Ngin Yun Chuan created SINGA-419: ------------------------------------ Summary: [Rafiki V0.0.8] Add GPU-aware placement (+ model knobs and logging API changes) Key: SINGA-419 URL: https://issues.apache.org/jira/browse/SINGA-419 Project: Singa Issue Type: New Feature Reporter: Ngin Yun Chuan
With reference to https://github.com/nginyc/rafiki/pull/79. Consolidates changes from branches `improve_knob_api` and `improve_model_logging` reviewed by [~wangwei]. The new docs for this PR are available at https://nginyc.github.io/rafiki/docs/0.0.8. GPU-aware placement: - Uses [Docker Swarm placement constraints](https://docs.docker.com/engine/swarm/services/#placement-constraints) - https://nginyc.github.io/rafiki/docs/0.0.8/docs/src/dev/setup.html#adding-nodes-to-rafiki - https://github.com/nginyc/rafiki/blob/add_gpu_aware_placement/scripts/setup_node.sh Model knobs configuration changes: - https://nginyc.github.io/rafiki/docs/0.0.8/docs/src/user/creating-models.html#implementing-models - https://nginyc.github.io/rafiki/docs/0.0.8/docs/src/python/rafiki.model.html#knob-types -https://github.com/nginyc/rafiki/blob/add_gpu_aware_placement/examples/models/image_classification/TfFeedForward.py Model logging API changes: - https://nginyc.github.io/rafiki/docs/0.0.8/docs/src/user/creating-models.html#logging-in-models - https://nginyc.github.io/rafiki/docs/0.0.8/docs/src/python/rafiki.model.html#rafiki.model.ModelLogger - https://github.com/nginyc/rafiki/blob/add_gpu_aware_placement/examples/models/image_classification/TfFeedForward.py -- This message was sent by Atlassian JIRA (v7.6.3#76005)