maro-0.2.3a1 🚀

CIM Scenario:

• Add the data container and data loader for real data schema (#361)
• Fix the vessel plan, vessel past/future stops info issues (#363)
• Add attributes is_parking and loc_port_idx for vessels (#366)

Simulator:

• Add support to dump finished events (#365)
• Add property business_engine to AbsEnv (#368)

RL Toolkit:

• Fixed scheduler init bug (#362)

Tutorials docker images:

• Fix bugs in examples and notebooks caused by interface changes. (#367)
• Update simple strategies used in examples (E.g. random instead of dumpy in CIM hello series). (#367)
• Update docker images and related documents. (#367)

maro-0.2.2a3 🚀

Package dependency:

• Update package dependency (#345 #346)

Simulator:

• Fixed the vessel plan issue for CIM scenario (#348)

Examples:

• Update hello world examples for CIM scenario (#338)

maro-0.2.2a2 🚀

Package dependency:

• Loosen package dependency (#328) to be more flexible: #331

CLI related:

• Fixed issues (#317, #314) for geographic visualization tool: #325
• Fixed Redis database data not cleaned issue (#327) by adding a close function for Proxy: #335

Examples:

• Add offline ILP example for VM scheduling scenario: #275

maro-0.2.2a1 🚀

Backend related:

• bug fix: dynamic backend slot number not correct after reset (#321)
• bug fix: value is interrupt if one node contains multiple list attribute (#321)
• changes: snapshot query result default value set to 0 instead nan, make it align with static backend (#321)
• bug fix: on windows compiling fail due to cannot find max function. (#321)

RL Toolkit related:

• Fix bug of dqn.choose_action and ddpg.choose_action (#307)
• Double DQN: loss function bug fixed (#315)
• Fix bug caused by invalid snapshot index (#318, #319)

CLI related:

• Add MARO admin tool (#288)
• Add master/node vm join deployment file for grass/on-premises. (#316)
• Visualization tool: Add support of dump data path creation, default sampling ratio to 1 (#323)
• Visualization tool: Bug occurs in Linux fixed (#312, #313)
• Update online doc Installation part (#316); Visualization part (#301)

maro-0.2.1a1 🚀

• Backend related:
  • Vector env support (#266)
  • Add slot filter functions for node attribute (#273)
  • Refine joint decision sequential action mode (#219)
  • Add dynamic node support (#172)
• VM scheduling scenario related:
  • Add oversubscription feature (#246), (#256)
  • Add hierarchy vm region architecture support (#258)
  • Fix bug of auto-downloading data (#257)
  • Pricing model and energy model update (#286)
  • Rule-based algorithm examples (#255), (#282)
• RL toolkit related:
  • Add DDPG algorithm (#252)
  • Merge algorithm with agent (#259)
  • Distributed framework update (#206)
• CLI related:
  • CLI refactoring (#227)
  • Feature: Add a cli command to support create new project (#279)
  • Add Env-Geographic visualization tool, CIM hello as example (#291), (#294), (#295), (#298)
  • CLI visualization support and maro grass local mode (#277)

maro-0.2.0a1 🚀

Description

• Simulation toolkit
  • VM allocation environment
  • Dashboard for CIM and CitiBike
  • EventBuffer refine
  • Dump for snapshots, events and business engine special data.
• RL toolkit
  • New RL abstraction
  • More RL algorithms
• Distributed toolkit
  • maro cli refactoring
  • maro cli support windows
  • maro processes mode
  • maro grass on-premises mode
• Solution example
  • CIM: dqn & gnn example updated
  • Citi Bike: online LP example added
  • VM Scheduling: random & best fit example added

Linked issue(s)/Pull request(s)

• MARO processes mode doc
• MARO on-premised mode
• Learning model refactoring
• MARO vis
• MARO vis dump feature
• RL toolkit doc update
• VM scheduling doc
• VM scheduling environment
• VM data pipeline
• EventBuffer refine

maro-0.1.2a2 🚀

Description

This PR contains several PRs including some bug fix, new example addition, doc addition and refinement, new features, new tests.

Linked issue(s)/Pull request(s)

• 138:
  • refine data push/pull in cli
• 112:
  • add fall back function in weather download
• 136:
  • add docs for example
• 144:
  • switching the key and values of the handler dict which is used in the dist decorator
  • add unit tests for the dist decorator
  • fixed the multithreading deadlock in the maro unit test suite
• 147:
  • remove useless reward() from Env, BE, yaml config
  • refine the format & style for core & BE
• 157:
  • add docs for AzCopy
  • add dqn tests in grass/k8s mode
• 160, 164:
  • fix the data generation description for citi bike in docs
• 60:
  • add example/cim/gnn
• 166:
  • fix the uppicklable bug in RL toolkit store
• 167:
  • rename the confusing components in RL toolkit and example/cim/dqn

maro-0.1.1a11 🚀

• Fix dist decorator
• Add example docs for CIM and Citi Bike scenario
• Refine annotation

PR 153

maro-0.1.1a10 🚀

• Add fallback logic for weather source unavailable case.
• Refine CLI data pull/push logic.
• Add integration test cases for orchestration.

maro-0.1.1a9 🚀

Refine docstring.