wiki:VolunteerDataArchival

Version 4 (modified by davea, 6 years ago) (diff)

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Volunteer data archival

Volunteer data archival means using disk space on volunteered home computers to store large data files. This document describes the design of a VDAB, a system to provide volunteer data archival on BOINC. The goals of VDAB include:

  • Storing large (e.g. petabyte) files. Files may be thousands of times larger than the amount of space available on individual computers.
  • Store files are long periods.
  • Be able to reduce the probability of data loss to arbitrarily small levels.

Properties of the volunteer host population include:

  • A host may be sporadically available because it is turned off, or because the user has suspended network activity. Unavailable periods may range from minutes to several days.
  • The upload and download speeds of hosts vary widely, and can be fairly low (e.g. 1 Mbps) in some cases.
  • The amount of disk space available to a project on a given host may fluctuate over time, because of the user's own disk usage or disk usage by other BOINC projects to which the host is attached.
  • The population is dynamic: hosts are constantly arriving and leaving. The mean lifetime of a host may be fairly small (on the order of 100 days).
  • Many hosts are behind firewalls. We assume that all communication is initiated by the BOINC client, and involves HTTP requests to trusted project servers. We don't consider direct client-to-client communication.

Modeling recovery

Recovering from the failure of a host, using techniques like replication, involves uploading data from a 2nd host, then downloading it to a 3rd host. Each of these steps may take days. Thus, for volunteer storage the ratio

average time to failure / average time to recover

may be fairly small (like 100). In other distributed storage systems (such as RAIDs) this ratio may be on the order of 100,000. Thus, these systems can modeled as a sequence of individual failures and recoveries.

Volunteer data archival, on the other hand, must be modeled as process in which multiple recoveries may be in progress at the same time, and new failures may occur during these recoveries.

The need for server storage

Initially a file is stored in its entirety on the server. It is downloaded to volunteer hosts. Eventually it is retrieved, i.e. uploaded to the server again, and perhaps deleted from volunteer hosts.

However, server storage must be used even while the file is being stored on volunteer hosts. This is because the mechanisms to handle host failures (see below) involve uploading parts of the file to the server, then downloading them to other hosts.

One of the goals of VDAB is to minimize the average amount of server storage required to maintain reliability.

Increasing reliability

There are two basic techniques for achieving reliable storage using unreliable resources:

Replication

With this technique, a file is divided into N chunks, and each chunk is stored on M hosts. If a replica is lost, and there another replica, that replica is uploaded to the server, then downloaded to another host. By increasing M, reliability can be made arbitrarily high.

Replication has advantages:

  • Recovery from a failure is fast, since only one upload and download is done. This minimizes the chances of another failure occurring during recovery.
  • By making N large, the server storage needed for a recovery can be made arbitrarily small.

and disadvantages:

  • It has an extremely high space overhead, since M in general must be made large to provide reliability.
  • Even if individual chunks are made reliabile, the failure rate for the file as a whole increases exponentially with N

Coding

With Reed-Solomon coding, a file is divided into N 'packets', and an additional K checksum packets are generated. The original data can be reconstructed from any N of these N+K packets.

Coding has advantages:

  • It can provide high reliability without high space overhead. For example, if N=40 and K=20, we can tolerate 20 simultaneous host failures with a space overhead of only 50%; with replication the overhead would be 2000%.

and disadvantages:

  • Regenerating a chunk requires reassembling the entire file on the server, defeating the purpose of distributed storage.

Hybrid reliability mechanisms

Because of the above disadvantages, neither replication nor coding alone is sufficient for volunteer data archival. However, we can combine them in various ways that reduce the disadvantages.

Multi-level coding

Coding plus replication

The VDAB simulator