diff --git a/demo/tutorials/getting_started.ipynb b/demo/tutorials/getting_started.ipynb
index 74888ab356324b85144435ed841f6687ad42ce20..9d42d7ea68689916023d857b0fcbc7294067ee80 100644
--- a/demo/tutorials/getting_started.ipynb
+++ b/demo/tutorials/getting_started.ipynb
@@ -162,8 +162,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "[array([399, 399, 399, 399]), array([299, 399, 399, 399]), array([399, 333, 319, 299])]\n",
- "400.0\n",
+ "4\n",
+ "2\n",
+ "4\n",
+ "2\n",
+ "4\n",
+ "2\n",
"View 1 of shape (1998, 3)\n",
"View 2 of shape (1998, 3)\n",
"View 3 of shape (1998, 3)\n",
@@ -244,7 +248,7 @@
"text/markdown": [
"# Generated dataset description\n",
"\n",
- "The dataset named `demo` has been generated by [SMuDGE](https://gitlab.lis-lab.fr/dev/multiview_generator) and is comprised of \n",
+ "The dataset named `demo` has been generated by [SMuDGE](https://gitlab.lis-lab.fr/dev/m) and is comprised of \n",
"\n",
"* 1998 examples, splitted in \n",
"* 3 classes, described by \n",
@@ -342,7 +346,7 @@
"shuffle: false\n",
"```\n",
"\n",
- "This report has been automatically generated on April 29, 2020 at 09:34:50"
+ "This report has been automatically generated on January 25, 2021 at 10:49:17"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
@@ -1156,2008 +1160,2008 @@
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- " if (document.getElementById(\"4552079b-48ed-48b0-a0a2-980d18470b53\")) {\n",
+ " if (document.getElementById(\"b10b7e3e-1cd7-4e06-82ac-3ccf2ad05e12\")) {\n",
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{\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
- "var gd = document.getElementById('4552079b-48ed-48b0-a0a2-980d18470b53');\n",
+ "var gd = document.getElementById('b10b7e3e-1cd7-4e06-82ac-3ccf2ad05e12');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
@@ -33768,20 +33772,20 @@
"\n",
"Outputted error matrix : \n",
"+----------+----------+----------+----------+\n",
- "| 0.402402 | 0.40991 | 0.411411 | 0.436937 |\n",
+ "| 0.411411 | 0.402402 | 0.402402 | 0.427928 |\n",
"+----------+----------+----------+----------+\n",
- "| 0.54955 | 0.403904 | 0.405405 | 0.43994 |\n",
+ "| 0.542042 | 0.408408 | 0.42042 | 0.405405 |\n",
"+----------+----------+----------+----------+\n",
- "| 0.442943 | 0.504505 | 0.534535 | 0.542042 |\n",
+ "| 0.406907 | 0.501502 | 0.525526 | 0.548048 |\n",
"+----------+----------+----------+----------+\n",
"\n",
"Difference :\n",
"+-------------+-------------+-------------+-------------+\n",
- "| -0.0024024 | -0.00990991 | -0.0114114 | -0.0369369 |\n",
+ "| -0.0114114 | -0.0024024 | -0.0024024 | -0.0279279 |\n",
"+-------------+-------------+-------------+-------------+\n",
- "| 0.00045045 | -0.0039039 | -0.00540541 | -0.0399399 |\n",
+ "| 0.00795796 | -0.00840841 | -0.0204204 | -0.00540541 |\n",
"+-------------+-------------+-------------+-------------+\n",
- "| -0.0429429 | -0.0045045 | -0.0145345 | 0.00795796 |\n",
+ "| -0.00690691 | -0.0015015 | -0.00552553 | 0.00195195 |\n",
"+-------------+-------------+-------------+-------------+\n"
]
}
diff --git a/multiview_generator/base.py b/multiview_generator/base.py
new file mode 100644
index 0000000000000000000000000000000000000000..6a61bcc26d05cd79c59f3d5e218d24503cdc58b1
--- /dev/null
+++ b/multiview_generator/base.py
@@ -0,0 +1,361 @@
+import os
+
+import h5py
+import numpy as np
+import yaml
+from sklearn.datasets import make_classification, make_gaussian_quantiles
+from tabulate import tabulate
+import pandas as pd
+import inspect
+from datetime import datetime
+import plotly
+import math
+from sklearn.metrics import zero_one_loss
+from sklearn.model_selection import cross_val_predict
+from sklearn.decomposition import PCA
+
+from sklearn.tree import DecisionTreeClassifier
+
+from .utils import format_array, get_config_from_file, \
+ init_random_state, init_error_matrix, init_list
+from .base_strs import *
+
+
+
+class MultiViewSubProblemsGenerator:
+ r"""
+ This engine generates one monoview sub-problem for each view with independant data.
+ If then switch descriptions between the samples to create error and difficulty in the dataset
+
+ :param random_state: The random state or seed.
+ :param n_samples: The number of samples that the dataset will contain
+ :param n_classes: The number of classes in which the samples will be labelled
+ :param n_views: The number of views describing the samples
+ :param error_matrix: The error matrix giving in row i column j the error of the Bayes classifier on Class i for View j
+ :param n_features: The number of features describing the samples for each view (can specify an int or array-like of length ``n_views``)
+ :param class_weights: The proportion of the dataset that will be labelled in each class. Must specify an array-like of size n_classes ([0.1,0.45,0.45] will output a dataset with with 10% of the samples in the first class and 45% in the two others.)
+ :param redundancy: The proportion of the samples that will be well-decribed by all the views.
+ # :param complementarity: The proportion of samples that will be well-decribed only by some views
+ :param complementarity_level: The number of views that will have a bad description of the complementray samples
+ :param mutual_error: The proportion of samples that will be mis-described by all the views
+ :param name: The name of the dataset (will be used to name the file)
+ :param config_file: The path to the yaml config file. If provided, the config fil entries will overwrite the one passed as arguments.
+
+ :type random_state: int or np.random.RandomState
+ :type n_samples: int
+ :type n_classes: int
+ :type n_views: int
+ :type error_matrix: np.ndarray
+ :type latent_size_multiplicator: float
+ :type n_features: int or array-like
+ :type class_weights: float or array-like
+ :type redundancy: float
+ :type complementarity: float
+ :type complementarity_level: float
+ :type mutual_error: float
+ :type name: str
+ :type config_file: str
+ :type sub_problem_type: str or list
+ :type sub_problem_configurations: None, dict or list
+ """
+
+ def __init__(self, random_state=42, n_samples=100, n_classes=4, n_views=4,
+ error_matrix=None, latent_size_multiplicator=2, n_features=3,
+ class_weights=1.0, redundancy=0.0, complementarity=0.0,
+ complementarity_level=3,
+ mutual_error=0.0, name="generated_dataset", config_file=None,
+ sub_problem_type="base", sub_problem_configurations=None,
+ **kwargs):
+
+ if config_file is not None:
+ args = get_config_from_file(config_file)
+ self.__init__(**args)
+ else:
+ self.view_names = ["generated_view_{}".format(view_index) for view_index in range(n_views)]
+ self.rs = init_random_state(random_state)
+ self.n_samples = n_samples
+ self.n_classes = n_classes
+ self.n_views = n_views
+ self.name = name
+ self.n_features = format_array(n_features, n_views, type_needed=int)
+ self.redundancy = format_array(redundancy, n_classes,
+ type_needed=float).reshape(
+ (n_classes, 1))
+ self.mutual_error = format_array(mutual_error, n_classes,
+ type_needed=float).reshape(
+ (n_classes, 1))
+ self.complementarity = format_array(complementarity, n_classes,
+ type_needed=float).reshape(
+ (n_classes, 1))
+ self.complementarity_level = format_array(complementarity_level, n_classes, type_needed=int).reshape(((n_classes, 1)))
+ self.latent_size_mult = latent_size_multiplicator
+ self._init_sub_problem_config(sub_problem_configurations,
+ sub_problem_type)
+ self.error_matrix = init_error_matrix(error_matrix, n_classes,
+ n_views)
+ self.classes = np.arange(self.n_classes)
+ self.class_weights = format_array(class_weights, n_classes,
+ type_needed=float)
+ self.class_weights /= np.sum(self.class_weights)
+ self._init_base_arguments()
+
+ def to_hdf5_mc(self, saving_path="."):
+ """
+ This is used to save the dataset in an HDF5 file, compatible with
+ :summit:`SuMMIT <>`
+
+ :param saving_path: where to save the dataset, the file will be names after the self.name attribute.
+ :type saving_path: str
+ :return: None
+ """
+
+ dataset_file = h5py.File(os.path.join(saving_path, self.name + ".hdf5"),
+ 'w')
+
+ labels_dataset = dataset_file.create_dataset("Labels",
+ shape=self.y.shape,
+ data=self.y)
+
+ labels_names = ["label_" + str(i + 1) for i in range(self.n_classes)]
+
+ labels_dataset.attrs["names"] = [
+ label_name.encode() if not isinstance(label_name, bytes)
+ else label_name for label_name in labels_names]
+
+ for view_index, data in enumerate(self.dataset):
+ df_dataset = dataset_file.create_dataset("View" + str(view_index),
+ shape=data.shape,
+ data=data)
+
+ df_dataset.attrs["sparse"] = False
+ df_dataset.attrs["name"] = self.view_names[view_index]
+
+ meta_data_grp = dataset_file.create_group("Metadata")
+
+ meta_data_grp.attrs["nbView"] = self.n_views
+ meta_data_grp.attrs["nbClass"] = np.unique(self.y)
+ meta_data_grp.attrs["datasetLength"] = self.dataset[0].shape[0]
+
+ self.gen_report(save=False)
+ meta_data_grp.attrs["description"] = self.report
+
+ meta_data_grp.create_dataset("sample_ids", data=np.array(
+ self.sample_ids).astype(
+ np.dtype("S100")), dtype=np.dtype("S100"))
+
+ dataset_file.close()
+
+ def gen_report(self, output_path='.', file_type="md", save=True, n_cv=5):
+ """
+ Generates a markdown report based on the configuration.
+ If ``save`` is True, it will be saved in ``output_path`` as <self.name>.<``file_type``> .
+
+ :param output_path: path to store the text report.
+ :type output_path: str
+ :param file_type: Type of file in which the report is saved (currently supported : "md" or "txt")
+ :type file_type: str
+ :param save: Whether to save the string in a file or not.
+ :type save: bool
+ :return: The report string
+ """
+ report_string = "# Generated dataset description\n\n"
+
+ report_string+= "The dataset named `{}` has been generated by [{}]({}) " \
+ "and is comprised of \n\n* {} samples, splitted in " \
+ "\n* {} classes, described by \n* {} views.\n\n".format(self.name, GENE, LINK, self.n_samples, self.n_classes, self.n_views)
+
+ error_df = pd.DataFrame(self.error_matrix,
+ index=["Class "+str(i+1)
+ for i in range(self.n_classes)],
+ columns=['View '+str(i+1) for i in range(self.n_views)])
+
+ report_string += "The input error matrix is \n \n"+tabulate(error_df,
+ headers='keys',
+ tablefmt='github')
+
+ report_string += "\n\n The classes are balanced as : \n\n* Class "
+ report_string += '\n* Class '.join(["{} : {} samples ({}% of the dataset)".format(i+1,
+ n_ex,
+ int(ratio*100))
+ for i, (n_ex, ratio)
+ in enumerate(zip(self.n_samples_per_class,
+ self.class_weights))])
+
+ report_string += "\n\n The views have \n\n* {}% redundancy, \n* {}% mutual error" \
+ " and \n* {}% complementarity with a level of {}.\n\n".format(round(self.real_redundancy_level*100, 2), self.mutual_error[0,0]*100, round(self.complementarity_ratio*100, 2), self.complementarity_level)
+
+ report_string+="## Views description"
+ for view_index in range(self.n_views):
+ report_string += self.gen_view_report(view_index)
+
+ report_string += "\n\n## Statistical analysis"
+
+ bayes_error = pd.DataFrame(self.bayes_error/self.n_samples_per_class,
+ columns=["Class " + str(i + 1)
+ for i in range(self.n_classes)],
+ index=['View ' + str(i + 1) for i in
+ range(self.n_views)])
+ report_string += "\n\nBayes error matrix : \n\n"+tabulate(bayes_error, headers='keys',
+ tablefmt='github')
+
+ max_depth = math.ceil(math.log(self.n_classes, 2))
+ report_string += "\n\n The error, as computed by the 'empirical bayes' classifier of each view : \n\n".format(max_depth)
+
+ self._gen_dt_error_mat(n_cv)
+
+ dt_error = pd.DataFrame(np.transpose(self.dt_error),
+ columns=["Class " + str(i + 1)
+ for i in range(self.n_classes)],
+ index=['View ' + str(i + 1) for i in
+ range(self.n_views)])
+
+ report_string += tabulate(dt_error, headers='keys', tablefmt='github')
+
+ self._plot_2d_error(output_path, error=self.error_2D, name="report_bayesian_error_2D.html")
+ self._plot_2d_error(output_path, error=self.error_2D_dt, name="report_dt_error_2D.html")
+
+ report_string += "\n\nThis report has been automatically generated on {}".format(datetime.now().strftime("%B %d, %Y at %H:%M:%S"))
+ if save:
+ with open(os.path.join(output_path, "report_"+self.name+"."+file_type), "w") as output:
+ output.write(report_string)
+ self.report = report_string
+ return report_string
+
+ def _plot_2d_error(self, output_path, error=None, name=""):
+ label_index_list = np.concatenate([np.where(self.y == i)[0] for i in
+ np.unique(
+ self.y)])
+ hover_text = [[self.sample_ids[sample_index] + " labelled " + str(
+ self.y[sample_index])
+ for view_index in range(self.n_views)]
+ for sample_index in range(self.n_samples)]
+ fig = plotly.graph_objs.Figure()
+ fig.add_trace(plotly.graph_objs.Heatmap(
+ x=["View {}".format(view_index) for view_index in range(self.n_views)],
+ y=[self.sample_ids[label_ind] for label_ind in label_index_list],
+ z=error[label_index_list, :],
+ text=[hover_text[label_ind] for label_ind in label_index_list],
+ hoverinfo=["y", "x", "text"],
+ colorscale="Greys",
+ colorbar=dict(tickvals=[0, 1],
+ ticktext=["Misdescribed", "Well described"]),
+ reversescale=True), )
+ fig.update_yaxes(title_text="Samples", showticklabels=True)
+ fig.update_layout(paper_bgcolor='rgba(0,0,0,0)',
+ plot_bgcolor='rgba(0,0,0,0)')
+ fig.update_xaxes(showticklabels=True, )
+ plotly.offline.plot(fig, filename=os.path.join(output_path, name),
+ auto_open=False)
+
+ def _gen_dt_error_mat(self, n_cv=10):
+ # TODO : Seems to rely on random state, but unsure
+ self.dt_error = np.zeros((self.n_classes, self.n_views))
+ self.error_2D_dt = np.zeros((self.n_samples, self.n_views,))
+ classifiers = [generator.get_bayes_classifier() for generator in self._sub_problem_generators]
+
+ for view_index, view_data in enumerate(self.dataset):
+ pred = cross_val_predict(classifiers[view_index], view_data, self.y, cv=n_cv, )
+ self.error_2D_dt[:, view_index] = np.equal(self.y, pred).astype(int)
+ label_indices = [np.where(self.y == i)[0] for i in
+ range(self.n_classes)]
+ loss = [zero_one_loss(pred[label_indice], self.y[label_indice]) for
+ label_indice in label_indices]
+ self.dt_error[:, view_index] = np.array(loss)
+
+ def _find_rows_cols(self):
+ rows=1
+ cols=1
+ if self.n_views == 4:
+ rows = 2
+ cols = 2
+ if self.n_views>1:
+ for i in range(self.n_views):
+ if rows*cols < i+1:
+ if cols < 4*rows:
+ cols+=1
+ else:
+ rows+=1
+ return rows, cols
+
+ def _get_pca(self, n_components=2, output_path='.'):
+ pca = PCA(n_components=n_components)
+ import plotly.graph_objects as go
+ from plotly.subplots import make_subplots
+ rows, cols = self._find_rows_cols()
+ fig = make_subplots(rows=rows, cols=cols,
+ subplot_titles=["View{}".format(view_index)
+ for view_index
+ in range(self.n_views)],
+ specs=[[{'type': 'scatter'} for _ in range(cols) ]
+ for _ in range(rows)])
+ row = 1
+ col = 1
+ import plotly.express as px
+ for view_index, view_data in enumerate(self.dataset):
+ if self.n_features[view_index]>n_components:
+ pca.fit(view_data)
+ reducted_data = pca.transform(view_data)
+ elif self.n_features[view_index] ==1:
+ reducted_data = np.transpose(np.array([view_data, view_data]))[0, :, :]
+ else:
+ reducted_data = view_data
+ fig.add_trace(
+ go.Scatter(
+ x=reducted_data[:, 0],
+ y=reducted_data[:, 1],
+ text=self.sample_ids,
+ mode='markers', marker=dict(
+ size=3, # set color to an array/list of desired values
+ color=self.y,
+ colorscale=["red", "blue", "black", "green", "orange", "purple"],
+ opacity=0.8
+ ), ),
+ row=row, col=col)
+ col += 1
+ if col > cols:
+ col = 1
+ row += 1
+ fig.update_shapes(dict(xref='x', yref='y'))
+ plotly.offline.plot(fig, filename=os.path.join(output_path, self.name+"_fig_pca.html"), auto_open=False)
+
+ def gen_view_report(self, view_index):
+ view_string = "\n\n### View "+str(view_index+1)
+ view_string+=self._sub_problem_generators[view_index].gen_report()
+ return view_string
+
+ def _get_generator_report(self, view_index, doc_type=".md"):
+ if self.sub_problem_types[view_index] in ["make_classification", "base"]:
+ return "[`make_classification`](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_classification.html)"
+ elif self.sub_problem_types[view_index]in ["gaussian", "make_gaussian_quantiles"]:
+ return "[`make_gaussian_quantiles`](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_gaussian_quantiles.html#sklearn.datasets.make_gaussian_quantiles)"
+
+ def _init_base_arguments(self):
+ self.n_samples_per_class = (
+ self.class_weights * self.n_samples).astype(int)
+ self.n_well_described = [
+ (self.n_samples_per_class[class_index] * (1 - confusion)).astype(
+ int)
+ for class_index, confusion in enumerate(self.error_matrix)]
+ self.n_misdescribed = [(self.n_samples_per_class[class_index] -
+ self.n_well_described[class_index])
+ for class_index in range(self.n_classes)]
+ self.n_samples = np.sum(self.n_samples_per_class)
+ sample_indices = np.arange(int(np.sum(self.n_samples_per_class)))
+ self.rs.shuffle(sample_indices)
+ self.class_sample_indices = [
+ sample_indices[sum(self.n_samples_per_class[:ind]):
+ sum(self.n_samples_per_class[:ind + 1])]
+ for ind in range(self.n_classes)]
+ self.well_described = [[_ for _ in range(self.n_views)] for _ in
+ range(self.n_classes)]
+ self.misdescribed = [[_ for _ in range(self.n_views)] for _ in
+ range(self.n_classes)]
+ self.redundancy_indices = [_ for _ in range(self.n_classes)]
+ self.mutual_error_indices = [_ for _ in range(self.n_classes)]
+ self.complementarity_samples = [_ for _ in range(self.n_classes)]
+ self.good_views_indices = [_ for _ in range(self.n_classes)]
+ self.bad_views_indices = [_ for _ in range(self.n_classes)]
+ self.available_init_indices = self.class_sample_indices.copy()
+ self.sample_ids = ["sample_{}".format(ind)
+ for ind
+ in range(int(np.sum(self.n_samples_per_class)))]
\ No newline at end of file
diff --git a/multiview_generator/gaussian_classes.py b/multiview_generator/gaussian_classes.py
new file mode 100644
index 0000000000000000000000000000000000000000..eb8a03e31b7c29555c2f849ac9d45c693bae2dfd
--- /dev/null
+++ b/multiview_generator/gaussian_classes.py
@@ -0,0 +1,320 @@
+
+import numpy as np
+import itertools
+import math
+from scipy.special import erfinv
+
+from .utils import format_array, get_config_from_file, \
+ init_random_state, init_error_matrix, init_list
+from .base_strs import *
+from .base import MultiViewSubProblemsGenerator
+from multiview_generator import sub_problems
+
+
+class MultiViewGaussianSubProblemsGenerator(MultiViewSubProblemsGenerator):
+
+ def __init__(self, random_state=42, n_samples=100, n_classes=4, n_views=4,
+ error_matrix=None, latent_size_multiplicator=2, n_features=3,
+ class_weights=1.0, redundancy=0.1, complementarity=0.1,
+ complementarity_level=3,
+ mutual_error=0.2, name="generated_dataset", config_file=None,
+ sub_problem_type="base", sub_problem_configurations=None,
+ sub_problem_generators="StumpsGenerator", random_vertices=False
+ , **kwargs):
+ """
+
+ :param random_state:
+ :param n_samples:
+ :param n_classes:
+ :param n_views:
+ :param error_matrix:
+ :param latent_size_multiplicator:
+ :param n_features:
+ :param class_weights:
+ :param redundancy:
+ :param complementarity:
+ :param complementarity_level:
+ :param mutual_error:
+ :param name:
+ :param config_file:
+ :param sub_problem_type:
+ :param sub_problem_configurations:
+ :param kwargs:
+ """
+
+ MultiViewSubProblemsGenerator.__init__(self, random_state=random_state,
+ n_samples=n_samples,
+ n_classes=n_classes,
+ n_views=n_views,
+ error_matrix=error_matrix,
+ latent_size_multiplicator=latent_size_multiplicator,
+ n_features=n_features,
+ class_weights=class_weights,
+ redundancy=redundancy,
+ complementarity=complementarity,
+ complementarity_level=complementarity_level,
+ mutual_error=mutual_error,
+ name=name,
+ config_file=config_file,
+ sub_problem_type=sub_problem_type,
+ F=sub_problem_configurations,
+ **kwargs)
+ self.random_vertices = format_array(random_vertices, n_views, bool)
+ self.sub_problem_generators = format_array(sub_problem_generators, n_views, str)
+
+
+ def generate_multi_view_dataset(self, ):
+ """
+ This is the main method. It will generate a multiview dataset according
+ to the configuration.
+ To do so,
+
+ * it generates the labels of the multiview dataset,
+ * then it generates all the subsets of samples (redundant, ...)
+ * finally, for each view it generates a monview dataset according to the configuration
+
+
+ :return: view_data a list contianing the views np.ndarrays and y, the label array.
+ """
+
+ # Generate the labels
+ self.error_2D = np.ones((self.n_samples, self.n_views))
+ # Generate the sample descriptions according to the error matrix
+ self._sub_problem_generators = [_ for _ in range(self.n_views)]
+ for view_index in range(self.n_views):
+ sub_problem_generator = getattr(sub_problems,
+ self.sub_problem_generators[view_index])(
+ n_classes=self.n_classes,
+ n_features=self.n_features[view_index],
+ random_vertices=self.random_vertices[view_index],
+ errors=self.error_matrix[:,view_index],
+ random_state=self.rs,
+ n_samples_per_class=self.n_samples_per_class,
+ **self.sub_problem_configurations[view_index])
+ vec = sub_problem_generator.gen_data()
+ self._sub_problem_generators[view_index] = sub_problem_generator
+ self.view_names[view_index] = "view_{}_{}".format(view_index, sub_problem_generator.view_name)
+ self.bayes_error[view_index, :] = sub_problem_generator.bayes_error
+ self.generated_data[view_index, :, :,:self.n_features[view_index]] = vec
+ self.selected_vertices[view_index] = sub_problem_generator.selected_vertices
+ self.descriptions[view_index, :,:] = sub_problem_generator.descriptions
+
+ self.y = []
+ for ind, n_samples_ in enumerate(self.n_samples_per_class):
+ self.y += [ind for _ in range(n_samples_)]
+ self.y = np.array(self.y, dtype=int)
+
+
+ self.sample_ids = ["{}_l_{}".format(ind, self.y[ind]) for ind in
+ range(self.n_samples)]
+
+ self.dataset = [np.zeros((self.n_total_samples,
+ self.n_features[view_index]))
+ for view_index in range(self.n_views)]
+
+ self.assign_mutual_error()
+ self.assign_complementarity()
+ self.assign_redundancy()
+
+ self.get_distance()
+ return self.dataset, self.y
+
+ def assign_mutual_error(self):
+ for class_ind in range(self.n_classes):
+ mutual_start = np.sum(self.n_samples_per_class[:class_ind])
+ mutual_end = np.sum(self.n_samples_per_class[:class_ind])+self.mutual_error_per_class[class_ind]
+ for view_index in range(self.n_views):
+ mis_described_random_ind = self.rs.choice(np.where(self.descriptions[view_index, class_ind, :]==-1)[0], self.mutual_error_per_class[class_ind], replace=False)
+ self.dataset[view_index][mutual_start:mutual_end, :] = self.generated_data[view_index, class_ind, mis_described_random_ind, :self.n_features[view_index]]
+ self.error_2D[mutual_start:mutual_end, view_index] = 0
+ self.descriptions[view_index, class_ind, mis_described_random_ind] = 0
+ for sample_ind in np.arange(start=mutual_start, stop=mutual_end):
+ self.sample_ids[sample_ind] = self.sample_ids[sample_ind]+"_m"
+
+ def assign_complementarity(self):
+ self.complementarity_ratio = 0
+ for class_ind in range(self.n_classes):
+ complem_level = int(self.complementarity_level[class_ind])
+ complem_start = np.sum(self.n_samples_per_class[:class_ind])+self.mutual_error_per_class[class_ind]
+ complem_ind = 0
+ while complem_level != 0:
+ avail_errors = np.array([len(np.where(self.descriptions[view_index, class_ind, :] ==-1)[0]) for view_index in range(self.n_views)])
+ avail_success = np.array([len(np.where(self.descriptions[view_index, class_ind, :] == 1)[0]) for view_index in range(self.n_views)])
+
+ cond=True
+
+ while cond:
+ if np.sum(avail_errors) == 0 or np.sum(avail_success) < self.n_views - complem_level:
+ cond = False
+ break
+ elif len(np.where(avail_errors > 0)[0]) < complem_level:
+ cond = False
+ break
+ self.sample_ids[complem_start+complem_ind] += "_c"
+ self.complementarity_ratio += 1/self.n_samples
+ sorted_inds = np.argsort(-avail_errors)
+ selected_failed_views = sorted_inds[:complem_level]
+ sorted_inds = np.array([i for i in np.argsort(-avail_success) if
+ i not in selected_failed_views])
+ selected_succeeded_views = sorted_inds[
+ :self.n_views - complem_level]
+ for view_index in range(self.n_views):
+ if view_index in selected_failed_views:
+ self.error_2D[complem_start+complem_ind, view_index] = 0
+ chosen_ind = int(self.rs.choice(np.where(self.descriptions[view_index, class_ind, :]==-1)[0],size=1, replace=False))
+ self.dataset[view_index][complem_start+complem_ind, :] = self.generated_data[view_index, class_ind, chosen_ind, :self.n_features[view_index]]
+ self.descriptions[view_index, class_ind, chosen_ind] = 0
+ self.sample_ids[complem_start+complem_ind] += "_{}".format(view_index)
+ avail_errors[view_index]-=1
+ elif view_index in selected_succeeded_views:
+ chosen_ind = int(self.rs.choice(np.where(self.descriptions[view_index, class_ind, :]==1)[0],size=1, replace=False))
+ self.dataset[view_index][complem_start + complem_ind,:] = self.generated_data[view_index, class_ind, chosen_ind, :self.n_features[view_index]]
+ self.descriptions[view_index, class_ind, chosen_ind] = 0
+ avail_success[view_index] -= 1
+ complem_ind += 1
+ complem_level -= 1
+ self.n_complem[class_ind] = complem_ind
+
+ def assign_redundancy(self):
+ self.real_redundancy_level=0
+ for class_ind in range(self.n_classes):
+ redun_start = int(np.sum(self.n_samples_per_class[:class_ind])+self.mutual_error_per_class[class_ind]+self.n_complem[class_ind])
+ redun_end = np.sum(self.n_samples_per_class[:class_ind+1])
+ for view_index in range(self.n_views):
+ if len(np.where(self.descriptions[view_index, class_ind, :] == 1)[0]) < redun_end - redun_start and len(np.where(self.descriptions[view_index, class_ind, :] == -1)[0])>0:
+ raise ValueError("For class {}, view {}, reduce the error "
+ "(now: {}), or increase the complemetarity "
+ "level (now: {}), there is not enough good "
+ "descriptions with the current "
+ "configuration".format(class_ind,
+ view_index,
+ self.error_matrix[class_ind,
+ view_index],
+ self.complementarity_level[class_ind]))
+ remaining_good_desc = np.where(self.descriptions[view_index, class_ind, :] == 1)[0]
+ self.dataset[view_index][redun_start:redun_end,:] = self.generated_data[view_index, class_ind,remaining_good_desc, :self.n_features[view_index]]
+ self.descriptions[view_index, class_ind, remaining_good_desc] = 0
+ for sample_ind in np.arange(start=redun_start, stop=redun_end):
+ self.sample_ids[sample_ind] = self.sample_ids[sample_ind] + "_r"
+ self.real_redundancy_level+=1/self.n_samples
+
+ def get_distance(self):
+ self.distances = np.zeros((self.n_views, self.n_samples))
+ for view_index, view_data in enumerate(self.dataset):
+ for sample_ind, data in enumerate(view_data):
+ # The closest dimension to the limit
+ dist = np.min(np.abs(data))
+ # dist = np.linalg.norm(data-self.selected_vertices[view_index][self.y[sample_ind]])
+ self.sample_ids[sample_ind] += "-{}_{}".format(view_index, round(dist, 2))
+ self.distances[view_index,sample_ind] = dist
+
+ # def _gen_data(self, view_index):
+ # """
+ # Generates the samples according to gaussian distributions with scales
+ # computed with the given error and class separation
+ #
+ # :param view_index:
+ # :return:
+ # """
+ # class_sep = self.sub_problem_configurations[view_index]["class_sep"]
+ # vertices = np.array(
+ # [np.array([coord for coord in coords]) for coords in
+ # itertools.product(
+ # *zip([-1 for _ in range(self.n_features[view_index])],
+ # [1 for _ in range(self.n_features[view_index])]))])
+ # if self.random_vertices == True:
+ # selected_vertices = self.rs.choice(np.arange(len(vertices)),
+ # self.n_classes,
+ # replace=False)
+ # else:
+ # selected_vertices = np.arange(self.n_classes)
+ # self.selected_vertices[view_index] = vertices[selected_vertices, :] * class_sep
+ # for class_ind, center_coord in enumerate(self.selected_vertices[view_index]):
+ #
+ # error = self.error_matrix[class_ind, view_index]
+ #
+ # scale = (class_sep / math.sqrt(2)) * (1 / (
+ # erfinv(2 * (1 - error)**(1/self.n_features[view_index]) - 1)))
+ # cov = np.identity(self.n_features[view_index]) * scale**2
+ # vec = self.rs.multivariate_normal(center_coord, cov,
+ # self.n_samples_per_class[
+ # class_ind])
+ # mis_described = np.unique(np.where( np.multiply(vec, center_coord) < 0 )[0])
+ # well_described = np.array([ind for ind
+ # in range(self.n_samples_per_class[class_ind])
+ # if ind not in mis_described])
+ # self.bayes_error[view_index, class_ind] = mis_described.shape[0]
+ # self.generated_data[view_index, class_ind, :, :self.n_features[view_index]] = vec
+ # self.descriptions[view_index, class_ind, mis_described] = -1
+ # self.descriptions[view_index, class_ind, well_described] = 1
+
+ def _get_generator_report(self, view_index, doc_type=".md"):
+ return "home made gaussian generator"
+
+ def _init_sub_problem_config(self, sub_problem_configs, sub_problem_type):
+ """
+
+ :param sub_problem_configs:
+ :param sub_problem_type:
+ :return:
+ """
+
+ if sub_problem_configs is None:
+ self.sub_problem_configurations = [
+ {"n_clusters_per_class": 1,
+ "class_sep": 1.0, }
+ for _ in range(self.n_views)]
+ else:
+ self.sub_problem_configurations = init_list(sub_problem_configs,
+ size=self.n_views,
+ type_needed=dict)
+
+ def _init_base_arguments(self):
+ self.n_samples_per_class = (
+ self.class_weights * self.n_samples).astype(int)
+ self.n_max_samples = np.max(self.n_samples_per_class)
+ self.n_samples = np.sum(self.n_samples_per_class)
+ self.n_complem =np.zeros(self.n_classes)
+ self.n_max_features = np.max(self.n_features)
+ self.generated_data = self.rs.uniform(low=-self.latent_size_mult, high=self.latent_size_mult, size=(self.n_views, self.n_classes, self.n_max_samples, self.n_max_features))
+ self.descriptions = np.zeros((self.n_views, self.n_classes, self.n_max_samples,))
+ self.n_total_samples = np.sum(self.n_samples_per_class)
+ sample_indices = np.arange(int(np.sum(self.n_samples_per_class)))
+ self.rs.shuffle(sample_indices)
+ self.class_sample_indices = [
+ sample_indices[sum(self.n_samples_per_class[:ind]):
+ sum(self.n_samples_per_class[:ind + 1])]
+ for ind in range(self.n_classes)]
+ self.well_described = [[_ for _ in range(self.n_views)] for _ in
+ range(self.n_classes)]
+ self.misdescribed = [[_ for _ in range(self.n_views)] for _ in
+ range(self.n_classes)]
+ self.redundancy_indices = [_ for _ in range(self.n_classes)]
+ self.mutual_error_indices = [_ for _ in range(self.n_classes)]
+ self.complementarity_samples = [_ for _ in range(self.n_classes)]
+ self.good_views_indices = [_ for _ in range(self.n_classes)]
+ self.bad_views_indices = [_ for _ in range(self.n_classes)]
+ self.available_init_indices = self.class_sample_indices.copy()
+ self.sample_ids = ["sample_{}".format(ind)
+ for ind
+ in range(int(np.sum(self.n_samples_per_class)))]
+ self.bayes_error = np.zeros((self.n_views, self.n_classes))
+ self.sub_problems = [[] for _ in range(self.n_views)]
+ self.mutual_error_per_class = np.array(
+ [int(float(self.mutual_error[class_ind]) * n_sample_) for class_ind, n_sample_ in
+ enumerate(self.n_samples_per_class)])
+ self.redundancy_per_class = np.array(
+ [int(self.redundancy[class_ind] * n_sample_) for class_ind, n_sample_ in enumerate(self.n_samples_per_class)])
+ self.view_data = [np.zeros((self.n_samples, self.n_features[view_ind])) for view_ind in range(self.n_views)]
+ self.all_mis_described = [[] for _ in range(self.n_views)]
+ self.all_well_described = [[] for _ in range(self.n_views)]
+ self.selected_vertices = [_ for _ in range(self.n_views)]
+ self.avail_well_described = [[] for _ in range(self.n_views)]
+ self.avail_mis_described = [[] for _ in range(self.n_views)]
+ self.mutual_error_indices = [[] for _ in range(self.n_views)]
+ self.redundancy_indices = [[] for _ in range(self.n_views)]
+ self.complementarity_indices = [[[] for _ in range(self.n_classes)] for _
+ in
+ range(self.n_views)]
+ self.complem_names = [[] for _ in range(self.n_classes)]
+ self.complem_error = [[] for _ in range(self.n_classes)]
\ No newline at end of file
diff --git a/multiview_generator/multiple_sub_problems.py b/multiview_generator/sklearn_sub_generators.py
similarity index 66%
rename from multiview_generator/multiple_sub_problems.py
rename to multiview_generator/sklearn_sub_generators.py
index 5d017c5f853fc00a2b4130220e60a62670a96806..7a6b75e13ac5e93d88746ff40e101d0c341b6028 100644
--- a/multiview_generator/multiple_sub_problems.py
+++ b/multiview_generator/sklearn_sub_generators.py
@@ -12,9 +12,10 @@ from datetime import datetime
from .utils import format_array, get_config_from_file, \
init_random_state, init_error_matrix, init_list
from .base_strs import *
+from.base import MultiViewSubProblemsGenerator
-class MultiViewSubProblemsGenerator:
+class MultiViewSklearnSubProblemsGenerator(MultiViewSubProblemsGenerator):
r"""
This engine generates one monoview sub-problem for each view with independant data.
If then switch descriptions between the samples to create error and difficulty in the dataset
@@ -62,36 +63,22 @@ class MultiViewSubProblemsGenerator:
sub_problem_type="base", sub_problem_configurations=None,
**kwargs):
- if config_file is not None:
- args = get_config_from_file(config_file)
- self.__init__(**args)
- else:
- self.rs = init_random_state(random_state)
- self.n_samples = n_samples
- self.n_classes = n_classes
- self.n_views = n_views
- self.name = name
- self.n_features = format_array(n_features, n_views, type_needed=int)
- self.redundancy = format_array(redundancy, n_classes,
- type_needed=float).reshape(
- (n_classes, 1))
- self.mutual_error = format_array(mutual_error, n_classes,
- type_needed=float).reshape(
- (n_classes, 1))
- self.complementarity = format_array(complementarity, n_classes,
- type_needed=float).reshape(
- (n_classes, 1))
- self.complementarity_level = format_array(complementarity_level, n_classes, type_needed=float).reshape(((n_classes, 1)))
+ MultiViewSubProblemsGenerator.__init__(self, random_state=random_state,
+ n_samples=n_samples,
+ n_classes=n_classes,
+ n_views=n_views,
+ error_matrix=error_matrix,
+ n_features=n_features,
+ class_weights=class_weights,
+ redundancy=redundancy,
+ complementarity_level=complementarity_level,
+ mutual_error=mutual_error,
+ name=name,
+ config_file=config_file,
+ sub_problem_configurations=sub_problem_configurations,
+ **kwargs)
+ if config_file is None:
self.latent_size_mult = latent_size_multiplicator
- self._init_sub_problem_config(sub_problem_configurations,
- sub_problem_type)
- self.error_matrix = init_error_matrix(error_matrix, n_classes,
- n_views)
- self.classes = np.arange(self.n_classes)
- self.class_weights = format_array(class_weights, n_classes,
- type_needed=float) / np.sum(
- class_weights)
- self._init_base_arguments()
def generate_multi_view_dataset(self, ):
"""
@@ -100,7 +87,7 @@ class MultiViewSubProblemsGenerator:
To do so,
* it generates the labels of the multiview dataset,
- * then it generates all the subsets of examples (redundant, ...)
+ * then it generates all the subsets of samples (redundant, ...)
* finally, for each view it generates a monview dataset according to the configuration
@@ -108,120 +95,16 @@ class MultiViewSubProblemsGenerator:
"""
self.y = np.zeros((self.n_samples,))
- for class_index, indices in enumerate(self.class_example_indices):
+ for class_index, indices in enumerate(self.class_sample_indices):
self.y[indices] = class_index
self.view_data = []
- self._gen_example_indices()
+ self._gen_sample_indices()
for view_index in range(self.n_views):
X = self._generate_one_sub_problem(view_index)
self.view_data.append(X)
return self.view_data, self.y
- def to_hdf5_mc(self, saving_path="."):
- """
- This is used to save the dataset in an HDF5 file, compatible with
- :summit:`SuMMIT <>`
-
- :param saving_path: where to save the dataset, the file will be names after the self.name attribute.
- :type saving_path: str
- :return: None
- """
-
- dataset_file = h5py.File(os.path.join(saving_path, self.name + ".hdf5"),
- 'w')
-
- labels_dataset = dataset_file.create_dataset("Labels",
- shape=self.y.shape,
- data=self.y)
-
- labels_names = ["label_" + str(i + 1) for i in range(self.n_classes)]
-
- labels_dataset.attrs["names"] = [
- label_name.encode() if not isinstance(label_name, bytes)
- else label_name for label_name in labels_names]
-
- for view_index, data in enumerate(self.view_data):
- df_dataset = dataset_file.create_dataset("View" + str(view_index),
- shape=data.shape,
- data=data)
-
- df_dataset.attrs["sparse"] = False
- df_dataset.attrs["name"] = "generated_view_" + str(view_index + 1)
-
- meta_data_grp = dataset_file.create_group("Metadata")
-
- meta_data_grp.attrs["nbView"] = self.n_views
- meta_data_grp.attrs["nbClass"] = np.unique(self.y)
- meta_data_grp.attrs["datasetLength"] = self.view_data[0].shape[0]
-
- self.gen_report(save=False)
- meta_data_grp.attrs["description"] = self.report
-
- meta_data_grp.create_dataset("sample_ids", data=np.array(
- self.example_ids).astype(
- np.dtype("S100")), dtype=np.dtype("S100"))
-
- dataset_file.close()
-
- def gen_report(self, output_path='.', file_type="md", save=True):
- """
- Generates a markdown report based on the configuration.
- If ``save`` is True, it will be saved in ``output_path`` as <self.name>.<``file_type``> .
-
- :param output_path: path to store the text report.
- :type output_path: str
- :param file_type: Type of file in which the report is saved (currently supported : "md" or "txt")
- :type file_type: str
- :param save: Whether to save the string in a file or not.
- :type save: bool
- :return: The report string
- """
- report_string = "# Generated dataset description\n\n"
-
- report_string+= "The dataset named `{}` has been generated by [{}]({}) " \
- "and is comprised of \n\n* {} examples, splitted in " \
- "\n* {} classes, described by \n* {} views.\n\n".format(self.name, GENE, LINK, self.n_samples, self.n_classes, self.n_views)
-
- error_df = pd.DataFrame(self.error_matrix,
- index=["Class "+str(i+1)
- for i in range(self.n_classes)],
- columns=['View '+str(i+1) for i in range(self.n_views)])
-
- report_string += "The input error matrix is \n \n"+tabulate(error_df,
- headers='keys',
- tablefmt='github')
-
- report_string += "\n\n The classes are balanced as : \n\n* Class "
- report_string += '\n* Class '.join(["{} : {} examples ({}% of the dataset)".format(i+1,
- n_ex,
- int(ratio*100))
- for i, (n_ex, ratio)
- in enumerate(zip(self.n_examples_per_class,
- self.class_weights))])
-
- report_string += "\n\n The views have \n\n* {}% redundancy, \n* {}% mutual error" \
- " and \n* {}% complementarity,\n\nthe remaining examples are " \
- "randomly mis-labelled to fit the input error matrix.\n\n".format(self.redundancy[0,0]*100, self.mutual_error[0,0]*100, self.complementarity[0,0]*100)
-
- report_string+="## Views description"
- for view_index in range(self.n_views):
- report_string += self.gen_view_report(view_index)
-
- report_string += "\n\nThis report has been automatically generated on {}".format(datetime.now().strftime("%B %d, %Y at %H:%M:%S"))
- if save:
- with open(os.path.join(output_path, "report."+file_type), "w") as output:
- output.write(report_string)
- self.report = report_string
- return report_string
-
- def gen_view_report(self, view_index):
- view_string = "\n\n### View "+str(view_index+1)
- view_string+="\n\nThis view is generated with {}, with the following configuration : \n```yaml\n".format(self._get_generator_report(view_index))
- view_string += yaml.dump(self.sub_problem_configurations[view_index], line_break="\n",default_flow_style=False)
- view_string+="```"
- return view_string
-
def _get_generator_report(self, view_index, doc_type=".md"):
if self.sub_problem_types[view_index] in ["make_classification", "base"]:
return "[`make_classification`](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_classification.html)"
@@ -256,37 +139,6 @@ class MultiViewSubProblemsGenerator:
size=self.n_views,
type_needed=dict)
- def _init_base_arguments(self):
- self.n_examples_per_class = (
- self.class_weights * self.n_samples).astype(int)
- self.n_well_described = [
- (self.n_examples_per_class[class_index] * (1 - confusion)).astype(
- int)
- for class_index, confusion in enumerate(self.error_matrix)]
- self.n_misdescribed = [(self.n_examples_per_class[class_index] -
- self.n_well_described[class_index])
- for class_index in range(self.n_classes)]
- self.n_samples = np.sum(self.n_examples_per_class)
- example_indices = np.arange(int(np.sum(self.n_examples_per_class)))
- self.rs.shuffle(example_indices)
- self.class_example_indices = [
- example_indices[sum(self.n_examples_per_class[:ind]):
- sum(self.n_examples_per_class[:ind + 1])]
- for ind in range(self.n_classes)]
- self.well_described = [[_ for _ in range(self.n_views)] for _ in
- range(self.n_classes)]
- self.misdescribed = [[_ for _ in range(self.n_views)] for _ in
- range(self.n_classes)]
- self.redundancy_indices = [_ for _ in range(self.n_classes)]
- self.mutual_error_indices = [_ for _ in range(self.n_classes)]
- self.complementarity_examples = [_ for _ in range(self.n_classes)]
- self.good_views_indices = [_ for _ in range(self.n_classes)]
- self.bad_views_indices = [_ for _ in range(self.n_classes)]
- self.available_init_indices = self.class_example_indices.copy()
- self.example_ids = ["example_{}".format(ind)
- for ind
- in range(int(np.sum(self.n_examples_per_class)))]
-
def _generate_one_sub_problem(self, view_index, flip_y=0, hypercube=True,
shift=0.0, scale=1.0, ):
if self.sub_problem_types[view_index] in ["make_classification",
@@ -344,7 +196,7 @@ class MultiViewSubProblemsGenerator:
# Initializing the view to zeros
X = np.zeros((self.n_samples, latent_space.shape[1]))
- # Getting the indices of the examples that are available in each class
+ # Getting the indices of the samples that are available in each class
available_indices = [list(np.where(y == class_index)[0])
for class_index in range(self.n_classes)]
for class_index in range(self.n_classes):
@@ -379,7 +231,7 @@ class MultiViewSubProblemsGenerator:
return X
def _get_n_samples(self):
- max_number_of_samples = np.max(self.n_examples_per_class)
+ max_number_of_samples = np.max(self.n_samples_per_class)
if self.n_samples * self.latent_size_mult / self.n_classes < max_number_of_samples:
compensator = (max_number_of_samples * self.n_classes) / (
self.n_samples * self.latent_size_mult)
@@ -401,26 +253,26 @@ class MultiViewSubProblemsGenerator:
indices[class_index] = self.rs.choice(
self.available_init_indices[class_index],
size=int(
- self.n_examples_per_class[class_index] * quantity),
+ self.n_samples_per_class[class_index] * quantity),
replace=False)
- self._update_example_indices(
+ self._update_sample_indices(
indices[class_index], name,
class_index)
self._remove_available(self.available_init_indices,
indices[class_index],
class_index)
- def _update_example_indices(self, target, target_name, class_ind):
+ def _update_sample_indices(self, target, target_name, class_ind):
for ind, target_ind in enumerate(target):
- self.example_ids[target_ind] = target_name + "_{}_{}".format(ind,
+ self.sample_ids[target_ind] = target_name + "_{}_{}".format(ind,
class_ind)
def _gen_complementarity(self,):
"""
- Randomly selects the examples that will participate to complementarity
+ Randomly selects the samples that will participate to complementarity
(well described by a fraction of the views)
"""
- if ((self.complementarity * self.n_examples_per_class)[0] > np.array(
+ if ((self.complementarity * self.n_samples_per_class)[0] > np.array(
[len(inds) for inds in self.available_init_indices])).any():
raise ValueError(
"Complementarity ({}) + Redundnacy ({}) + Mutual Error ({}) must be < 1 (here : {})".format(
@@ -429,21 +281,19 @@ class MultiViewSubProblemsGenerator:
else:
for class_index, complementarity in enumerate(self.complementarity):
n_comp = int(self.complementarity_level[class_index]*self.n_views)
- print(self.n_views)
- print(int(self.complementarity_level[class_index]*self.n_views))
- self.complementarity_examples[class_index] = self.rs.choice(
+ self.complementarity_samples[class_index] = self.rs.choice(
self.available_init_indices[class_index],
- size=int(self.n_examples_per_class[
+ size=int(self.n_samples_per_class[
class_index] * complementarity),
replace=False)
- self._update_example_indices(
- self.complementarity_examples[class_index],
+ self._update_sample_indices(
+ self.complementarity_samples[class_index],
'Complementary', class_index)
self.good_views_indices[class_index] = [
self.rs.choice(np.arange(self.n_views),
size=n_comp,
replace=False)
- for _ in self.complementarity_examples[class_index]]
+ for _ in self.complementarity_samples[class_index]]
self.bad_views_indices[class_index] = [np.array([ind
for ind
in range(
@@ -454,16 +304,16 @@ class MultiViewSubProblemsGenerator:
ex_ind]])
for ex_ind, _ in
enumerate(
- self.complementarity_examples[
+ self.complementarity_samples[
class_index])]
self._remove_available(self.available_init_indices,
- self.complementarity_examples[
+ self.complementarity_samples[
class_index],
class_index)
- def _gen_example_indices(self, ):
+ def _gen_sample_indices(self, ):
"""
- Selects examples according to their role (redundancy, ....) and then
+ Selects samples according to their role (redundancy, ....) and then
affects more error if needed according to the input confusion matrix)
"""
@@ -473,19 +323,19 @@ class MultiViewSubProblemsGenerator:
for class_index in range(self.n_classes):
for view_index, view_confusion in enumerate(
np.transpose(self.error_matrix)):
- # Mutual error examples are misdescribed in every views
+ # Mutual error samples are misdescribed in every views
self.misdescribed[class_index][view_index] = list(
self.mutual_error_indices[class_index])
- # Redundant examples are well described in every view
+ # Redundant samples are well described in every view
self.well_described[class_index][view_index] = list(
self.redundancy_indices[class_index])
- # Complementary examples are well described in certain views
+ # Complementary samples are well described in certain views
# and mis described in the others.
self.well_described[class_index][view_index] += [complem_ind
for
ind, complem_ind
in enumerate(
- self.complementarity_examples[class_index])
+ self.complementarity_samples[class_index])
if
view_index in
self.good_views_indices[
@@ -495,13 +345,13 @@ class MultiViewSubProblemsGenerator:
for
ind, complem_ind
in enumerate(
- self.complementarity_examples[class_index])
+ self.complementarity_samples[class_index])
if view_index in
self.bad_views_indices[
class_index][
ind]]
- # Getting the number of examples that the view must
+ # Getting the number of samples that the view must
# describe well for this class :
n_good_descriptions_to_get = int(
self.n_well_described[class_index][view_index] -
@@ -531,7 +381,7 @@ class MultiViewSubProblemsGenerator:
self.redundancy,
self.complementarity))
- # Filling with the needed well described examples
+ # Filling with the needed well described samples
well_described = list(
self.rs.choice(self.available_init_indices[class_index],
size=n_good_descriptions_to_get,
diff --git a/multiview_generator/sub_problems.py b/multiview_generator/sub_problems.py
new file mode 100644
index 0000000000000000000000000000000000000000..a0805ab7e676a2032f35e4a2cfe05d23c6b8b14c
--- /dev/null
+++ b/multiview_generator/sub_problems.py
@@ -0,0 +1,274 @@
+import numpy as np
+import itertools
+import math
+from scipy.special import erfinv
+import yaml
+
+
+class BaseSubProblem():
+
+ def __init__(self, n_classes=2, n_features=2, random_vertices=True, errors=np.array([0.5,0.5]), random_state=np.random.RandomState(42), n_samples_per_class=np.array([100,100]), **configuration):
+ self.n_classes = n_classes
+ self.random_vertices = random_vertices
+ self.errors = errors
+ self.n_features = n_features
+ self.rs = random_state
+ self.n_samples_per_class = n_samples_per_class
+ self.bayes_error = np.zeros(self.n_classes)
+ self.descriptions = np.zeros((self.n_classes, np.max(self.n_samples_per_class)))
+ self.config = configuration
+ self.view_name = "generated"
+
+ def gen_report(self):
+ view_string = "\n\nThis view is generated with {}, with the following configuration : \n```yaml\n".format(
+ self.__class__.__name__)
+ view_string += yaml.dump(self.config,
+ line_break="\n", default_flow_style=False)
+ view_string += "n_features: {}\n".format(self.n_features)
+ view_string += "```"
+ return view_string
+
+
+class StumpsGenerator(BaseSubProblem):
+
+ def gen_data(self):
+ """
+ Generates the samples according to gaussian distributions with scales
+ computed with the given error and class separation
+
+ :param view_index:
+ :return:
+ """
+ self.n_relevant_features = math.ceil(math.log2(self.n_classes))
+ self.view_name = "stumps"
+ class_sep = self.config["class_sep"]
+ vertices = np.array(
+ [np.array([coord for coord in coords]) for coords in
+ itertools.product(
+ *zip([-1 for _ in range(self.n_relevant_features)],
+ [1 for _ in range(self.n_relevant_features)]))])
+
+ if self.random_vertices == True:
+ selected_vertices = self.rs.choice(np.arange(len(vertices)),
+ self.n_classes,
+ replace=False)
+ else:
+ selected_vertices = np.arange(self.n_classes)
+ self.selected_vertices = vertices[selected_vertices,
+ :] * class_sep
+ vec = np.zeros((self.n_classes, max(self.n_samples_per_class),
+ self.n_relevant_features))
+ for class_ind, center_coord in enumerate(
+ self.selected_vertices):
+ error = self.errors[class_ind]
+
+ scale = (class_sep / math.sqrt(2)) * (1 / (
+ erfinv(2 * (1 - error) ** (
+ 1 / self.n_relevant_features) - 1)))
+ cov = np.identity(self.n_relevant_features) * scale **2
+ vec[class_ind, :,:] = self.rs.multivariate_normal(center_coord, cov,
+ self.n_samples_per_class[
+ class_ind])
+ mis_described = np.unique(
+ np.where(np.multiply(vec[class_ind], center_coord) < 0)[0])
+ well_described = np.array([ind for ind
+ in range(
+ self.n_samples_per_class[class_ind])
+ if ind not in mis_described])
+ self.bayes_error[class_ind] = mis_described.shape[0]
+ self.descriptions[class_ind, mis_described] = -1
+ self.descriptions[class_ind, well_described] = 1
+ data = self.rs.uniform(low=np.min(vec), high=np.max(vec), size=(self.n_classes, max(self.n_samples_per_class), self.n_features))
+ data[:,:,:self.n_relevant_features] = vec
+ return data
+
+ def gen_report(self):
+ base_str = BaseSubProblem.gen_report(self)
+ base_str += "\n\nThis view has {} features, among which {} are relevant for classification (they are the {} first columns of the view) the other are filled with uniform noise.".format(
+ self.n_features, self.n_relevant_features, self.n_relevant_features)
+ base_str += "\n\n Its empirical bayesian classifier is a decision stump"
+ return base_str
+
+ def get_bayes_classifier(self):
+ from sklearn.tree import DecisionTreeClassifier
+ return DecisionTreeClassifier(max_depth=1)
+
+class TreesGenerator(BaseSubProblem):
+ """We stay with depth 2 trees ATM"""
+
+ def gen_data(self):
+ """
+ Generates the samples according to gaussian distributions with scales
+ computed with the given error and class separation
+
+ :param view_index:
+ :return:
+ """
+ self.n_relevant_features = math.ceil(math.log2(self.n_classes))
+ self.view_name = "tree_depth_2"
+ class_sep = self.config["class_sep"]
+ vertices = np.array(
+ [np.array([coord for coord in coords]) for coords in
+ itertools.product(
+ *zip([-1 for _ in range(self.n_relevant_features)],
+ [1 for _ in range(self.n_relevant_features)]))])
+
+ if self.random_vertices == True:
+ selected_vertices = self.rs.choice(np.arange(len(vertices)),
+ self.n_classes,
+ replace=False)
+ else:
+ selected_vertices = np.arange(self.n_classes)
+ self.selected_vertices = vertices[selected_vertices,
+ :] * class_sep
+ self.covs = np.zeros((self.n_classes, self.n_relevant_features, self.n_relevant_features))
+ vec = np.zeros((self.n_classes, max(self.n_samples_per_class),
+ self.n_relevant_features))
+ blob_centers = np.zeros((self.n_classes, self.n_relevant_features+1, self.n_relevant_features))
+ for class_ind, center_coord in enumerate(
+ self.selected_vertices):
+ mis_described = []
+ error = self.errors[class_ind]/(self.n_relevant_features+1)
+ blob_centers[class_ind, 0, :] = center_coord
+ internal_error_percentage = self.n_relevant_features*2/(self.n_relevant_features*2+self.n_relevant_features**2)
+ internal_scale = (class_sep / math.sqrt(2)) * (1 / (
+ erfinv(2 * (1 - error/internal_error_percentage) ** (
+ 1 / (2*self.n_relevant_features)) - 1)))
+ cov = np.identity(self.n_relevant_features) * internal_scale**2
+ self.covs[class_ind] = cov
+ n_samples = self.n_samples_per_class[class_ind] - (int(self.n_samples_per_class[class_ind]/(self.n_relevant_features+1)))*self.n_relevant_features
+ vec[class_ind, :n_samples, :] = self.rs.multivariate_normal(center_coord, cov,
+ n_samples)
+
+ # mis_described += list(np.unique(np.where(
+ # np.any(abs(vec[class_ind] - center_coord)>class_sep, axis=1))[0]))
+ # print(len(mis_described)*2/self.n_samples_per_class)
+ n_samples_per_blob = int(self.n_samples_per_class[class_ind]/(self.n_relevant_features+1))
+ external_error_percentage = self.n_relevant_features / (
+ self.n_relevant_features * 2 + self.n_relevant_features ** 2)
+ external_scale = (class_sep / math.sqrt(2)) * (1 / (
+ erfinv(2 * (1 - error / external_error_percentage) ** (
+ 1 / self.n_relevant_features) - 1)))
+ cov = np.identity(
+ self.n_relevant_features) * external_scale**2
+ # print(internal_scale, external_scale)
+ for dim_index, update_coord in enumerate(center_coord):
+ beg = n_samples+dim_index*n_samples_per_blob
+ end = n_samples+(dim_index+1)*n_samples_per_blob
+ new_center = center_coord.copy()
+ new_center[dim_index] = update_coord-4*update_coord
+ blob_centers[class_ind, dim_index+1, :] = new_center
+
+ vec[class_ind, beg:end,:] = self.rs.multivariate_normal(new_center, cov,
+ n_samples_per_blob)
+ mis_described += list(np.unique(np.where(
+ np.any(abs(vec[class_ind, beg:end] - new_center)>class_sep, axis=1))[0])+beg)
+ # mis_described = np.array(mis_described)
+ # well_described = np.array([ind for ind
+ # in range(
+ # self.n_samples_per_class[class_ind])
+ # if ind not in mis_described])
+
+ # self.bayes_error[class_ind] = mis_described.shape[0]
+ # self.descriptions[class_ind, mis_described] = -1
+ # self.descriptions[class_ind, well_described] = 1
+ for class_ind in range(self.n_classes):
+ for sample_ind in range(self.n_samples_per_class[class_ind]):
+ if np.argmin(np.min(np.linalg.norm(vec[class_ind, sample_ind, :] - blob_centers, axis=2), axis=1))!= class_ind:
+ self.bayes_error[class_ind] +=1
+ self.descriptions[class_ind, sample_ind] = -1
+ else:
+ self.descriptions[class_ind, sample_ind] = +1
+ data = self.rs.uniform(low=-1, high=1, size=(
+ self.n_classes, max(self.n_samples_per_class), self.n_features))
+ data[:, :, :self.n_relevant_features] = vec
+ return data
+
+ def gen_report(self):
+ base_str = BaseSubProblem.gen_report(self)
+ base_str += "\n\nThis view has {} features, among which {} are relevant for classification (they are the {} first columns of the view).".format(self.n_features, self.n_relevant_features, self.n_relevant_features)
+ base_str += "\n\n Its empirical bayesian classifier is a decision tree of depth 3"
+ return base_str
+
+ def get_bayes_classifier(self):
+ from sklearn.tree import DecisionTreeClassifier
+ return DecisionTreeClassifier(max_depth=2)
+
+class RingsGenerator(BaseSubProblem):
+
+ def gen_data(self):
+ """
+ Generates the samples according to gaussian distributions with scales
+ computed with the given error and class separation
+
+ :param view_index:
+ :return:
+ """
+ if self.n_features<2:
+ raise ValueError("n_features for view {} must be at least 2, (now: {})".format(1, self.n_features))
+ self.view_name = "rings"
+ data = np.zeros((self.n_classes, max(self.n_samples_per_class), self.n_features))
+ class_sep = self.config["class_sep"]
+ vertices = (np.arange(self.n_classes)+2)*class_sep
+
+ if self.random_vertices == True:
+ selected_vertices = self.rs.choice(np.arange(len(vertices)),
+ self.n_classes,
+ replace=False)
+ else:
+ selected_vertices = np.arange(self.n_classes)
+ self.selected_vertices = vertices[selected_vertices]
+ radii = np.zeros((self.n_classes, max(self.n_samples_per_class)))
+ for class_ind, center_coord in enumerate(
+ self.selected_vertices):
+ error = self.errors[class_ind]
+ scale = ((class_sep/2) / math.sqrt(2)) * (1 /
+ erfinv(1 - 2*error))
+ radii[class_ind, :] = self.rs.normal(center_coord, scale,
+ self.n_samples_per_class[
+ class_ind])
+ first_angle = self.rs.uniform(low=0, high=2*math.pi, size=(self.n_samples_per_class[class_ind],1))
+ if self.n_features>2:
+ other_angles = self.rs.uniform(low=0, high=1, size=(self.n_samples_per_class[class_ind], self.n_features-2))
+ other_angles = np.arccos( 1 - 2 * other_angles)
+ angles = np.concatenate((other_angles, first_angle), axis=1)
+ else:
+ angles = first_angle
+ cartesian = np.array([to_cartesian(r, angle) for r, angle in zip(radii[class_ind], angles)])
+ data[class_ind, :, :] = cartesian
+ back_to_radii = np.sqrt(np.sum(np.square(cartesian), axis=1))
+ if class_ind>1 and class_ind<self.n_classes-1:
+ mis_described = np.unique(
+ np.where(np.logical_or(back_to_radii < vertices[class_ind]-(vertices[class_ind]-vertices[class_ind-1])/2, back_to_radii > vertices[class_ind]+(vertices[class_ind+1]-vertices[class_ind])/2))[0])
+ elif class_ind==0:
+ mis_described = np.unique(np.where(back_to_radii > vertices[class_ind]+(vertices[class_ind + 1] - vertices[class_ind]) / 2)[0])
+ else:
+ mis_described = np.unique(np.where(back_to_radii < vertices[class_ind]-(vertices[class_ind] - vertices[class_ind - 1]) / 2)[0])
+ well_described = np.array([ind for ind
+ in range(
+ self.n_samples_per_class[class_ind])
+ if ind not in mis_described])
+ self.bayes_error[class_ind] = mis_described.shape[0]
+ self.descriptions[class_ind, mis_described] = -1
+ self.descriptions[class_ind, well_described] = 1
+ return data
+
+ def gen_report(self):
+ base_str = BaseSubProblem.gen_report(self)
+ base_str += "\n\nThis view has {} features, all of them are relevant for classification.".format(
+ self.n_features)
+ base_str += "\n\n Its empirical bayesian classifier is any algorithm used with an RBF kernel."
+ return base_str
+
+ def get_bayes_classifier(self):
+ from sklearn.svm import SVC
+ return SVC(kernel='rbf', gamma=0.1, C=0.001)
+
+def to_cartesian(radius, angles):
+ a = np.concatenate((np.array([2 * np.pi]), angles))
+ si = np.sin(a)
+ si[0] = 1
+ si = np.cumprod(si)
+ co = np.cos(a)
+ co = np.roll(co, -1)
+ return si * co * radius
\ No newline at end of file
diff --git a/multiview_generator/tests/test_gaussian_classes.py b/multiview_generator/tests/test_gaussian_classes.py
new file mode 100644
index 0000000000000000000000000000000000000000..8dc472287f75c3a9534452462afaf53f7328168a
--- /dev/null
+++ b/multiview_generator/tests/test_gaussian_classes.py
@@ -0,0 +1,16 @@
+import unittest
+
+from ..gaussian_classes import MultiViewGaussianSubProblemsGenerator
+
+class Test_MultiViewGaussianSubProblemsGenerator(unittest.TestCase):
+
+ @classmethod
+ def setUpClass(cls):
+ pass
+
+ @classmethod
+ def tearDownClass(cls):
+ pass
+
+ def test_simple(self):
+ gene = MultiViewGaussianSubProblemsGenerator()
diff --git a/multiview_generator/tests/test_multiple_sub_problems.py b/multiview_generator/tests/test_multiple_sub_problems.py
index 71e00c8218c024ec94cb172b25b7edd1f4ddf3dd..38b09e557e021e0626c2076b2ba0ea1efd9523f7 100644
--- a/multiview_generator/tests/test_multiple_sub_problems.py
+++ b/multiview_generator/tests/test_multiple_sub_problems.py
@@ -1,7 +1,7 @@
import unittest
import numpy as np
-from multiview_generator.multiple_sub_problems import MultiViewSubProblemsGenerator
+from ..multiple_sub_problems import MultiViewSubProblemsGenerator
class Test_MultiViewSubProblemsGenerator(unittest.TestCase):
diff --git a/multiview_generator/utils.py b/multiview_generator/utils.py
index 39cbb11e24ca7d9ca9b5dff61d1b4023a837c5b9..4510dc202ba01fab813f086de86b0f0f4c3b861c 100644
--- a/multiview_generator/utils.py
+++ b/multiview_generator/utils.py
@@ -14,7 +14,10 @@ def format_array(input, size, type_needed=int):
:return: a ``numpy.ndarray`` of shape (``size``, )
"""
if isinstance(input, type_needed):
- return np.zeros(size, dtype=type_needed) + input
+ if type_needed==str:
+ return [input for _ in range(size)]
+ else:
+ return np.zeros(size, dtype=type_needed) + input
elif isinstance(input, list) and isinstance(input[0], type_needed):
if size == len(input):
return np.asarray(input)
@@ -54,7 +57,7 @@ def init_sub_problem_config(sub_problem_configs, n_views):
def init_error_matrix(error_matrix, n_classes, n_views):
if error_matrix is None:
- error_matrix = np.zeros((n_classes, n_views)) + 0.5
+ error_matrix = np.zeros((n_classes, n_views)) + 0.3
elif isinstance(error_matrix, np.ndarray):
if error_matrix.shape != (n_classes, n_views):
raise ValueError("Confusion matrix must be of shape "