metadata
license: cc-by-4.0
task_categories:
- time-series-forecasting
language:
- en
tags:
- HPC
pretty_name: ClusterWise
size_categories:
- 100B<n<1T
Data Overview
ClusterWise is a comprehensive dataset (240GB) containing real-world operational data from the OLCF Summit HPC cluster, one of the world's most powerful supercomputers. The dataset provides a rich collection of system telemetry, including:
- Job scheduler logs
- GPU failure event logs
- High-resolution temperature measurements from CPUs and GPUs
- Detailed power consumption metrics among components
- Physical layout information of the nodes
The complete dataset related pipeline is available in our GitHub repository, enabling reproduction of the full 450GB dataset.
This dataset is ready for commercial/non-commercial use.
Data Fields
| Field | Type | Description |
|---|---|---|
| timestamp | timestamp[ms] | Timestamp of the record |
| node_state | string | State of the node |
| hostname | string | Hostname of the node, indicating its physical location. Format: <cabinet_column:[a-h]><cabinet_row:[0-24]>n<node_in_rack:[1-18]>. Node position in rack is from bottom (1) to top (18). |
| job_begin_time | timestamp[ms] | Timestamp of when the job started |
| job_end_time | timestamp[ms] | Timestamp of when the job terminated |
| allocation_id | int64 | Unique identifier of the job |
| label | float64 | Indicates if the record corresponds to a failure event (e.g., 1 for failure, 0 for normal) |
| xid | float64 | Nvidia error code representing failure type |
| gpu0_core_temp | float | Core temperature of the 1st Nvidia V100 GPU attached to the first Power9 CPU (Celsius) |
| gpu0_mem_temp | float | Memory (HBM) temperature of the 1st Nvidia V100 GPU attached to the first Power9 CPU (Celsius) |
| gpu1_core_temp | float | Core temperature of the 2nd Nvidia V100 GPU attached to the first Power9 CPU (Celsius) |
| gpu1_mem_temp | float | Memory (HBM) temperature of the 2nd Nvidia V100 GPU attached to the first Power9 CPU (Celsius) |
| gpu2_core_temp | float | Core temperature of the 3rd Nvidia V100 GPU attached to the first Power9 CPU (Celsius) |
| gpu2_mem_temp | float | Memory (HBM) temperature of the 3rd Nvidia V100 GPU attached to the first Power9 CPU (Celsius) |
| gpu3_core_temp | float | Core temperature of the 1st Nvidia V100 GPU attached to the second Power9 CPU (Celsius) |
| gpu3_mem_temp | float | Memory (HBM) temperature of the 1st Nvidia V100 GPU attached to the second Power9 CPU (Celsius) |
| gpu4_core_temp | float | Core temperature of the 2nd Nvidia V100 GPU attached to the second Power9 CPU (Celsius) |
| gpu4_mem_temp | float | Memory (HBM) temperature of the 2nd Nvidia V100 GPU attached to the second Power9 CPU (Celsius) |
| gpu5_core_temp | float | Core temperature of the 3rd Nvidia V100 GPU attached to the second Power9 CPU (Celsius) |
| gpu5_mem_temp | float | Memory (HBM) temperature of the 3rd Nvidia V100 GPU attached to the second Power9 CPU (Celsius) |
| p0_gpu0_power | float | DC power consumption of the 1st Nvidia V100 GPU attached to the first Power9 CPU (Watts) |
| p0_gpu1_power | float | DC power consumption of the 2nd Nvidia V100 GPU attached to the first Power9 CPU (Watts) |
| p0_gpu2_power | float | DC power consumption of the 3rd Nvidia V100 GPU attached to the first Power9 CPU (Watts) |
| p0_power | float | DC power consumption of the first Power9 CPU in the node (Watts) |
| p0_temp_max | float | Maximum core temperature of the first Power9 CPU (Celsius) |
| p0_temp_mean | float | Mean core temperature of the first Power9 CPU (Celsius) |
| p0_temp_min | float | Minimum core temperature of the first Power9 CPU (Celsius) |
| p1_gpu0_power | float | DC power consumption of the 1st Nvidia V100 GPU attached to the second Power9 CPU (Watts) |
| p1_gpu1_power | float | DC power consumption of the 2nd Nvidia V100 GPU attached to the second Power9 CPU (Watts) |
| p1_gpu2_power | float | DC power consumption of the 3rd Nvidia V100 GPU attached to the second Power9 CPU (Watts) |
| p1_power | float | DC power consumption of the second Power9 CPU in the node (Watts) |
| p1_temp_max | float | Maximum core temperature of the second Power9 CPU (Celsius) |
| p1_temp_mean | float | Mean core temperature of the second Power9 CPU (Celsius) |
| p1_temp_min | float | Minimum core temperature of the second Power9 CPU (Celsius) |
| ps0_input_power | float | AC input power consumption of the first node power supply (Watts) |
| ps1_input_power | float | AC input power consumption of the second node power supply (Watts) |
How to use it
You can load the dataset with the following lines of code.
from datasets import load_dataset
ds = load_dataset("MachaParfait/ClusterWise")
License/Terms of Use
This dataset is licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0) available at https://creativecommons.org/licenses/by/4.0/legalcode.
Data Version
1.0 (05/15/2025)
Intended use
The Clusterwise Dataset is intended to be used by the community to continue to improve open models. The data may be freely used to train models. However, for each dataset an user elects to use, the user is responsible for checking if the dataset license is fit for the intended purpose.