fredcallaway

#!/usr/bin/env python
"""
A ~very~ simple template engine.

This script replaces variables in FILES with the values
found in variables.yml. This could be used to refer to
the HIT payment in multiple files without needing to update
every file when the payment changes.

The experiment directory is copied to an output directory, deploy/

fredcallaway

fredcallaway

fredcallaway

#!/usr/bin/env python
"""Hidden Markov Models

Abstract base class for HMMs and an implementation of an HMM
with discrete states and gaussian emissions.
"""

import tensorflow as tf
import edward as ed
from edward.models import Bernoulli, Categorical, Normal

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from itertools import chain, combinations

def powerset(iterable):
  xs = list(iterable)
  return chain.from_iterable( combinations(xs,n) for n in range(len(xs)+1) )

# Features are binary. An item either has or does not have every feature.
features = 'abcde'

hypotheses_sets = {

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from toolz import pipe


class Blank(object):
    """Forgive me Lord, for I have sinned.

    Inspired by implicit partial application in Coconut:
    http://coconut.readthedocs.io/en/master/DOCS.html#implicit-partial-application
    """
    def __getattr__(self, attr):

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import numpy as np
import pymc3 as pm
import theano

class StochasticMatrix(pm.Continuous):
    """A stochastic matrix has rows that sum to 1."""
    def __init__(self, theta, *args, **kwargs):
        shape = (theta.shape[-1], theta.shape[-1])
        kwargs.setdefault('shape', shape)
        super(StochasticMatrix, self).__init__(*args, **kwargs)

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import itertools as it
import numpy as np

ivs = [
    ('hit', [0, 1, 2]),
    ('layout', 'ABCDEF'),
    ('cue', 'TF'),
]

# At present, the first iv defines the number and orderof trials. Thus,

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@font-face {
  font-family: 'Cinzel';
  font-style: normal;
  font-weight: 400;
  src: local('Cinzel-Regular'), url(//themes.googleusercontent.com/static/fonts/cinzel/v1/mLL0ZqnXRx3m16FnBy9gcg.woff) format('woff');
}
@font-face {
  font-family: 'Droid Sans';
  font-style: normal;
  font-weight: 400;