{{{icon_motherboard}}}
Server

Key hardware specifications of the server executing this step.

vCPUs
{{{server_info.vcpus}}}
Memory
{{{server_info.memory_mb_pretty}}} MiB
Storage
{{{server_info.disk_space_total_gb}}} GiB
{{#server_info.gpu_names}}
GPUs
{{{server_info.gpu_count}}} {{server_info.gpu_name}}
VRAM
{{{server_info.gpu_memory_mb_pretty}}} MiB
{{/server_info.gpu_names}}

{{{icon_clouds}}}
Cloud

Network discovery indicates the following cloud environment was utilized for this step.

Cloud Provider
{{{cloud_info.vendor}}}
Region/Datacenter
{{{cloud_info.region}}}
Instance Type
{{{cloud_info.instance_type_html}}}
{{#cloud_info.compute_costs}}
Compute Costs
${{{cloud_info.compute_costs}}}
{{/cloud_info.compute_costs}}

{{{icon_calculator}}}
Usage Statistics

Current and historical averages and peaks for CPU and memory usage for the current and last five successful runs.

CPU
{{{stats.cpu_usage.mean}}} avg | {{{historical_stats.avg_cpu_mean}}} hist avg | {{{stats.cpu_usage.max}}} peak
Memory
{{{stats.memory_usage.mean_pretty}}} MiB avg | {{{stats.memory_usage.max_pretty}}} MiB peak | {{{historical_stats.max_memory_max_pretty}}} MiB hist peak
Duration
{{{stats.duration}}} sec
{{#server_info.gpu_names}}
GPU
{{{stats.gpu_usage.mean}}} avg | {{{historical_stats.avg_gpu_mean}}} hist avg | {{{stats.gpu_usage.max}}} peak
VRAM
{{{stats.gpu_vram.mean_pretty}}} MiB avg | {{{stats.gpu_vram.max_pretty}}} MiB peak | {{{historical_stats.max_vram_max_pretty}}} MiB hist peak
{{/server_info.gpu_names}}
Disk Space
{{{stats.disk_usage.max_pretty}}} GiB peak
Traffic
{{stats.traffic.inbound_pretty}} GB in | {{stats.traffic.outbound_pretty}} GB out

{{{icon_robot}}}
Recommendations

Based on recent average CPU usage, historical peak memory usage, and observed GPU usage.

Recommended Resources for Next Run
{{{recommended_resources}}}
Automated Tuning of Resources
Learn more at sparecores.com {{{icon_external_link}}}
Cheapest Cloud Server to Run This Step
    {{#recommended_cloud_servers}}
  1. {{{display_name}}} {{{icon_external_link}}} (${{{price_task}}}/execution)
    2. {{/recommended_cloud_servers}}

{{{icon_cpu}}}
CPU Usage

CPU usage for both the server and specific tasks is calculated by summing user+nice and system CPU times (in clock ticks), normalized by dividing by the total elapsed time and ticks per second. Task CPU usage encompasses all child processes.

{{{icon_memory}}}
Memory Usage

Server application memory usage is monitored through the size of anonymous memory pages, while task memory usage is measured by summing all Proportional Set Size (PSS) rollups of subprocesses.

{{{icon_disk}}}
Disk I/O Usage

Task-specific disk usage tracking is unreliable; therefore, it is recommended to monitor disk usage at the server level, encompassing all mounted disks.

{{{icon_disk}}}
Disk Space Usage

Server-level disk space usage on all mounted disks.

{{{icon_router}}}
Network Usage

Network usage is monitored solely at the server level across all interfaces.

{{#server_info.gpu_names}}

{{{icon_gpu}}}
GPU Usage

nvidia-smi reported ratios standardized between 0 and GPU count, proxying how many GPUs have been 100% utilized. Note that task-specific GPU usage is not as reliable as server-level GPU usage and limited up to 4 GPUs.

{{{icon_gpu}}}
GPUs in Use

nvidia-smi reported number of GPUs with a utilization greater than 0. Note that task-specific GPU usage is not as reliable as server-level GPU usage and limited up to 4 GPUs.

{{{icon_gpu}}}
VRAM Usage

nvidia-smi reported, summed up VRAM usage for all GPUs. Note that task-specific GPU usage is not as reliable as server-level GPU usage and limited up to 4 GPUs.

{{/server_info.gpu_names}}