v0.5.1

changed release

v0.5: Merge pull request #60 from ISE-Sustainable-AI/develop

This release adds:

• adds testing for python version 3.7
• adds a git workflow for develop
• renames ML_benchmark to Basht fully
• creates new decorators to deal with latency
• adds prometheus support
• adds rapidflow-kubernetes as SUT
• reorganizes the building of tasks and benchmarks
• introduces experiments and an experiment class
• adds a variety of tests

v0.4.2: Merge pull request #40 from ISE-Sustainable-AI/develop

PR for fixing __init__.py issue

v0.4.1

This release:

• reverts the Docker Environment Variable

vo.4.2

• fixed utils - issue

v.0.4.1: Merge pull request #39 from ISE-Sustainable-AI/bugfix/#22

This releases should fix test issues, which resulted in v.0.4.0 not being released

v0.4.0

This release:

• adds benchmark config to results
• adds yml definitions for benchmarks (see optuna-kubernetes example)
• adds support for wattage measurements
• adds classification tracking (WIP) with validation_latency_decorator
• updates optuna-kubernetes benchmark
• adds an environment variable for dockerized benchmarks (see dockerfile.trial)
• reduces the size of the MLP in the MnistTask and makes it linear
• introduces new metrics (Result, Node Usage)
• adds new dependencies (prometheus-api, ruamel.yaml)
• adds resource table and classification table to the metrics storage
• adds new abstractmethods to the objective interface
• adds new testcases to check for runs in the cluster

Bold cases might affect your benchmark.

v0.3.2

Adds:

• dependency fixes through older docker version
• namespace watching before deletion for minikube example
• propper minikube image cleanup

v0.3.1

Here a list of changes:

• BenchmarkRunner arguments changed
• configurations added to the config.py
• only hyperparameters which are object to change have to be set
• objectives can now be created out of a task
• introduced image build wrapper for building images in minikube
• changed "METRICS_STORAGE_ADRESS" to "METRICS_STORAGE_HOST"
• added Minikube and Kubernetes Example
• adjusted release policy

v0.3.0: Merge pull request #10 from gebauerm/feature/docker_example

Here a list of changes:

• BenchmarkRunner arguments changed
• configurations added to the config.py
• only hyperparameters which are object to change have to be set
• objectives can now be created out of a task
• introduced image build wrapper for building images in minikube
• changed "METRICS_STORAGE_ADRESS" to "METRICS_STORAGE_HOST"
• added Minikube and Kubernetes Example