├── README.md
├── preemption
    ├── 4-node
    │   └── aws-08-03-2023
    │   │   ├── us-east-1f_v100_1.json
    │   │   ├── us-east-2a_v100_1.json
    │   │   └── us-west-2c_v100_1.json
    └── 1-node
    │   └── gcp-04-30-2023
    │       ├── us-central1-a_c3-88.json
    │       ├── us-central1-b_c3-88.json
    │       └── us-central1-c_c3-88.json
└── availability
    ├── 16-node
        └── aws-08-27-2023
        │   ├── us-east-2b_v100_1.json
        │   ├── us-west-2c_v100_1.json
        │   └── us-west-2a_v100_1.json
    └── 1-node
        └── aws-10-26-2022
            ├── us-west-2a_k80_1.json
            ├── us-west-2a_k80_8.json
            ├── us-west-2a_v100_1.json
            ├── us-west-2a_v100_8.json
            ├── us-west-2b_k80_1.json
            ├── us-west-2b_k80_8.json
            ├── us-west-2b_v100_1.json
            └── us-west-2b_v100_8.json


/README.md:
--------------------------------------------------------------------------------
  1 | # Spot Traces
  2 | 
  3 | This repository contains spot availability and preemption traces collected from the cloud providers and the scripts to collect and process the traces. 
  4 | 
  5 | The data was used in paper *Can't Be Late: Optimizing Spot Instance Savings under Deadlines* (NSDI 24). The policy in the paper is prototyped on [SkyPilot](https://github.com/skypilot-org/skypilot).
  6 | 
  7 | 
  8 | ## Data Description
  9 | 
 10 | We collected the spot instance availability and preemption traces by directly pinging the cloud providers. The traces contain the following information:
 11 | 
 12 | ```jsonc
 13 | {
 14 |   "metadata": {
 15 |     // The interval seconds between two consecutive data points
 16 |     "gap_seconds": 300,
 17 |   },
 18 |   // A trace of spot instance availability or preemption, where each data point
 19 |   // is the number of available instances at a specific tick.
 20 |   "data": []
 21 | }
 22 | ```
 23 | ## Availability Traces
 24 | 
 25 | ### Single Node
 26 | #### 2-week availability trace for V100/K80 on AWS
 27 | 
 28 | The 2-week (13 days) availability trace started on 10/26/2022 for K80 and V100 GPUs.
 29 | 
 30 | * Start date: 10/26/2022
 31 | * Instance types: `p3.2xlarge`/`p3.16xlarge` (1/8 V100), `p2.2xlarge`/`p2.16xlarge` (1/8 K80)
 32 | * Availability zones: `us-west-2a` and `us-west-2b`
 33 | * Data path: [availability/1-node/aws-10-26-2022](availability/1-node/aws-10-26-2022).
 34 | 
 35 | #### 2-month availability trace for V100 on AWS
 36 | 
 37 | The 2-month (45 days) availability trace started on 02/15/2023 for V100 GPUs.
 38 | 
 39 | * Start date: 02/15/2023
 40 | * Instance types: `p3.2xlarge` (1 V100)
 41 | * Availability zones: all 9 regions in `us-east-1`, `us-east-2`, and `us-west-2`
 42 | * Data path: [availability/1-node/aws-02-15-2023](availability/1-node/aws-02-15-2023).
 43 | 
 44 | ###  Multi-node
 45 | 
 46 | #### 2-week availability trace for 16-node for V100 on AWS
 47 | 
 48 | The 2-week (11/16 days) availability trace started on 08/27/2023 for V100 GPUs with multi-node.
 49 | 
 50 | * Start date: 08/27/2023
 51 | * Instance types: `p3.2xlarge` (1 V100)
 52 | * Availability zones: `us-east-2b`, `us-west-2a`, and `us-west-2c`
 53 | * Data path: [availability/16-node/aws-08-27-2023](availability/16-node/aws-08-27-2023).
 54 | 
 55 | 
 56 | ## Preemption Traces
 57 | 
 58 | ### Single Node
 59 | 
 60 | #### 1-week preemption trace for V100 on AWS
 61 | 
 62 | The 1-week (7 days) preemption trace started on 04/22/2023 for V100 GPUs on AWS.
 63 | This trace is used for ML workloads.
 64 | 
 65 | * Start date: 04/22/2023
 66 | * Instance types: `p3.2xlarge` (1 V100)
 67 | * Availability zones: `us-east-1c`, `us-east-1f`, `us-west-2b`, and `us-west-2c`
 68 | * Data path: [preemption/1-node/aws-04-22-2023](preemption/1-node/aws-04-22-2023).
 69 | 
 70 | #### 2-day preemption trace for Intel CPU on GCP
 71 | 
 72 | The 2-day preemption trace started on 04/30/2023 for Intel CPUs on GCP.
 73 | 
 74 | This trace is used for Bioinformatics workloads.
 75 | 
 76 | * Start date: 04/30/2023
 77 | * Instance types: `c3-highcpu-88` (88 vCPUs)
 78 | * Availability zones: `us-central1-a`, `us-central1-b`, `us-central1-c`, and `us-east1-b`
 79 | * Data path: [preemption/1-node/gcp-04-30-2023](preemption/1-node/gcp-04-30-2023).
 80 | 
 81 | #### 1-week preemption trace for Intel CPU on AWS
 82 | 
 83 | The 1-week (7 days) preemption trace started on 05/01/2023 for Intel CPUs on AWS.
 84 | 
 85 | This trace is used for Data Analytics workloads.
 86 | 
 87 | * Start date: 05/01/2023
 88 | * Instance types: `r5.16xlarge` (64 vCPUs)
 89 | * Availability zones: `us-east-1b`, `us-east-1c`, and `us-east-1d`
 90 | * Data path: [preemption/1-node/aws-04-19-2023](preemption/1-node/aws-04-19-2023).
 91 | 
 92 | 
 93 | ### Multi-node
 94 | #### 2-week preemption trace for 4-node for V100 on AWS
 95 | 
 96 | The 2-week (13 days) preemption trace started on 08/03/2023 for V100 GPUs on AWS.
 97 | 
 98 | * Start date: 08/03/2023
 99 | * Instance types: `p3.2xlarge` (1 V100)
100 | * Availability zones: `us-east-1f`, `us-east-2a`, and `us-west-2c`
101 | * Data path: [preemption/4-node/aws-08-03-2023](preemption/4-node/aws-08-03-2023).
102 | 
103 | ## Citation
104 | 
105 | ```
106 | @inproceedings{wu2024skyspot,
107 |   title={Can't Be Late: Optimizing Spot Instance Savings under Deadlines},
108 |   author={Wu, Zhanghao and Chiang, Wei-Lin and Mao, Ziming and Yang, Zongheng and Friedman, Eric and Shenker, Scott and Stoica, Ion}
109 |   booktitle = {21th USENIX Symposium on Networked Systems Design and Implementation (NSDI 24)},
110 |   year = {2024}
111 | }
112 | ```
113 | 


--------------------------------------------------------------------------------
/preemption/4-node/aws-08-03-2023/us-east-1f_v100_1.json:
--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
/availability/16-node/aws-08-27-2023/us-east-2b_v100_1.json:
--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
/preemption/1-node/gcp-04-30-2023/us-central1-a_c3-88.json:
--------------------------------------------------------------------------------
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