Private image library installation and deployment
· Import docker private repository image
· Linux Docker tag or push Commands can be simply executedon G-NMS
Deployment of deep learning environment
· Multiple deep learning frameworks: Caffe/TensorFlow/CNTK etc.
· Support various models: GoogleNet/VGG/ResNet etc.
·On e-Key deployment of the distributed computing environment
· Application arrangement, rapid start of APPs
Management of deep learning training tasks
· Support for application templates, rapid submission of training tasks
· workflow, data pre-processing, model training, visualization
· Management of training tasks, observation of training progress and precision, parameter-tuning
· GPU resource total / usage.
· GPU core average utilization and cache utilization
Computing resources management and scheduling
· Monitoring of CPU/GPU running state and performance state
· Scheduling of GPU resourceson demand, resource isolation
· Scheduling strategy: fair share, preemption, backfilling