TNN | TNN: developed by Tencent Youtu Lab and Guangying Lab, a uniform deep learning inference framework f | Machine Learning library
kandi X-RAY | TNN Summary
kandi X-RAY | TNN Summary
TNN: A high-performance, lightweight neural network inference framework open sourced by Tencent Youtu Lab. It also has many outstanding advantages such as cross-platform, high performance, model compression, and code tailoring. The TNN framework further strengthens the support and performance optimization of mobile devices on the basis of the original Rapidnet and ncnn frameworks. At the same time, it refers to the high performance and good scalability characteristics of the industry's mainstream open source frameworks, and expands the support for X86 and NV GPUs. On the mobile phone, TNN has been used by many applications such as mobile QQ, weishi, and Pitu. As a basic acceleration framework for Tencent Cloud AI, TNN has provided acceleration support for the implementation of many businesses. Everyone is welcome to participate in the collaborative construction to promote the further improvement of the TNN inference framework.
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Currently covering the most popular Java, JavaScript and Python libraries. See a Sample of TNN
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Community Discussions
Trending Discussions on TNN
QUESTION
Good afternoon ,
Assume we have the following matrix :
...ANSWER
Answered 2021-Jun-03 at 15:20outer
expects a binary function. I’m assuming this was a typo in your code.outer
treats the function passed to it as vectorised. Your function isn’t (becauseintersection
isn’t). But you can vectorise it usingmapply
:
QUESTION
I tried to make a copy of a neural network in pytorch and subsequently train the copied network, but training does not seem to change the weights in the network after copying. This post suggests that deepcopy
is a convenient way to make a copy of a neural network, so I tried using that in my code.
The code below works just fine and shows that the weights and accuracy of the network are different after training from before training. However, when I toggle so that network_cp=deepcopy(network)
and optimizer_cp=deepcopy(optimizer)
, the accuracy and weights before and after training are exactly the same.
ANSWER
Answered 2020-Dec-15 at 06:35After optimizer_cp = deepcopy(optimizer)
, the optimizer_cp
still wants to optimize the old model's parameters (as defined by optimizer = optim.SGD(network.parameters(), lr=learning_rate, momentum=momentum)
).
After deep copying the model, the optimizer needs to be told to optimize this new model's parameters:
optimizer_cp = optim.SGD(network_cp.parameters(), lr=learning_rate, momentum=momentum)
QUESTION
I'm relatively inexperienced in C++, and am trying to compile a library to DLL for use in Unity. As far as generating the DLL and interfacing with it, I've had success in getting my below function to call and return a dummy value in Unity, no worries.
Where I'm struggling is working out how to interface with this Approximate Nearest Neighbour library, and could use some pointers. (This may be a hard problem to define without downloading the above-linked source and having a look yourself, but I will attempt to make it simple)
In Unity, I have a three-dimensional array (points[] = float[x,y,z]), and a query point in space (float[x,y,z]). I wish to feed this data into something like the below function (which I have modified from the ann_sample.cpp - original linked at the bottom), and return the nearest neighbour to this point.
My function
...ANSWER
Answered 2020-Oct-07 at 05:46Update:
Writing this all out was evidently the push I needed in the right direction! In case it's relevant for anyone in the future, the manner through which I interfaced with it was fairly straightforward.
I passed a few 2D arrays into the C++ plugin, which I then converted into ANNpointArrays. Given it's C++, I needed to first instantiate the arrays of the appropriate size, then populate as the below:
QUESTION
I have uploaded an image from the user gallery to Firebase storage and got the following URL -
which when opening at google chrome is a valid image URL.
The thing is that when I am trying to sent it to the Firebase server at the following method is does not work with my URL from firebase -
...ANSWER
Answered 2019-Sep-23 at 21:51For me it seems that the Admin SDK is not capable for sending images.
There is no image
property in the payload. Only body
& title
:
https://firebase.google.com/docs/reference/admin/node/admin.messaging.Notification
Possible solution: Try invoking the HTTP API for FCM instead of calling the sendToDevices
function.
QUESTION
I am using google's AutoValue to generate some configs, but before generating the configs, I would like to make sure that the entries are sanitized and default values are added to the list.
The AutoValue part looks like:
...ANSWER
Answered 2019-Sep-21 at 06:47You could pass a Consumer that accepts a list of strings and calls the builder methods, e.g.:
Create the consumer and pass it to the normalize
method:
QUESTION
I have a text file that appears tab-delimited but some of the lines have two tabs between columns. When I read into R everything looks great until I hit one of these lines and then breaks down.
My guess is that I need something to say that if one tab follows another tab the second one should be ignored.
I've tried using read.table with and without a sep="\t" as well as read_table.
...ANSWER
Answered 2019-May-13 at 17:17As long as there is no whitespace within fields then I think you made some other error since just omitting sep
is sufficient. For example:
QUESTION
I have a .txt file with 3 columns: word position, word and tag (NN, VB, JJ, etc.).
Example of txt file:
...ANSWER
Answered 2018-Oct-05 at 08:06You need to have a separate collections.Counter
for each word. This code uses defaultdict
to create a dictionary of counters, without checking every word to see if it is known.
QUESTION
I have a very large dataset that I need to reshape from wide to long.
Here is a demo of my datset which contains all the situation:
...ANSWER
Answered 2018-Sep-13 at 10:03QUESTION
I apologize in advance, my question header may not accurately describes what I am trying to do. I think what I need to create is a loop, but I will give a give more detail. I have two data frames
df1
...ANSWER
Answered 2018-Jul-10 at 20:12using
QUESTION
Hello dear Programmers,
I want to find certain words within List Items. My Input looks like this:
...ANSWER
Answered 2018-Jul-02 at 16:06This should do it:
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Install TNN
Convert the trained model into a TNN model. We provide a wealth of tools to help you complete this step, whether you are using Tensorflow, Pytorch, or Caffe, you can easily complete the conversion. Detailed hands-on tutorials can be found here How to Create a TNN Model.
When you have finished converting the model, the second step is to compile the TNN engine of the target platform. You can choose among different acceleration solutions such as ARM/OpenCL/Metal/NPU/X86/CUDA according to the hardware support. For these platforms, TNN provides convenient one-click scripts to compile. For detailed steps, please refer to How to Compile TNN.
The final step is to use the compiled TNN engine for inference. You can make program calls to TNN inside your application. We provide a rich and detailed demo as a reference to help you complete. Run an iOS Demo Run an Android Demo Run an Linux/Windows Demo
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