Managing distributed system performance using accelerated data retrieval operations
A distributed system is adapted to manage the performance of distributed processes. In one aspect, multiple stripes associated with a data item are stored in a distributed storage. The stored stripes may include one or more stripes of redundancy information for the data item. The stored stripes may include one or more copies of stripes for the data item. A distributed process including at least one task is performed. During performance of the distributed process, a determination is made as to whether to perform an accelerated data retrieval operation. Responsive to a determination to perform an accelerated data retrieval operation, at more than the minimal number stripes information required to reconstruct the data item is requested from the distributed storage. After a sufficient subset of stripes associated with the data item is received, the data item is reconstructed using the subset.
1. A method for managing performance of a distributed process of a distributed storage system, the storage system comprising a plurality of stripes corresponding to a data item generated according to a coding scheme, wherein the coding scheme generates a number of stripes associated with the data item that is more than a minimum number of stripes needed to reconstruct the data item, and wherein the plurality of stripes are stored in a plurality of storage devices of the distributed storage system, the method comprising:
responsive to determining that a performance level associated with performing a first task is below a threshold:
for the first task, requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system; and
performing a second task, the second task being a replica of the primary task, comprising requesting at least the minimum number of stripes needed to reconstruct the data item from the distributed storage system; and
responsive to a determining that at least the minimum number of stripes required to reconstruct the data item has been received, reconstructing the data item.
2. The method of claim 1 , wherein performing the second task further comprises:
requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system.
3. The method of claim 1 , wherein:
the plurality of generated stripes includes a plurality of copies of at least one stripe; and
wherein requesting more than the minimum number of stripes needed to reconstruct the data item comprises for the first task comprises requesting at least two copies of at the least one stripe.
4. The method of claim 3 , wherein performing the second task further comprises:
requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system, and
requesting at least two copies of at the least one stripe.
5. The method of claim 1 , wherein:
the plurality of generated stripes includes redundancy information for the data item; and;
wherein reconstructing the data item for the first task is based on the redundancy information.
6. The method of claim 5 , wherein performing the second task further comprises:
requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system.
7. The method of claim 1 , wherein:
requesting more than the minimum number of stripes for the first task comprises requesting a first subset of data stripes; and
requesting at least the minimum number of stripes for the second task further comprises requesting a second subset of stripes; and
the first subset of stripes and the second subset of stripes comprise different stripes.
8. A non-transitory computer-readable storage medium storing processor-executable computer program instructions that, when executed, cause a computer processor to perform a method for managing performance of a distributed process of a distributed storage system, the storage system comprising a plurality of stripes corresponding to a data item generated according to a coding scheme, wherein the coding scheme generates a number of stripes associated with the data item that is more than a minimum number of stripes needed to reconstruct the data item, and wherein the plurality of stripes are stored in a plurality of storage devices of the distributed storage system, the method comprising:
responsive to determining that a performance level associated with performing a first task is below a threshold:
for the first task, requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system; and
performing a second task, the second task being a replica of the primary task, comprising requesting at least the minimum number of stripes needed to reconstruct the data item from the distributed storage system; and
responsive to a determining that at least the minimum number of stripes required to reconstruct the data item has been received, reconstructing the data item.
9. The medium of claim 8 , wherein performing the second task further comprises:
requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system.
10. The medium of claim 8 , wherein:
the plurality of generated stripes includes a plurality of copies of at least one stripe; and
wherein requesting more than the minimum number of stripes needed to reconstruct the data item comprises for the first task comprises requesting at least two copies of at the least one stripe.
11. The medium of claim 10 , wherein performing the second task further comprises:
requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system, and
requesting at least two copies of at the least one stripe.
12. The medium of claim 8 , wherein:
the plurality of generated stripes includes redundancy information for the data item; and;
wherein reconstructing the data item for the first task is based on the redundancy information.
13. The medium of claim 12 , wherein performing the second task further comprises:
requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system.
14. The medium of claim 8 , wherein:
requesting more than the minimum number of stripes for the first task comprises requesting a first subset of data stripes; and
requesting at least the minimum number of stripes for the second task further comprises requesting a second subset of stripes; and
the first subset of stripes and the second subset of stripes comprise different stripes.
15. A system comprising:
a processor; and
a non-transitory computer-readable storage medium storing processor-executable computer program instructions that, when executed, cause a computer processor to perform a method for managing performance of a distributed process of a distributed storage system, the storage system comprising a plurality of stripes corresponding to a data item generated according to a coding scheme, wherein the coding scheme generates a number of stripes associated with the data item that is more than a minimum number of stripes needed to reconstruct the data item, and wherein the plurality of stripes are stored in a plurality of storage devices of the distributed storage system, the method comprising:
responsive to determining that a performance level associated with performing a first task is below a threshold:
for the first task, requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system; and
performing a second task, the second task being a replica of the primary task, comprising requesting at least the minimum number of stripes needed to reconstruct the data item from the distributed storage system; and
responsive to a determining that at least the minimum number of stripes required to reconstruct the data item has been received, reconstructing the data item.
16. The system of claim 15 , wherein performing the second task further comprises:
requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system.
17. The system of claim 15 , wherein:
the plurality of generated stripes includes a plurality of copies of at least one stripe; and
wherein requesting more than the minimum number of stripes needed to reconstruct the data item comprises for the first task comprises requesting at least two copies of at the least one stripe.
18. The system of claim 17 , wherein performing the second task further comprises:
requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system, and
requesting at least two copies of at the least one stripe.
19. The system of claim 15 , wherein:
the plurality of generated stripes includes redundancy information for the data item; and;
wherein reconstructing the data item for the first task is based on the redundancy information.
20. The system of claim 19 , wherein performing the second task further comprises:
requesting more than the minimum number of stripes needed to reconstruct the data item from at least two of the plurality of storage devices of the distributed storage system.
21. The system of claim 15 , wherein:
requesting more than the minimum number of stripes for the first task comprises requesting a first subset of data stripes; and
requesting at least the minimum number of stripes for the second task further comprises requesting a second subset of stripes; and
the first subset of stripes and the second subset of stripes comprise different stripes.