kepler-model-server
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sustainable-computing-io
Model Server for Kepler
### What would you like to be added? Add similarity function to the model selection logic in addition to specific node type specify. In addition, include this similarity value on...
### What would you like to be added? In addition to pipeline URL, Server API may load models from COS. ### Why is this needed? We have tekton automation to...
### What would you like to be added? This is corresponding to https://github.com/sustainable-computing-io/kepler/issues/943. ### Why is this needed? To cover memory-intensive workload
### What would you like to be added? We should find an approach to detect and filter out irrelevant metric on train. - The simplest one may be providing a...
This is to support the idea to automatically determine node_type from benchmark results which is still under discussion. - Benchmark Operator: https://github.com/cloud-bulldozer/benchmark-operator - PARSEC: https://parsec.cs.princeton.edu - Microservice (Acemeair): https://developer.ibm.com/tutorials/deploy-acme-air-on-openshift-on-power/
### What would you like to be added? Currently, we need network to load initial model from the URL. Or, we could directly mount any storage such as host path...
**Describe the bug** I'm trying to install kepler on openshift (4.12 and kube 1.25), But i get no data in the grafana and when i take a look on /metrics...
This is the log ``` mount path: /mnt Successfully load https://raw.githubusercontent.com/sustainable-computing-io/kepler-model-server/main/tests/test_models/AbsComponentPower/Full/KerasCompFullPipeline/metadata.json to /data/models/AbsComponentPower/Full/KerasCompFullPipeline/metadata.json Successfully load https://raw.githubusercontent.com/sustainable-computing-io/kepler-model-server/main/tests/test_models/AbsComponentPower/Full/KerasCompFullPipeline.zip to /data/models/AbsComponentPower/Full/KerasCompFullPipeline.zip Failed to load https://raw.githubusercontent.com/sustainable-computing-io/kepler-model-server/main/tests/test_models/AbsComponentPower/WorkloadOnly/KerasCompFullPipeline/metadata.json to /data/models/AbsComponentPower/WorkloadOnly/KerasCompFullPipeline/metadata.json: 404: Failed to load https://raw.githubusercontent.com/sustainable-computing-io/kepler-model-server/main/tests/test_models/AbsComponentPower/CounterOnly/KerasCompFullPipeline/metadata.json to...
There is no Kepler exported metric provides a mapping from CPU core to package. Also, per-CPU report in cpu_time metric is removed. So, we cannot do fine-grained (per-package) model training....
The Model Server should have a health check path when the kepler is started with the MODEL_SERVER_ENABLE = true. We might add init container in the way discussed in [this...