ml-mate service helper trainer record experiment, dataset and performance
trainmate-sdk(ml-mate-py) trainmate-fe(ml-mate-frontend) trainmate-server(ml-mate-backend)
experiment: task + model
- exp-id
- exp-name # prefix dataset_name+model_name
- dataset-id
- desp
job: model+hyparamter+dataset
- parent-id: exp-id
- job-id
- config(hyperparameter)
- model_url
- history # 用于画图
- metrics # on trainset and valset
- metric avg， std .....
dataset:
- parent-id: task-id
- dataset-id
- desp # 描述
- name # prefix=task_name
- version # 版本
- source
- store_type
task:
- task-id
- desp
- name
- create 一个exp中，job的name不能重复，如果重复则create失败
- update 根据job-id/name+exp-id来更新
- delete by job-id/name+exp-id
- query by job-id/name+exp-id
Reference
- [1]git clone https://github.com/piexlmax/gin-vue-admin.git