<reponame>nirmeshk/mase
from __future__ import print_function, unicode_literals
from __future__ import absolute_import, division

"""
# Lib: Standard Utilities

Standard imports: used everywhere.

## Code Standards

Narrow code (52 chars, max); use ``i'', not ``self'', set indent to two characters, 

In a repo (or course). Markdown comments (which means we can do tricks like auto-generating this
documentation from comments in the file).

Not Python3, but use Python3 headers.

good reseraoiuces for advance people: Norving's infrenqencly asked questions

David Isaacon's Pything tips, tricks, and Hacks.http://www.siafoo.net/article/52

Environemnt that supports matplotlib, scikitlearn. Easy to get there.

Old school: install linux. New school: install virtualbox. Newer school: work online.

To checn if you ahve a suseful envorunment, try the following (isntall pip, matpolotlib, scikitlearn)

Learn Python.

Learn tdd

Attitude to coding. not code byt"set yourself up to et rapid feedback on some issue"


"""
import random, pprint, re, datetime, time,traceback
from contextlib import contextmanager
import pprint,sys
"""

Unit test engine, inspired by Kent Beck.

"""
def ok(*lst):
  for one in lst: unittest(one)
  return one

class unittest:
  tries = fails = 0  #  tracks the record so far
  @staticmethod
  def score():
    t = unittest.tries
    f = unittest.fails
    return "# TRIES= %s FAIL= %s %%PASS = %s%%"  % (
      t,f,int(round(t*100/(t+f+0.001))))
  def __init__(i,test):
    unittest.tries += 1
    try:
      test()
    except Exception,e:
      unittest.fails += 1
      i.report(e,test)
  def report(i,e,test):
    print(traceback.format_exc())
    print(unittest.score(),':',test.__name__, e)
"""

Simple container class (offers simple initialization).

"""
class o:
  def __init__(i,**d)    : i + d
  def __add__(i,d)       : i.__dict__.update(d)
  def __setitem__(i,k,v) : i.__dict__[k] = v
  def __getitem__(i,k)   : return i.__dict__[k]
  def __repr__(i)        : return str(i.items())
  def items(i,x=None)    :
    x = x or i
    if isinstance(x,o):
      return [(k,i.items(v)) for
              k,v in x.__dict__.values()
              if not k[0] == "_" ]
    else: return x
"""

The settings system.

"""
the = o()

def setting(f):
  name = f.__name__
  def wrapper(**d):
    tmp = f()
    tmp + d
    the[name] = tmp
    return tmp
  wrapper()
  return wrapper


@setting
def LIB(): return o(
    seed =  1,
    has  = o(decs = 3,
             skip="_",
             wicked=True),
    show = o(indent=2,
             width=80)
)
#-------------------------------------------------
r    = random.random
any  = random.choice
seed = random.seed
isa  = isinstance

def lt(x,y): return x < y
def gt(x,y): return x > y
def first(lst): return lst[0]
def last(lst): return lst[-1]
                          
def shuffle(lst):
  random.shuffle(lst)
  return lst

def ntiles(lst, tiles=[0.1,0.3,0.5,0.7,0.9],
                norm=False, f=3):
  if norm:
    lo,hi = lst[0], lst[-1]
    lst= g([(x - lo)/(hi-lo+0.0001) for x in lst],f)
  at = lambda x: lst[ int(len(lst)*x) ]
  lst = [ at(tile) for tile in tiles ]
  
  return lst

def say(*lst):
  sys.stdout.write(', '.join(map(str,lst)))
  sys.stdout.flush()

def g(lst,f=3):
  return map(lambda x: round(x,f),lst)
#-------------------------------------------------
def show(x, indent=None, width=None):  
  print(pprint.pformat(has(x),
            indent= indent or the.LIB.show.indent,
            width = width  or the.LIB.show.width))


def cache(f):
  name = f.__name__
  def wrapper(i):
    i._cache = i._cache or {}
    key = (name, i.id)
    if key in i._cache:
      x = i._cache[key]
    else:
      x = f(i) # sigh, gonna have to call it
    i._cache[key] =  x # ensure ache holds 'c'
    return x
  return wrapper

@contextmanager
def duration():
  t1 = time.time()
  yield
  t2 = time.time()
  print("\n" + "-" * 72)
  print("# Runtime: %.3f secs" % (t2-t1))

def use(x,**y): return (x,y)

@contextmanager
def settings(*usings):
  for (using, override) in usings:
    using(**override)
  yield
  for (using,_) in usings:
    using()
    
@contextmanager
def study(what,*usings):
  print("\n#" + "-" * 50,
        "\n#", what, "\n#",
        datetime.datetime.now().strftime(
          "%Y-%m-%d %H:%M:%S"))    
  for (using, override) in usings:
    using(**override)              
  seed(the.LIB.seed)            
  show(the)                   
  with duration():
    yield
  for (using,_) in usings:
    using()               

from __future__ import print_function, unicode_literals
from __future__ import absolute_import, division

"""
# Lib: Standard Utilities

Standard imports: used everywhere.

## Code Standards

Narrow code (52 chars, max); use ``i'', not ``self'', set indent to two characters, 

In a repo (or course). Markdown comments (which means we can do tricks like auto-generating this
documentation from comments in the file).

Not Python3, but use Python3 headers.

good reseraoiuces for advance people: Norving's infrenqencly asked questions

David Isaacon's Pything tips, tricks, and Hacks.http://www.siafoo.net/article/52

Environemnt that supports matplotlib, scikitlearn. Easy to get there.

Old school: install linux. New school: install virtualbox. Newer school: work online.

To checn if you ahve a suseful envorunment, try the following (isntall pip, matpolotlib, scikitlearn)

Learn Python.

Learn tdd

Attitude to coding. not code byt"set yourself up to et rapid feedback on some issue"


"""
import random, pprint, re, datetime, time,traceback
from contextlib import contextmanager
import pprint,sys
"""

Unit test engine, inspired by Kent Beck.

"""
def ok(*lst):
  for one in lst: unittest(one)
  return one

class unittest:
  tries = fails = 0  #  tracks the record so far
  @staticmethod
  def score():
    t = unittest.tries
    f = unittest.fails
    return "# TRIES= %s FAIL= %s %%PASS = %s%%"  % (
      t,f,int(round(t*100/(t+f+0.001))))
  def __init__(i,test):
    unittest.tries += 1
    try:
      test()
    except Exception,e:
      unittest.fails += 1
      i.report(e,test)
  def report(i,e,test):
    print(traceback.format_exc())
    print(unittest.score(),':',test.__name__, e)
"""

Simple container class (offers simple initialization).

"""
class o:
  def __init__(i,**d)    : i + d
  def __add__(i,d)       : i.__dict__.update(d)
  def __setitem__(i,k,v) : i.__dict__[k] = v
  def __getitem__(i,k)   : return i.__dict__[k]
  def __repr__(i)        : return str(i.items())
  def items(i,x=None)    :
    x = x or i
    if isinstance(x,o):
      return [(k,i.items(v)) for
              k,v in x.__dict__.values()
              if not k[0] == "_" ]
    else: return x
"""

The settings system.

"""
the = o()

def setting(f):
  name = f.__name__
  def wrapper(**d):
    tmp = f()
    tmp + d
    the[name] = tmp
    return tmp
  wrapper()
  return wrapper


@setting
def LIB(): return o(
    seed =  1,
    has  = o(decs = 3,
             skip="_",
             wicked=True),
    show = o(indent=2,
             width=80)
)
#-------------------------------------------------
r    = random.random
any  = random.choice
seed = random.seed
isa  = isinstance

def lt(x,y): return x < y
def gt(x,y): return x > y
def first(lst): return lst[0]
def last(lst): return lst[-1]
                          
def shuffle(lst):
  random.shuffle(lst)
  return lst

def ntiles(lst, tiles=[0.1,0.3,0.5,0.7,0.9],
                norm=False, f=3):
  if norm:
    lo,hi = lst[0], lst[-1]
    lst= g([(x - lo)/(hi-lo+0.0001) for x in lst],f)
  at = lambda x: lst[ int(len(lst)*x) ]
  lst = [ at(tile) for tile in tiles ]
  
  return lst

def say(*lst):
  sys.stdout.write(', '.join(map(str,lst)))
  sys.stdout.flush()

def g(lst,f=3):
  return map(lambda x: round(x,f),lst)
#-------------------------------------------------
def show(x, indent=None, width=None):  
  print(pprint.pformat(has(x),
            indent= indent or the.LIB.show.indent,
            width = width  or the.LIB.show.width))


def cache(f):
  name = f.__name__
  def wrapper(i):
    i._cache = i._cache or {}
    key = (name, i.id)
    if key in i._cache:
      x = i._cache[key]
    else:
      x = f(i) # sigh, gonna have to call it
    i._cache[key] =  x # ensure ache holds 'c'
    return x
  return wrapper

@contextmanager
def duration():
  t1 = time.time()
  yield
  t2 = time.time()
  print("\n" + "-" * 72)
  print("# Runtime: %.3f secs" % (t2-t1))

def use(x,**y): return (x,y)

@contextmanager
def settings(*usings):
  for (using, override) in usings:
    using(**override)
  yield
  for (using,_) in usings:
    using()
    
@contextmanager
def study(what,*usings):
  print("\n#" + "-" * 50,
        "\n#", what, "\n#",
        datetime.datetime.now().strftime(
          "%Y-%m-%d %H:%M:%S"))    
  for (using, override) in usings:
    using(**override)              
  seed(the.LIB.seed)            
  show(the)                   
  with duration():
    yield
  for (using,_) in usings:
    using()
# Lib: Standard Utilities  Standard imports: used everywhere.  ## Code Standards  Narrow code (52 chars, max); use ``i'', not ``self'', set indent to two characters,   In a repo (or course). Markdown comments (which means we can do tricks like auto-generating this documentation from comments in the file).  Not Python3, but use Python3 headers.  good reseraoiuces for advance people: Norving's infrenqencly asked questions  David Isaacon's Pything tips, tricks, and Hacks.http://www.siafoo.net/article/52  Environemnt that supports matplotlib, scikitlearn. Easy to get there.  Old school: install linux. New school: install virtualbox. Newer school: work online.  To checn if you ahve a suseful envorunment, try the following (isntall pip, matpolotlib, scikitlearn)  Learn Python.  Learn tdd  Attitude to coding. not code byt"set yourself up to et rapid feedback on some issue" Unit test engine, inspired by Kent Beck. #  tracks the record so far Simple container class (offers simple initialization). The settings system. #------------------------------------------------- #------------------------------------------------- # sigh, gonna have to call it # ensure ache holds 'c' #" + "-" * 50, #", what, "\n#",