2021年2月19日 · Literally, non iid should be the opposite of iid in either way, independent or identical. So for example, if a coin is flipped, let X is the random variable of event that result is tail, Y is the random variable of event the result is head, then X and Y are definitely dependent.

2020年4月24日 · Evenly distributing the number of examples, we can still get non-iid distribution such as [(35, 35), (10, 60), (50, 20), (45, 25)]. The McMahan 2016 paper takes a similar approach, but takes a problem with 10 classes and gives most clients only two classes (the exact method is on Page 5 of the paper).

2021年2月4日 · I work with TFF 0.12.0, with the same architecture of ResNet50, I execute an example of IID dataset, and an example with non-IID dataset, but I find that accuracy of non-IID dataset is better (high) than accuracy of IID dataset especially in the first rounds.

Label non-IID. Yes, tff.simulation.datasets.build_single_label_dataset is intended for this purpose. It takes a tf.data.Dataset and essentially filters out all examples that don't match desired_label values for the label_key (assuming the dataset yields dict like structures).

2020年4月15日 · I create a Non-IID data set where I divide 60000 examples(10 classes and every class has 6000 examples) to 200 fragments, and every fragment has 300 examples. There are 100 clients and I allocate 2 fragments randomly to every client. This is the situation of some clients. the situation of some clients. I use this data set to train my TFF model.

2021年2月19日 · In this case, I implement the non-IID dataset by assigning (1) each class dataset to different 6 workers, (2) two classes to 3 different workers, and (3) three classes to 2 different workers. When I run the FL process, the validation accuracy for scenario (3) > (2) > (1).

2014年11月14日 · Non-Conformable Arrays when Doing Matrix Multiplication in R. 0. R: non-conformable arguments. 1 "non ...

2022年11月7日 · The core issue here is that the interface (IID) and class (CLSID) IDs are declared, but not defined. The compiler happily proceeds, delegating the ID lookup to the linker. The compiler happily proceeds, delegating the ID lookup to the linker.

2015年1月21日 · I tried various solutions found here and there in the internet but what finally worked, was the explicit definition of the use of non 32 bit version of the library. For doing so in visual studio, I had to tick and then untick the box "Prefer 32-bit" in the build section of the project configuration, which added <Prefer32Bit>false</Prefer32Bit ...

2019年4月10日 · I wanted to know what these IID's mean. Therefore I wrote a tool which parses all header files in the Windows SDK and extracts all interfaces with their full name and IID. I ran this over the Windows 11 SDK and it finds 9300 Windows RT interfaces. I can even run it over all Windows COM interfaces and it finds 25600 interfaces.