Highly scalable fine grained rate limiting
View Patent ↗Techniques of the present disclosure provide an embodiment of a multistage filter (MSF) that takes a rate limiting parameter. The entries of the MSF are updated upon each access. Each update may cause a different breakdown of entries in the MSF and the entries can be dynamically set to reduce collisions and their impact. In some embodiments, the MSF is: configured based on the rate limiting parameter, used to dynamically monitor network traffic and changing assignments, and adjustable in size. In some embodiments, hashing is performed on a per-row basis and seeding initializes entries of the buckets to entries that are the same within a given row and different within a given column.
1. A method of managing network traffic, comprising:
initializing a rate limiting multistage filter, the initialization being based at least in part on a configuration parameter, wherein the rate limiting multistage filter includes a plurality of entry look-up stages;
receiving a request from a client to access a resource;
determining an entity identifier based at least in part on the received request;
accessing the rate limiting multistage filter to locate an entry that meets a rate limiting criteria including by:
performing a first stage look-up operation using the entity identifier to locate an entry in the rate limiting multistage filter having a value that at least meets a threshold; and
in response to an entry not being found in the first stage, performing a second stage look-up operation using the entity identifier to locate an entry in the rate limiting multistage filter having a value that at least meets the threshold;
in response to locating an entry that meets the rate limiting criteria, permitting the client to proceed with the request; and
in response to not locating an entry that meets the rate limiting criteria, performing a rate limiting operation to manage network performance.
2. The method of claim 1 , further comprising, in response to locating an entry that meets the rate limiting criteria, updating the rate limiting multistage filter.
3. The method of claim 1 , further comprising, in response to locating an entry that meets the rate limiting criteria, decreasing the value of the located entry of the rate limiting multistage filter by a size of the requested resource.
4. The method of claim 1 , further comprising, in response to locating an entry that meets the rate limiting criteria, decrementing the value of the located entry of the rate limiting multistage filter.
5. The method of claim 1 , wherein the rate limiting operation includes at least one of: dropping a connection between the client and the resource, logging an event corresponding to meeting the rate limiting criteria, and changing a rate of data transfer of a connection between the client and the resource.
6. The method of claim 1 , wherein the rate limiting multistage filter includes a hash table.
7. The method of claim 1 , wherein:
the rate limiting multistage filter includes a hash table; and
a row of the hash table corresponds to a hash function different from a hash function corresponding to a different row of the hash table.
8. The method of claim 1 , wherein:
the rate limiting multistage filter includes a hash table; and
a sum of values in a column of the hash table corresponds to the configuration parameter, the configuration parameter defining a limit on rate of access of the resource by the client.
9. The method of claim 1 , wherein:
the rate limiting multistage filter includes a hash table; and
within a column, a value of a row is different from a value of another row.
10. The method of claim 1 , wherein:
the rate limiting multistage filter includes a hash table; and
values within a row are the same.
11. The method of claim 1 , wherein:
the rate limiting multistage filter includes a hash table; and
the accessing the rate limiting multistage filter includes:
performing a first hash function corresponding to a first location in the rate limiting multistage filter, and
in response to a value at a first location not meeting a threshold, performing a second hash function corresponding to a second location in the rate limiting multistage filter.
12. The method of claim 1 , wherein entries in the rate limiting multistage filter correspond to tokens, each entry containing at least one token, and the at least one token permitting access to the requested resource.
13. The method of claim 1 , wherein entries in the rate limiting multistage filter correspond to bandwidth, the entry meeting the rate limiting criteria corresponding to a bandwidth that exceeds a threshold.
14. The method of claim 1 , further comprising:
receiving one or more requests from another client to access at least one of: the resource and additional resources; and
processing the one or more requests by accessing the rate limiting multistage filter.
15. The method of claim 1 , further comprising, in response to a determination that a number of performed rate limiting operations meets or exceeds a threshold, resizing the rate limiting multistage filter.
16. The method of claim 1 , further comprising, in response to a determination that a number of performed rate limiting operations meets or exceeds a threshold, adding at least one row to the rate limiting multistage filter.
17. The method of claim 1 , further comprising, in response to a determination that a number of performed rate limiting operations meets or is below a threshold within a predefined length of time, downsizing the rate limiting multistage filter.
18. The method of claim 1 , wherein lists of client identities and resource identities are not required for performing the rate limiting operation.
19. The method of claim 1 , further comprising re-initializing the rate limiting multistage filter with at least one entry different from an entry with which the rate limiting multistage filter was initialized.
20. The method of claim 1 , further comprising re-initializing the rate limiting multistage filter with at least one hash function different from a hash function with which the rate limiting multistage filter was initialized.
21. The method of claim 1 , wherein a size of the rate limiting multistage filter dynamically changes based at least in part on network traffic.
22. A system, comprising:
a processor configured to:
initialize a rate limiting multistage filter, the initialization being based at least in part on a configuration parameter, wherein the rate limiting multistage filter includes a hash table with a plurality of entries;
receive a request from a client to access a resource;
determine an entity identifier based at least in part on the received request;
access the rate limiting multistage filter to locate an entry that meets a rate limiting criteria including by hashing an entity identifier to at least one location in the rate limiting multistage filter, wherein an entry is located in response to a value at the at least one location meeting a threshold;
in response to locating an entry that meets the rate limiting criteria, permit the client to proceed with the request; and
in response to not locating an entry that meets the rate limiting criteria, perform a rate limiting operation to manage network performance; and
a memory coupled to the processor and configured to provide the processor with instructions.
23. A computer program product, the computer program product being embodied in a non-transitory computer readable storage medium and comprising computer instructions for:
initializing a rate limiting multistage filter, the initialization being based at least in part on a configuration parameter, wherein the rate limiting multistage filter includes a plurality of entry look-up stages;
receiving a request from a client to access a resource;
determining an entity identifier based at least in part on the received request;
accessing the rate limiting multistage filter to locate an entry that meets a rate limiting criteria including by:
performing a first stage look-up operation using the entity identifier to locate an entry in the rate limiting multistage filter having a value that at least meets a threshold; and
in response to an entry not being found in the first stage, performing a second stage look-up operation using the entity identifier to locate an entry in the rate limiting multistage filter having a value that at least meets the threshold;
in response to locating an entry that meets the rate limiting criteria, permitting the client to proceed with the request; and
in response to not locating an entry that meets the rate limiting criteria, performing a rate limiting operation to manage network performance.
24. The method of claim 11 , further comprising:
determining that an entry is not located in response to performing a respective hash function for each row of the rate liming multistage filter without finding an entry with a value meeting the threshold.