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https://github.com/hosseinmoein/Lynx
A very light weight dependency graph for systems with massive calculation complexities or scheduling systems
https://github.com/hosseinmoein/Lynx
alpha calculations dependencies dependency dependency-graph dependency-manager optimization python risk-modelling scheduling trading-platform trading-systems
Last synced: 17 days ago
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A very light weight dependency graph for systems with massive calculation complexities or scheduling systems
- Host: GitHub
- URL: https://github.com/hosseinmoein/Lynx
- Owner: hosseinmoein
- License: bsd-3-clause
- Created: 2019-02-08T17:21:50.000Z (almost 6 years ago)
- Default Branch: master
- Last Pushed: 2024-04-01T17:17:10.000Z (9 months ago)
- Last Synced: 2024-08-08T18:26:30.410Z (4 months ago)
- Topics: alpha, calculations, dependencies, dependency, dependency-graph, dependency-manager, optimization, python, risk-modelling, scheduling, trading-platform, trading-systems
- Language: Python
- Homepage:
- Size: 697 KB
- Stars: 44
- Watchers: 4
- Forks: 4
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE.md
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README
# Dependency Graph
This is a dependency graph. The very end product is SystemItem and an example of that could be seen in app/tests/test_system_item.py.
The goal of this is to manage systems that have a large number of calculations that should happen in special order when an external event happens. Basically this mimics an ecosystem (or Excel), if you will. There are a lot of components in an ecosystem and when an external stimulus enters the system, it triggers a lot of reactions until the system comes to an equilibrium again. Trading alpha and risk models are also similar to an ecosystem with a lot of factors that can change as a result of external market events (e.g. a new bid, a new trade, etc.).
```Python
from system_item import DependencyResult, SystemItem
class USTreasuryBond(SystemItem):
"""A crude simulation of a US treasury bond."""
def __init__(self) -> None:
"""Initialize."""
super().__init__()
self.add_float_column('price', 0)
self.add_float_column('yield', 0)
self.add_float_column('dv01', 0)
self.add_datetime_column('expiration', None)
self.wire()
def price_to_yield(self, price_col: float, yield_col: float) -> DependencyResult:
"""Price to yield calculation."""
price = self.get(column=price_col).get_value()
yield_val = price / 100.0 * 1.5
self.get(column=yield_col).set_value(yield_val)
return DependencyResult.SUCCESS
def yield_to_price(self, yield_col: float, price_col: float) -> DependencyResult:
"""Yield to price calculation."""
yield_val = self.get(column=yield_col).get_value()
price = yield_val / 1.5 * 100.0
self.get(column=price_col).set_value(price)
return DependencyResult.SUCCESS
def price_to_dv01(self, price_col: float, dv01_col: float) -> DependencyResult:
"""Price to dv01 calculation."""
price = self.get(column=price_col).get_value()
self.get(column=dv01_col).set_value(price / 100.0)
return DependencyResult.SUCCESS
def dv01_action(self, dv01_col: float) -> DependencyResult:
"""Action taken when dv01 changes"""
global SOMETHING_TO_CHANGE
SOMETHING_TO_CHANGE *= 2
return DependencyResult.SUCCESS
def wire(self) -> None:
"""Setup the dependencies."""
self.add_dependency('price', 'yield', self.price_to_yield)
self.add_dependency('yield', 'price', self.yield_to_price)
self.add_dependency('price', 'dv01', self.price_to_dv01)
self.add_action('dv01', self.dv01_action)
us_bond = USTreasuryBond()
# Trigger circular price <-> yield dependency
us_bond.get(column='price').set_value(100.5)
# After the above line:
# us_bond.get(column='price').get_value() == 100.5
# us_bond.get(column='yield').get_value() == 1.50749999
# us_bond.get(column='dv01').get_value() == 1.005
```
# Documentation
[Graph Documentation](DepGraph.md)
# Test/Example
[Dependency Test](app/tests/test_system_item.py)
[DataItem/ContainerItem Test](app/tests/test_data_item.py)
## [License](LICENSE.md)