RyanMarcus / nashdb

Economics-inspired end-to-end cloud database provisioning, replication, and fragmentation

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NashDB

This is the public implementation of NashDB, an economics-driven approach to cloud database fragmentation, replication, and provisioning. It is free software available under the AGPL-3.0 license. It implements many of the algorithms from the paper:

Ryan Marcus, Olga Papaemmanouil, Sofiya Semenova, and Solomon Garber. NashDB: An Economic Approach to Fragmentation, Replication and Provisioning for Elastic Databases 37th ACM Special Interest Group in Data Management 2018 (SIGMOD '18)

You can watch my presentation at SIGMOD here.

NashDB is available under the AGPL-3.0 license.

Usage

The primary entry point for the public-facing API is NashDB.java. Check out the examples and the JavaDoc comments in the NashDB class.

The NashDB class has a toJSON method that will automatically produce fragments, VM assignments, and a tuple value graph. The output looks like this:

{
  "graphData": [
    {
      "start": 0,
      "end": 1,
      "value": 15
    },
    {
      "start": 1,
      "end": 2,
      "value": 23
    },
    {
      "start": 2,
      "end": 3,
      "value": 29
    },
    {
      "start": 3,
      "end": 4,
      "value": 36
    },
    {
      "start": 4,
      "end": 5,
      "value": 44
    },
    {
      "start": 5,
      "end": 6,
      "value": 50
    },
    {
      "start": 6,
      "end": 7,
      "value": 54
    },
    {
      "start": 7,
      "end": 8,
      "value": 66
    },
    {
      "start": 8,
      "end": 9,
      "value": 71
    },
    {
      "start": 9,
      "end": 10,
      "value": 79
    },
    {
      "start": 10,
      "end": 11,
      "value": 81
    },
    {
      "start": 11,
      "end": 12,
      "value": 94
    },
    {
      "start": 12,
      "end": 13,
      "value": 100
    },
    {
      "start": 13,
      "end": 14,
      "value": 107
    },
    {
      "start": 14,
      "end": 15,
      "value": 118
    },
    {
      "start": 15,
      "end": 16,
      "value": 124
    },
    {
      "start": 16,
      "end": 17,
      "value": 127
    },
    {
      "start": 17,
      "end": 18,
      "value": 136
    },
    {
      "start": 18,
      "end": 19,
      "value": 143
    },
    {
      "start": 19,
      "end": 20,
      "value": 151
    },
    {
      "start": 20,
      "end": 21,
      "value": 159
    },
    {
      "start": 21,
      "end": 22,
      "value": 160
    },
    {
      "start": 22,
      "end": 23,
      "value": 169
    },
    {
      "start": 23,
      "end": 24,
      "value": 175
    },
    {
      "start": 24,
      "end": 25,
      "value": 181
    },
    {
      "start": 25,
      "end": 26,
      "value": 189
    },
    {
      "start": 26,
      "end": 27,
      "value": 197
    },
    {
      "start": 27,
      "end": 28,
      "value": 203
    },
    {
      "start": 28,
      "end": 29,
      "value": 207
    },
    {
      "start": 29,
      "end": 30,
      "value": 202
    },
    {
      "start": 30,
      "end": 31,
      "value": 213
    },
    {
      "start": 31,
      "end": 32,
      "value": 217
    },
    {
      "start": 32,
      "end": 33,
      "value": 215
    },
    {
      "start": 33,
      "end": 34,
      "value": 219
    },
    {
      "start": 34,
      "end": 35,
      "value": 222
    },
    {
      "start": 35,
      "end": 36,
      "value": 220
    },
    {
      "start": 36,
      "end": 37,
      "value": 224
    },
    {
      "start": 37,
      "end": 38,
      "value": 222
    },
    {
      "start": 38,
      "end": 39,
      "value": 227
    },
    {
      "start": 39,
      "end": 40,
      "value": 224
    },
    {
      "start": 40,
      "end": 41,
      "value": 226
    },
    {
      "start": 41,
      "end": 42,
      "value": 229
    },
    {
      "start": 42,
      "end": 43,
      "value": 228
    },
    {
      "start": 43,
      "end": 44,
      "value": 228
    },
    {
      "start": 44,
      "end": 45,
      "value": 231
    },
    {
      "start": 45,
      "end": 46,
      "value": 235
    },
    {
      "start": 46,
      "end": 47,
      "value": 235
    },
    {
      "start": 47,
      "end": 48,
      "value": 240
    },
    {
      "start": 48,
      "end": 49,
      "value": 241
    },
    {
      "start": 49,
      "end": 50,
      "value": 247
    },
    {
      "start": 50,
      "end": 51,
      "value": 244
    },
    {
      "start": 51,
      "end": 52,
      "value": 247
    },
    {
      "start": 52,
      "end": 53,
      "value": 247
    },
    {
      "start": 53,
      "end": 54,
      "value": 248
    },
    {
      "start": 54,
      "end": 55,
      "value": 246
    },
    {
      "start": 55,
      "end": 56,
      "value": 240
    },
    {
      "start": 56,
      "end": 57,
      "value": 238
    },
    {
      "start": 57,
      "end": 58,
      "value": 239
    },
    {
      "start": 58,
      "end": 59,
      "value": 239
    },
    {
      "start": 59,
      "end": 60,
      "value": 235
    },
    {
      "start": 60,
      "end": 61,
      "value": 236
    },
    {
      "start": 61,
      "end": 62,
      "value": 235
    },
    {
      "start": 62,
      "end": 63,
      "value": 234
    },
    {
      "start": 63,
      "end": 64,
      "value": 233
    },
    {
      "start": 64,
      "end": 65,
      "value": 228
    },
    {
      "start": 65,
      "end": 66,
      "value": 224
    },
    {
      "start": 66,
      "end": 67,
      "value": 223
    },
    {
      "start": 67,
      "end": 68,
      "value": 217
    },
    {
      "start": 68,
      "end": 69,
      "value": 214
    },
    {
      "start": 69,
      "end": 70,
      "value": 213
    },
    {
      "start": 70,
      "end": 71,
      "value": 211
    },
    {
      "start": 71,
      "end": 72,
      "value": 206
    },
    {
      "start": 72,
      "end": 73,
      "value": 200
    },
    {
      "start": 73,
      "end": 74,
      "value": 200
    },
    {
      "start": 74,
      "end": 75,
      "value": 197
    },
    {
      "start": 75,
      "end": 76,
      "value": 192
    },
    {
      "start": 76,
      "end": 77,
      "value": 189
    },
    {
      "start": 77,
      "end": 78,
      "value": 190
    },
    {
      "start": 78,
      "end": 79,
      "value": 187
    },
    {
      "start": 79,
      "end": 80,
      "value": 186
    },
    {
      "start": 80,
      "end": 81,
      "value": 179
    },
    {
      "start": 81,
      "end": 82,
      "value": 174
    },
    {
      "start": 82,
      "end": 83,
      "value": 162
    },
    {
      "start": 83,
      "end": 84,
      "value": 147
    },
    {
      "start": 84,
      "end": 85,
      "value": 142
    },
    {
      "start": 85,
      "end": 86,
      "value": 135
    },
    {
      "start": 86,
      "end": 87,
      "value": 129
    },
    {
      "start": 87,
      "end": 88,
      "value": 117
    },
    {
      "start": 88,
      "end": 89,
      "value": 111
    },
    {
      "start": 89,
      "end": 90,
      "value": 103
    },
    {
      "start": 90,
      "end": 91,
      "value": 94
    },
    {
      "start": 91,
      "end": 92,
      "value": 88
    },
    {
      "start": 92,
      "end": 93,
      "value": 73
    },
    {
      "start": 93,
      "end": 94,
      "value": 68
    },
    {
      "start": 94,
      "end": 95,
      "value": 55
    },
    {
      "start": 95,
      "end": 96,
      "value": 39
    },
    {
      "start": 96,
      "end": 97,
      "value": 32
    },
    {
      "start": 97,
      "end": 98,
      "value": 18
    },
    {
      "start": 98,
      "end": 99,
      "value": 7
    }
  ],
  "fragments": [
    {
      "start": 0,
      "end": 12
    },
    {
      "start": 12,
      "end": 24
    },
    {
      "start": 24,
      "end": 82
    },
    {
      "start": 82,
      "end": 92
    },
    {
      "start": 92,
      "end": 100
    }
  ],
  "vms": [
    {
      "fragments": [
        4,
        1,
        3,
        0,
        2
      ]
    },
    {
      "fragments": [
        0,
        4,
        3,
        1,
        2
      ]
    },
    {
      "fragments": [
        1,
        0,
        2,
        3,
        4
      ]
    },
    {
      "fragments": [
        1,
        2,
        0,
        3,
        4
      ]
    },
    {
      "fragments": [
        2,
        0,
        3,
        1,
        4
      ]
    },
    {
      "fragments": [
        4,
        0,
        2,
        1,
        3
      ]
    }
  ]
}

Acknowledgments

This research was funded by NSF IIS 1253196

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Economics-inspired end-to-end cloud database provisioning, replication, and fragmentation

License:GNU Affero General Public License v3.0


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Language:Java 100.0%