Code Monkey home page Code Monkey logo

park's Introduction

Park

Real system interface

import park
import agent_impl  # implemented by user

env = park.make('congestion_control')

# the run script will start the real system
# and periodically invoke agent.get_action
agent = Agent(env.observation_space, env.action_space)
env.run(agent)

The agent_impl.py should implement

class Agent(object):
    def __init__(self, state_space, action_space, *args, **kwargs):
        self.state_space = state_space
        self.action_space = action_space

    def get_action(self, obs, prev_reward, prev_done, prev_info):
        act = self.action_space.sample()
        # implement real action logic here
        return act

Simulation interface

Similar to OpenAI Gym interface.

import park

env = park.make('load_balance')

obs = env.reset()
done = False

while not done:
    # act = agent.get_action(obs)
    act = env.action_space.sample()
    obs, reward, done, info = env.step(act)

Contributors

Environment env_id Committers
Adaptive video streaming abr, abr_sim Hongzi Mao, Akshay Narayan
Spark cluster job scheduling spark, spark_sim Hongzi Mao, Malte Schwarzkopf
SQL database query optimization query_optimizer Parimarjan Negi
Network congestion control congestion_control Akshay Narayan, Frank Cangialosi
Network active queue management aqm Mehrdad Khani, Songtao He
Tensorflow device placement tf_placement, tf_placement_sim Ravichandra Addanki
Circuit design circuit_design Hanrui Wang, Jiacheng Yang
CDN memory caching cache Haonan Wang, Wei-Hung Weng
Multi-dim database indexing multi_dim_index Vikram Nathan
Account region assignment region_assignment Ryan Marcus
Server load balancing load_balance Hongzi Mao
Switch scheduling switch_scheduling Ravichandra Addanki, Hongzi Mao

Misc

Note: to use argparse that is compatiable with park parameters, add parameters using

from park.param import parser
parser.add_argument('--new_parameter')
config = parser.parse_args()
print(config.new_parameter)

park's People

Contributors

hongzimao avatar kipsora avatar vikramnathan avatar aravic avatar akshayknarayan avatar parimarjan avatar ryanmarcus avatar haonanw98 avatar mehrdadkhani avatar freeflytao avatar hanrui-wang avatar hashbrown512 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.