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feat: add call for machines
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Signed-off-by: Sunyanan Choochotkaew <[email protected]>
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sunya-ch committed Feb 4, 2025
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# Call for Machines

As mentioned in several research works, the power consumption behavior can be varied by several factors.
Using the right power model to predict power consumption on the machine that has no power meter is critical the precision of the reported values.

We are seeking machines with the following characteristics, commonly used in cloud computing environments but not limited to:

## Processor
- Intel: Cascade Lake, Skylake (or newer)
- Ampere: Altra, AmpereOne (or newer)
- AMD: Opteron, EPYC (or newer)
- Apple: M1, M2 (or newer)

## Accelerator Chips
- GPU: NVIDIA A100, V100, or other high-performance models for AI/ML workloads
- TPU: Google Cloud TPU, suitable for large-scale AI training and inference
- Custom Accelerators: AWS Inferentia, or other custom-built accelerators for optimized workloads

## Power meters
- intel_rapl
- intel_powerclamp
- amd-pstate
- acpi
- hmc
- redfish
- nvidia-smi
- tpu-monitoring
- amdgpu

## Available machines on CI

List of currently available bare metal machines for power model training and validation CI pipeline in [kepler-metal-ci](https://github.com/sustainable-computing-io/kepler-metal-ci/tree/main).

|processor|cores|chips|memory|power meters|source|sponsor
|---|---|---|----|---|---|---|
|intel_xeon_e_2278g| 16 | 1 | - | RAPL (package, core, dram)|equinix c3.small.x86|CNCF
|intel_xeon_platinum_8259cl| 96 | 2 | 377| RAPL (package, dram)|ec2 m5.metal|RedHat
|intel_xeon_e5_2686v4| 72 | 2 | 503| RAPL (package, dram)|ec2 i3.metal|RedHat
|intel_xeon_platinum_8275cl| 96 | 2 | 188| RAPL (package, dram)|ec2 c5.metal|RedHat
|intel_xeon_platinum_8259cl| 96 | 2 | 755| RAPL (package, dram)|ec2 r5.metal|RedHat
|intel_xeon_platinum_8252c| 48 | 2 | 188 | RAPL (package, dram)|ec2 m5zn.metal|RedHat
|intel_xeon_platinum_8488c| 96 | 1 | 377 | RAPL (package, dram)|ec2 m7i.metal-24xl|RedHat

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