Adaptive content optimization
Systems and methods are described herein for adaptively transcoding media in a communications network such that computer processing resources are effectively utilized to deal with varying traffic patterns in the communications network. A computing device receives a request to transcode content and determines a first amount of tokens based on a number of CPU cores associated with the computing device, and a currently used amount of tokens. The computing device determines a second amount of tokens associated with transcoding the content and when the first amount of tokens is less than the second amount of tokens, the computing device bypasses transcoding for the content or adjusts a transcoding parameter to reduce a number of tokens associated with transcoding the content.
1. A computerized method of adaptively transcoding media in a communications network such that computer processing resources are effectively utilized to deal with varying traffic patterns in the communications network, the method comprising:
receiving, by a computing device, a request to transcode content for delivery from a content provider to an end user device;
determining, by the computing device, a number of CPU cores associated with the computing device based on at least one of a number of virtual machines and a number of containers provisioned to transcode the content;
determining, by the computing device, a first amount of tokens based on:
a pooled amount of tokens associated with the number of CPU cores associated with the computing device, and
a currently used amount of tokens, the currently used amount of tokens being associated with a number of other transcoding requests being processed by the computing device;
determining, by the computing device, a second amount of tokens associated with transcoding the content based on at least one of a size of the content, a type of the content, a resolution of the content, and a frame rate of the content; and
when the first amount of tokens is less than the second amount of tokens:
bypassing transcoding for the content, or
adjusting a transcoding parameter to reduce a number of tokens associated with transcoding the content, wherein the reduced number of tokens is less than the first amount of tokens.
2. The computerized method of claim 1 , further comprising adjusting, by the computing device, the pooled amount of tokens based on at least one of:
a level of CPU usage associated with the computing device; and
an amount of available channel bandwidth.
3. The computerized method of claim 1 , wherein the currently used amount of tokens ranges from zero tokens to the pooled amount of tokens.
4. The computerized method of claim 1 , wherein determining the first amount of tokens further comprises subtracting the currently used amount of tokens from the pooled amount of tokens.
5. The computerized method of claim 1 , further comprising transcoding the requested content when the first amount of tokens is greater than or equal to the second amount of tokens.
6. The computerized method of claim 1 , wherein the type of the content comprises at least one of image, audio, text, and video.
7. The computerized method of claim 1 , wherein adjusting the transcoding parameter comprises reducing an amount of transcoding applied to the content.
8. A computing system of adaptively transcoding media in a communications network such that computer processing resources are effectively utilized to deal with varying traffic patterns in the communications network, the computing system comprising:
a processor;
a memory coupled to the processor and including instructions that, when executed by the processor, cause the processor to:
receive a request to transcode content for delivery from a content provider to an end user device;
determine a number of CPU cores associated with the computing system based on at least one of a number of virtual machines and a number of containers provisioned to transcode the content;
determine a first amount of tokens based on:
a pooled amount of tokens associated with the number of CPU cores associated with the computing system, and
a currently used amount of tokens, the currently used amount of tokens being associated with a number of other transcoding requests being processed by the computing system; and
determine a second amount of tokens associated with transcoding the content based on at least one of a size of the content, a type of the content, a resolution of the content, and a frame rate of the content;
when the first amount of tokens is less than the second amount of tokens: bypass transcoding for the content, or adjust a transcoding parameter to reduce a number of tokens associated with transcoding the content, wherein the reduced number of tokens is less than the first amount of tokens.
9. The computing system of claim 8 , wherein the processor is further caused to adjust the pooled amount of tokens based on at least one of:
a level of CPU usage associated with the computing system; and
an amount of available channel bandwidth.
10. The computing system of claim 8 , wherein the currently used amount of tokens ranges from zero tokens to the pooled amount of tokens.
11. The computing system of claim 8 , wherein to determine the first amount of tokens, the processor is further caused to subtract the currently used amount of tokens from the pooled amount of tokens.
12. The computing system of claim 8 , wherein the processor is further caused to transcode the requested content when the first amount of tokens is greater than or equal to the second amount of tokens.
13. The computing system of claim 8 , wherein the type of the content comprises at least one of image, audio, text, and video.
14. The computing system of claim 8 , wherein to adjust the transcoding parameter the processor is further caused to determine an amount of transcoding applied to the content.
15. A non-transitory computer readable medium having executable instructions operable to cause an apparatus to:
receive a request to transcode content for delivery from a content provider to an end user device;
determine a number of CPU cores associated with a computing device based on at least one of a number of virtual machines and a number of containers provisioned to transcode the content;
determine a first amount of tokens based on:
a pooled amount of tokens associated with the number of CPU cores associated with the computing device, and
a currently used amount of tokens, the currently used amount of tokens being associated with a number of other transcoding requests being processed by the computing device; and
determine a second amount of tokens associated with transcoding the content based on at least one of a size of the content, a type of the content, a resolution of the content, and a frame rate of the content;
when the first amount of tokens is less than the second amount of tokens: bypass transcoding for the content, or adjust a transcoding parameter to reduce a number of tokens associated with transcoding the content, when the reduced number of tokens is less than the first amount of tokens.
16. The non-transitory computer readable medium of claim 15 , wherein the apparatus is further caused to adjust the pooled amount of tokens based on at least one of: a level of CPU usage associated with the computing device; and
an amount of available channel bandwidth.
17. The non-transitory computer readable medium of claim 15 , wherein the currently used amount of tokens ranges from zero tokens to the pooled amount of tokens.
18. The non-transitory computer readable medium of claim 15 , wherein to determine the first amount of tokens, the apparatus is further caused to subtract the currently used amount of tokens from the pooled amount of tokens.