models.Usage

avg_cpu_mem_usage object

Average CPU memory usage(s) during lifetime of project

property name*number

avg_cpu_usage object

Average CPU usage(s) during lifetime of project

property name*number

avg_custom_stats object

Average statistics of misc custom metrics during lifetime of project. These metrics can be anything where average value is relevant

property name*number

avg_gpu_mem_usage object

Average GPU memory usage(s) during lifetime of project

property name*number

avg_gpu_usage object

Average GPU usage(s) during lifetime of project

property name*number

cluster_idstring

Identifier of the resource manager that owns compute unit. It is used to differentiate multiple clusters of same resource manager.

Example: slurm-0

groupnamestring

User group

Example: grp1

max_custom_stats object

Maximum statistics of misc custom metrics during lifetime of project. These metrics can be anything where maxoimum value is relevant

property name*number

min_custom_stats object

Minimum statistics of misc custom metrics during lifetime of project. These metrics can be anything where minimum value is relevant

property name*number

num_unitsinteger

Number of consumed units

Example: 145

projectstring

Account in batch systems, Tenant in Openstack, Namespace in k8s

Example: prj1

resource_managerstring

Name of the resource manager that owns project. Eg slurm, openstack, kubernetes, etc

Example: slurm

total_cpu_emissions_gms object

Total CPU emissions from source(s) in grams during lifetime of project

property name*number

total_cpu_energy_usage_kwh object

Total CPU energy usage(s) in kWh during lifetime of project

property name*number

total_custom_stats object

Total statistics of misc custom metrics during lifetime of project. These metrics can be anything where total value is relevant

property name*number

total_egress_stats object

Total Egress statistics of project

property name*number

total_gpu_emissions_gms object

Total GPU emissions from source(s) in grams during lifetime of project

property name*number

total_gpu_energy_usage_kwh object

Total GPU energy usage(s) in kWh during lifetime of project

property name*number

total_ingress_stats object

Total Ingress statistics of project

property name*number

total_io_read_stats object

Total IO read statistics during lifetime of project

property name*number

total_io_write_stats object

Total IO write statistics during lifetime of project

property name*number

total_time_seconds object

Different times in seconds consumed by the unit. This map must contain walltime, alloc_cputime, alloc_cpumemtime, alloc_gputime and alloc_gpumem_time keys.

property name*number

usernamestring

Username

Example: usr1

models.Usage

{
  "avg_cpu_mem_usage": {
    "global": 45.26
  },
  "avg_cpu_usage": {
    "global": 70.12
  },
  "avg_custom_stats": {
    "mem_bw_avg": 2545
  },
  "avg_gpu_mem_usage": {
    "global": 45.26
  },
  "avg_gpu_usage": {
    "global": 70.12
  },
  "cluster_id": "slurm-0",
  "groupname": "grp1",
  "max_custom_stats": {
    "gpu_power_max": 454
  },
  "min_custom_stats": {
    "host_pwr_min": 36
  },
  "num_units": 145,
  "project": "prj1",
  "resource_manager": "slurm",
  "total_cpu_emissions_gms": {
    "emaps_total": 3.09,
    "owid_total": 5.22
  },
  "total_cpu_energy_usage_kwh": {
    "total": 0.73
  },
  "total_custom_stats": {
    "cycles_total": 23232323,
    "instr_total": 454342323
  },
  "total_egress_stats": {
    "bytes_total": 454342323,
    "packets_total": 23232323
  },
  "total_gpu_emissions_gms": {
    "emaps_total": 12.09,
    "owid_total": 15.22
  },
  "total_gpu_energy_usage_kwh": {
    "total": 5.39
  },
  "total_ingress_stats": {
    "bytes_total": 8503405,
    "packets_total": 43423
  },
  "total_io_read_stats": {
    "bytes_total": 245000000,
    "requests_total": 49423
  },
  "total_io_write_stats": {
    "bytes_total": 12000000,
    "requests_total": 13923
  },
  "total_time_seconds": {
    "alloc_cpumemtime": 1000,
    "alloc_cputime": 100,
    "alloc_gpumemtime": 100,
    "alloc_gputime": 100,
    "walltime": 100
  },
  "username": "usr1"
}