construction_proportion and uses the + value of kappa to determine whether the learner will have + finite sample correction. + + Parameters + ---------- + X : ndarray + The input data matrix. + + y : ndarray + The output (response) data matrix. + + multidimensional : bool, default=False + True if X is multidimensional, such as a 2D image for scene segmentation + + task_id : obj, default=None + The id corresponding to the task being added. + + n_estimators : int or str, default='default' + The number of trees used for the given task. + + tree_construction_proportion : int or str, default='default' + The proportions of the input data set aside to train each decision + tree. The remainder of the data is used to fill in voting posteriors. + The default is used if 'default' is provided. + + kappa : float or str, default='default' + The coefficient for finite sample correction. + The default is used if 'default' is provided. + + max_depth : int or str, default='default' + The maximum depth of a tree in the Lifelong Classification Forest. + The default is used if 'default' is provided. + + Returns + ------- + self : LifelongClassificationForest + The object itself. + """ + if n_estimators == "default": + n_estimators = self.default_n_estimators + if tree_construction_proportion == "default": + tree_construction_proportion = self.default_tree_construction_proportion + if kappa == "default": + kappa = self.default_kappa + if max_depth == "default": + max_depth = self.default_max_depth + if multidimensional: + mask = y > -1 + X = X[mask] + y = y[mask].ravel() + + X, y = check_X_y(X, y) + return super().add_task( + X, + y, + task_id=task_id, + transformer_voter_decider_split=[ + tree_construction_proportion, + 1 - tree_construction_proportion, + 0, + ], + num_transformers=n_estimators, + transformer_kwargs={"kwargs": {"max_depth": max_depth}}, + voter_kwargs={ + "classes": np.unique(y), + "kappa": kappa, + }, + decider_kwargs={"classes": np.unique(y)}, + ) + + def add_transformer( + self, + X, + y, + transformer_id=None, + n_estimators="default", + max_depth="default", + ): + """ + adds a transformer with id transformer_id and max tree depth max_depth, trained on + given input data matrix, X, and output data matrix, y, to the Lifelong Classification Forest. + Also trains the voters and deciders from new transformer to previous tasks, and will + train voters and deciders from this transformer to all new tasks. + + Parameters + ---------- + X : ndarray + The input data matrix. + + y : ndarray + The output (response) data matrix. + + transformer_id : obj, default=None + The id corresponding to the transformer being added. + + n_estimators : int or str, default='default' + The number of trees used for the given task. + + max_depth : int or str, default='default' + The maximum depth of a tree in the Lifelong Classification Forest. + The default is used if 'default' is provided. + + Returns + ------- + self : LifelongClassificationForest + The object itself. + """ + if n_estimators == "default": + n_estimators = self.default_n_estimators + if max_depth == "default": + max_depth = self.default_max_depth + + X, y = check_X_y(X, y) + return super().add_transformer( + X, + y, + transformer_kwargs={"kwargs": {"max_depth": max_depth}}, + transformer_id=transformer_id, + num_transformers=n_estimators, + ) + + def predict_proba(self, X, task_id): + """ + estimates class posteriors under task_id for each example in input data X. + + Parameters + ---------- + X : ndarray + The input data matrix. + + task_id: + The id corresponding to the task being mapped to. + + Returns + ------- + y_proba_hat : ndarray of shape [n_samples, n_classes] + posteriors per example + """ + return super().predict_proba(check_array(X), task_id) + + def predict(self, X, task_id): + """ + predicts class labels under task_id for each example in input data X. + + Parameters + ---------- + X : ndarray + The input data matrix. + + task_id : obj + The id corresponding to the task being mapped to. + + Returns + ------- + y_hat : ndarray of shape [n_samples] + predicted class label per example + """ + return super().predict(check_array(X), task_id) + + +class UncertaintyForest(LifelongClassificationForest): + """ + A class used to represent an uncertainty forest. + + Parameters + ---------- + n_estimators : int, default=100 + The number of trees in the UncertaintyForest + + kappa : float, default=np.inf + The coefficient for finite sample correction. + If set to the default value, finite sample correction is not performed. + + max_depth : int, default=30 + The maximum depth of a tree in the UncertaintyForest + + tree_construction_proportion : float, default = 0.67 + The proportions of the input data set aside to train each decision + tree. The remainder of the data is used to fill in voting posteriors. + + Attributes + ---------- + default_transformer_class : TreeClassificationTransformer + The class of transformer to which the forest defaults + if None is provided in any of the functions which add or set + transformers. + + default_transformer_kwargs : dict + A dictionary with keys of type string and values of type obj corresponding + to the given string kwarg. This determines to which type of transformer the + forest defaults if None is provided in any of the functions + which add or set transformers. + + default_voter_class : TreeClassificationVoter + The class of voter to which the forest defaults + if None is provided in any of the functions which add or set + voters. + + default_voter_kwargs : dict + A dictionary with keys of type string and values of type obj corresponding + to the given string kwarg. This determines to which type of voter the + forest defaults if None is provided in any of the functions + which add or set voters. + + default_decider_class : SimpleArgmaxAverage + The class of decider to which the forest defaults + if None is provided in any of the functions which add or set + deciders. + + default_decider_kwargs : dict + A dictionary with keys of type string and values of type obj corresponding + to the given string kwarg. This determines to which type of decider the + forest defaults if None is provided in any of the functions + which add or set deciders. + """ + + def __init__( + self, + n_estimators=100, + kappa=np.inf, + max_depth=30, + tree_construction_proportion=0.67, + ): + super().__init__( + default_n_estimators=n_estimators, + default_tree_construction_proportion=tree_construction_proportion, + default_kappa=kappa, + default_max_depth=max_depth, + ) + + def fit(self, X, y): + """ + fits forest to data X with labels y + + Parameters + ---------- + X : array of shape [n_samples, n_features] + The data that will be trained on + + y : array of shape [n_samples] + The label for cluster membership of the given data + + Returns + ------- + self : UncertaintyForest + The object itself. + """ + + return super().add_task(X, y, task_id=0) + + def predict_proba(self, X): + """ + estimates class posteriors for each example in input data X. + + Parameters + ---------- + X : array of shape [n_samples, n_features] + The data whose posteriors we are estimating. + + Returns + ------- + y_proba_hat : ndarray of shape [n_samples, n_classes] + posteriors per example + """ + return super().predict_proba(X, 0) + + def predict(self, X): + """ + predicts class labels for each example in input data X. + + Parameters + ---------- + X : array of shape [n_samples, n_features] + The data on which we are performing inference. + + Returns + ------- + y_hat : ndarray of shape [n_samples] + predicted class label per example + """ + return super().predict(X, 0) diff --git a/proglearn/network.py b/proglearn/network.py index acd900075f..8757ed584f 100644 --- a/proglearn/network.py +++ b/proglearn/network.py @@ -74,7 +74,7 @@ class LifelongClassificationNetwork(ClassificationProgressiveLearner): and values of type obj corresponding to a transformer. This dictionary thus maps transformer ids to the corresponding transformers. - task_id_to_trasnformer_id_to_voters : dict + task_id_to_transformer_id_to_voters : dict A nested dictionary with outer key of type obj, corresponding to task ids inner key of type obj, corresponding to transformer ids, and values of type obj, corresponding to a voter. This dictionary thus maps diff --git a/proglearn/progressive_learner.py b/proglearn/progressive_learner.py index e4d5cd4aab..f93db22ce3 100755 --- a/proglearn/progressive_learner.py +++ b/proglearn/progressive_learner.py @@ -78,7 +78,7 @@ class ProgressiveLearner(BaseProgressiveLearner): and values of type obj corresponding to a transformer. This dictionary thus maps transformer ids to the corresponding transformers. - task_id_to_trasnformer_id_to_voters : dict + task_id_to_transformer_id_to_voters : dict A nested dictionary with outer key of type obj, corresponding to task ids inner key of type obj, corresponding to transformer ids, and values of type obj, corresponding to a voter. This dictionary thus maps