TCN | Sequence modeling benchmarks and temporal convolutional | Machine Learning library
kandi X-RAY | TCN Summary
kandi X-RAY | TCN Summary
This repository contains the experiments done in the work An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling by Shaojie Bai, J. Zico Kolter and Vladlen Koltun. We specifically target a comprehensive set of tasks that have been repeatedly used to compare the effectiveness of different recurrent networks, and evaluate a simple, generic but powerful (purely) convolutional network on the recurrent nets' home turf.
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Top functions reviewed by kandi - BETA
- Load training data
- Batch data
- Tokenize a file
- Tokenize a text file
- Construct a tensor from a string
- Save model to file
TCN Key Features
TCN Examples and Code Snippets
.
├── __init__.py
├── adding_problem
│ ├── __init__.py
│ ├── data.py
│ ├── model.py
│ ├── run_adding.py
│ └── README.md
├── clustering
│ ├── cluster.py
│ ├── clusters
│ │ └── ...
│ └── README.md
├── electricity
│ ├── __init__.py
mysql> select * from CENKeys;
+----------------------------------+------------------------------------------------------------------+------------+
| cenKey | reportID
[root@d5 backend]# go test -run TestBackendSimple
CENReportJSON Sample: {"reportID":"1","report":"c2V2ZXJlIGZldmVyLGNvdWdoaW5nLGhhcmQgdG8gYnJlYXRoZQ==","cenKeys":"79c256d12f5cad1af81e3658c0416e4e,4c29aa2b332199c82c825887ba179e27"}
CENKey 0: 79c256d12
Community Discussions
Trending Discussions on TCN
QUESTION
Here is request body of HttpContext
:
ANSWER
Answered 2022-Jan-09 at 12:08In case of not using request stream, I think because the content type of request is form-data
you can use Form
function on request like this:
QUESTION
We are facing weird issue while making a Cross domain API call from from UI code base where one way of Ajax request (vanilla JS) works however another doesn't (jQuery). Any pointer will help.
Cross Domain Success call
...ANSWER
Answered 2021-Dec-30 at 13:57For the one sent via XHR, you're only setting the content type of the response:
QUESTION
I am assessing the impact of hotspot single nucleotide polymorphism (SNPs) from a next generation sequencing (NGS) experiment on the protein sequence of a virus. I have the reference DNA sequence and a list of hotspots. I need to first figure out the reading frame of where these hotspots are seen. To do this, I generated a DNAStringSetList
with all human codons and want to use a vmatchpattern
or matchpattern
from the Biostrings
package to figure out where the hotspots land in the codon reading frame.
I often struggle with lapply
and other apply
functions, so I tend to utilize for
loops instead. I am trying to improve in this area, so welcome a apply
solution should one be available.
Here is the code for the list of codons:
...ANSWER
Answered 2021-Oct-12 at 22:59For the current code, change the way the codons
is formed. Currently the output of codons
looks like this:
QUESTION
The database is darts and the code is GitHub- https://unit8co.github.io/darts/examples/06-TCN-examples.html Every example here is used on pychar with the following errors My environment is created by CONDA, and the virtual environment is Python 3.8
Error message
...ANSWER
Answered 2021-Apr-21 at 08:16Go to the file
...\site-packages\darts\utils\torch.py
in your systemFind the line
MAX_TORCH_SEED_VALUE = (1 << 63) - 1
which should be around line 17Change it to
MAX_TORCH_SEED_VALUE = (1 << 31) - 1
so that it fits into 32 bit int.
After saving this change, code should run fine.
(credit: https://github.com/unit8co/darts/issues/235#issue-737158114)
QUESTION
Suppose I have this query:
...ANSWER
Answered 2021-Mar-26 at 12:22If I understand correctly, you want count(distinct)
:
QUESTION
I'm working on a TensorFlow model to be deployed on an embedded system. For this purpose, I need to quantize the model to int8. The model is composed of three distinct models:
- CNN as a feature extractor
- TCN for temporal prediction
- FC/Dense as last classfier.
I implemented the TCN starting from this post with some modifications. In essence, the TCN is just a set of 1D convolutions (with some 0-padding) plus an add operation.
...ANSWER
Answered 2021-Mar-25 at 15:45As suggested by @JaesungChung, the problem seems to be solved using tf-nightly (I tested on 2.5.0-dev20210325).
It's possible to obtain the same effect in 2.4.0 using a workaround and transforming the Conv1D into Conv2D with a width of 1 and using a flat kernel (1, kernel_size).
QUESTION
The error: TF Lite converter throws an untraced function warning when trying to convert a temporal CNN (built using the widely used Keras TCN library: https://github.com/philipperemy/keras-tcn ), and throws in model parsing error when trying to do post-training quantization
1. System information- OS Platform and Distribution (e.g., Linux Ubuntu 16.04): Ubuntu 18.04
- TensorFlow installation (pip package or built from source): Pip (python 3.8.8)
- TensorFlow library (version, if pip package or github SHA, if built from source): 2.3.0 (TF Base), 2.4.0 (TF-GPU)
Part 1, converting pretrained TF model to TF Lite Model:
...ANSWER
Answered 2021-Mar-22 at 14:40I had a similar issue. I found a workaround by implementing the TCN without using custom layers (it's basically just padding and Conv1D) to get rid of the untraced function issue.
For the quantization, it seems that there might be an issue with the current version of TF (2.4.0). Again, a workaround is to change the Conv1D with Conv2D with a kernel size of (1,k). It also seems that the quantization issue should be solved in tf-nightly. If you want to give it a try, then please let me know if it works in tf-nightly, as I didn't try it myself yet.
QUESTION
I have a Blazor project that uses Entity Framework and Binds to DataTable.js using JavaScript InterOp.
The project works well but in cases where records loaded from my table are bulky i experience delay and my app crashes at some point.
...ANSWER
Answered 2021-Mar-12 at 13:00I think you would need to look at server-side processing https://datatables.net/manual/data/
Otherwise, perhaps there is a way of utilising the new virtualization feature.
https://docs.microsoft.com/en-us/aspnet/core/blazor/components/virtualization?view=aspnetcore-5.0
QUESTION
I have a list of numbers that indicate the position, called tcn
, here's part of my code (Python):
ANSWER
Answered 2021-Feb-14 at 06:54Yes, it's simple enough:
QUESTION
The TCM_SETCURSEL message select a new tab in the control and returns the index of the previously selected one. Can I get the index of the previously selected tab index after a new one is set? for example, use jump from tab 3 (current) to 4 (new selected tab index), which fires TCN_SELCHANGE but can I get the previous index, i.e., 3, somehow using WINAPI?
...ANSWER
Answered 2021-Jan-22 at 00:48You can get the table index before changing the tab by processing the TCN_SELCHANGING
message and calling TabCtrl_GetCurSel
.
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Install TCN
You can use TCN like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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