From 57e3e7f18f6678b55913993a9432dccf068bf9c3 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 11:07:07 +0200
Subject: [PATCH 01/18] making space for HTML stuff
---
Demo/demoClouseau.py | 45 ---------
brml/__init__.py | 0
brml/array.py | 105 --------------------
brml/multpots.py | 10 --
brml/potential.py | 183 -----------------------------------
brml/utilities.py | 74 --------------
brml/variables.py | 57 -----------
check/array_sum.py | 31 ------
check/potential_table.py | 57 -----------
check/potential_variables.py | 77 ---------------
10 files changed, 639 deletions(-)
delete mode 100644 Demo/demoClouseau.py
delete mode 100644 brml/__init__.py
delete mode 100644 brml/array.py
delete mode 100644 brml/multpots.py
delete mode 100644 brml/potential.py
delete mode 100644 brml/utilities.py
delete mode 100644 brml/variables.py
delete mode 100644 check/array_sum.py
delete mode 100644 check/potential_table.py
delete mode 100644 check/potential_variables.py
diff --git a/Demo/demoClouseau.py b/Demo/demoClouseau.py
deleted file mode 100644
index 8dfc63c..0000000
--- a/Demo/demoClouseau.py
+++ /dev/null
@@ -1,45 +0,0 @@
-import numpy as np
-from brml.array import Array
-from brml.multpots import multpots
-from brml.variables import Variable
-
-# Define variables
-butler = Variable(name='butler', index=2, domain=('murderer', 'notmurderer'))
-maid = Variable(name='maid', index=1, domain=('murderer', 'notmurderer'))
-knife = Variable(name='knife', index=0, domain=('used', 'notused'))
-N = 3 # Number of variables
-
-# Sort the variables by index
-variables = Variable.order_variables([butler, maid, knife])
-
-# p(butler,maid,knife)=p(knife|butler,maid)p(butler)p(maid) therefore we need
-# 3 probability tables.
-pots = [Array() for _ in range(N)]
-
-# p(butler) potential table (bt stands for butler table)
-bt = np.zeros(2) # Only 2 states
-bt[butler.ix('murderer')] = 0.6
-bt[butler.ix('notmurderer')] = 0.4
-pots[butler.index].set_variables(butler.index)
-pots[butler.index].set_table(bt)
-
-# p(maid) potential table (mt stands for maid table)
-mt = np.zeros(2)
-mt[maid.ix('murderer')] = 0.2
-mt[maid.ix('notmurderer')] = 0.8
-pots[maid.index].set_variables(butler.index)
-pots[maid.index].set_table(mt)
-
-# p(knife|butler,maid) potential table (kt stands for knife table)
-kt = np.zeros((2, 2, 2)) # 2 states per variable, a dim per variable
-kt[knife.ix('used'), butler.ix('notmurderer'), maid.ix('notmurderer')] = 0.3
-kt[knife.ix('used'), butler.ix('notmurderer'), maid.ix('murderer')] = 0.2
-kt[knife.ix('used'), butler.ix('murderer'), maid.ix('notmurderer')] = 0.6
-kt[knife.ix('used'), butler.ix('murderer'), maid.ix('murderer')] = 0.1
-# Use broadcasting, Ellipsis and normalization to complete the table
-kt[knife.ix('notused'), ...] = 1 - kt[knife.ix('used'), ...]
-pots[knife.index].set_variables([knife.index, butler.index, maid.index])
-pots[knife.index].set_table(kt)
-
-# Multiply together the tables
-jointpot = multpots(pots)
diff --git a/brml/__init__.py b/brml/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/brml/array.py b/brml/array.py
deleted file mode 100644
index 16e6b99..0000000
--- a/brml/array.py
+++ /dev/null
@@ -1,105 +0,0 @@
-import copy
-import numpy as np
-from brml.utilities import isvector
-from brml.potential import Potential
-
-
-class Array(Potential):
-
- def __init__(self, variables=np.array([]), table=np.array([])):
- """
- Instantiates Array class.
-
- :param variables:
- :param table:
- """
- # Instantiate Potential class.
- super().__init__(variables, table)
-
- def __len__(self):
- """
- Overwrites the behavior of the __len__ call (for instance len(Array).
- When calling len(Array) it is equivalent to just call Array.size()
- :return: Number of states in the Array's table
- :rtype: numpy.array
- """
- return self.size()
-
- def to_logarray(self):
- """
- This function converts Array to a LogArray. At the moment the LogArray
- class is not implemented.
- :return:
- """
- # TODO: See if LogArray class is needed or this is enough.
- return Array(variables=self.variables, table=np.log(self.table))
-
- def size(self):
- """
- Finds the number of states of the Array potential.
- At the moment this method calculates the number of states as follows:
- 1. Table 1D (vector) -> length of vector
- 2. Table 2D but one dimension has length 1 (e.g. (1, 2)) -> max
- of both dimensions (e.g. max(1, 2) = 2)
- 3. Table multidimensional but actually a vector - length vector
- 4. Table multidimensional -> return shape of table
- TODO: Consider moving this method to Potential superclass.
- TODO: Consider adding a __len__ method.
- Notice that it returns a numpy array even if table is a 1D vector.
- :return: Number of states in the table for each variable.
- :rtype: numpy.array
- """
- if isvector(self.table):
- return np.array([len(self.table)]).astype(np.int8)
- else:
- return np.array(self.table.shape).astype(np.int8)
-
- def sum(self, variables):
- """
- This method sums the probability table over provided variables. It is
- the marginalization operation.
- The function brml.setminus is replicated by np.setdiff1d()
- https://docs.scipy.org/doc/numpy-1.13.0/reference/generated/numpy.setdiff1d.html
- The function brml.ismember is replicated by np.isin()
- https://docs.scipy.org/doc/numpy-1.14.0/reference/generated/numpy.isin.html
- :param variables:
- :return:
- """
- # New Array will have variables in self that are not in variables
- # because those will be summed over
- newpot = Array(variables=np.setdiff1d(self.variables, variables))
- # Find the indexes of the variables that we will sum over. These are
- # all those in self that are in variables
- to_sumover = np.isin(self.variables, variables).nonzero()[0]
- # FIXME: Notice that nonzero() returns a tuple. Each array in the tuple
- # FIXME: contains indexes of non-zero elements for that dimension. That
- # FIXME: is there is an array for each dimension. But since variables
- # FIXME: are going to be flat, should be first element.
- # Find the table
- t = copy.deepcopy(self.table)
- for variable_index in to_sumover:
- t = t.sum(axis=variable_index)
- # Add table to Array
- # TODO: When we sum over all variables, Array will be initialized with
- # TODO: no variables, thus we need to create Const potential class,
- # TODO: having no variables, but just a table with one element.
- newpot.set_table(table=t)
- return newpot
-
- def sumpot(self, axis):
- """
- This method does marginalization. It sums over a variable.
- TODO: See if this has to be moved to Potential class instead.
- :param axis:
- :return:
- """
- pass
-
-
-if __name__ == "__main__":
- a = Array([1], np.array([0.1, 0.2]))
- b = Array([1, 2], np.array([[0.4, 0.6], [0.3, 0.7]]))
- print("a: ", a)
- print("b: ", b)
- print("Number of states of a: ", a.size())
- print("Number of states of b: ", b.size())
diff --git a/brml/multpots.py b/brml/multpots.py
deleted file mode 100644
index 72e7eb3..0000000
--- a/brml/multpots.py
+++ /dev/null
@@ -1,10 +0,0 @@
-
-
-def multpots(pots):
- """
- Function that multiplies together the probability tables stored in an
- iterable such as a list, or a numpy.array.
- :param pots:
- :return:
- """
- pass
diff --git a/brml/potential.py b/brml/potential.py
deleted file mode 100644
index 00a8157..0000000
--- a/brml/potential.py
+++ /dev/null
@@ -1,183 +0,0 @@
-import numpy as np
-from brml.utilities import isvector, isnumeric
-
-
-class Potential:
- """
- Class representing MATLAB potential class.
- """
- def __init__(self, variables=np.array([]), table=np.array([])):
- """
- The way I understand this class, is that a Potential instance is a
- probability table where we have the probabilities for each n-tuple of
- variables, where n is the number of variables that we are considering.
- For this reason, variables should ideally be an iterator, something
- like a list, a numpy.array, a tuple, a namedtuple or something similar.
- Table, should probably be a numpy.array. The array would have as many
- dimensions as variables. Each dimensions represents a variable, and the
- size of that dimension corresponds to the number of states of that
- variable. Below there is an example, where I couldn't bother making the
- probabilities work out.
-
- :Example:
-
- variables = [2, 0, 1]
- table = np.array([[0.1, 0.4], [0.3, 0.1]], [[0.8, 0.01], [0.4, 0.3]])
-
- In the example above, we have 3 variables. We know this because the
- length of the list "variables" is 3. We know that we consider these
- variables in the order [2, 0, 1]. Then, we have a table which is a np
- array and contains the probabilities. You can check that this is a 2x2
- array. Basically the first dimension will indicate variable 0 which is
- in position 1 in "variables". Similarly, the second dimension will
- indicate variable 1 which is in position [2] in "variables", and so on.
-
- :param variables: Contains integers denoting the order of the variables
- :type variables: iterable
- :param table: Contains probabilities for each tuple of states
- :type table: np.array
- """
- # For now, just pass variables and table in the constructor and assign
- # them as instance attributes
- self.variables = self._check_variables(variables)
- self.table = self._check_table(table)
-
- def __repr__(self) -> str:
- """
- Creates a string that can be used to re-instantiate.
- :return: String that can be fed into eval() function to re-create the
- instance of the class.
- :rtype: str
- """
- s = "{}({}, {})".format(self.__class__.__name__,
- self.variables, self.table)
- return s
-
- @staticmethod
- def _check_variables(variables):
- """
- This method can be used at initialization, in the __init__ constructor.
- Its purpose is to check that the variables argument in __init__ is
- of the correct type. Ideally, I would like the argument to be an
- iterable. This class will check that, but will also allow numeric
- values, which will be converted to iterable. For now, I will just check
- the data type, however to check whether it is iterable or not, go to
- https://stackoverflow.com/a/1952655/6435921
-
-
- :param variables:
- :return: variables with correct data type
- :rtype: np.array
- """
- # Allow: list, np.array
- if isinstance(variables, (np.ndarray, list)):
- # Must be a numerical iterable / vector
- variables = np.array(variables)
- if isnumeric(variables):
- # Handle np.array with dim (n, 1) or other dimensions
- return variables.astype(np.int8).flatten()
- else:
- raise TypeError(
- "Variables must be a numerical vector."
- )
- # Convert int, float
- elif isinstance(variables, (int, float)):
- return np.array([variables], dtype=np.int8)
- else:
- raise TypeError(
- "Variables parameter must be a list, np.array, int or float."
- )
-
- def _check_table(self, table):
- """
- Similar to _check_variables. This function checks that table has the
- correct data type. Most importantly, it checks that:
- 1. Table is set after Variables are set (wouldn't make sense
- otherwise)
- 2. Number of variables inferred from table is the same as the
- number of variables provided in variables attribute.
- :param table: Table containing probabilities.
- :type table: np.array
- :return: Table that has been checked and converted if necessary
- :rtype: np.array
- """
- # Table can't be set before variables
- if self.variables.size == 0 and table.size != 0:
- raise ValueError(
- "Cannot set table before variables. To set variables, call"
- "set_variables method."
- )
- # Find number of variables in variables
- n_vars = len(self.variables)
- table = np.array(table) # Could be a list
- # Must be numeric vector
- if not isnumeric(table):
- raise TypeError(
- "Table must be a numeric array."
- )
- # Isvector True for (1, n), (n, 1), (n,) and (1,1,1, n) <- in any order
- if isvector(table):
- table = table.flatten()
- # Find number of dimensions in the table.
- n_vars_table = table.ndim
- # Notice that if table is an empty array such as np.array([]) then its
- # shape will be (0,) so len((0,)) = 1. To avoid this, check for
- # this sub-case with ndarray.size
- if n_vars != n_vars_table and table.size != 0:
- raise ValueError(
- "Number of declared variables is not equal to the number of "
- "variables in the table. \nDeclared: {} variables"
- "\nTable number dimensions: {}".format(n_vars, n_vars_table)
- )
- return table
-
- def set_variables(self, variables):
- """
- This method can be used to set the variables AFTER initialization. For
- instance, if we start off with:
-
- >>> p = Potential()
-
- and then decide that we want to add some data to it, we can use the
- "setter" methods, as such:
-
- >>> p.set_variables([1, 2])
-
- Notice that this is the preferred behavior rather than actually go and
- change the attribute manually. The following is HIGHLY discouraged:
-
- >>> p.variables = [1, 2]
-
- This is discouraged because there will be no check on the data type,
- whereas the setter method allows for checking. This will be more
- important for table.
-
- :param variables: Variables for the class.
- :type variables: np.array
- :return: Nothing to return
- :rtype: None
- """
- self.variables = self._check_variables(variables)
-
- def set_table(self, table):
- """
- Similar to the set_variables method, just for table. This checks that
- the number of variables in variables is the same as the number of
- variables inferred from table.
- :param table:
- :return:
- """
- self.table = self._check_table(table)
-
-
-if __name__ == "__main__":
- VARIABLES = 1
- TABLE = np.array([0.3, 0.7])
- # Example using setters
- p = Potential()
- p.set_variables(VARIABLES)
- p.set_table(TABLE)
- print(p)
- # Examples with initialization
- p = Potential(VARIABLES, TABLE)
- print(p)
diff --git a/brml/utilities.py b/brml/utilities.py
deleted file mode 100644
index 150ab22..0000000
--- a/brml/utilities.py
+++ /dev/null
@@ -1,74 +0,0 @@
-import numpy as np
-
-
-def isvector(numpyarray):
- """
- Returns True if the numpyarray has shape:
- 1. (n,)
- 2. (1, n)
- 3. (n, 1)
- 4. (1, 1, ...., 1, n) in any order
- Returns False otherwise. Similar to isvector in MATLAB, but this takes care
- of the 1D case, which cannot happen in MATLAB.
-
- :Examples:
-
- >>> isvector(np.array([1, 2])) # (2,)
- True
- >>> isvector(np.array([1,2]).reshape(1, 2)) # (1, 2)
- True
- >>> isvector(np.array([1, 2]).reshape(2, 1)) # (2, 1)
- True
- >>> isvector(np.array([1, 2]).reshape(1,1,2,1,1)) # (1,1,2,1,1)
- True
- >>> isvector(np.array([[1,2], [5, 6]])) # (2,2)
- False
- >>> isvector(np.array([[1,2], [5, 6]]).reshape(1,1,1,2,1,2,1,))
- False
-
- :param numpyarray: Numpy array that we want to check is a vector.
- :type numpyarray: numpy.array
- :return: Whether the input numpy array is a vector or not.
- :rtype: bool
- """
- # Convert in case they passed in a list
- numpyarray = np.array(numpyarray)
- # Find number of dimensions
- ndim = numpyarray.ndim
- if ndim > 2:
- # np.array([[[1, 2, 3]]]) is a vector with shape (1,1,3)
- shape = np.array(numpyarray.shape)
- # Find number of dimensions that have length 1
- ones = (shape == 1).sum()
- # If all but 1 dimensions have length 1, it is a vector
- if ones == ndim - 1:
- return True
- else:
- return False
- elif ndim == 1:
- return True
- else:
- # ndim = 2
- if 1 in numpyarray.shape:
- # (1, n) or (n, 1)
- return True
- else:
- return False
-
-
-def isnumeric(numpyarray):
- """
- This function returns True if the values of a numpy array are numeric
- otherwise it returns False. To see why this works, go to:
- https://stackoverflow.com/a/29519728/6435921
-
- :param numpyarray: Numpy array that we want to know if it is numeric
- :type numpyarray: numpy.array
- :return: Whether numpy array contains numeric values
- :rtype: bool
- """
- numpyarray = np.array(numpyarray) # Could be a list
- if np.issubdtype(numpyarray.dtype, np.number):
- return True
- else:
- return False
diff --git a/brml/variables.py b/brml/variables.py
deleted file mode 100644
index 0dd6f06..0000000
--- a/brml/variables.py
+++ /dev/null
@@ -1,57 +0,0 @@
-class Variable:
-
- def __init__(self, name: str, index: int, domain: tuple):
- """
- Constructor for Variable class.
-
- :param name: Name of the variable.
- :type name: str
- :param index: Index of the variable
- :type index: int
- :param domain: States that Variable can be in
- :type domain: tuple
- """
- # Prefix to avoid collision with states create by _set_state_indexes()
- self.name = name
- self.index = index
- self.domain = domain
-
- def __repr__(self):
- """
- String to re-instantiate class.
- :return: String that can be used to re-create instance of the class.
- :rtype: str
- """
- s = "Variable({}, {}, {})".format(self.name, self.index, self.domain)
- return s
-
- def ix(self, state: str) -> int:
- """
- This function takes a Variable instance and the name of a state in the
- domain of that variable and returns the index of that state.
- This should be implemented as a getter method in Variable class in the
- future.
-
- Notice that one could use both:
- butler.ix('murderer') and butler.murderer
-
- :param state: Name of the state for which we want the index
- :type state: str
- :return: Index of the state wrt the domain
- :rtype: int
- """
- return self.domain.index(state)
-
- @staticmethod
- def order_variables(variable_list):
- """
- This function can be used to order Variable instances stored in some
- iterable, by index. When Variables will be implemented as a stand-alone
- class, this could just become a method.
-
- :param variable_list: Iterable containing Variable instances
- :type variable_list: list
- :return: Ordered list, based on Variable index
- :rtype: list
- """
- return sorted(variable_list, key=lambda x: x.index)
diff --git a/check/array_sum.py b/check/array_sum.py
deleted file mode 100644
index 042cd7c..0000000
--- a/check/array_sum.py
+++ /dev/null
@@ -1,31 +0,0 @@
-from brml.array import Array
-import numpy as np
-
-
-def check_sum(variables, table, to_sum_over):
- """
- This function is used to check the variables and table of Potential.
- This can be used to check whether a combination of variables and table will
- give raise to an error.
-
- :param variables:
- :param table:
- :param to_sum_over:
- :return:
- """
- print("-" * 80) # for decoration
- try:
- pot = Array(variables, table)
- print("Initial variables: ", pot.variables)
- print("Initial table: \n", pot.table)
- print("Summed over variables {}: \n".format(to_sum_over),
- pot.sum(to_sum_over).table)
- except ValueError as e:
- print("DID NOT WORK: ", e)
-
-
-if __name__ == "__main__":
- # 2 variables, sum over one of them
- check_sum([1, 2], np.array([[0.4, 0.6], [0.3, 0.7]]), [1])
- # 2 variables, sum over both
- check_sum([1, 2], np.array([[0.4, 0.6], [0.3, 0.7]]), [1, 2])
\ No newline at end of file
diff --git a/check/potential_table.py b/check/potential_table.py
deleted file mode 100644
index 4881ece..0000000
--- a/check/potential_table.py
+++ /dev/null
@@ -1,57 +0,0 @@
-from brml.potential import Potential
-import numpy as np
-
-
-def initialization(variables, table):
- """
- This function is used to check the variables and table of Potential.
- This can be used to check whether a combination of variables and table will
- give raise to an error.
-
- :param variables:
- :param table:
- :return:
- """
- print("-" * 80) # for decoration
- try:
- pot = Potential(variables, table)
- print("Variables: ", pot.variables)
- print("Variables shape: ", pot.variables.shape)
- print("Table: \n", pot.table)
- print("Table shape: \n", pot.table.shape)
- except ValueError as e:
- print("DID NOT WORK: ", e)
- print("Input table shape: ", table.shape)
- print("Input variables: ", variables)
-
-
-if __name__ == "__main__":
- print("="*80)
- print("1 SCALAR VARIABLE, TABLE 2 STATES")
- print("="*80)
- # variable: 1, table (2,) 2 states -> OK
- initialization(variables=1, table=np.array([0.4, 0.6]))
- # variable: 1, table (1,2) 2 states -> OK
- initialization(variables=1, table=np.array([[0.4, 0.6]]))
- # variable: 1, table (2,1) 2 states -> OK
- initialization(variables=1, table=np.array([[0.4], [0.6]]))
-
- print("="*80)
- print("[1] LIST VARIABLE, TABLE 2 STATES")
- print("="*80)
- # variable: [1], table (2,) 2 states
- initialization(variables=[1], table=np.array([0.4, 0.6]))
- # variable: [1], table (1,2) 2 states
- initialization(variables=[1], table=np.array([[0.4, 0.6]]))
- # variable: [1], table (2,1) 2 states
- initialization(variables=[1], table=np.array([[0.4], [0.6]]))
-
- print("="*80)
- print("MULTIPLE VARIABLES, TABLE 2 STATES")
- print("="*80)
- # variables [1, 2], table (4,) -> NOT OK (wrong shape)
- initialization(variables=[1, 2], table=np.array([0.4, 0.6, 0.7, 0.3]))
- # variables [1, 2], table (2, 2) -> OK
- initialization(variables=[1, 2], table=np.array([[0.4, 0.6], [0.7, 0.3]]))
- # variables [1, 2], table (1,4) -> OK
- initialization(variables=[1, 2], table=np.array([[0.4, 0.6, 0.7, 0.3]]))
diff --git a/check/potential_variables.py b/check/potential_variables.py
deleted file mode 100644
index 2aab7d4..0000000
--- a/check/potential_variables.py
+++ /dev/null
@@ -1,77 +0,0 @@
-import numpy as np
-from brml.potential import Potential
-
-
-def initialization(variables):
- """
- Shows what variables are converted to, when passed at initialization.
- This function is used to check that the following are all equivalent:
- 1. Potential(1)
- 2. Potential(1.0)
- 3. Potential([1])
- 4. Potential(np.array([1]))
- 5. Potential(np.array([[1]])
-
- And that the following are also all equivalent:
- 6. Potential([1, 2])
- 7. Potential(np.array([1, 2]))
- 8. Potential(np.array([[1, 2]])
- 9. Potential(np.array([[1], [2]])
- :param variables: Variables that you want to check
- :return: Nothing, just prints variables, type and size
- """
- print("-" * 80) # Just for decoration
- print("Input variable: ", variables)
- pot = Potential(variables=variables)
- print("Variables: ", pot.variables)
- print("Type: ", type(pot.variables))
- print("Size: ", pot.variables.shape)
-
-
-def setter(variables):
- """
- Similar to initialization function, but used to check assignment after
- initialization.
- :param variables:
- :return:
- """
- print("-" * 80) # Just for decoration
- print("Input variable: ", variables)
- pot = Potential()
- pot.set_variables(variables)
- print("Variables: ", pot.variables)
- print("Type: ", type(pot.variables))
- print("Size: ", pot.variables.shape)
-
-
-if __name__ == "__main__":
- print("=" * 80)
- print("INITIALIZATION SINGLE VARIABLE")
- print("=" * 80)
- initialization(1)
- initialization(1.0)
- initialization([1])
- initialization(np.array([1]))
- initialization(np.array([[1]]))
- print("=" * 80)
- print("INITIALIZATION MULTIPLE VARIABLES")
- print("=" * 80)
- initialization([1, 2])
- initialization(np.array([1, 2]))
- initialization(np.array([[1, 2]]))
- initialization(np.array([[1], [2]]))
- print("=" * 80)
- print("SETTER SINGLE VARIABLE")
- print("=" * 80)
- setter(1)
- setter(1.0)
- setter([1])
- setter(np.array([1]))
- setter(np.array([[1]]))
- print("=" * 80)
- print("SETTER MULTIPLE VARIABLES")
- print("=" * 80)
- setter([1, 2])
- setter(np.array([1, 2]))
- setter(np.array([[1, 2]]))
- setter(np.array([[1], [2]]))
\ No newline at end of file
From 14b76e50a9e65cad6dc50f960dd74e02b8b7cf11 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 11:08:34 +0200
Subject: [PATCH 02/18] files from PyBRML gh-pages
---
fonts/copse-regular-webfont.eot | Bin 0 -> 123680 bytes
fonts/copse-regular-webfont.svg | 247 ++++++++++
fonts/copse-regular-webfont.ttf | Bin 0 -> 123504 bytes
fonts/copse-regular-webfont.woff | Bin 0 -> 46152 bytes
fonts/quattrocentosans-bold-webfont.eot | Bin 0 -> 54776 bytes
fonts/quattrocentosans-bold-webfont.svg | 247 ++++++++++
fonts/quattrocentosans-bold-webfont.ttf | Bin 0 -> 54564 bytes
fonts/quattrocentosans-bold-webfont.woff | Bin 0 -> 27880 bytes
fonts/quattrocentosans-bolditalic-webfont.eot | Bin 0 -> 62100 bytes
fonts/quattrocentosans-bolditalic-webfont.svg | 248 ++++++++++
fonts/quattrocentosans-bolditalic-webfont.ttf | Bin 0 -> 61860 bytes
.../quattrocentosans-bolditalic-webfont.woff | Bin 0 -> 31096 bytes
fonts/quattrocentosans-italic-webfont.eot | Bin 0 -> 66152 bytes
fonts/quattrocentosans-italic-webfont.svg | 247 ++++++++++
fonts/quattrocentosans-italic-webfont.ttf | Bin 0 -> 65932 bytes
fonts/quattrocentosans-italic-webfont.woff | Bin 0 -> 32504 bytes
fonts/quattrocentosans-regular-webfont.eot | Bin 0 -> 54444 bytes
fonts/quattrocentosans-regular-webfont.svg | 247 ++++++++++
fonts/quattrocentosans-regular-webfont.ttf | Bin 0 -> 54220 bytes
fonts/quattrocentosans-regular-webfont.woff | Bin 0 -> 27408 bytes
images/background.png | Bin 0 -> 1448 bytes
images/body-background.png | Bin 0 -> 106 bytes
images/bullet.png | Bin 0 -> 121 bytes
images/checker.png | Bin 0 -> 108 bytes
images/hr.gif | Bin 0 -> 1349 bytes
images/octocat-logo.png | Bin 0 -> 1626 bytes
index.html | 184 ++++++++
javascripts/main.js | 53 +++
javascripts/scale.fix.js | 20 +
params.json | 1 +
stylesheets/github-dark.css | 116 +++++
stylesheets/github-light.css | 116 +++++
stylesheets/normalize.css | 424 ++++++++++++++++++
stylesheets/pygment_trac.css | 70 +++
stylesheets/styles.css | 356 +++++++++++++++
stylesheets/stylesheet.css | 245 ++++++++++
36 files changed, 2821 insertions(+)
create mode 100644 fonts/copse-regular-webfont.eot
create mode 100644 fonts/copse-regular-webfont.svg
create mode 100644 fonts/copse-regular-webfont.ttf
create mode 100644 fonts/copse-regular-webfont.woff
create mode 100644 fonts/quattrocentosans-bold-webfont.eot
create mode 100644 fonts/quattrocentosans-bold-webfont.svg
create mode 100644 fonts/quattrocentosans-bold-webfont.ttf
create mode 100644 fonts/quattrocentosans-bold-webfont.woff
create mode 100644 fonts/quattrocentosans-bolditalic-webfont.eot
create mode 100644 fonts/quattrocentosans-bolditalic-webfont.svg
create mode 100644 fonts/quattrocentosans-bolditalic-webfont.ttf
create mode 100644 fonts/quattrocentosans-bolditalic-webfont.woff
create mode 100644 fonts/quattrocentosans-italic-webfont.eot
create mode 100644 fonts/quattrocentosans-italic-webfont.svg
create mode 100644 fonts/quattrocentosans-italic-webfont.ttf
create mode 100644 fonts/quattrocentosans-italic-webfont.woff
create mode 100644 fonts/quattrocentosans-regular-webfont.eot
create mode 100644 fonts/quattrocentosans-regular-webfont.svg
create mode 100644 fonts/quattrocentosans-regular-webfont.ttf
create mode 100644 fonts/quattrocentosans-regular-webfont.woff
create mode 100644 images/background.png
create mode 100644 images/body-background.png
create mode 100644 images/bullet.png
create mode 100644 images/checker.png
create mode 100644 images/hr.gif
create mode 100644 images/octocat-logo.png
create mode 100644 index.html
create mode 100644 javascripts/main.js
create mode 100644 javascripts/scale.fix.js
create mode 100644 params.json
create mode 100644 stylesheets/github-dark.css
create mode 100644 stylesheets/github-light.css
create mode 100644 stylesheets/normalize.css
create mode 100644 stylesheets/pygment_trac.css
create mode 100644 stylesheets/styles.css
create mode 100644 stylesheets/stylesheet.css
diff --git a/fonts/copse-regular-webfont.eot b/fonts/copse-regular-webfont.eot
new file mode 100644
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diff --git a/fonts/copse-regular-webfont.svg b/fonts/copse-regular-webfont.svg
new file mode 100644
index 0000000..1e920b5
--- /dev/null
+++ b/fonts/copse-regular-webfont.svg
@@ -0,0 +1,247 @@
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+This is a custom SVG webfont generated by Font Squirrel.
+Copyright : Copyright c 2010 Daniel Rhatigansparkyultrasparkyorg with Reserved Font Name Copse
+Designer : Daniel Rhatigan
+Foundry : Daniel Rhatigan
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diff --git a/fonts/quattrocentosans-bold-webfont.svg b/fonts/quattrocentosans-bold-webfont.svg
new file mode 100644
index 0000000..fb162e9
--- /dev/null
+++ b/fonts/quattrocentosans-bold-webfont.svg
@@ -0,0 +1,247 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd" >
+<svg xmlns="http://www.w3.org/2000/svg">
+<metadata>
+This is a custom SVG webfont generated by Font Squirrel.
+Copyright : Copyright c 2011 Pablo Impallari wwwimpallaricomimpallarigmailcomCopyright c 2011 Igino Marini wwwikerncommailiginomarinicomCopyright c 2011 Brenda Gallo gbrenda1987gmailcomwith Reserved Font Name Quattrocento Sans
+Designer : Pablo Impallari
+Foundry : Pablo Impallari Igino Marini Brenda Gallo
+Foundry URL : wwwimpallaricom
+</metadata>
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diff --git a/fonts/quattrocentosans-bolditalic-webfont.svg b/fonts/quattrocentosans-bolditalic-webfont.svg
new file mode 100644
index 0000000..9070a8b
--- /dev/null
+++ b/fonts/quattrocentosans-bolditalic-webfont.svg
@@ -0,0 +1,248 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd" >
+<svg xmlns="http://www.w3.org/2000/svg">
+<metadata>
+This is a custom SVG webfont generated by Font Squirrel.
+Copyright : Copyright c 2011 Pablo Impallari wwwimpallaricomimpallarigmailcomCopyright c 2011 Igino Marini wwwikerncommailiginomarinicomCopyright c 2011 Brenda Gallo gbrenda1987gmailcomwith Reserved Font Name Quattrocento Sans
+Designer : Pablo Impallari
+Foundry : Pablo Impallari Igino Marini Brenda Gallo
+Foundry URL : wwwimpallaricom
+</metadata>
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diff --git a/fonts/quattrocentosans-italic-webfont.svg b/fonts/quattrocentosans-italic-webfont.svg
new file mode 100644
index 0000000..b613779
--- /dev/null
+++ b/fonts/quattrocentosans-italic-webfont.svg
@@ -0,0 +1,247 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd" >
+<svg xmlns="http://www.w3.org/2000/svg">
+<metadata>
+This is a custom SVG webfont generated by Font Squirrel.
+Copyright : Copyright c 2011 Pablo Impallari wwwimpallaricomimpallarigmailcomCopyright c 2011 Igino Marini wwwikerncommailiginomarinicomCopyright c 2011 Brenda Gallo gbrenda1987gmailcomwith Reserved Font Name Quattrocento Sans
+Designer : Pablo Impallari
+Foundry : Pablo Impallari Igino Marini Brenda Gallo
+Foundry URL : wwwimpallaricom
+</metadata>
+<defs>
+<font id="QuattrocentoSansItalic" horiz-adv-x="1177" >
+<font-face units-per-em="2048" ascent="1638" descent="-410" />
+<missing-glyph horiz-adv-x="501" />
+<glyph unicode=" " horiz-adv-x="501" />
+<glyph unicode="	" horiz-adv-x="501" />
+<glyph unicode=" " horiz-adv-x="501" />
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diff --git a/fonts/quattrocentosans-regular-webfont.svg b/fonts/quattrocentosans-regular-webfont.svg
new file mode 100644
index 0000000..3470924
--- /dev/null
+++ b/fonts/quattrocentosans-regular-webfont.svg
@@ -0,0 +1,247 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd" >
+<svg xmlns="http://www.w3.org/2000/svg">
+<metadata>
+This is a custom SVG webfont generated by Font Squirrel.
+Copyright : Copyright c 2011 Pablo Impallari wwwimpallaricomimpallarigmailcomCopyright c 2011 Igino Marini wwwikerncommailiginomarinicomCopyright c 2011 Brenda Gallo gbrenda1987gmailcomwith Reserved Font Name Quattrocento Sans
+Designer : Pablo Impallari
+Foundry : Pablo Impallari Igino Marini Brenda Gallo
+Foundry URL : wwwimpallaricom
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new file mode 100644
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+<!doctype html>
+<html>
+ <head>
+ <meta charset="utf-8">
+ <meta http-equiv="X-UA-Compatible" content="chrome=1">
+ <title>PyBRML by djour</title>
+
+ <link rel="stylesheet" href="stylesheets/styles.css">
+ <link rel="stylesheet" href="stylesheets/github-dark.css">
+ <script src="javascripts/scale.fix.js"></script>
+ <meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no">
+
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+ <script src="//html5shiv.googlecode.com/svn/trunk/html5.js"></script>
+ <![endif]-->
+ </head>
+ <body>
+ <div class="wrapper">
+ <header>
+ <h1>PyBRML</h1>
+ <p>Python Version of BRML toolbox for Bayesian Reasoning and Machine Learning</p>
+ <p class="view"><a href="https://github.com/djour/PyBRML">View the Project on GitHub <small>djour/PyBRML</small></a></p>
+ <ul>
+ <li><a href="https://github.com/djour/PyBRML/zipball/master">Download <strong>ZIP File</strong></a></li>
+ <li><a href="https://github.com/djour/PyBRML/tarball/master">Download <strong>TAR Ball</strong></a></li>
+ <li><a href="https://github.com/djour/PyBRML">View On <strong>GitHub</strong></a></li>
+ </ul>
+ </header>
+ <section>
+ <h1>
+<a id="socis-2013-proposal" class="anchor" href="#socis-2013-proposal" aria-hidden="true"><span class="octicon octicon-link"></span></a>SOCIS 2013 Proposal</h1>
+
+<h2>
+<a id="framework-construction-and-application-to-real-world-inference-problem" class="anchor" href="#framework-construction-and-application-to-real-world-inference-problem" aria-hidden="true"><span class="octicon octicon-link"></span></a>Framework construction and application to real-world inference problem</h2>
+
+<p><strong>News</strong> : We received generous financial support, EUR 4,000 from SOCIS program funded by European Space Agency. Cheers!</p>
+
+<p>The <strong>goal</strong> of this project would be to implement an efficient and object-oriented framework for Python version of BRML toolbox. BRML toolbox is developed under MATLAB and offered various demos related to Bayesian Reasoning and Machine Learning. The toolbox is affiliated to a recent well-designed book by David Barber, from Computer Science Department in University College London(UCL).</p>
+
+<p>The <strong>significance</strong> for our PyBRML work can be emphasized in two ways:</p>
+
+<ul>
+<li>Bayesian reasoning and probabilistic graphical model is a unified framework for building expert system in order to solve real-world problems.</li>
+<li>Currently, no actively-developing toolbox for bayesian reasoning and probabilistic graphical model under Python exists. Our PyBRML would benefits both the book readers, engineers and researchers who prefer Python as well.</li>
+</ul>
+
+<p>The BRML toolbox offered algorithms for various topics, such as Bayesian reasoning, machine learning, dynamic systems and approximate inference etc. The current framework in BRML is summarized below:</p>
+
+<p><img src="https://github.com/pythonroar/PyBRML/blob/master/proposal/datastructure.jpg" alt="Data Framework in BRML toolbox"></p>
+
+<p><strong>In SOCIS 2013</strong>, most importantly, we will focus on the Bayesian reasoning and probabilistic graphical model section since it provides probabilistic modeling which is fundamental for probabilistic machine learning and dynamical models and further approximate inference. </p>
+
+<h2>
+<a id="roadmap" class="anchor" href="#roadmap" aria-hidden="true"><span class="octicon octicon-link"></span></a>Roadmap</h2>
+
+<p><strong>The First Step</strong> of this project is to create a framework for BRML toolbox in Python corresponding to MATLAB version. On the Bayesian reasoning and probabilistic graphical model part, there are about 10 standalone functions for graph theory, 30 for potential manipulation and 20 for inference. Thanks to the demos(ie. demoClouseau, demoBurglar, demoMRFclean, demoMostProbablePath, demoShortestPath, demoSumprod, demoMaxprod, demoBucketElim etc.) offered by BRMLtoolbox, we will conduct our implementation based on the demos one by one. Finally make the inference algorithms such as factor graph and junction tree accessible for solving problems.</p>
+
+<p><strong>Further Steps</strong> of the project would then consists two directions:</p>
+
+<ul>
+<li>Develop visualization library for Bayesian reasoning and probabilistic graphical model based on matplotlib library, corresponding to miscellaneous functions in BRML toolbox.</li>
+<li>Follow the AAAI’00 paper on Bayesian Fault Detection and Diagnosis in Dynamic System, make a throughout tutorial on solving real-world problems such as engine monitoring and diagnosis.</li>
+</ul>
+
+<h2>
+<a id="basic-requirements" class="anchor" href="#basic-requirements" aria-hidden="true"><span class="octicon octicon-link"></span></a>Basic Requirements:</h2>
+
+<ul>
+<li>Basic background in machine learning and probabilistic graphical model.</li>
+<li>Former experience with both MATLAB and Python.</li>
+<li>Familiar with basic software engineering techniques such as version control and doctest.</li>
+</ul>
+
+<h2>
+<a id="references" class="anchor" href="#references" aria-hidden="true"><span class="octicon octicon-link"></span></a>References:</h2>
+
+<ul>
+<li>The BRML Matlab package manual:
+<a href="http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/brml_package.pdf">http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/brml_package.pdf</a>
+</li>
+<li>Engine Diagnosis paper:
+U. Lerner, R. Parr, D. Koller, and G. Biswas. Bayesian Fault Detection and Diagnosis in Dynamic Systems. In Proceedings of the Seventeenth National Conference on Artificial Intelligence (AIII-00), pages 531-537, 2000.</li>
+<li>NASA funding research on diagnostics:
+<a href="http://ti.arc.nasa.gov/tech/dash/diagnostics-and-prognostics/">http://ti.arc.nasa.gov/tech/dash/diagnostics-and-prognostics/</a>
+</li>
+</ul>
+
+<h1>
+<a id="pybrml-toolbox" class="anchor" href="#pybrml-toolbox" aria-hidden="true"><span class="octicon octicon-link"></span></a>PyBRML Toolbox</h1>
+
+<p>PyBRML is a Python version of BRML toolbox for Bayesian Reasoning and Machine Learning</p>
+
+<p>Thanks to Dr. David Barber's book Bayesian Reasoning and Machine Learning and his original design of the toolbox as an accompanying code for the book.</p>
+
+<h2>
+<a id="book" class="anchor" href="#book" aria-hidden="true"><span class="octicon octicon-link"></span></a>Book</h2>
+
+<p><img src="http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/jacket.gif" alt="Bayesian Reasoning and Machine Learning"></p>
+
+<pre><code>@BOOK{barberBRML2012,
+author = {Barber, D.},
+title= {{Bayesian Reasoning and Machine Learning}},
+publisher = {{Cambridge University Press}},
+year = 2012}
+</code></pre>
+
+<p>website for the book:</p>
+
+<p><a href="http://www.cs.ucl.ac.uk/staff/d.barber/brml/">http://www.cs.ucl.ac.uk/staff/d.barber/brml/</a></p>
+
+<p>Motivation from David:</p>
+
+<p>The BRMLtoolbox is provided to help readers see how mathematical models translate into actual MAT-
+LAB code. There are a large number of demos that a lecturer may wish to use or adapt to help illustrate
+the material. In addition many of the exercises make use of the code, helping the reader gain confidence
+in the concepts and their application. Along with complete routines for many Machine Learning methods,
+the philosophy is to provide low level routines whose composition intuitively follows the mathematical description
+of the algorithm. In this way students may easily match the mathematics with the corresponding
+algorithmic implementation.</p>
+
+<h2>
+<a id="history" class="anchor" href="#history" aria-hidden="true"><span class="octicon octicon-link"></span></a>History</h2>
+
+<p>Former MATLAB implementation of BRML Toolbox include:</p>
+
+<ul>
+<li>Object Oriented Version (OO)</li>
+<li>
+<p>Older (non-OO)</p>
+
+<p>Check these two version from Dr. David Barber's Homepage:</p>
+
+<p><a href="http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software">http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software</a></p>
+</li>
+</ul>
+
+<h2>
+<a id="contribution" class="anchor" href="#contribution" aria-hidden="true"><span class="octicon octicon-link"></span></a>Contribution</h2>
+
+<p>The source code is hosted on GitHub and comments, suggestions and contributions are welcomed.
+If you use BRML toolbox in your work, please cite the reference book.</p>
+
+<h2>
+<a id="license" class="anchor" href="#license" aria-hidden="true"><span class="octicon octicon-link"></span></a>License</h2>
+
+<p>The Python version of BRML toolbox library is available under a GNU license.</p>
+
+<h2>
+<a id="bundled-dependencies" class="anchor" href="#bundled-dependencies" aria-hidden="true"><span class="octicon octicon-link"></span></a>Bundled dependencies</h2>
+
+<ul>
+<li>Numpy</li>
+<li>matplotlib</li>
+</ul>
+
+<h2>
+<a id="documentation" class="anchor" href="#documentation" aria-hidden="true"><span class="octicon octicon-link"></span></a>Documentation</h2>
+
+<p>Under construction</p>
+
+<h2>
+<a id="community" class="anchor" href="#community" aria-hidden="true"><span class="octicon octicon-link"></span></a>Community</h2>
+
+<p><a href="https://groups.google.com/forum/#!forum/pybrml">https://groups.google.com/forum/#!forum/pybrml</a></p>
+
+<h2>
+<a id="reference" class="anchor" href="#reference" aria-hidden="true"><span class="octicon octicon-link"></span></a>Reference</h2>
+
+<pre><code>@BOOK{barberBRML2012,
+author = {Barber, D.},
+title= {{Bayesian Reasoning and Machine Learning}},
+publisher = {{Cambridge University Press}},
+year = 2012}
+</code></pre>
+ </section>
+ </div>
+ <footer>
+ <p>Project maintained by <a href="https://github.com/djour">djour</a></p>
+ <p>Hosted on GitHub Pages — Theme by <a href="https://github.com/orderedlist">orderedlist</a></p>
+ </footer>
+ <!--[if !IE]><script>fixScale(document);</script><![endif]-->
+
+ </body>
+</html>
diff --git a/javascripts/main.js b/javascripts/main.js
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+{"name":"PyBRML","tagline":"Python Version of BRML toolbox for Bayesian Reasoning and Machine Learning","body":"SOCIS 2013 Proposal\r\n======\r\nFramework construction and application to real-world inference problem\r\n-------\r\n\r\n**News** : We received generous financial support, EUR 4,000 from SOCIS program funded by European Space Agency. Cheers!\r\n\r\nThe **goal** of this project would be to implement an efficient and object-oriented framework for Python version of BRML toolbox. BRML toolbox is developed under MATLAB and offered various demos related to Bayesian Reasoning and Machine Learning. The toolbox is affiliated to a recent well-designed book by David Barber, from Computer Science Department in University College London(UCL).\r\n\r\nThe **significance** for our PyBRML work can be emphasized in two ways:\r\n\r\n * Bayesian reasoning and probabilistic graphical model is a unified framework for building expert system in order to solve real-world problems.\r\n * Currently, no actively-developing toolbox for bayesian reasoning and probabilistic graphical model under Python exists. Our PyBRML would benefits both the book readers, engineers and researchers who prefer Python as well.\r\n\r\nThe BRML toolbox offered algorithms for various topics, such as Bayesian reasoning, machine learning, dynamic systems and approximate inference etc. The current framework in BRML is summarized below:\r\n\r\n\r\n\r\n**In SOCIS 2013**, most importantly, we will focus on the Bayesian reasoning and probabilistic graphical model section since it provides probabilistic modeling which is fundamental for probabilistic machine learning and dynamical models and further approximate inference. \r\n\r\nRoadmap\r\n-------\r\n**The First Step** of this project is to create a framework for BRML toolbox in Python corresponding to MATLAB version. On the Bayesian reasoning and probabilistic graphical model part, there are about 10 standalone functions for graph theory, 30 for potential manipulation and 20 for inference. Thanks to the demos(ie. demoClouseau, demoBurglar, demoMRFclean, demoMostProbablePath, demoShortestPath, demoSumprod, demoMaxprod, demoBucketElim etc.) offered by BRMLtoolbox, we will conduct our implementation based on the demos one by one. Finally make the inference algorithms such as factor graph and junction tree accessible for solving problems.\r\n\r\n**Further Steps** of the project would then consists two directions:\r\n\r\n * Develop visualization library for Bayesian reasoning and probabilistic graphical model based on matplotlib library, corresponding to miscellaneous functions in BRML toolbox.\r\n * Follow the AAAI’00 paper on Bayesian Fault Detection and Diagnosis in Dynamic System, make a throughout tutorial on solving real-world problems such as engine monitoring and diagnosis.\r\n \r\nBasic Requirements:\r\n-------\r\n \r\n * Basic background in machine learning and probabilistic graphical model.\r\n * Former experience with both MATLAB and Python.\r\n * Familiar with basic software engineering techniques such as version control and doctest.\r\n \r\nReferences:\r\n-------\r\n \r\n * The BRML Matlab package manual:\r\n\thttp://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/brml_package.pdf\r\n * Engine Diagnosis paper:\r\n\tU. Lerner, R. Parr, D. Koller, and G. Biswas. Bayesian Fault Detection and Diagnosis in Dynamic Systems. In Proceedings of the Seventeenth National Conference on Artificial Intelligence (AIII-00), pages 531-537, 2000.\r\n * NASA funding research on diagnostics:\r\n\thttp://ti.arc.nasa.gov/tech/dash/diagnostics-and-prognostics/\r\n\r\n\r\nPyBRML Toolbox\r\n======\r\n\r\nPyBRML is a Python version of BRML toolbox for Bayesian Reasoning and Machine Learning\r\n\r\nThanks to Dr. David Barber's book Bayesian Reasoning and Machine Learning and his original design of the toolbox as an accompanying code for the book.\r\n\r\n\r\nBook\r\n-------\r\n\r\n\r\n\t@BOOK{barberBRML2012,\r\n\tauthor = {Barber, D.},\r\n\ttitle= {{Bayesian Reasoning and Machine Learning}},\r\n\tpublisher = {{Cambridge University Press}},\r\n\tyear = 2012}\r\n\r\nwebsite for the book:\r\n\r\nhttp://www.cs.ucl.ac.uk/staff/d.barber/brml/\r\n\t\r\nMotivation from David:\r\n\r\nThe BRMLtoolbox is provided to help readers see how mathematical models translate into actual MAT-\r\nLAB code. There are a large number of demos that a lecturer may wish to use or adapt to help illustrate\r\nthe material. In addition many of the exercises make use of the code, helping the reader gain confidence\r\nin the concepts and their application. Along with complete routines for many Machine Learning methods,\r\nthe philosophy is to provide low level routines whose composition intuitively follows the mathematical description\r\nof the algorithm. In this way students may easily match the mathematics with the corresponding\r\nalgorithmic implementation.\r\n\r\n\r\nHistory\r\n-------\r\n\r\nFormer MATLAB implementation of BRML Toolbox include:\r\n\r\n * Object Oriented Version (OO)\r\n * Older (non-OO)\r\n\r\n Check these two version from Dr. David Barber's Homepage:\r\n \r\n http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software\r\n\r\nContribution\r\n-------\r\nThe source code is hosted on GitHub and comments, suggestions and contributions are welcomed.\r\nIf you use BRML toolbox in your work, please cite the reference book.\r\n\r\nLicense\r\n-------\r\nThe Python version of BRML toolbox library is available under a GNU license.\r\n\r\nBundled dependencies\r\n-------\r\n * Numpy\r\n * matplotlib\r\n\r\nDocumentation\r\n-------\r\nUnder construction\r\n\r\nCommunity\r\n-------\r\nhttps://groups.google.com/forum/#!forum/pybrml\r\n\r\nReference\r\n-------\r\n\t@BOOK{barberBRML2012,\r\n\tauthor = {Barber, D.},\r\n\ttitle= {{Bayesian Reasoning and Machine Learning}},\r\n\tpublisher = {{Cambridge University Press}},\r\n\tyear = 2012}\r\n\r\n \r\n \r\n\r\n \r\n","google":"","note":"Don't delete this file! It's used internally to help with page regeneration."}
\ No newline at end of file
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new file mode 100644
index 0000000..0c393bf
--- /dev/null
+++ b/stylesheets/github-dark.css
@@ -0,0 +1,116 @@
+/*
+ Copyright 2014 GitHub Inc.
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
+
+*/
+
+.pl-c /* comment */ {
+ color: #969896;
+}
+
+.pl-c1 /* constant, markup.raw, meta.diff.header, meta.module-reference, meta.property-name, support, support.constant, support.variable, variable.other.constant */,
+.pl-s .pl-v /* string variable */ {
+ color: #0099cd;
+}
+
+.pl-e /* entity */,
+.pl-en /* entity.name */ {
+ color: #9774cb;
+}
+
+.pl-s .pl-s1 /* string source */,
+.pl-smi /* storage.modifier.import, storage.modifier.package, storage.type.java, variable.other, variable.parameter.function */ {
+ color: #ddd;
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+.pl-ent /* entity.name.tag */ {
+ color: #7bcc72;
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+.pl-k /* keyword, storage, storage.type */ {
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+.pl-s /* string */,
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+.pl-sr .pl-sra /* string.regexp string.regexp.arbitrary-repitition */,
+.pl-sr .pl-sre /* string.regexp source.ruby.embedded */ {
+ color: #3c66e2;
+}
+
+.pl-v /* variable */ {
+ color: #fb8764;
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+.pl-id /* invalid.deprecated */ {
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+ background-color: #e63525;
+ color: #f8f8f8;
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+.pl-sr .pl-cce /* string.regexp constant.character.escape */ {
+ color: #7bcc72;
+ font-weight: bold;
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+
+.pl-ml /* markup.list */ {
+ color: #c26b2b;
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+.pl-mh .pl-en /* markup.heading entity.name */,
+.pl-ms /* meta.separator */ {
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+ color: #ddd;
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+.pl-md /* markup.deleted, meta.diff.header.from-file */ {
+ background-color: #ffecec;
+ color: #bd2c00;
+}
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+.pl-mi1 /* markup.inserted, meta.diff.header.to-file */ {
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+ color: #55a532;
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+ color: #9774cb;
+ font-weight: bold;
+}
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+ color: #264ec5;
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new file mode 100644
index 0000000..872a6f4
--- /dev/null
+++ b/stylesheets/github-light.css
@@ -0,0 +1,116 @@
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+ Copyright 2014 GitHub Inc.
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
+
+*/
+
+.pl-c /* comment */ {
+ color: #969896;
+}
+
+.pl-c1 /* constant, markup.raw, meta.diff.header, meta.module-reference, meta.property-name, support, support.constant, support.variable, variable.other.constant */,
+.pl-s .pl-v /* string variable */ {
+ color: #0086b3;
+}
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+.pl-en /* entity.name */ {
+ color: #795da3;
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+ color: #ed6a43;
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+ background-color: #b52a1d;
+ color: #f8f8f8;
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+ font-weight: bold;
+}
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+ color: #693a17;
+}
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+.pl-mh .pl-en /* markup.heading entity.name */,
+.pl-ms /* meta.separator */ {
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+ font-weight: bold;
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+ font-weight: bold;
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+ background-color: #ffecec;
+ color: #bd2c00;
+}
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+ background-color: #eaffea;
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+ font-weight: bold;
+}
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+ color: #1d3e81;
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diff --git a/stylesheets/normalize.css b/stylesheets/normalize.css
new file mode 100644
index 0000000..30366a6
--- /dev/null
+++ b/stylesheets/normalize.css
@@ -0,0 +1,424 @@
+/*! normalize.css v3.0.2 | MIT License | git.io/normalize */
+
+/**
+ * 1. Set default font family to sans-serif.
+ * 2. Prevent iOS text size adjust after orientation change, without disabling
+ * user zoom.
+ */
+
+html {
+ font-family: sans-serif; /* 1 */
+ -ms-text-size-adjust: 100%; /* 2 */
+ -webkit-text-size-adjust: 100%; /* 2 */
+}
+
+/**
+ * Remove default margin.
+ */
+
+body {
+ margin: 0;
+}
+
+/* HTML5 display definitions
+ ========================================================================== */
+
+/**
+ * Correct `block` display not defined for any HTML5 element in IE 8/9.
+ * Correct `block` display not defined for `details` or `summary` in IE 10/11
+ * and Firefox.
+ * Correct `block` display not defined for `main` in IE 11.
+ */
+
+article,
+aside,
+details,
+figcaption,
+figure,
+footer,
+header,
+hgroup,
+main,
+menu,
+nav,
+section,
+summary {
+ display: block;
+}
+
+/**
+ * 1. Correct `inline-block` display not defined in IE 8/9.
+ * 2. Normalize vertical alignment of `progress` in Chrome, Firefox, and Opera.
+ */
+
+audio,
+canvas,
+progress,
+video {
+ display: inline-block; /* 1 */
+ vertical-align: baseline; /* 2 */
+}
+
+/**
+ * Prevent modern browsers from displaying `audio` without controls.
+ * Remove excess height in iOS 5 devices.
+ */
+
+audio:not([controls]) {
+ display: none;
+ height: 0;
+}
+
+/**
+ * Address `[hidden]` styling not present in IE 8/9/10.
+ * Hide the `template` element in IE 8/9/11, Safari, and Firefox < 22.
+ */
+
+[hidden],
+template {
+ display: none;
+}
+
+/* Links
+ ========================================================================== */
+
+/**
+ * Remove the gray background color from active links in IE 10.
+ */
+
+a {
+ background-color: transparent;
+}
+
+/**
+ * Improve readability when focused and also mouse hovered in all browsers.
+ */
+
+a:active,
+a:hover {
+ outline: 0;
+}
+
+/* Text-level semantics
+ ========================================================================== */
+
+/**
+ * Address styling not present in IE 8/9/10/11, Safari, and Chrome.
+ */
+
+abbr[title] {
+ border-bottom: 1px dotted;
+}
+
+/**
+ * Address style set to `bolder` in Firefox 4+, Safari, and Chrome.
+ */
+
+b,
+strong {
+ font-weight: bold;
+}
+
+/**
+ * Address styling not present in Safari and Chrome.
+ */
+
+dfn {
+ font-style: italic;
+}
+
+/**
+ * Address variable `h1` font-size and margin within `section` and `article`
+ * contexts in Firefox 4+, Safari, and Chrome.
+ */
+
+h1 {
+ font-size: 2em;
+ margin: 0.67em 0;
+}
+
+/**
+ * Address styling not present in IE 8/9.
+ */
+
+mark {
+ background: #ff0;
+ color: #000;
+}
+
+/**
+ * Address inconsistent and variable font size in all browsers.
+ */
+
+small {
+ font-size: 80%;
+}
+
+/**
+ * Prevent `sub` and `sup` affecting `line-height` in all browsers.
+ */
+
+sub,
+sup {
+ font-size: 75%;
+ line-height: 0;
+ position: relative;
+ vertical-align: baseline;
+}
+
+sup {
+ top: -0.5em;
+}
+
+sub {
+ bottom: -0.25em;
+}
+
+/* Embedded content
+ ========================================================================== */
+
+/**
+ * Remove border when inside `a` element in IE 8/9/10.
+ */
+
+img {
+ border: 0;
+}
+
+/**
+ * Correct overflow not hidden in IE 9/10/11.
+ */
+
+svg:not(:root) {
+ overflow: hidden;
+}
+
+/* Grouping content
+ ========================================================================== */
+
+/**
+ * Address margin not present in IE 8/9 and Safari.
+ */
+
+figure {
+ margin: 1em 40px;
+}
+
+/**
+ * Address differences between Firefox and other browsers.
+ */
+
+hr {
+ box-sizing: content-box;
+ height: 0;
+}
+
+/**
+ * Contain overflow in all browsers.
+ */
+
+pre {
+ overflow: auto;
+}
+
+/**
+ * Address odd `em`-unit font size rendering in all browsers.
+ */
+
+code,
+kbd,
+pre,
+samp {
+ font-family: monospace, monospace;
+ font-size: 1em;
+}
+
+/* Forms
+ ========================================================================== */
+
+/**
+ * Known limitation: by default, Chrome and Safari on OS X allow very limited
+ * styling of `select`, unless a `border` property is set.
+ */
+
+/**
+ * 1. Correct color not being inherited.
+ * Known issue: affects color of disabled elements.
+ * 2. Correct font properties not being inherited.
+ * 3. Address margins set differently in Firefox 4+, Safari, and Chrome.
+ */
+
+button,
+input,
+optgroup,
+select,
+textarea {
+ color: inherit; /* 1 */
+ font: inherit; /* 2 */
+ margin: 0; /* 3 */
+}
+
+/**
+ * Address `overflow` set to `hidden` in IE 8/9/10/11.
+ */
+
+button {
+ overflow: visible;
+}
+
+/**
+ * Address inconsistent `text-transform` inheritance for `button` and `select`.
+ * All other form control elements do not inherit `text-transform` values.
+ * Correct `button` style inheritance in Firefox, IE 8/9/10/11, and Opera.
+ * Correct `select` style inheritance in Firefox.
+ */
+
+button,
+select {
+ text-transform: none;
+}
+
+/**
+ * 1. Avoid the WebKit bug in Android 4.0.* where (2) destroys native `audio`
+ * and `video` controls.
+ * 2. Correct inability to style clickable `input` types in iOS.
+ * 3. Improve usability and consistency of cursor style between image-type
+ * `input` and others.
+ */
+
+button,
+html input[type="button"], /* 1 */
+input[type="reset"],
+input[type="submit"] {
+ -webkit-appearance: button; /* 2 */
+ cursor: pointer; /* 3 */
+}
+
+/**
+ * Re-set default cursor for disabled elements.
+ */
+
+button[disabled],
+html input[disabled] {
+ cursor: default;
+}
+
+/**
+ * Remove inner padding and border in Firefox 4+.
+ */
+
+button::-moz-focus-inner,
+input::-moz-focus-inner {
+ border: 0;
+ padding: 0;
+}
+
+/**
+ * Address Firefox 4+ setting `line-height` on `input` using `!important` in
+ * the UA stylesheet.
+ */
+
+input {
+ line-height: normal;
+}
+
+/**
+ * It's recommended that you don't attempt to style these elements.
+ * Firefox's implementation doesn't respect box-sizing, padding, or width.
+ *
+ * 1. Address box sizing set to `content-box` in IE 8/9/10.
+ * 2. Remove excess padding in IE 8/9/10.
+ */
+
+input[type="checkbox"],
+input[type="radio"] {
+ box-sizing: border-box; /* 1 */
+ padding: 0; /* 2 */
+}
+
+/**
+ * Fix the cursor style for Chrome's increment/decrement buttons. For certain
+ * `font-size` values of the `input`, it causes the cursor style of the
+ * decrement button to change from `default` to `text`.
+ */
+
+input[type="number"]::-webkit-inner-spin-button,
+input[type="number"]::-webkit-outer-spin-button {
+ height: auto;
+}
+
+/**
+ * 1. Address `appearance` set to `searchfield` in Safari and Chrome.
+ * 2. Address `box-sizing` set to `border-box` in Safari and Chrome
+ * (include `-moz` to future-proof).
+ */
+
+input[type="search"] {
+ -webkit-appearance: textfield; /* 1 */ /* 2 */
+ box-sizing: content-box;
+}
+
+/**
+ * Remove inner padding and search cancel button in Safari and Chrome on OS X.
+ * Safari (but not Chrome) clips the cancel button when the search input has
+ * padding (and `textfield` appearance).
+ */
+
+input[type="search"]::-webkit-search-cancel-button,
+input[type="search"]::-webkit-search-decoration {
+ -webkit-appearance: none;
+}
+
+/**
+ * Define consistent border, margin, and padding.
+ */
+
+fieldset {
+ border: 1px solid #c0c0c0;
+ margin: 0 2px;
+ padding: 0.35em 0.625em 0.75em;
+}
+
+/**
+ * 1. Correct `color` not being inherited in IE 8/9/10/11.
+ * 2. Remove padding so people aren't caught out if they zero out fieldsets.
+ */
+
+legend {
+ border: 0; /* 1 */
+ padding: 0; /* 2 */
+}
+
+/**
+ * Remove default vertical scrollbar in IE 8/9/10/11.
+ */
+
+textarea {
+ overflow: auto;
+}
+
+/**
+ * Don't inherit the `font-weight` (applied by a rule above).
+ * NOTE: the default cannot safely be changed in Chrome and Safari on OS X.
+ */
+
+optgroup {
+ font-weight: bold;
+}
+
+/* Tables
+ ========================================================================== */
+
+/**
+ * Remove most spacing between table cells.
+ */
+
+table {
+ border-collapse: collapse;
+ border-spacing: 0;
+}
+
+td,
+th {
+ padding: 0;
+}
diff --git a/stylesheets/pygment_trac.css b/stylesheets/pygment_trac.css
new file mode 100644
index 0000000..62fd970
--- /dev/null
+++ b/stylesheets/pygment_trac.css
@@ -0,0 +1,70 @@
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+.highlight { color: #d0d0d0 }
+.highlight .c { color: #999999; font-style: italic } /* Comment */
+.highlight .err { color: #a61717; background-color: #e3d2d2 } /* Error */
+.highlight .g { color: #d0d0d0 } /* Generic */
+.highlight .k { color: #6ab825; font-weight: normal } /* Keyword */
+.highlight .l { color: #d0d0d0 } /* Literal */
+.highlight .n { color: #d0d0d0 } /* Name */
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+.highlight .p { color: #d0d0d0 } /* Punctuation */
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+.highlight .cp { color: #cd2828; font-weight: normal } /* Comment.Preproc */
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+.highlight .ge { color: #d0d0d0; font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #d22323 } /* Generic.Error */
+.highlight .gh { color: #ffffff; font-weight: normal } /* Generic.Heading */
+.highlight .gi { color: #589819 } /* Generic.Inserted */
+.highlight .go { color: #cccccc } /* Generic.Output */
+.highlight .gp { color: #aaaaaa } /* Generic.Prompt */
+.highlight .gs { color: #d0d0d0; font-weight: normal } /* Generic.Strong */
+.highlight .gu { color: #ffffff; text-decoration: underline } /* Generic.Subheading */
+.highlight .gt { color: #d22323 } /* Generic.Traceback */
+.highlight .kc { color: #6ab825; font-weight: normal } /* Keyword.Constant */
+.highlight .kd { color: #6ab825; font-weight: normal } /* Keyword.Declaration */
+.highlight .kn { color: #6ab825; font-weight: normal } /* Keyword.Namespace */
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+.highlight .m { color: #3677a9 } /* Literal.Number */
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+.highlight .nx { color: #d0d0d0 } /* Name.Other */
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+.highlight .sh { color: #ff8 } /* Literal.String.Heredoc */
+.highlight .si { color: #ff8 } /* Literal.String.Interpol */
+.highlight .sx { color: #ffa500 } /* Literal.String.Other */
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diff --git a/stylesheets/styles.css b/stylesheets/styles.css
new file mode 100644
index 0000000..455c7ef
--- /dev/null
+++ b/stylesheets/styles.css
@@ -0,0 +1,356 @@
+@import url(https://fonts.googleapis.com/css?family=Lato:300italic,700italic,300,700);
+html {
+ background: #6C7989;
+ background: #6c7989 -webkit-gradient(linear, 50% 0%, 50% 100%, color-stop(0%, #6c7989), color-stop(100%, #434b55)) fixed;
+ background: #6c7989 -webkit-linear-gradient(#6c7989, #434b55) fixed;
+ background: #6c7989 -moz-linear-gradient(#6c7989, #434b55) fixed;
+ background: #6c7989 -o-linear-gradient(#6c7989, #434b55) fixed;
+ background: #6c7989 -ms-linear-gradient(#6c7989, #434b55) fixed;
+ background: #6c7989 linear-gradient(#6c7989, #434b55) fixed;
+}
+
+body {
+ padding: 50px 0;
+ margin: 0;
+ font: 14px/1.5 Lato, "Helvetica Neue", Helvetica, Arial, sans-serif;
+ color: #555;
+ font-weight: 300;
+ background: url('data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAeCAYAAABNChwpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAABx0RVh0U29mdHdhcmUAQWRvYmUgRmlyZXdvcmtzIENTNXG14zYAAAAUdEVYdENyZWF0aW9uIFRpbWUAMy82LzEygrTcTAAAAFRJREFUSIljfPDggZRf5RIGGNjUHsNATz6jXmSL1Kb2GLiAX+USBnrymRgGGDCORgFmoNAXjEbBaBSMRsFoFIxGwWgUjEbBaBSMRsFoFIxGwWgUAABYNujumib3wAAAAABJRU5ErkJggg==') fixed;
+}
+
+.wrapper {
+ width: 640px;
+ margin: 0 auto;
+ background: #DEDEDE;
+ -webkit-border-radius: 8px;
+ -moz-border-radius: 8px;
+ -ms-border-radius: 8px;
+ -o-border-radius: 8px;
+ border-radius: 8px;
+ -webkit-box-shadow: rgba(0, 0, 0, 0.2) 0 0 0 1px, rgba(0, 0, 0, 0.45) 0 3px 10px;
+ -moz-box-shadow: rgba(0, 0, 0, 0.2) 0 0 0 1px, rgba(0, 0, 0, 0.45) 0 3px 10px;
+ box-shadow: rgba(0, 0, 0, 0.2) 0 0 0 1px, rgba(0, 0, 0, 0.45) 0 3px 10px;
+}
+
+header, section, footer {
+ display: block;
+}
+
+a {
+ color: #069;
+ text-decoration: none;
+}
+
+p {
+ margin: 0 0 20px;
+ padding: 0;
+}
+
+strong {
+ color: #222;
+ font-weight: 700;
+}
+
+header {
+ -webkit-border-radius: 8px 8px 0 0;
+ -moz-border-radius: 8px 8px 0 0;
+ -ms-border-radius: 8px 8px 0 0;
+ -o-border-radius: 8px 8px 0 0;
+ border-radius: 8px 8px 0 0;
+ background: #C6EAFA;
+ background: -webkit-gradient(linear, 50% 0%, 50% 100%, color-stop(0%, #ddfbfc), color-stop(100%, #c6eafa));
+ background: -webkit-linear-gradient(#ddfbfc, #c6eafa);
+ background: -moz-linear-gradient(#ddfbfc, #c6eafa);
+ background: -o-linear-gradient(#ddfbfc, #c6eafa);
+ background: -ms-linear-gradient(#ddfbfc, #c6eafa);
+ background: linear-gradient(#ddfbfc, #c6eafa);
+ position: relative;
+ padding: 15px 20px;
+ border-bottom: 1px solid #B2D2E1;
+}
+header h1 {
+ margin: 0;
+ padding: 0;
+ font-size: 24px;
+ line-height: 1.2;
+ color: #069;
+ text-shadow: rgba(255, 255, 255, 0.9) 0 1px 0;
+}
+header.without-description h1 {
+ margin: 10px 0;
+}
+header p {
+ margin: 0;
+ color: #61778B;
+ width: 300px;
+ font-size: 13px;
+}
+header p.view {
+ display: none;
+ font-weight: 700;
+ text-shadow: rgba(255, 255, 255, 0.9) 0 1px 0;
+ -webkit-font-smoothing: antialiased;
+}
+header p.view a {
+ color: #06c;
+}
+header p.view small {
+ font-weight: 400;
+}
+header ul {
+ margin: 0;
+ padding: 0;
+ list-style: none;
+ position: absolute;
+ z-index: 1;
+ right: 20px;
+ top: 20px;
+ height: 38px;
+ padding: 1px 0;
+ background: #5198DF;
+ background: -webkit-gradient(linear, 50% 0%, 50% 100%, color-stop(0%, #77b9fb), color-stop(100%, #3782cd));
+ background: -webkit-linear-gradient(#77b9fb, #3782cd);
+ background: -moz-linear-gradient(#77b9fb, #3782cd);
+ background: -o-linear-gradient(#77b9fb, #3782cd);
+ background: -ms-linear-gradient(#77b9fb, #3782cd);
+ background: linear-gradient(#77b9fb, #3782cd);
+ border-radius: 5px;
+ -webkit-box-shadow: inset rgba(255, 255, 255, 0.45) 0 1px 0, inset rgba(0, 0, 0, 0.2) 0 -1px 0;
+ -moz-box-shadow: inset rgba(255, 255, 255, 0.45) 0 1px 0, inset rgba(0, 0, 0, 0.2) 0 -1px 0;
+ box-shadow: inset rgba(255, 255, 255, 0.45) 0 1px 0, inset rgba(0, 0, 0, 0.2) 0 -1px 0;
+ width: auto;
+}
+header ul:before {
+ content: '';
+ position: absolute;
+ z-index: -1;
+ left: -5px;
+ top: -4px;
+ right: -5px;
+ bottom: -6px;
+ background: rgba(0, 0, 0, 0.1);
+ -webkit-border-radius: 8px;
+ -moz-border-radius: 8px;
+ -ms-border-radius: 8px;
+ -o-border-radius: 8px;
+ border-radius: 8px;
+ -webkit-box-shadow: rgba(0, 0, 0, 0.2) 0 -1px 0, inset rgba(255, 255, 255, 0.7) 0 -1px 0;
+ -moz-box-shadow: rgba(0, 0, 0, 0.2) 0 -1px 0, inset rgba(255, 255, 255, 0.7) 0 -1px 0;
+ box-shadow: rgba(0, 0, 0, 0.2) 0 -1px 0, inset rgba(255, 255, 255, 0.7) 0 -1px 0;
+}
+header ul li {
+ width: 79px;
+ float: left;
+ border-right: 1px solid #3A7CBE;
+ height: 38px;
+}
+header ul li.single {
+ border: none;
+}
+header ul li + li {
+ width: 78px;
+ border-left: 1px solid #8BBEF3;
+}
+header ul li + li + li {
+ border-right: none;
+ width: 79px;
+}
+header ul a {
+ line-height: 1;
+ font-size: 11px;
+ color: #fff;
+ color: rgba(255, 255, 255, 0.8);
+ display: block;
+ text-align: center;
+ font-weight: 400;
+ padding-top: 6px;
+ height: 40px;
+ text-shadow: rgba(0, 0, 0, 0.4) 0 -1px 0;
+}
+header ul a strong {
+ font-size: 14px;
+ display: block;
+ color: #fff;
+ -webkit-font-smoothing: antialiased;
+}
+
+section {
+ padding: 15px 20px;
+ font-size: 15px;
+ border-top: 1px solid #fff;
+ background: -webkit-gradient(linear, 50% 0%, 50% 700, color-stop(0%, #fafafa), color-stop(100%, #dedede));
+ background: -webkit-linear-gradient(#fafafa, #dedede 700px);
+ background: -moz-linear-gradient(#fafafa, #dedede 700px);
+ background: -o-linear-gradient(#fafafa, #dedede 700px);
+ background: -ms-linear-gradient(#fafafa, #dedede 700px);
+ background: linear-gradient(#fafafa, #dedede 700px);
+ -webkit-border-radius: 0 0 8px 8px;
+ -moz-border-radius: 0 0 8px 8px;
+ -ms-border-radius: 0 0 8px 8px;
+ -o-border-radius: 0 0 8px 8px;
+ border-radius: 0 0 8px 8px;
+ position: relative;
+}
+
+h1, h2, h3, h4, h5, h6 {
+ color: #222;
+ padding: 0;
+ margin: 0 0 20px;
+ line-height: 1.2;
+}
+
+p, ul, ol, table, pre, dl {
+ margin: 0 0 20px;
+}
+
+h1, h2, h3 {
+ line-height: 1.1;
+}
+
+h1 {
+ font-size: 28px;
+}
+
+h2 {
+ color: #393939;
+}
+
+h3, h4, h5, h6 {
+ color: #494949;
+}
+
+blockquote {
+ margin: 0 -20px 20px;
+ padding: 15px 20px 1px 40px;
+ font-style: italic;
+ background: #ccc;
+ background: rgba(0, 0, 0, 0.06);
+ color: #222;
+}
+
+img {
+ max-width: 100%;
+}
+
+code, pre {
+ font-family: Monaco, Bitstream Vera Sans Mono, Lucida Console, Terminal;
+ color: #333;
+ font-size: 12px;
+ overflow-x: auto;
+}
+
+pre {
+ padding: 20px;
+ background: #3A3C42;
+ color: #f8f8f2;
+ margin: 0 -20px 20px;
+}
+pre code {
+ color: #f8f8f2;
+}
+li pre {
+ margin-left: -60px;
+ padding-left: 60px;
+}
+
+table {
+ width: 100%;
+ border-collapse: collapse;
+}
+
+th, td {
+ text-align: left;
+ padding: 5px 10px;
+ border-bottom: 1px solid #aaa;
+}
+
+dt {
+ color: #222;
+ font-weight: 700;
+}
+
+th {
+ color: #222;
+}
+
+small {
+ font-size: 11px;
+}
+
+hr {
+ border: 0;
+ background: #aaa;
+ height: 1px;
+ margin: 0 0 20px;
+}
+
+footer {
+ width: 640px;
+ margin: 0 auto;
+ padding: 20px 0 0;
+ color: #ccc;
+ overflow: hidden;
+}
+footer a {
+ color: #fff;
+ font-weight: bold;
+}
+footer p {
+ float: left;
+}
+footer p + p {
+ float: right;
+}
+
+@media print, screen and (max-width: 740px) {
+ body {
+ padding: 0;
+ }
+
+ .wrapper {
+ -webkit-border-radius: 0;
+ -moz-border-radius: 0;
+ -ms-border-radius: 0;
+ -o-border-radius: 0;
+ border-radius: 0;
+ -webkit-box-shadow: none;
+ -moz-box-shadow: none;
+ box-shadow: none;
+ width: 100%;
+ }
+
+ footer {
+ -webkit-border-radius: 0;
+ -moz-border-radius: 0;
+ -ms-border-radius: 0;
+ -o-border-radius: 0;
+ border-radius: 0;
+ padding: 20px;
+ width: auto;
+ }
+ footer p {
+ float: none;
+ margin: 0;
+ }
+ footer p + p {
+ float: none;
+ }
+}
+@media print, screen and (max-width:580px) {
+ header ul {
+ display: none;
+ }
+
+ header p.view {
+ display: block;
+ }
+
+ header p {
+ width: 100%;
+ }
+}
+@media print {
+ header p.view a small:before {
+ content: 'at https://github.com/';
+ }
+}
diff --git a/stylesheets/stylesheet.css b/stylesheets/stylesheet.css
new file mode 100644
index 0000000..b5f20c2
--- /dev/null
+++ b/stylesheets/stylesheet.css
@@ -0,0 +1,245 @@
+* {
+ box-sizing: border-box; }
+
+body {
+ padding: 0;
+ margin: 0;
+ font-family: "Open Sans", "Helvetica Neue", Helvetica, Arial, sans-serif;
+ font-size: 16px;
+ line-height: 1.5;
+ color: #606c71; }
+
+a {
+ color: #1e6bb8;
+ text-decoration: none; }
+ a:hover {
+ text-decoration: underline; }
+
+.btn {
+ display: inline-block;
+ margin-bottom: 1rem;
+ color: rgba(255, 255, 255, 0.7);
+ background-color: rgba(255, 255, 255, 0.08);
+ border-color: rgba(255, 255, 255, 0.2);
+ border-style: solid;
+ border-width: 1px;
+ border-radius: 0.3rem;
+ transition: color 0.2s, background-color 0.2s, border-color 0.2s; }
+ .btn + .btn {
+ margin-left: 1rem; }
+
+.btn:hover {
+ color: rgba(255, 255, 255, 0.8);
+ text-decoration: none;
+ background-color: rgba(255, 255, 255, 0.2);
+ border-color: rgba(255, 255, 255, 0.3); }
+
+@media screen and (min-width: 64em) {
+ .btn {
+ padding: 0.75rem 1rem; } }
+
+@media screen and (min-width: 42em) and (max-width: 64em) {
+ .btn {
+ padding: 0.6rem 0.9rem;
+ font-size: 0.9rem; } }
+
+@media screen and (max-width: 42em) {
+ .btn {
+ display: block;
+ width: 100%;
+ padding: 0.75rem;
+ font-size: 0.9rem; }
+ .btn + .btn {
+ margin-top: 1rem;
+ margin-left: 0; } }
+
+.page-header {
+ color: #fff;
+ text-align: center;
+ background-color: #159957;
+ background-image: linear-gradient(120deg, #155799, #159957); }
+
+@media screen and (min-width: 64em) {
+ .page-header {
+ padding: 5rem 6rem; } }
+
+@media screen and (min-width: 42em) and (max-width: 64em) {
+ .page-header {
+ padding: 3rem 4rem; } }
+
+@media screen and (max-width: 42em) {
+ .page-header {
+ padding: 2rem 1rem; } }
+
+.project-name {
+ margin-top: 0;
+ margin-bottom: 0.1rem; }
+
+@media screen and (min-width: 64em) {
+ .project-name {
+ font-size: 3.25rem; } }
+
+@media screen and (min-width: 42em) and (max-width: 64em) {
+ .project-name {
+ font-size: 2.25rem; } }
+
+@media screen and (max-width: 42em) {
+ .project-name {
+ font-size: 1.75rem; } }
+
+.project-tagline {
+ margin-bottom: 2rem;
+ font-weight: normal;
+ opacity: 0.7; }
+
+@media screen and (min-width: 64em) {
+ .project-tagline {
+ font-size: 1.25rem; } }
+
+@media screen and (min-width: 42em) and (max-width: 64em) {
+ .project-tagline {
+ font-size: 1.15rem; } }
+
+@media screen and (max-width: 42em) {
+ .project-tagline {
+ font-size: 1rem; } }
+
+.main-content :first-child {
+ margin-top: 0; }
+.main-content img {
+ max-width: 100%; }
+.main-content h1, .main-content h2, .main-content h3, .main-content h4, .main-content h5, .main-content h6 {
+ margin-top: 2rem;
+ margin-bottom: 1rem;
+ font-weight: normal;
+ color: #159957; }
+.main-content p {
+ margin-bottom: 1em; }
+.main-content code {
+ padding: 2px 4px;
+ font-family: Consolas, "Liberation Mono", Menlo, Courier, monospace;
+ font-size: 0.9rem;
+ color: #383e41;
+ background-color: #f3f6fa;
+ border-radius: 0.3rem; }
+.main-content pre {
+ padding: 0.8rem;
+ margin-top: 0;
+ margin-bottom: 1rem;
+ font: 1rem Consolas, "Liberation Mono", Menlo, Courier, monospace;
+ color: #567482;
+ word-wrap: normal;
+ background-color: #f3f6fa;
+ border: solid 1px #dce6f0;
+ border-radius: 0.3rem; }
+ .main-content pre > code {
+ padding: 0;
+ margin: 0;
+ font-size: 0.9rem;
+ color: #567482;
+ word-break: normal;
+ white-space: pre;
+ background: transparent;
+ border: 0; }
+.main-content .highlight {
+ margin-bottom: 1rem; }
+ .main-content .highlight pre {
+ margin-bottom: 0;
+ word-break: normal; }
+.main-content .highlight pre, .main-content pre {
+ padding: 0.8rem;
+ overflow: auto;
+ font-size: 0.9rem;
+ line-height: 1.45;
+ border-radius: 0.3rem; }
+.main-content pre code, .main-content pre tt {
+ display: inline;
+ max-width: initial;
+ padding: 0;
+ margin: 0;
+ overflow: initial;
+ line-height: inherit;
+ word-wrap: normal;
+ background-color: transparent;
+ border: 0; }
+ .main-content pre code:before, .main-content pre code:after, .main-content pre tt:before, .main-content pre tt:after {
+ content: normal; }
+.main-content ul, .main-content ol {
+ margin-top: 0; }
+.main-content blockquote {
+ padding: 0 1rem;
+ margin-left: 0;
+ color: #819198;
+ border-left: 0.3rem solid #dce6f0; }
+ .main-content blockquote > :first-child {
+ margin-top: 0; }
+ .main-content blockquote > :last-child {
+ margin-bottom: 0; }
+.main-content table {
+ display: block;
+ width: 100%;
+ overflow: auto;
+ word-break: normal;
+ word-break: keep-all; }
+ .main-content table th {
+ font-weight: bold; }
+ .main-content table th, .main-content table td {
+ padding: 0.5rem 1rem;
+ border: 1px solid #e9ebec; }
+.main-content dl {
+ padding: 0; }
+ .main-content dl dt {
+ padding: 0;
+ margin-top: 1rem;
+ font-size: 1rem;
+ font-weight: bold; }
+ .main-content dl dd {
+ padding: 0;
+ margin-bottom: 1rem; }
+.main-content hr {
+ height: 2px;
+ padding: 0;
+ margin: 1rem 0;
+ background-color: #eff0f1;
+ border: 0; }
+
+@media screen and (min-width: 64em) {
+ .main-content {
+ max-width: 64rem;
+ padding: 2rem 6rem;
+ margin: 0 auto;
+ font-size: 1.1rem; } }
+
+@media screen and (min-width: 42em) and (max-width: 64em) {
+ .main-content {
+ padding: 2rem 4rem;
+ font-size: 1.1rem; } }
+
+@media screen and (max-width: 42em) {
+ .main-content {
+ padding: 2rem 1rem;
+ font-size: 1rem; } }
+
+.site-footer {
+ padding-top: 2rem;
+ margin-top: 2rem;
+ border-top: solid 1px #eff0f1; }
+
+.site-footer-owner {
+ display: block;
+ font-weight: bold; }
+
+.site-footer-credits {
+ color: #819198; }
+
+@media screen and (min-width: 64em) {
+ .site-footer {
+ font-size: 1rem; } }
+
+@media screen and (min-width: 42em) and (max-width: 64em) {
+ .site-footer {
+ font-size: 1rem; } }
+
+@media screen and (max-width: 42em) {
+ .site-footer {
+ font-size: 0.9rem; } }
From f28b16f9bf72b8a0eaec6c543cbeff359cd28a11 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 11:12:01 +0200
Subject: [PATCH 03/18] removed useless files for gh-pages
---
.gitignore | 6 -
.idea/PythonBRMLtoolbox.iml | 11 +
.idea/dictionaries/Mauro.xml | 27 ++
.idea/misc.xml | 4 +
.idea/modules.xml | 8 +
.idea/vcs.xml | 6 +
.idea/workspace.xml | 517 +++++++++++++++++++++++++++++++++++
LICENSE | 21 --
README.md | 92 -------
9 files changed, 573 insertions(+), 119 deletions(-)
delete mode 100644 .gitignore
create mode 100644 .idea/PythonBRMLtoolbox.iml
create mode 100644 .idea/dictionaries/Mauro.xml
create mode 100644 .idea/misc.xml
create mode 100644 .idea/modules.xml
create mode 100644 .idea/vcs.xml
create mode 100644 .idea/workspace.xml
delete mode 100644 LICENSE
delete mode 100644 README.md
diff --git a/.gitignore b/.gitignore
deleted file mode 100644
index 735f0c1..0000000
--- a/.gitignore
+++ /dev/null
@@ -1,6 +0,0 @@
-# PyCharm
-venv/
-.idea/
-
-# Python
-__pycache__/
\ No newline at end of file
diff --git a/.idea/PythonBRMLtoolbox.iml b/.idea/PythonBRMLtoolbox.iml
new file mode 100644
index 0000000..3e26594
--- /dev/null
+++ b/.idea/PythonBRMLtoolbox.iml
@@ -0,0 +1,11 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+ <component name="NewModuleRootManager">
+ <content url="file://$MODULE_DIR$" />
+ <orderEntry type="jdk" jdkName="Python 3.7 (PythonSimpleSQL)" jdkType="Python SDK" />
+ <orderEntry type="sourceFolder" forTests="false" />
+ </component>
+ <component name="TestRunnerService">
+ <option name="PROJECT_TEST_RUNNER" value="Unittests" />
+ </component>
+</module>
\ No newline at end of file
diff --git a/.idea/dictionaries/Mauro.xml b/.idea/dictionaries/Mauro.xml
new file mode 100644
index 0000000..54c30ff
--- /dev/null
+++ b/.idea/dictionaries/Mauro.xml
@@ -0,0 +1,27 @@
+<component name="ProjectDictionaryState">
+ <dictionary name="Mauro">
+ <words>
+ <w>brml</w>
+ <w>isin</w>
+ <w>ismember</w>
+ <w>isvector</w>
+ <w>jointpot</w>
+ <w>logarray</w>
+ <w>ltoolbox</w>
+ <w>matlab</w>
+ <w>multpots</w>
+ <w>ndarray</w>
+ <w>ndim</w>
+ <w>newpot</w>
+ <w>notmurderer</w>
+ <w>notused</w>
+ <w>numpyarray</w>
+ <w>pycache</w>
+ <w>setdiff</w>
+ <w>setminus</w>
+ <w>sumover</w>
+ <w>sumpot</w>
+ <w>venv</w>
+ </words>
+ </dictionary>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..193208c
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+ <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.7 (PythonSimpleSQL)" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..1b1c736
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+ <component name="ProjectModuleManager">
+ <modules>
+ <module fileurl="file://$PROJECT_DIR$/.idea/PythonBRMLtoolbox.iml" filepath="$PROJECT_DIR$/.idea/PythonBRMLtoolbox.iml" />
+ </modules>
+ </component>
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..94a25f7
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+ <component name="VcsDirectoryMappings">
+ <mapping directory="$PROJECT_DIR$" vcs="Git" />
+ </component>
+</project>
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
new file mode 100644
index 0000000..8b74bbe
--- /dev/null
+++ b/.idea/workspace.xml
@@ -0,0 +1,517 @@
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+ </provider>
+ </entry>
+ </component>
+</project>
\ No newline at end of file
diff --git a/LICENSE b/LICENSE
deleted file mode 100644
index 19a2160..0000000
--- a/LICENSE
+++ /dev/null
@@ -1,21 +0,0 @@
-MIT License
-
-Copyright (c) 2018 Mauro Camara Escudero
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
diff --git a/README.md b/README.md
deleted file mode 100644
index 2461571..0000000
--- a/README.md
+++ /dev/null
@@ -1,92 +0,0 @@
-# PythonBRMLtoolbox
-
-## What is PythonBRMLtoolbox?
-[BRMLtoolbox](http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software)
- in Python 3.7. My goal with this repository is to:
- 1. Learn BRMLtoolbox with an insider perspective
- 2. Provide a Python package for BRMLtoolbox which is available
- in MATLAB, Python 2.7 and Julia.
- 3. Improve my Python skills
-
- ## Implementation details
- ### Variables
- When initializing a potential we can pass variables as arguments
- in different ways:
- * We can pass a scalar value (`int` or `float`) when we only
- have 1 variable. (We could also pass a list or a numpy array
- with only one value)
-
- ```python
-import numpy as np
-from brml.array import Array
-pot = Array(variables=1)
-pot2 = Array(variables=1.0)
-pot3 = Array(variables=[1])
-pot4 = Array(variables=np.array([1]))
-pot5 = Array(variables=np.array([[1]]))
-```
- * We can pass a `list` or a `numpy.array` when we have multiple variables.
-
-```python
-import numpy as np
-from brml.array import Array
-pot = Array(variables=[1, 2])
-pot2 = Array(variables=np.array([1, 2]))
-pot3 = Array(variables=np.array([[1, 2]]))
-pot4 = Array(variables=np.array([[1], [2]]))
-```
-All of these calls are equivalent among them because they are all converted to
-a 1D `numpy.array` (notice that in MATLAB, because 1D arrays don't exist, this
-is different).
-It might be good to discuss whether it is better to convert all of these to 1D
-`numpy.array` or to a 2D array with shape `(1, n)` where `n` is the number of
-variables.
-
-It is worth mentioning that you don't need to pass variables on initialization.
-You can initialize an array without variables and without table, and add the later.
-For example:
-```python
-import numpy as np
-from brml.array import Array
-pot = Array()
-pot.set_variables(np.array([1, 2]))
-```
-Notice, however, that you CANNOT initialize variables before initializing the table.
-That is, you cannot initialize an empty array `pot = Array()` and then call
-`pot.set_table(np.array([0.4, 0.6]))` because this will throw an error. You must
-first use `set_variables` method, and after use the `set_table` method. If, instead,
-you decide to pass variables and table on initialization, then everything will be fine.
-
-Go to `check/potential_variables.py` and you'll find a test to check
-that the statements above are correct!
-
- ## What is BRMLtoolbox?
- The BRMLtoolbox is a MATLAB toolbox written by David Barber, Reader for the Computational Statistics and Machine Learning MSc at UCL. The toolbox should be used together with the book Bayesian Reasoning and Machine Learning. It is a set of tools to help readers see how mathematical models translate into actual code.
-
- ## Software Requirements
- 1. Python (3.6 onwards, although only type hints would need to be removed for Python 3.5)
- 2. Numpy
-
- ## Mathematical Requirements
- 1. Calculus & Linear Algebra
- 2. Probability
- 3. Algorithms
- 4. Statistics (Bayesian mainly)
- I am currenlty trying to write an introduction to Probability here in [my Proofwiki account](https://proofwiki.org/wiki/User:MauroCamaraEscudero), although it is just a draft for now.
-
- ## Contributions
- Please feel free to contribute to this project! There are already a few incomplete implementations of the code, hopefully this version will be more up-to-date and efficient with your help!
-
- ## Reference & Book
- As I said earlier BRMLtoolbox comes with [Bayesian Reasoning and Machine Learning](http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/090310.pdf) book.
-
- ```
- @BOOK{barberBRML2012,
-author = {Barber, D.},
-title= {{Bayesian Reasoning and Machine Learning}},
-publisher = {{Cambridge University Press}},
-year = 2012}
-```
-
-
-
From fd362e511f6dfa657606cb1437ff8f56ba7c6c6a Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 11:28:10 +0200
Subject: [PATCH 04/18] github pages
---
.idea/workspace.xml | 117 ++++++++++++---------------------
README.md | 26 ++++++++
index.html | 155 +++++---------------------------------------
3 files changed, 84 insertions(+), 214 deletions(-)
create mode 100644 README.md
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 8b74bbe..ff55020 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,7 +1,9 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="ChangeListManager">
- <list default="true" id="aed74496-6d95-4a68-b2d1-e24f16ffc360" name="Default" comment="" />
+ <list default="true" id="aed74496-6d95-4a68-b2d1-e24f16ffc360" name="Default" comment="">
+ <change beforePath="$PROJECT_DIR$/index.html" beforeDir="false" afterPath="$PROJECT_DIR$/index.html" afterDir="false" />
+ </list>
<option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
<option name="TRACKING_ENABLED" value="true" />
<option name="SHOW_DIALOG" value="false" />
@@ -11,46 +13,25 @@
</component>
<component name="FileEditorManager">
<leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
- <file leaf-file-name="potential.py" pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/brml/potential.py">
- <provider selected="true" editor-type-id="text-editor">
- <state>
- <caret column="18" lean-forward="true" selection-start-column="18" selection-end-column="18" />
- </state>
- </provider>
- </entry>
- </file>
- <file leaf-file-name="array.py" pinned="false" current-in-tab="true">
- <entry file="file://$PROJECT_DIR$/brml/array.py">
- <provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="-136">
- <caret line="55" lean-forward="true" selection-start-line="55" selection-end-line="55" />
- <folding>
- <element signature="e#0#11#0" expanded="true" />
- </folding>
- </state>
- </provider>
- </entry>
- </file>
- <file leaf-file-name="potential_table.py" pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/check/potential_table.py">
- <provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="544">
- <caret line="32" column="59" lean-forward="true" selection-start-line="32" selection-start-column="59" selection-end-line="32" selection-end-column="59" />
- <folding>
- <element signature="e#0#36#0" expanded="true" />
- </folding>
+ <file leaf-file-name="README.md" pinned="false" current-in-tab="false">
+ <entry file="file://$PROJECT_DIR$/README.md">
+ <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
+ <state split_layout="SPLIT">
+ <first_editor relative-caret-position="191">
+ <caret line="21" selection-start-line="21" selection-end-line="21" />
+ </first_editor>
+ <second_editor />
</state>
</provider>
</entry>
</file>
- <file leaf-file-name="array_sum.py" pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/check/array_sum.py">
+ <file leaf-file-name="index.html" pinned="false" current-in-tab="true">
+ <entry file="file://$PROJECT_DIR$/index.html">
<provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="280">
- <caret line="30" column="64" lean-forward="true" selection-start-line="30" selection-start-column="64" selection-end-line="30" selection-end-column="64" />
+ <state relative-caret-position="147">
+ <caret line="54" column="66" selection-start-line="54" selection-start-column="66" selection-end-line="54" selection-end-column="66" />
<folding>
- <element signature="e#0#28#0" expanded="true" />
+ <element signature="e#2079#2086#0" expanded="true" />
</folding>
</state>
</provider>
@@ -80,17 +61,18 @@
<option value="$PROJECT_DIR$/Demo/demoClouseau.py" />
<option value="$PROJECT_DIR$/brml/variables.py" />
<option value="$PROJECT_DIR$/check/potential_variables.py" />
- <option value="$PROJECT_DIR$/README.md" />
<option value="$PROJECT_DIR$/brml/utilities.py" />
<option value="$PROJECT_DIR$/brml/potential.py" />
<option value="$PROJECT_DIR$/check/potential_table.py" />
<option value="$PROJECT_DIR$/check/potential_sum.py" />
<option value="$PROJECT_DIR$/check/array_sum.py" />
<option value="$PROJECT_DIR$/brml/array.py" />
+ <option value="$PROJECT_DIR$/README.md" />
+ <option value="$PROJECT_DIR$/index.html" />
</list>
</option>
</component>
- <component name="ProjectFrameBounds" extendedState="7">
+ <component name="ProjectFrameBounds" extendedState="6">
<option name="x" value="951" />
<option name="y" value="21" />
<option name="width" value="978" />
@@ -108,11 +90,6 @@
<item name="PythonBRMLtoolbox" type="b2602c69:ProjectViewProjectNode" />
<item name="PythonBRMLtoolbox" type="462c0819:PsiDirectoryNode" />
</path>
- <path>
- <item name="PythonBRMLtoolbox" type="b2602c69:ProjectViewProjectNode" />
- <item name="PythonBRMLtoolbox" type="462c0819:PsiDirectoryNode" />
- <item name="check" type="462c0819:PsiDirectoryNode" />
- </path>
</expand>
<select />
</subPane>
@@ -263,16 +240,16 @@
<servers />
</component>
<component name="ToolWindowManager">
- <frame x="-7" y="-7" width="1550" height="878" extended-state="7" />
+ <frame x="-7" y="-7" width="1550" height="878" extended-state="6" />
<editor active="true" />
<layout>
- <window_info content_ui="combo" id="Project" order="0" visible="true" weight="0.24983476" />
+ <window_info active="true" content_ui="combo" id="Project" order="0" visible="true" weight="0.24983476" />
<window_info anchor="bottom" id="TODO" order="6" />
<window_info anchor="bottom" id="Event Log" order="7" side_tool="true" />
<window_info anchor="bottom" id="Find" order="1" weight="0.328877" />
<window_info anchor="bottom" id="Version Control" order="7" />
<window_info anchor="bottom" id="Python Console" order="7" weight="0.328877" />
- <window_info active="true" anchor="bottom" id="Run" order="2" visible="true" weight="0.421123" />
+ <window_info anchor="bottom" id="Run" order="2" visible="true" weight="0.421123" />
<window_info id="Structure" order="1" side_tool="true" weight="0.25" />
<window_info anchor="bottom" id="Terminal" order="7" />
<window_info id="Favorites" order="2" side_tool="true" />
@@ -310,31 +287,11 @@
<component name="XDebuggerManager">
<breakpoint-manager>
<breakpoints>
- <line-breakpoint enabled="true" suspend="THREAD" type="python-line">
- <url>file://$PROJECT_DIR$/brml/potential.py</url>
- <line>177</line>
- <option name="timeStamp" value="18" />
- </line-breakpoint>
<line-breakpoint enabled="true" suspend="THREAD" type="python-line">
<url>file://$PROJECT_DIR$/Demo/demoClouseau.py</url>
<line>44</line>
<option name="timeStamp" value="20" />
</line-breakpoint>
- <line-breakpoint enabled="true" suspend="THREAD" type="python-line">
- <url>file://$PROJECT_DIR$/brml/array.py</url>
- <line>104</line>
- <option name="timeStamp" value="22" />
- </line-breakpoint>
- <line-breakpoint enabled="true" suspend="THREAD" type="python-line">
- <url>file://$PROJECT_DIR$/brml/potential.py</url>
- <line>173</line>
- <option name="timeStamp" value="23" />
- </line-breakpoint>
- <line-breakpoint enabled="true" suspend="THREAD" type="python-line">
- <url>file://$PROJECT_DIR$/brml/array.py</url>
- <line>72</line>
- <option name="timeStamp" value="25" />
- </line-breakpoint>
<line-breakpoint enabled="true" suspend="THREAD" type="python-line">
<url>file://$PROJECT_DIR$/check/array_sum.py</url>
<line>17</line>
@@ -459,16 +416,6 @@
</state>
</provider>
</entry>
- <entry file="file://$PROJECT_DIR$/README.md">
- <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
- <state split_layout="SPLIT">
- <first_editor relative-caret-position="387">
- <caret line="61" lean-forward="true" selection-start-line="61" selection-end-line="61" />
- </first_editor>
- <second_editor />
- </state>
- </provider>
- </entry>
<entry file="file://$PROJECT_DIR$/brml/potential.py">
<provider selected="true" editor-type-id="text-editor">
<state>
@@ -513,5 +460,25 @@
</state>
</provider>
</entry>
+ <entry file="file://$PROJECT_DIR$/README.md">
+ <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
+ <state split_layout="SPLIT">
+ <first_editor relative-caret-position="191">
+ <caret line="21" selection-start-line="21" selection-end-line="21" />
+ </first_editor>
+ <second_editor />
+ </state>
+ </provider>
+ </entry>
+ <entry file="file://$PROJECT_DIR$/index.html">
+ <provider selected="true" editor-type-id="text-editor">
+ <state relative-caret-position="147">
+ <caret line="54" column="66" selection-start-line="54" selection-start-column="66" selection-end-line="54" selection-end-column="66" />
+ <folding>
+ <element signature="e#2079#2086#0" expanded="true" />
+ </folding>
+ </state>
+ </provider>
+ </entry>
</component>
</project>
\ No newline at end of file
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..8aae841
--- /dev/null
+++ b/README.md
@@ -0,0 +1,26 @@
+ONE
+======
+TWO
+-------
+
+PythonBRMLtoolbox
+
+PythonBRMLtoolbox
+
+Some other paragraph
+
+THREE
+-------
+
+Paragraphing...
+
+
+FOUR
+-------
+
+Paragraphing...
+
+
+
+
+
diff --git a/index.html b/index.html
index d3df99c..ee14c5f 100644
--- a/index.html
+++ b/index.html
@@ -3,7 +3,7 @@
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="chrome=1">
- <title>PyBRML by djour</title>
+ <title>PythonBRMLtoolbox by MauroCE</title>
<link rel="stylesheet" href="stylesheets/styles.css">
<link rel="stylesheet" href="stylesheets/github-dark.css">
@@ -17,165 +17,42 @@
<body>
<div class="wrapper">
<header>
- <h1>PyBRML</h1>
+ <h1>PythonBRMLtoolbox</h1>
<p>Python Version of BRML toolbox for Bayesian Reasoning and Machine Learning</p>
- <p class="view"><a href="https://github.com/djour/PyBRML">View the Project on GitHub <small>djour/PyBRML</small></a></p>
+ <p class="view"><a href="https://github.com/MauroCE/PythonBRMLtoolbox">View the Project on GitHub <small>MauroCE/PythonBRMLtoolbox</small></a></p>
<ul>
- <li><a href="https://github.com/djour/PyBRML/zipball/master">Download <strong>ZIP File</strong></a></li>
- <li><a href="https://github.com/djour/PyBRML/tarball/master">Download <strong>TAR Ball</strong></a></li>
- <li><a href="https://github.com/djour/PyBRML">View On <strong>GitHub</strong></a></li>
+ <li><a href="https://github.com/MauroCE/PythonBRMLtoolbox/zipball/master">Download <strong>ZIP File</strong></a></li>
+ <li><a href="https://github.com/MauroCE/PythonBRMLtoolbox/tarball/master">Download <strong>TAR Ball</strong></a></li>
+ <li><a href="https://github.com/MauroCE/PythonBRMLtoolbox">View On <strong>GitHub</strong></a></li>
</ul>
</header>
<section>
<h1>
-<a id="socis-2013-proposal" class="anchor" href="#socis-2013-proposal" aria-hidden="true"><span class="octicon octicon-link"></span></a>SOCIS 2013 Proposal</h1>
+<a id="one" class="anchor" href="#one" aria-hidden="true"><span class="octicon octicon-link"></span></a>ONE</h1>
<h2>
-<a id="framework-construction-and-application-to-real-world-inference-problem" class="anchor" href="#framework-construction-and-application-to-real-world-inference-problem" aria-hidden="true"><span class="octicon octicon-link"></span></a>Framework construction and application to real-world inference problem</h2>
+<a id="two" class="anchor" href="#two" aria-hidden="true"><span class="octicon octicon-link"></span></a>TWO</h2>
-<p><strong>News</strong> : We received generous financial support, EUR 4,000 from SOCIS program funded by European Space Agency. Cheers!</p>
+<p>PythonBRMLtoolbox</p>
-<p>The <strong>goal</strong> of this project would be to implement an efficient and object-oriented framework for Python version of BRML toolbox. BRML toolbox is developed under MATLAB and offered various demos related to Bayesian Reasoning and Machine Learning. The toolbox is affiliated to a recent well-designed book by David Barber, from Computer Science Department in University College London(UCL).</p>
+<p>PythonBRMLtoolbox</p>
-<p>The <strong>significance</strong> for our PyBRML work can be emphasized in two ways:</p>
-
-<ul>
-<li>Bayesian reasoning and probabilistic graphical model is a unified framework for building expert system in order to solve real-world problems.</li>
-<li>Currently, no actively-developing toolbox for bayesian reasoning and probabilistic graphical model under Python exists. Our PyBRML would benefits both the book readers, engineers and researchers who prefer Python as well.</li>
-</ul>
-
-<p>The BRML toolbox offered algorithms for various topics, such as Bayesian reasoning, machine learning, dynamic systems and approximate inference etc. The current framework in BRML is summarized below:</p>
-
-<p><img src="https://github.com/pythonroar/PyBRML/blob/master/proposal/datastructure.jpg" alt="Data Framework in BRML toolbox"></p>
-
-<p><strong>In SOCIS 2013</strong>, most importantly, we will focus on the Bayesian reasoning and probabilistic graphical model section since it provides probabilistic modeling which is fundamental for probabilistic machine learning and dynamical models and further approximate inference. </p>
-
-<h2>
-<a id="roadmap" class="anchor" href="#roadmap" aria-hidden="true"><span class="octicon octicon-link"></span></a>Roadmap</h2>
-
-<p><strong>The First Step</strong> of this project is to create a framework for BRML toolbox in Python corresponding to MATLAB version. On the Bayesian reasoning and probabilistic graphical model part, there are about 10 standalone functions for graph theory, 30 for potential manipulation and 20 for inference. Thanks to the demos(ie. demoClouseau, demoBurglar, demoMRFclean, demoMostProbablePath, demoShortestPath, demoSumprod, demoMaxprod, demoBucketElim etc.) offered by BRMLtoolbox, we will conduct our implementation based on the demos one by one. Finally make the inference algorithms such as factor graph and junction tree accessible for solving problems.</p>
-
-<p><strong>Further Steps</strong> of the project would then consists two directions:</p>
-
-<ul>
-<li>Develop visualization library for Bayesian reasoning and probabilistic graphical model based on matplotlib library, corresponding to miscellaneous functions in BRML toolbox.</li>
-<li>Follow the AAAI’00 paper on Bayesian Fault Detection and Diagnosis in Dynamic System, make a throughout tutorial on solving real-world problems such as engine monitoring and diagnosis.</li>
-</ul>
-
-<h2>
-<a id="basic-requirements" class="anchor" href="#basic-requirements" aria-hidden="true"><span class="octicon octicon-link"></span></a>Basic Requirements:</h2>
-
-<ul>
-<li>Basic background in machine learning and probabilistic graphical model.</li>
-<li>Former experience with both MATLAB and Python.</li>
-<li>Familiar with basic software engineering techniques such as version control and doctest.</li>
-</ul>
+<p>Some other paragraph</p>
<h2>
-<a id="references" class="anchor" href="#references" aria-hidden="true"><span class="octicon octicon-link"></span></a>References:</h2>
-
-<ul>
-<li>The BRML Matlab package manual:
-<a href="http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/brml_package.pdf">http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/brml_package.pdf</a>
-</li>
-<li>Engine Diagnosis paper:
-U. Lerner, R. Parr, D. Koller, and G. Biswas. Bayesian Fault Detection and Diagnosis in Dynamic Systems. In Proceedings of the Seventeenth National Conference on Artificial Intelligence (AIII-00), pages 531-537, 2000.</li>
-<li>NASA funding research on diagnostics:
-<a href="http://ti.arc.nasa.gov/tech/dash/diagnostics-and-prognostics/">http://ti.arc.nasa.gov/tech/dash/diagnostics-and-prognostics/</a>
-</li>
-</ul>
-
-<h1>
-<a id="pybrml-toolbox" class="anchor" href="#pybrml-toolbox" aria-hidden="true"><span class="octicon octicon-link"></span></a>PyBRML Toolbox</h1>
+<a id="three" class="anchor" href="#three" aria-hidden="true"><span class="octicon octicon-link"></span></a>THREE</h2>
-<p>PyBRML is a Python version of BRML toolbox for Bayesian Reasoning and Machine Learning</p>
-
-<p>Thanks to Dr. David Barber's book Bayesian Reasoning and Machine Learning and his original design of the toolbox as an accompanying code for the book.</p>
+<p>Paragraphing...</p>
<h2>
-<a id="book" class="anchor" href="#book" aria-hidden="true"><span class="octicon octicon-link"></span></a>Book</h2>
-
-<p><img src="http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/jacket.gif" alt="Bayesian Reasoning and Machine Learning"></p>
-
-<pre><code>@BOOK{barberBRML2012,
-author = {Barber, D.},
-title= {{Bayesian Reasoning and Machine Learning}},
-publisher = {{Cambridge University Press}},
-year = 2012}
-</code></pre>
+<a id="four" class="anchor" href="#four" aria-hidden="true"><span class="octicon octicon-link"></span></a>FOUR</h2>
-<p>website for the book:</p>
-
-<p><a href="http://www.cs.ucl.ac.uk/staff/d.barber/brml/">http://www.cs.ucl.ac.uk/staff/d.barber/brml/</a></p>
-
-<p>Motivation from David:</p>
-
-<p>The BRMLtoolbox is provided to help readers see how mathematical models translate into actual MAT-
-LAB code. There are a large number of demos that a lecturer may wish to use or adapt to help illustrate
-the material. In addition many of the exercises make use of the code, helping the reader gain confidence
-in the concepts and their application. Along with complete routines for many Machine Learning methods,
-the philosophy is to provide low level routines whose composition intuitively follows the mathematical description
-of the algorithm. In this way students may easily match the mathematics with the corresponding
-algorithmic implementation.</p>
-
-<h2>
-<a id="history" class="anchor" href="#history" aria-hidden="true"><span class="octicon octicon-link"></span></a>History</h2>
-
-<p>Former MATLAB implementation of BRML Toolbox include:</p>
-
-<ul>
-<li>Object Oriented Version (OO)</li>
-<li>
-<p>Older (non-OO)</p>
-
-<p>Check these two version from Dr. David Barber's Homepage:</p>
-
-<p><a href="http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software">http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software</a></p>
-</li>
-</ul>
-
-<h2>
-<a id="contribution" class="anchor" href="#contribution" aria-hidden="true"><span class="octicon octicon-link"></span></a>Contribution</h2>
-
-<p>The source code is hosted on GitHub and comments, suggestions and contributions are welcomed.
-If you use BRML toolbox in your work, please cite the reference book.</p>
-
-<h2>
-<a id="license" class="anchor" href="#license" aria-hidden="true"><span class="octicon octicon-link"></span></a>License</h2>
-
-<p>The Python version of BRML toolbox library is available under a GNU license.</p>
-
-<h2>
-<a id="bundled-dependencies" class="anchor" href="#bundled-dependencies" aria-hidden="true"><span class="octicon octicon-link"></span></a>Bundled dependencies</h2>
-
-<ul>
-<li>Numpy</li>
-<li>matplotlib</li>
-</ul>
-
-<h2>
-<a id="documentation" class="anchor" href="#documentation" aria-hidden="true"><span class="octicon octicon-link"></span></a>Documentation</h2>
-
-<p>Under construction</p>
-
-<h2>
-<a id="community" class="anchor" href="#community" aria-hidden="true"><span class="octicon octicon-link"></span></a>Community</h2>
-
-<p><a href="https://groups.google.com/forum/#!forum/pybrml">https://groups.google.com/forum/#!forum/pybrml</a></p>
-
-<h2>
-<a id="reference" class="anchor" href="#reference" aria-hidden="true"><span class="octicon octicon-link"></span></a>Reference</h2>
+<p>Paragraphing...</p>
-<pre><code>@BOOK{barberBRML2012,
-author = {Barber, D.},
-title= {{Bayesian Reasoning and Machine Learning}},
-publisher = {{Cambridge University Press}},
-year = 2012}
-</code></pre>
</section>
</div>
<footer>
- <p>Project maintained by <a href="https://github.com/djour">djour</a></p>
+ <p>Project maintained by <a href="https://github.com/MauroCE">MauroCE</a></p>
<p>Hosted on GitHub Pages — Theme by <a href="https://github.com/orderedlist">orderedlist</a></p>
</footer>
<!--[if !IE]><script>fixScale(document);</script><![endif]-->
From addd5616eef47659f83267392cc3cf22b345430d Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 11:33:02 +0200
Subject: [PATCH 05/18] changed params
---
.idea/workspace.xml | 64 +++++++++++++++++++++++++++++----------------
params.json | 2 +-
2 files changed, 42 insertions(+), 24 deletions(-)
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index ff55020..26e523e 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,7 +2,7 @@
<project version="4">
<component name="ChangeListManager">
<list default="true" id="aed74496-6d95-4a68-b2d1-e24f16ffc360" name="Default" comment="">
- <change beforePath="$PROJECT_DIR$/index.html" beforeDir="false" afterPath="$PROJECT_DIR$/index.html" afterDir="false" />
+ <change beforePath="$PROJECT_DIR$/params.json" beforeDir="false" afterPath="$PROJECT_DIR$/params.json" afterDir="false" />
</list>
<option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
<option name="TRACKING_ENABLED" value="true" />
@@ -13,26 +13,23 @@
</component>
<component name="FileEditorManager">
<leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
- <file leaf-file-name="README.md" pinned="false" current-in-tab="false">
+ <file leaf-file-name="README.md" pinned="false" current-in-tab="true">
<entry file="file://$PROJECT_DIR$/README.md">
<provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
<state split_layout="SPLIT">
- <first_editor relative-caret-position="191">
- <caret line="21" selection-start-line="21" selection-end-line="21" />
+ <first_editor relative-caret-position="85">
+ <caret line="5" selection-start-line="5" selection-end-line="5" selection-end-column="17" />
</first_editor>
<second_editor />
</state>
</provider>
</entry>
</file>
- <file leaf-file-name="index.html" pinned="false" current-in-tab="true">
- <entry file="file://$PROJECT_DIR$/index.html">
+ <file leaf-file-name="params.json" pinned="false" current-in-tab="false">
+ <entry file="file://$PROJECT_DIR$/params.json">
<provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="147">
- <caret line="54" column="66" selection-start-line="54" selection-start-column="66" selection-end-line="54" selection-end-column="66" />
- <folding>
- <element signature="e#2079#2086#0" expanded="true" />
- </folding>
+ <state>
+ <caret column="95" selection-start-column="95" selection-end-column="95" />
</state>
</provider>
</entry>
@@ -69,6 +66,7 @@
<option value="$PROJECT_DIR$/brml/array.py" />
<option value="$PROJECT_DIR$/README.md" />
<option value="$PROJECT_DIR$/index.html" />
+ <option value="$PROJECT_DIR$/params.json" />
</list>
</option>
</component>
@@ -90,6 +88,11 @@
<item name="PythonBRMLtoolbox" type="b2602c69:ProjectViewProjectNode" />
<item name="PythonBRMLtoolbox" type="462c0819:PsiDirectoryNode" />
</path>
+ <path>
+ <item name="PythonBRMLtoolbox" type="b2602c69:ProjectViewProjectNode" />
+ <item name="PythonBRMLtoolbox" type="462c0819:PsiDirectoryNode" />
+ <item name="images" type="462c0819:PsiDirectoryNode" />
+ </path>
</expand>
<select />
</subPane>
@@ -460,25 +463,40 @@
</state>
</provider>
</entry>
+ <entry file="file://$PROJECT_DIR$/index.html">
+ <provider selected="true" editor-type-id="text-editor">
+ <state relative-caret-position="238">
+ <caret line="58" column="4" lean-forward="true" selection-start-line="58" selection-start-column="4" selection-end-line="58" selection-end-column="4" />
+ </state>
+ </provider>
+ </entry>
+ <entry file="file://$PROJECT_DIR$/params.json">
+ <provider selected="true" editor-type-id="text-editor">
+ <state>
+ <caret column="95" selection-start-column="95" selection-end-column="95" />
+ </state>
+ </provider>
+ </entry>
+ <entry file="file://$PROJECT_DIR$/stylesheets/github-dark.css">
+ <provider selected="true" editor-type-id="text-editor">
+ <state relative-caret-position="-663" />
+ </provider>
+ </entry>
+ <entry file="file://$PROJECT_DIR$/images/background.png">
+ <provider selected="true" editor-type-id="images" />
+ </entry>
+ <entry file="file://$PROJECT_DIR$/images/body-background.png">
+ <provider selected="true" editor-type-id="images" />
+ </entry>
<entry file="file://$PROJECT_DIR$/README.md">
<provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
<state split_layout="SPLIT">
- <first_editor relative-caret-position="191">
- <caret line="21" selection-start-line="21" selection-end-line="21" />
+ <first_editor relative-caret-position="85">
+ <caret line="5" selection-start-line="5" selection-end-line="5" selection-end-column="17" />
</first_editor>
<second_editor />
</state>
</provider>
</entry>
- <entry file="file://$PROJECT_DIR$/index.html">
- <provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="147">
- <caret line="54" column="66" selection-start-line="54" selection-start-column="66" selection-end-line="54" selection-end-column="66" />
- <folding>
- <element signature="e#2079#2086#0" expanded="true" />
- </folding>
- </state>
- </provider>
- </entry>
</component>
</project>
\ No newline at end of file
diff --git a/params.json b/params.json
index 4523257..a4d273d 100644
--- a/params.json
+++ b/params.json
@@ -1 +1 @@
-{"name":"PyBRML","tagline":"Python Version of BRML toolbox for Bayesian Reasoning and Machine Learning","body":"SOCIS 2013 Proposal\r\n======\r\nFramework construction and application to real-world inference problem\r\n-------\r\n\r\n**News** : We received generous financial support, EUR 4,000 from SOCIS program funded by European Space Agency. Cheers!\r\n\r\nThe **goal** of this project would be to implement an efficient and object-oriented framework for Python version of BRML toolbox. BRML toolbox is developed under MATLAB and offered various demos related to Bayesian Reasoning and Machine Learning. The toolbox is affiliated to a recent well-designed book by David Barber, from Computer Science Department in University College London(UCL).\r\n\r\nThe **significance** for our PyBRML work can be emphasized in two ways:\r\n\r\n * Bayesian reasoning and probabilistic graphical model is a unified framework for building expert system in order to solve real-world problems.\r\n * Currently, no actively-developing toolbox for bayesian reasoning and probabilistic graphical model under Python exists. Our PyBRML would benefits both the book readers, engineers and researchers who prefer Python as well.\r\n\r\nThe BRML toolbox offered algorithms for various topics, such as Bayesian reasoning, machine learning, dynamic systems and approximate inference etc. The current framework in BRML is summarized below:\r\n\r\n\r\n\r\n**In SOCIS 2013**, most importantly, we will focus on the Bayesian reasoning and probabilistic graphical model section since it provides probabilistic modeling which is fundamental for probabilistic machine learning and dynamical models and further approximate inference. \r\n\r\nRoadmap\r\n-------\r\n**The First Step** of this project is to create a framework for BRML toolbox in Python corresponding to MATLAB version. On the Bayesian reasoning and probabilistic graphical model part, there are about 10 standalone functions for graph theory, 30 for potential manipulation and 20 for inference. Thanks to the demos(ie. demoClouseau, demoBurglar, demoMRFclean, demoMostProbablePath, demoShortestPath, demoSumprod, demoMaxprod, demoBucketElim etc.) offered by BRMLtoolbox, we will conduct our implementation based on the demos one by one. Finally make the inference algorithms such as factor graph and junction tree accessible for solving problems.\r\n\r\n**Further Steps** of the project would then consists two directions:\r\n\r\n * Develop visualization library for Bayesian reasoning and probabilistic graphical model based on matplotlib library, corresponding to miscellaneous functions in BRML toolbox.\r\n * Follow the AAAI’00 paper on Bayesian Fault Detection and Diagnosis in Dynamic System, make a throughout tutorial on solving real-world problems such as engine monitoring and diagnosis.\r\n \r\nBasic Requirements:\r\n-------\r\n \r\n * Basic background in machine learning and probabilistic graphical model.\r\n * Former experience with both MATLAB and Python.\r\n * Familiar with basic software engineering techniques such as version control and doctest.\r\n \r\nReferences:\r\n-------\r\n \r\n * The BRML Matlab package manual:\r\n\thttp://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/brml_package.pdf\r\n * Engine Diagnosis paper:\r\n\tU. Lerner, R. Parr, D. Koller, and G. Biswas. Bayesian Fault Detection and Diagnosis in Dynamic Systems. In Proceedings of the Seventeenth National Conference on Artificial Intelligence (AIII-00), pages 531-537, 2000.\r\n * NASA funding research on diagnostics:\r\n\thttp://ti.arc.nasa.gov/tech/dash/diagnostics-and-prognostics/\r\n\r\n\r\nPyBRML Toolbox\r\n======\r\n\r\nPyBRML is a Python version of BRML toolbox for Bayesian Reasoning and Machine Learning\r\n\r\nThanks to Dr. David Barber's book Bayesian Reasoning and Machine Learning and his original design of the toolbox as an accompanying code for the book.\r\n\r\n\r\nBook\r\n-------\r\n\r\n\r\n\t@BOOK{barberBRML2012,\r\n\tauthor = {Barber, D.},\r\n\ttitle= {{Bayesian Reasoning and Machine Learning}},\r\n\tpublisher = {{Cambridge University Press}},\r\n\tyear = 2012}\r\n\r\nwebsite for the book:\r\n\r\nhttp://www.cs.ucl.ac.uk/staff/d.barber/brml/\r\n\t\r\nMotivation from David:\r\n\r\nThe BRMLtoolbox is provided to help readers see how mathematical models translate into actual MAT-\r\nLAB code. There are a large number of demos that a lecturer may wish to use or adapt to help illustrate\r\nthe material. In addition many of the exercises make use of the code, helping the reader gain confidence\r\nin the concepts and their application. Along with complete routines for many Machine Learning methods,\r\nthe philosophy is to provide low level routines whose composition intuitively follows the mathematical description\r\nof the algorithm. In this way students may easily match the mathematics with the corresponding\r\nalgorithmic implementation.\r\n\r\n\r\nHistory\r\n-------\r\n\r\nFormer MATLAB implementation of BRML Toolbox include:\r\n\r\n * Object Oriented Version (OO)\r\n * Older (non-OO)\r\n\r\n Check these two version from Dr. David Barber's Homepage:\r\n \r\n http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software\r\n\r\nContribution\r\n-------\r\nThe source code is hosted on GitHub and comments, suggestions and contributions are welcomed.\r\nIf you use BRML toolbox in your work, please cite the reference book.\r\n\r\nLicense\r\n-------\r\nThe Python version of BRML toolbox library is available under a GNU license.\r\n\r\nBundled dependencies\r\n-------\r\n * Numpy\r\n * matplotlib\r\n\r\nDocumentation\r\n-------\r\nUnder construction\r\n\r\nCommunity\r\n-------\r\nhttps://groups.google.com/forum/#!forum/pybrml\r\n\r\nReference\r\n-------\r\n\t@BOOK{barberBRML2012,\r\n\tauthor = {Barber, D.},\r\n\ttitle= {{Bayesian Reasoning and Machine Learning}},\r\n\tpublisher = {{Cambridge University Press}},\r\n\tyear = 2012}\r\n\r\n \r\n \r\n\r\n \r\n","google":"","note":"Don't delete this file! It's used internally to help with page regeneration."}
\ No newline at end of file
+{"name":"PythonBRMLtoolbox","tagline":"PythonBRMLtoolbox","body":"PythonBRMLtoolbox","google":"","note":"Don't delete"}
\ No newline at end of file
From bbb560c81ec67b527c5d50616431a15607dad4d2 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 11:59:25 +0200
Subject: [PATCH 06/18] website content
---
.idea/workspace.xml | 36 +++++++------
index.html | 124 ++++++++++++++++++++++++++++++++++++++++----
2 files changed, 135 insertions(+), 25 deletions(-)
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 26e523e..3eded3a 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,7 +2,7 @@
<project version="4">
<component name="ChangeListManager">
<list default="true" id="aed74496-6d95-4a68-b2d1-e24f16ffc360" name="Default" comment="">
- <change beforePath="$PROJECT_DIR$/params.json" beforeDir="false" afterPath="$PROJECT_DIR$/params.json" afterDir="false" />
+ <change beforePath="$PROJECT_DIR$/index.html" beforeDir="false" afterPath="$PROJECT_DIR$/index.html" afterDir="false" />
</list>
<option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
<option name="TRACKING_ENABLED" value="true" />
@@ -13,7 +13,7 @@
</component>
<component name="FileEditorManager">
<leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
- <file leaf-file-name="README.md" pinned="false" current-in-tab="true">
+ <file leaf-file-name="README.md" pinned="false" current-in-tab="false">
<entry file="file://$PROJECT_DIR$/README.md">
<provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
<state split_layout="SPLIT">
@@ -25,6 +25,15 @@
</provider>
</entry>
</file>
+ <file leaf-file-name="index.html" pinned="false" current-in-tab="true">
+ <entry file="file://$PROJECT_DIR$/index.html">
+ <provider selected="true" editor-type-id="text-editor">
+ <state relative-caret-position="680">
+ <caret line="40" selection-start-line="40" selection-end-line="40" />
+ </state>
+ </provider>
+ </entry>
+ </file>
<file leaf-file-name="params.json" pinned="false" current-in-tab="false">
<entry file="file://$PROJECT_DIR$/params.json">
<provider selected="true" editor-type-id="text-editor">
@@ -65,8 +74,8 @@
<option value="$PROJECT_DIR$/check/array_sum.py" />
<option value="$PROJECT_DIR$/brml/array.py" />
<option value="$PROJECT_DIR$/README.md" />
- <option value="$PROJECT_DIR$/index.html" />
<option value="$PROJECT_DIR$/params.json" />
+ <option value="$PROJECT_DIR$/index.html" />
</list>
</option>
</component>
@@ -88,11 +97,6 @@
<item name="PythonBRMLtoolbox" type="b2602c69:ProjectViewProjectNode" />
<item name="PythonBRMLtoolbox" type="462c0819:PsiDirectoryNode" />
</path>
- <path>
- <item name="PythonBRMLtoolbox" type="b2602c69:ProjectViewProjectNode" />
- <item name="PythonBRMLtoolbox" type="462c0819:PsiDirectoryNode" />
- <item name="images" type="462c0819:PsiDirectoryNode" />
- </path>
</expand>
<select />
</subPane>
@@ -246,7 +250,7 @@
<frame x="-7" y="-7" width="1550" height="878" extended-state="6" />
<editor active="true" />
<layout>
- <window_info active="true" content_ui="combo" id="Project" order="0" visible="true" weight="0.24983476" />
+ <window_info content_ui="combo" id="Project" order="0" weight="0.25313947" />
<window_info anchor="bottom" id="TODO" order="6" />
<window_info anchor="bottom" id="Event Log" order="7" side_tool="true" />
<window_info anchor="bottom" id="Find" order="1" weight="0.328877" />
@@ -463,13 +467,6 @@
</state>
</provider>
</entry>
- <entry file="file://$PROJECT_DIR$/index.html">
- <provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="238">
- <caret line="58" column="4" lean-forward="true" selection-start-line="58" selection-start-column="4" selection-end-line="58" selection-end-column="4" />
- </state>
- </provider>
- </entry>
<entry file="file://$PROJECT_DIR$/params.json">
<provider selected="true" editor-type-id="text-editor">
<state>
@@ -498,5 +495,12 @@
</state>
</provider>
</entry>
+ <entry file="file://$PROJECT_DIR$/index.html">
+ <provider selected="true" editor-type-id="text-editor">
+ <state relative-caret-position="680">
+ <caret line="40" selection-start-line="40" selection-end-line="40" />
+ </state>
+ </provider>
+ </entry>
</component>
</project>
\ No newline at end of file
diff --git a/index.html b/index.html
index ee14c5f..9b8530c 100644
--- a/index.html
+++ b/index.html
@@ -28,26 +28,132 @@ <h1>PythonBRMLtoolbox</h1>
</header>
<section>
<h1>
-<a id="one" class="anchor" href="#one" aria-hidden="true"><span class="octicon octicon-link"></span></a>ONE</h1>
+<a id="what" class="anchor" href="#what" aria-hidden="true"><span class="octicon octicon-link"></span></a>What is PythonBRMLtoolbox?</h1>
+
+<p>
+<a href="http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software">BRMLtoolbox</a> in Python 3.7. My goal with this repository is to:
+
+<ul>
+<li>Learn BRMLtoolbox with an insider perspective</li>
+<li>Provide a Python package for BRMLtoolbox which is available in MATLAB, Python 2.7 and Julia.</li>
+<li>Improve my Python skills</li>
+</ul>
+</p>
<h2>
-<a id="two" class="anchor" href="#two" aria-hidden="true"><span class="octicon octicon-link"></span></a>TWO</h2>
+<a id="implementation" class="anchor" href="#implementation" aria-hidden="true"><span class="octicon octicon-link"></span></a>Implementation details</h2>
+
+<p><strong>Variables</strong></p>
+
+<p> When initializing a potential we can pass variables as arguments
+ in different ways:
+ * We can pass a scalar value (int or float) when we only
+ have 1 variable. (We could also pass a list or a numpy array
+ with only one value)
+
+<pre class="brush: python">
+<code>
+import numpy as np
+from brml.array import Array
+pot = Array(variables=1)
+pot2 = Array(variables=1.0)
+pot3 = Array(variables=[1])
+pot4 = Array(variables=np.array([1]))
+pot5 = Array(variables=np.array([[1]]))
+</code>
+</pre>
+
+ * We can pass a list or a numpy.array when we have multiple variables.
+
+<pre class="brush: python">
+<code>
+import numpy as np
+from brml.array import Array
+pot = Array(variables=[1, 2])
+pot2 = Array(variables=np.array([1, 2]))
+pot3 = Array(variables=np.array([[1, 2]]))
+pot4 = Array(variables=np.array([[1], [2]]))
+</code>
+</pre>
-<p>PythonBRMLtoolbox</p>
+All of these calls are equivalent among them because they are all converted to
+a 1D numpy.array (notice that in MATLAB, because 1D arrays don't exist, this
+is different).
+It might be good to discuss whether it is better to convert all of these to 1D
+numpy.array or to a 2D array with shape (1, n) where n is the number of
+variables.
-<p>PythonBRMLtoolbox</p>
+It is worth mentioning that you don't need to pass variables on initialization.
+You can initialize an array without variables and without table, and add the later.
+For example:
-<p>Some other paragraph</p>
+<pre class="brush: python">
+<code>
+import numpy as np
+from brml.array import Array
+pot = Array()
+pot.set_variables(np.array([1, 2]))
+</code>
+</pre>
+
+Notice, however, that you CANNOT initialize variables before initializing the table.
+That is, you cannot initialize an empty array pot = Array() and then call
+pot.set_table(np.array([0.4, 0.6])) because this will throw an error. You must
+first use set_variables method, and after use the set_table method. If, instead,
+you decide to pass variables and table on initialization, then everything will be fine.
+
+Go to check/potential_variables.py and you'll find a test to check
+that the statements above are correct!</p>
+
+<h2>
+<a id="what-BRML" class="anchor" href="#what-BRML" aria-hidden="true"><span class="octicon octicon-link"></span></a>What is BRMLtoolbox?</h2>
+
+<p> The BRMLtoolbox is a MATLAB toolbox written by David Barber, Reader for the Computational Statistics and Machine Learning MSc at UCL. The toolbox should be used together with the book Bayesian Reasoning and Machine Learning. It is a set of tools to help readers see how mathematical models translate into actual code.
+ </p>
<h2>
-<a id="three" class="anchor" href="#three" aria-hidden="true"><span class="octicon octicon-link"></span></a>THREE</h2>
+<a id="software" class="anchor" href="#software" aria-hidden="true"><span class="octicon octicon-link"></span></a>Software Requirements</h2>
+
+<ul>
+<li>Python (3.6 onwards, although only type hints would need to be removed for Python 3.5)</li>
+<li> Numpy</li>
+</ul>
-<p>Paragraphing...</p>
<h2>
-<a id="four" class="anchor" href="#four" aria-hidden="true"><span class="octicon octicon-link"></span></a>FOUR</h2>
+<a id="math" class="anchor" href="#math" aria-hidden="true"><span class="octicon octicon-link"></span></a>Mathematical Requirements</h2>
+
+<ul>
+<li>Calculus & Linear Algebra</li>
+<li> Probability</li>
+<li> Algorithms</li>
+<li> Statistics (Bayesian Mainly)</li>
+</ul>
+
+<p>I am currenlty trying to write an introduction to Probability here in <a href="https://proofwiki.org/wiki/User:MauroCamaraEscudero">my Proofwiki account</a>, although it is just a draft for now.</p>
+
+
+<h2>
+<a id="contr" class="anchor" href="#contr" aria-hidden="true"><span class="octicon octicon-link"></span></a>Contributions</h2>
+
+<p>Please feel free to contribute to this project! There are already a few incomplete implementations of the code, hopefully this version will be more up-to-date and efficient with your help!</p>
+
+
+
+<h2>
+<a id="ref" class="anchor" href="#ref" aria-hidden="true"><span class="octicon octicon-link"></span></a>References</h2>
+
+<p> As I said earlier BRMLtoolbox comes with <a href="http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/090310.pdf">Bayesian Reasoning and Machine Learning</a> book.
+ </p>
+
+<pre><code>
+@BOOK{barberBRML2012,
+author = {Barber, D.},
+title= {{Bayesian Reasoning and Machine Learning}},
+publisher = {{Cambridge University Press}},
+year = 2012}
+</code></pre>
-<p>Paragraphing...</p>
</section>
</div>
From 3a452f64d8b4d2089f06a212a786624695e52b72 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 12:00:22 +0200
Subject: [PATCH 07/18] readme to match index
---
README.md | 100 ++++++++++++++++++++++++++++++++++++++++++++----------
1 file changed, 83 insertions(+), 17 deletions(-)
diff --git a/README.md b/README.md
index 8aae841..684339d 100644
--- a/README.md
+++ b/README.md
@@ -1,26 +1,92 @@
-ONE
-======
-TWO
--------
+# PythonBRMLtoolbox
-PythonBRMLtoolbox
-
-PythonBRMLtoolbox
-
-Some other paragraph
-
-THREE
--------
+## What is PythonBRMLtoolbox?
+[BRMLtoolbox](http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software)
+ in Python 3.7. My goal with this repository is to:
+ 1. Learn BRMLtoolbox with an insider perspective
+ 2. Provide a Python package for BRMLtoolbox which is available
+ in MATLAB, Python 2.7 and Julia.
+ 3. Improve my Python skills
+
+ ## Implementation details
+ ### Variables
+ When initializing a potential we can pass variables as arguments
+ in different ways:
+ * We can pass a scalar value (`int` or `float`) when we only
+ have 1 variable. (We could also pass a list or a numpy array
+ with only one value)
+
+ ```python
+import numpy as np
+from brml.array import Array
+pot = Array(variables=1)
+pot2 = Array(variables=1.0)
+pot3 = Array(variables=[1])
+pot4 = Array(variables=np.array([1]))
+pot5 = Array(variables=np.array([[1]]))
+```
+ * We can pass a `list` or a `numpy.array` when we have multiple variables.
+
+```python
+import numpy as np
+from brml.array import Array
+pot = Array(variables=[1, 2])
+pot2 = Array(variables=np.array([1, 2]))
+pot3 = Array(variables=np.array([[1, 2]]))
+pot4 = Array(variables=np.array([[1], [2]]))
+```
+All of these calls are equivalent among them because they are all converted to
+a 1D `numpy.array` (notice that in MATLAB, because 1D arrays don't exist, this
+is different).
+It might be good to discuss whether it is better to convert all of these to 1D
+`numpy.array` or to a 2D array with shape `(1, n)` where `n` is the number of
+variables.
-Paragraphing...
+It is worth mentioning that you don't need to pass variables on initialization.
+You can initialize an array without variables and without table, and add the later.
+For example:
+```python
+import numpy as np
+from brml.array import Array
+pot = Array()
+pot.set_variables(np.array([1, 2]))
+```
+Notice, however, that you CANNOT initialize variables before initializing the table.
+That is, you cannot initialize an empty array `pot = Array()` and then call
+`pot.set_table(np.array([0.4, 0.6]))` because this will throw an error. You must
+first use `set_variables` method, and after use the `set_table` method. If, instead,
+you decide to pass variables and table on initialization, then everything will be fine.
+Go to `check/potential_variables.py` and you'll find a test to check
+that the statements above are correct!
-FOUR
--------
+ ## What is BRMLtoolbox?
+ The BRMLtoolbox is a MATLAB toolbox written by David Barber, Reader for the Computational Statistics and Machine Learning MSc at UCL. The toolbox should be used together with the book Bayesian Reasoning and Machine Learning. It is a set of tools to help readers see how mathematical models translate into actual code.
-Paragraphing...
-
+ ## Software Requirements
+ 1. Python (3.6 onwards, although only type hints would need to be removed for Python 3.5)
+ 2. Numpy
+
+ ## Mathematical Requirements
+ 1. Calculus & Linear Algebra
+ 2. Probability
+ 3. Algorithms
+ 4. Statistics (Bayesian mainly)
+ I am currenlty trying to write an introduction to Probability here in [my Proofwiki account](https://proofwiki.org/wiki/User:MauroCamaraEscudero), although it is just a draft for now.
+
+ ## Contributions
+ Please feel free to contribute to this project! There are already a few incomplete implementations of the code, hopefully this version will be more up-to-date and efficient with your help!
+ ## Reference & Book
+ As I said earlier BRMLtoolbox comes with [Bayesian Reasoning and Machine Learning](http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/090310.pdf) book.
+ ```
+ @BOOK{barberBRML2012,
+author = {Barber, D.},
+title= {{Bayesian Reasoning and Machine Learning}},
+publisher = {{Cambridge University Press}},
+year = 2012}
+```
+
\ No newline at end of file
From 5653a6b5a330292885b2207753601071b174e909 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 12:19:53 +0200
Subject: [PATCH 08/18] pycharm
---
.idea/workspace.xml | 60 ++++++++++-----------------------------------
1 file changed, 13 insertions(+), 47 deletions(-)
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 3eded3a..918fb29 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,9 +1,7 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="ChangeListManager">
- <list default="true" id="aed74496-6d95-4a68-b2d1-e24f16ffc360" name="Default" comment="">
- <change beforePath="$PROJECT_DIR$/index.html" beforeDir="false" afterPath="$PROJECT_DIR$/index.html" afterDir="false" />
- </list>
+ <list default="true" id="aed74496-6d95-4a68-b2d1-e24f16ffc360" name="Default" comment="" />
<option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
<option name="TRACKING_ENABLED" value="true" />
<option name="SHOW_DIALOG" value="false" />
@@ -12,38 +10,7 @@
<option name="LAST_RESOLUTION" value="IGNORE" />
</component>
<component name="FileEditorManager">
- <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
- <file leaf-file-name="README.md" pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/README.md">
- <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
- <state split_layout="SPLIT">
- <first_editor relative-caret-position="85">
- <caret line="5" selection-start-line="5" selection-end-line="5" selection-end-column="17" />
- </first_editor>
- <second_editor />
- </state>
- </provider>
- </entry>
- </file>
- <file leaf-file-name="index.html" pinned="false" current-in-tab="true">
- <entry file="file://$PROJECT_DIR$/index.html">
- <provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="680">
- <caret line="40" selection-start-line="40" selection-end-line="40" />
- </state>
- </provider>
- </entry>
- </file>
- <file leaf-file-name="params.json" pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/params.json">
- <provider selected="true" editor-type-id="text-editor">
- <state>
- <caret column="95" selection-start-column="95" selection-end-column="95" />
- </state>
- </provider>
- </entry>
- </file>
- </leaf>
+ <leaf SIDE_TABS_SIZE_LIMIT_KEY="300" />
</component>
<component name="FileTemplateManagerImpl">
<option name="RECENT_TEMPLATES">
@@ -73,9 +40,9 @@
<option value="$PROJECT_DIR$/check/potential_sum.py" />
<option value="$PROJECT_DIR$/check/array_sum.py" />
<option value="$PROJECT_DIR$/brml/array.py" />
- <option value="$PROJECT_DIR$/README.md" />
<option value="$PROJECT_DIR$/params.json" />
<option value="$PROJECT_DIR$/index.html" />
+ <option value="$PROJECT_DIR$/README.md" />
</list>
</option>
</component>
@@ -248,9 +215,8 @@
</component>
<component name="ToolWindowManager">
<frame x="-7" y="-7" width="1550" height="878" extended-state="6" />
- <editor active="true" />
<layout>
- <window_info content_ui="combo" id="Project" order="0" weight="0.25313947" />
+ <window_info active="true" content_ui="combo" id="Project" order="0" visible="true" weight="0.25313947" />
<window_info anchor="bottom" id="TODO" order="6" />
<window_info anchor="bottom" id="Event Log" order="7" side_tool="true" />
<window_info anchor="bottom" id="Find" order="1" weight="0.328877" />
@@ -467,13 +433,6 @@
</state>
</provider>
</entry>
- <entry file="file://$PROJECT_DIR$/params.json">
- <provider selected="true" editor-type-id="text-editor">
- <state>
- <caret column="95" selection-start-column="95" selection-end-column="95" />
- </state>
- </provider>
- </entry>
<entry file="file://$PROJECT_DIR$/stylesheets/github-dark.css">
<provider selected="true" editor-type-id="text-editor">
<state relative-caret-position="-663" />
@@ -488,8 +447,8 @@
<entry file="file://$PROJECT_DIR$/README.md">
<provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
<state split_layout="SPLIT">
- <first_editor relative-caret-position="85">
- <caret line="5" selection-start-line="5" selection-end-line="5" selection-end-column="17" />
+ <first_editor relative-caret-position="344">
+ <caret line="91" column="1" selection-start-line="91" selection-start-column="1" selection-end-line="91" selection-end-column="1" />
</first_editor>
<second_editor />
</state>
@@ -502,5 +461,12 @@
</state>
</provider>
</entry>
+ <entry file="file://$PROJECT_DIR$/params.json">
+ <provider selected="true" editor-type-id="text-editor">
+ <state>
+ <caret column="95" selection-start-column="95" selection-end-column="95" />
+ </state>
+ </provider>
+ </entry>
</component>
</project>
\ No newline at end of file
From f37fee4247008f1d8493d86a35efa126d24464d4 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <33002247+MauroCE@users.noreply.github.com>
Date: Mon, 6 Aug 2018 16:14:35 +0200
Subject: [PATCH 09/18] Adding google verification file to gh-pages
for indexing
---
google2b7259c3debd1a24.html | 1 +
1 file changed, 1 insertion(+)
create mode 100644 google2b7259c3debd1a24.html
diff --git a/google2b7259c3debd1a24.html b/google2b7259c3debd1a24.html
new file mode 100644
index 0000000..a995ed4
--- /dev/null
+++ b/google2b7259c3debd1a24.html
@@ -0,0 +1 @@
+google-site-verification: google2b7259c3debd1a24.html
\ No newline at end of file
From 379366de8ff71ab7cd3731c4cc1c4dce5a7a6b99 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <33002247+MauroCE@users.noreply.github.com>
Date: Mon, 6 Aug 2018 17:00:29 +0200
Subject: [PATCH 10/18] Added tracking id for google
I added:
<!-- Global site tag (gtag.js) - Google Analytics -->
<script async src="https://www.googletagmanager.com/gtag/js?id=UA-123451981-1"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'UA-123451981-1');
</script>
following https://stackoverflow.com/questions/17207458/how-to-add-google-analytics-tracking-id-to-github-pages
---
index.html | 9 +++++++++
1 file changed, 9 insertions(+)
diff --git a/index.html b/index.html
index 9b8530c..65e2640 100644
--- a/index.html
+++ b/index.html
@@ -1,6 +1,15 @@
<!doctype html>
<html>
<head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-123451981-1"></script>
+ <script>
+ window.dataLayer = window.dataLayer || [];
+ function gtag(){dataLayer.push(arguments);}
+ gtag('js', new Date());
+
+ gtag('config', 'UA-123451981-1');
+ </script>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="chrome=1">
<title>PythonBRMLtoolbox by MauroCE</title>
From 3d7e9a7aede2b7972d2b24b8d9ee3440b515d79b Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <33002247+MauroCE@users.noreply.github.com>
Date: Mon, 6 Aug 2018 17:56:49 +0200
Subject: [PATCH 11/18] Set theme jekyll-theme-architect and migrate Page
Generator content
---
_config.yml | 8 +++
index.html | 176 ----------------------------------------------------
index.md | 1 +
params.json | 1 -
4 files changed, 9 insertions(+), 177 deletions(-)
create mode 100644 _config.yml
delete mode 100644 index.html
create mode 100644 index.md
delete mode 100644 params.json
diff --git a/_config.yml b/_config.yml
new file mode 100644
index 0000000..1698276
--- /dev/null
+++ b/_config.yml
@@ -0,0 +1,8 @@
+title: PythonBRMLtoolbox
+description: PythonBRMLtoolbox
+google_analytics:
+show_downloads: true
+theme: jekyll-theme-architect
+
+gems:
+ - jekyll-mentions
diff --git a/index.html b/index.html
deleted file mode 100644
index 65e2640..0000000
--- a/index.html
+++ /dev/null
@@ -1,176 +0,0 @@
-<!doctype html>
-<html>
- <head>
- <!-- Global site tag (gtag.js) - Google Analytics -->
- <script async src="https://www.googletagmanager.com/gtag/js?id=UA-123451981-1"></script>
- <script>
- window.dataLayer = window.dataLayer || [];
- function gtag(){dataLayer.push(arguments);}
- gtag('js', new Date());
-
- gtag('config', 'UA-123451981-1');
- </script>
- <meta charset="utf-8">
- <meta http-equiv="X-UA-Compatible" content="chrome=1">
- <title>PythonBRMLtoolbox by MauroCE</title>
-
- <link rel="stylesheet" href="stylesheets/styles.css">
- <link rel="stylesheet" href="stylesheets/github-dark.css">
- <script src="javascripts/scale.fix.js"></script>
- <meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no">
-
- <!--[if lt IE 9]>
- <script src="//html5shiv.googlecode.com/svn/trunk/html5.js"></script>
- <![endif]-->
- </head>
- <body>
- <div class="wrapper">
- <header>
- <h1>PythonBRMLtoolbox</h1>
- <p>Python Version of BRML toolbox for Bayesian Reasoning and Machine Learning</p>
- <p class="view"><a href="https://github.com/MauroCE/PythonBRMLtoolbox">View the Project on GitHub <small>MauroCE/PythonBRMLtoolbox</small></a></p>
- <ul>
- <li><a href="https://github.com/MauroCE/PythonBRMLtoolbox/zipball/master">Download <strong>ZIP File</strong></a></li>
- <li><a href="https://github.com/MauroCE/PythonBRMLtoolbox/tarball/master">Download <strong>TAR Ball</strong></a></li>
- <li><a href="https://github.com/MauroCE/PythonBRMLtoolbox">View On <strong>GitHub</strong></a></li>
- </ul>
- </header>
- <section>
- <h1>
-<a id="what" class="anchor" href="#what" aria-hidden="true"><span class="octicon octicon-link"></span></a>What is PythonBRMLtoolbox?</h1>
-
-<p>
-<a href="http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software">BRMLtoolbox</a> in Python 3.7. My goal with this repository is to:
-
-<ul>
-<li>Learn BRMLtoolbox with an insider perspective</li>
-<li>Provide a Python package for BRMLtoolbox which is available in MATLAB, Python 2.7 and Julia.</li>
-<li>Improve my Python skills</li>
-</ul>
-</p>
-
-<h2>
-<a id="implementation" class="anchor" href="#implementation" aria-hidden="true"><span class="octicon octicon-link"></span></a>Implementation details</h2>
-
-<p><strong>Variables</strong></p>
-
-<p> When initializing a potential we can pass variables as arguments
- in different ways:
- * We can pass a scalar value (int or float) when we only
- have 1 variable. (We could also pass a list or a numpy array
- with only one value)
-
-<pre class="brush: python">
-<code>
-import numpy as np
-from brml.array import Array
-pot = Array(variables=1)
-pot2 = Array(variables=1.0)
-pot3 = Array(variables=[1])
-pot4 = Array(variables=np.array([1]))
-pot5 = Array(variables=np.array([[1]]))
-</code>
-</pre>
-
- * We can pass a list or a numpy.array when we have multiple variables.
-
-<pre class="brush: python">
-<code>
-import numpy as np
-from brml.array import Array
-pot = Array(variables=[1, 2])
-pot2 = Array(variables=np.array([1, 2]))
-pot3 = Array(variables=np.array([[1, 2]]))
-pot4 = Array(variables=np.array([[1], [2]]))
-</code>
-</pre>
-
-All of these calls are equivalent among them because they are all converted to
-a 1D numpy.array (notice that in MATLAB, because 1D arrays don't exist, this
-is different).
-It might be good to discuss whether it is better to convert all of these to 1D
-numpy.array or to a 2D array with shape (1, n) where n is the number of
-variables.
-
-It is worth mentioning that you don't need to pass variables on initialization.
-You can initialize an array without variables and without table, and add the later.
-For example:
-
-<pre class="brush: python">
-<code>
-import numpy as np
-from brml.array import Array
-pot = Array()
-pot.set_variables(np.array([1, 2]))
-</code>
-</pre>
-
-Notice, however, that you CANNOT initialize variables before initializing the table.
-That is, you cannot initialize an empty array pot = Array() and then call
-pot.set_table(np.array([0.4, 0.6])) because this will throw an error. You must
-first use set_variables method, and after use the set_table method. If, instead,
-you decide to pass variables and table on initialization, then everything will be fine.
-
-Go to check/potential_variables.py and you'll find a test to check
-that the statements above are correct!</p>
-
-<h2>
-<a id="what-BRML" class="anchor" href="#what-BRML" aria-hidden="true"><span class="octicon octicon-link"></span></a>What is BRMLtoolbox?</h2>
-
-<p> The BRMLtoolbox is a MATLAB toolbox written by David Barber, Reader for the Computational Statistics and Machine Learning MSc at UCL. The toolbox should be used together with the book Bayesian Reasoning and Machine Learning. It is a set of tools to help readers see how mathematical models translate into actual code.
- </p>
-
-<h2>
-<a id="software" class="anchor" href="#software" aria-hidden="true"><span class="octicon octicon-link"></span></a>Software Requirements</h2>
-
-<ul>
-<li>Python (3.6 onwards, although only type hints would need to be removed for Python 3.5)</li>
-<li> Numpy</li>
-</ul>
-
-
-<h2>
-<a id="math" class="anchor" href="#math" aria-hidden="true"><span class="octicon octicon-link"></span></a>Mathematical Requirements</h2>
-
-<ul>
-<li>Calculus & Linear Algebra</li>
-<li> Probability</li>
-<li> Algorithms</li>
-<li> Statistics (Bayesian Mainly)</li>
-</ul>
-
-<p>I am currenlty trying to write an introduction to Probability here in <a href="https://proofwiki.org/wiki/User:MauroCamaraEscudero">my Proofwiki account</a>, although it is just a draft for now.</p>
-
-
-<h2>
-<a id="contr" class="anchor" href="#contr" aria-hidden="true"><span class="octicon octicon-link"></span></a>Contributions</h2>
-
-<p>Please feel free to contribute to this project! There are already a few incomplete implementations of the code, hopefully this version will be more up-to-date and efficient with your help!</p>
-
-
-
-<h2>
-<a id="ref" class="anchor" href="#ref" aria-hidden="true"><span class="octicon octicon-link"></span></a>References</h2>
-
-<p> As I said earlier BRMLtoolbox comes with <a href="http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/090310.pdf">Bayesian Reasoning and Machine Learning</a> book.
- </p>
-
-<pre><code>
-@BOOK{barberBRML2012,
-author = {Barber, D.},
-title= {{Bayesian Reasoning and Machine Learning}},
-publisher = {{Cambridge University Press}},
-year = 2012}
-</code></pre>
-
-
- </section>
- </div>
- <footer>
- <p>Project maintained by <a href="https://github.com/MauroCE">MauroCE</a></p>
- <p>Hosted on GitHub Pages — Theme by <a href="https://github.com/orderedlist">orderedlist</a></p>
- </footer>
- <!--[if !IE]><script>fixScale(document);</script><![endif]-->
-
- </body>
-</html>
diff --git a/index.md b/index.md
new file mode 100644
index 0000000..d6488cb
--- /dev/null
+++ b/index.md
@@ -0,0 +1 @@
+PythonBRMLtoolbox
\ No newline at end of file
diff --git a/params.json b/params.json
deleted file mode 100644
index a4d273d..0000000
--- a/params.json
+++ /dev/null
@@ -1 +0,0 @@
-{"name":"PythonBRMLtoolbox","tagline":"PythonBRMLtoolbox","body":"PythonBRMLtoolbox","google":"","note":"Don't delete"}
\ No newline at end of file
From 09b2b3e0777d9df49e4cf805c8f5280c99b41213 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <33002247+MauroCE@users.noreply.github.com>
Date: Mon, 6 Aug 2018 17:58:17 +0200
Subject: [PATCH 12/18] changing to jeckll theme
---
index.md | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/index.md b/index.md
index d6488cb..9e61719 100644
--- a/index.md
+++ b/index.md
@@ -1 +1 @@
-PythonBRMLtoolbox
\ No newline at end of file
+PythonBRMLtoolbox
From 3662c906944ac4c4cccd3a5aafad14c5b22551c6 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <33002247+MauroCE@users.noreply.github.com>
Date: Mon, 6 Aug 2018 17:59:15 +0200
Subject: [PATCH 13/18] Set theme jekyll-theme-architect
From 12253cbcb5b3ce9177782d34ca36873da7b40ca6 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 18:08:51 +0200
Subject: [PATCH 14/18] pycharm
---
.idea/workspace.xml | 206 ++++++++++++++++++++++++++++++--------------
1 file changed, 141 insertions(+), 65 deletions(-)
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 918fb29..6504271 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -228,11 +228,22 @@
<window_info id="Favorites" order="2" side_tool="true" />
<window_info anchor="bottom" id="Debug" order="3" weight="0.39973262" />
<window_info anchor="right" content_ui="combo" id="Hierarchy" order="2" weight="0.25" />
+ <window_info anchor="bottom" id="Version Control" order="7" />
+ <window_info active="true" content_ui="combo" id="Project" order="0" visible="true" weight="0.25313947" />
+ <window_info id="Structure" order="1" side_tool="true" weight="0.25" />
<window_info anchor="right" id="Commander" internal_type="SLIDING" order="0" type="SLIDING" weight="0.4" />
<window_info anchor="right" id="Ant Build" order="1" weight="0.25" />
+ <window_info anchor="bottom" id="TODO" order="6" />
+ <window_info anchor="bottom" id="Run" order="2" visible="true" weight="0.421123" />
+ <window_info anchor="bottom" id="Find" order="1" weight="0.328877" />
+ <window_info anchor="bottom" id="Debug" order="3" weight="0.39973262" />
<window_info anchor="bottom" id="Message" order="0" />
+ <window_info anchor="bottom" id="Event Log" order="7" side_tool="true" />
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From 79a74e9f2215edbc7cdee37b6f97a516126c3d4b Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 18:15:42 +0200
Subject: [PATCH 15/18] reverted to manual pages
---
index.html | 176 ++++++++++++++++++++++++++++++++++++++++++++++++++++
params.json | 1 +
2 files changed, 177 insertions(+)
create mode 100644 index.html
create mode 100644 params.json
diff --git a/index.html b/index.html
new file mode 100644
index 0000000..65e2640
--- /dev/null
+++ b/index.html
@@ -0,0 +1,176 @@
+<!doctype html>
+<html>
+ <head>
+ <!-- Global site tag (gtag.js) - Google Analytics -->
+ <script async src="https://www.googletagmanager.com/gtag/js?id=UA-123451981-1"></script>
+ <script>
+ window.dataLayer = window.dataLayer || [];
+ function gtag(){dataLayer.push(arguments);}
+ gtag('js', new Date());
+
+ gtag('config', 'UA-123451981-1');
+ </script>
+ <meta charset="utf-8">
+ <meta http-equiv="X-UA-Compatible" content="chrome=1">
+ <title>PythonBRMLtoolbox by MauroCE</title>
+
+ <link rel="stylesheet" href="stylesheets/styles.css">
+ <link rel="stylesheet" href="stylesheets/github-dark.css">
+ <script src="javascripts/scale.fix.js"></script>
+ <meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no">
+
+ <!--[if lt IE 9]>
+ <script src="//html5shiv.googlecode.com/svn/trunk/html5.js"></script>
+ <![endif]-->
+ </head>
+ <body>
+ <div class="wrapper">
+ <header>
+ <h1>PythonBRMLtoolbox</h1>
+ <p>Python Version of BRML toolbox for Bayesian Reasoning and Machine Learning</p>
+ <p class="view"><a href="https://github.com/MauroCE/PythonBRMLtoolbox">View the Project on GitHub <small>MauroCE/PythonBRMLtoolbox</small></a></p>
+ <ul>
+ <li><a href="https://github.com/MauroCE/PythonBRMLtoolbox/zipball/master">Download <strong>ZIP File</strong></a></li>
+ <li><a href="https://github.com/MauroCE/PythonBRMLtoolbox/tarball/master">Download <strong>TAR Ball</strong></a></li>
+ <li><a href="https://github.com/MauroCE/PythonBRMLtoolbox">View On <strong>GitHub</strong></a></li>
+ </ul>
+ </header>
+ <section>
+ <h1>
+<a id="what" class="anchor" href="#what" aria-hidden="true"><span class="octicon octicon-link"></span></a>What is PythonBRMLtoolbox?</h1>
+
+<p>
+<a href="http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Software">BRMLtoolbox</a> in Python 3.7. My goal with this repository is to:
+
+<ul>
+<li>Learn BRMLtoolbox with an insider perspective</li>
+<li>Provide a Python package for BRMLtoolbox which is available in MATLAB, Python 2.7 and Julia.</li>
+<li>Improve my Python skills</li>
+</ul>
+</p>
+
+<h2>
+<a id="implementation" class="anchor" href="#implementation" aria-hidden="true"><span class="octicon octicon-link"></span></a>Implementation details</h2>
+
+<p><strong>Variables</strong></p>
+
+<p> When initializing a potential we can pass variables as arguments
+ in different ways:
+ * We can pass a scalar value (int or float) when we only
+ have 1 variable. (We could also pass a list or a numpy array
+ with only one value)
+
+<pre class="brush: python">
+<code>
+import numpy as np
+from brml.array import Array
+pot = Array(variables=1)
+pot2 = Array(variables=1.0)
+pot3 = Array(variables=[1])
+pot4 = Array(variables=np.array([1]))
+pot5 = Array(variables=np.array([[1]]))
+</code>
+</pre>
+
+ * We can pass a list or a numpy.array when we have multiple variables.
+
+<pre class="brush: python">
+<code>
+import numpy as np
+from brml.array import Array
+pot = Array(variables=[1, 2])
+pot2 = Array(variables=np.array([1, 2]))
+pot3 = Array(variables=np.array([[1, 2]]))
+pot4 = Array(variables=np.array([[1], [2]]))
+</code>
+</pre>
+
+All of these calls are equivalent among them because they are all converted to
+a 1D numpy.array (notice that in MATLAB, because 1D arrays don't exist, this
+is different).
+It might be good to discuss whether it is better to convert all of these to 1D
+numpy.array or to a 2D array with shape (1, n) where n is the number of
+variables.
+
+It is worth mentioning that you don't need to pass variables on initialization.
+You can initialize an array without variables and without table, and add the later.
+For example:
+
+<pre class="brush: python">
+<code>
+import numpy as np
+from brml.array import Array
+pot = Array()
+pot.set_variables(np.array([1, 2]))
+</code>
+</pre>
+
+Notice, however, that you CANNOT initialize variables before initializing the table.
+That is, you cannot initialize an empty array pot = Array() and then call
+pot.set_table(np.array([0.4, 0.6])) because this will throw an error. You must
+first use set_variables method, and after use the set_table method. If, instead,
+you decide to pass variables and table on initialization, then everything will be fine.
+
+Go to check/potential_variables.py and you'll find a test to check
+that the statements above are correct!</p>
+
+<h2>
+<a id="what-BRML" class="anchor" href="#what-BRML" aria-hidden="true"><span class="octicon octicon-link"></span></a>What is BRMLtoolbox?</h2>
+
+<p> The BRMLtoolbox is a MATLAB toolbox written by David Barber, Reader for the Computational Statistics and Machine Learning MSc at UCL. The toolbox should be used together with the book Bayesian Reasoning and Machine Learning. It is a set of tools to help readers see how mathematical models translate into actual code.
+ </p>
+
+<h2>
+<a id="software" class="anchor" href="#software" aria-hidden="true"><span class="octicon octicon-link"></span></a>Software Requirements</h2>
+
+<ul>
+<li>Python (3.6 onwards, although only type hints would need to be removed for Python 3.5)</li>
+<li> Numpy</li>
+</ul>
+
+
+<h2>
+<a id="math" class="anchor" href="#math" aria-hidden="true"><span class="octicon octicon-link"></span></a>Mathematical Requirements</h2>
+
+<ul>
+<li>Calculus & Linear Algebra</li>
+<li> Probability</li>
+<li> Algorithms</li>
+<li> Statistics (Bayesian Mainly)</li>
+</ul>
+
+<p>I am currenlty trying to write an introduction to Probability here in <a href="https://proofwiki.org/wiki/User:MauroCamaraEscudero">my Proofwiki account</a>, although it is just a draft for now.</p>
+
+
+<h2>
+<a id="contr" class="anchor" href="#contr" aria-hidden="true"><span class="octicon octicon-link"></span></a>Contributions</h2>
+
+<p>Please feel free to contribute to this project! There are already a few incomplete implementations of the code, hopefully this version will be more up-to-date and efficient with your help!</p>
+
+
+
+<h2>
+<a id="ref" class="anchor" href="#ref" aria-hidden="true"><span class="octicon octicon-link"></span></a>References</h2>
+
+<p> As I said earlier BRMLtoolbox comes with <a href="http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/090310.pdf">Bayesian Reasoning and Machine Learning</a> book.
+ </p>
+
+<pre><code>
+@BOOK{barberBRML2012,
+author = {Barber, D.},
+title= {{Bayesian Reasoning and Machine Learning}},
+publisher = {{Cambridge University Press}},
+year = 2012}
+</code></pre>
+
+
+ </section>
+ </div>
+ <footer>
+ <p>Project maintained by <a href="https://github.com/MauroCE">MauroCE</a></p>
+ <p>Hosted on GitHub Pages — Theme by <a href="https://github.com/orderedlist">orderedlist</a></p>
+ </footer>
+ <!--[if !IE]><script>fixScale(document);</script><![endif]-->
+
+ </body>
+</html>
diff --git a/params.json b/params.json
new file mode 100644
index 0000000..a4d273d
--- /dev/null
+++ b/params.json
@@ -0,0 +1 @@
+{"name":"PythonBRMLtoolbox","tagline":"PythonBRMLtoolbox","body":"PythonBRMLtoolbox","google":"","note":"Don't delete"}
\ No newline at end of file
From 1737f1dd237292fea56ecb20e56bc9e13790afbb Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <maurocamaraescudero@gmail.com>
Date: Mon, 6 Aug 2018 18:16:32 +0200
Subject: [PATCH 16/18] reverted to manual pages and deleted old files
---
_config.yml | 8 --------
index.md | 1 -
2 files changed, 9 deletions(-)
delete mode 100644 _config.yml
delete mode 100644 index.md
diff --git a/_config.yml b/_config.yml
deleted file mode 100644
index 1698276..0000000
--- a/_config.yml
+++ /dev/null
@@ -1,8 +0,0 @@
-title: PythonBRMLtoolbox
-description: PythonBRMLtoolbox
-google_analytics:
-show_downloads: true
-theme: jekyll-theme-architect
-
-gems:
- - jekyll-mentions
diff --git a/index.md b/index.md
deleted file mode 100644
index 9e61719..0000000
--- a/index.md
+++ /dev/null
@@ -1 +0,0 @@
-PythonBRMLtoolbox
From f7557eaa20503aaa4e503f3d8e0df54d6e80a4f3 Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <33002247+MauroCE@users.noreply.github.com>
Date: Mon, 6 Aug 2018 18:17:32 +0200
Subject: [PATCH 17/18] meta google verification site
---
index.html | 1 +
1 file changed, 1 insertion(+)
diff --git a/index.html b/index.html
index 65e2640..04846ff 100644
--- a/index.html
+++ b/index.html
@@ -12,6 +12,7 @@
</script>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="chrome=1">
+ <meta name="google-site-verification" content="owXwaJggEZLaD1mZ0dhZCZbrrMRR3YLGSbVZNozRrqU" />
<title>PythonBRMLtoolbox by MauroCE</title>
<link rel="stylesheet" href="stylesheets/styles.css">
From 37fced44ad2e48a79f5cc21ee60917f20595a66d Mon Sep 17 00:00:00 2001
From: Mauro Camara Escudero <33002247+MauroCE@users.noreply.github.com>
Date: Sun, 12 Aug 2018 20:42:36 +0200
Subject: [PATCH 18/18] adding GVF again
---
google9b26102d8bd84b8b.html | 1 +
1 file changed, 1 insertion(+)
create mode 100644 google9b26102d8bd84b8b.html
diff --git a/google9b26102d8bd84b8b.html b/google9b26102d8bd84b8b.html
new file mode 100644
index 0000000..e48c1e6
--- /dev/null
+++ b/google9b26102d8bd84b8b.html
@@ -0,0 +1 @@
+google-site-verification: google9b26102d8bd84b8b.html
\ No newline at end of file