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, the method comprising:
initializing a rate limiting multistage filter, the initialization being based at least in part on a configuration parameter such that a value of a row is different from a value of another row s within the same column, 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; 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, at least one of:
decreasing a value of the located entry of the rate limiting multistage filter by a size of the requested resource, and
decrementing a value of the located entry of the rate limiting multistage filter.
4. 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.
5. 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.
6. 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.
7. The method of claim 1 , wherein:
the rate limiting multistage filter includes a hash table; and
at least one of: within a column, a value of a row is different from a value of another row, and values within a row are the same.
8. The method of claim 1 , wherein:
the rate limiting multistage filter includes a hash table; and
the accessing the rate limiting multistage filter includes hashing an entity identifier to at least one location in the rate limiting multistage filter, the entity identifier corresponding to the client, the resource, or both.
9. 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.
10. 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.
11. 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.
12. 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.
13. 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.
14. 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.
15. The method of claim 1 , wherein lists of client identities and resource identities are not s required for performing the rate limiting operation.
16. 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.
17. The method of claim 1 , further comprising re-initializing the rate limiting multistage io filter with at least one hash function different from a hash function with which the rate limiting multistage filter was initialized.
18. The method of claim 1 , wherein a size of the rate limiting multistage filter dynamically changes based at least in part on network traffic.
19. A system of managing network traffic, the system comprising:
a processor configured to:
initialize a rate limiting multistage filter, the initialization being based at least in part on a configuration parameter such that a value of a row is different from a value of another row within the same column, wherein the rate limiting multistage filter includes a plurality of entry look-up stages;
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; 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.
20. 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 such that a value of a row is different from a value of another row within the same column, 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; and
in response to not locating an entry that meets the rate limiting criteria, performing a rate limiting operation to manage network performance.