combu 1.2.1

Execute your method with combination parameters.

combu

Execute your method with combination parameters.

Use cases

• Testing
  • Test pattern.
• Machine learning
  • Model validation.
  • Grid search.
• Web Scraping
  • Query parameters pattern.

Install

pip install combu

Usage

One time loop

import combu

def func(v1, v2):
   return v1 + v2


params = {'v1': ['a', 'b'], 'v2': ['A', 'B']}
for res, param in combu.execute(func, params):
   print(res, param)

# Output
'''
aA {'v1': 'a', 'v2': 'A'}
aB {'v1': 'a', 'v2': 'B'}
bA {'v1': 'b', 'v2': 'A'}
bB {'v1': 'b', 'v2': 'B'}
'''

# Set loop order
order = ['v2', 'v1']
for res, param in combu.execute(func, params, order=order):
   print(res, param)

# Output
'''
aA {'v2': 'A', 'v1': 'a'}
bA {'v2': 'A', 'v1': 'b'}
aB {'v2': 'B', 'v1': 'a'}
bB {'v2': 'B', 'v1': 'b'}
'''

Reloopable by using class

import combu

def func(v1, v2):
   return v1 + v2

comb = combu.Combu(func)
# You can set order on initializer.
# comb = combu.Combu(func, order=['v2', 'v1'])
# If you want to show progress bar.
# comb = combu.Combu(func, progress=True)

params = {'v1': ['a', 'b'], 'v2': ['A', 'B']}
for res, param in comb.execute(params):
   print(res, param)

params = {'v1': ['x', 'y'], 'v2': ['X', 'Y']}
for res, param in comb.execute(params):
   print(res, param)

# You can set order on Combu.execute().
for res, param in comb.execute(params, order=['v2', 'v1']):
   print(res, param)

Hooks

• Hooks flow

  order = [A, B]
  
  before_a()
  for a in A:
     before_b()
     before_each_a()
     for b in B:
        before_each_b()
        func()
        after_each_b()
     after_each_a()
     after_b()
  after_a()
  

• Define hooks.

  def func(v1, v2):
     pass
  
  def before_v1(v1, v2):
     pass
  
  # Initialize with hooks.
  # Available:
  # * before
  # * after
  # * before_each
  # * after_each
  comb = Comb(func, before={'v1': before_v1})
  
  # Set a hook after initialized.
  # Available:
  # * set_before(k, func)
  # * set_after(k, func)
  # * set_before_each(k, func)
  # * set_after_each(k, func)
  comb.set_before('v1', before_v1)
  

Parallel

# Use n_jobs parameter.
for res, param in combu.execute(func, params, n_jobs=2):
   print(res, param)


# Use combu.CombuParallel and n_jobs.
# n_jobs=-1 mean "use all cores."
comb = combu.CombuParallel(func, n_jobs=-1)

Utility

• Create parameter combination (not execute any functions).
  • combu.create_values
• Count combinations.
  • combu.util.count
• Shuffle parameters.
  • combu.util.shuffle_params

Aliases

• combu.exec -> combu.execute
• combu.values -> combu.create_values

Examples

• Available on ./examples.

Development

• Requirements: poetry, pyenv

# Setup
poetry install

# Lint & Test
mkdir report
poetry run flake8 --format=html --htmldir=report/flake-report src/ tests/
poetry run mypy src/ tests/combu/
poetry run pytest tests/
poetry run pytest tests/ --cov-report html:report/coverage

# Build and publish
poetry run python create_badges.py
poetry build
poetry publish