tiler | N-dimensional NumPy array tiling and merging | Machine Learning library

 by   the-lay Python Version: 0.5.7 License: MIT

kandi X-RAY | tiler Summary

kandi X-RAY | tiler Summary

tiler is a Python library typically used in Artificial Intelligence, Machine Learning applications. tiler has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can install using 'pip install tiler' or download it from GitHub, PyPI.

Github repository | Github issues | Documentation. ️ Please note: work in progress, things will change and/or break! ️. This python package provides consistent and user-friendly functions for tiling/patching and subsequent merging of NumPy arrays. Such tiling is often required for various heavy image-processing tasks such as semantic segmentation in deep learning, especially in domains where images do not fit into GPU memory (e.g., hyperspectral satellite images, whole slide images, videos, tomography data). Please see Quick start section. If you want to use tiler interactively, I highly recommend napari and napari-tiler plugin.
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            kandi-support Support

              tiler has a low active ecosystem.
              It has 52 star(s) with 9 fork(s). There are 5 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 9 open issues and 9 have been closed. On average issues are closed in 19 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of tiler is 0.5.7

            kandi-Quality Quality

              tiler has no bugs reported.

            kandi-Security Security

              tiler has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              tiler is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              tiler releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed tiler and discovered the below as its top functions. This is intended to give you an instant insight into tiler implemented functionality, and help decide if they suit your requirements.
            • Adds data to the log
            • Get the tile bounding box of the tile
            • Get tile index
            • Calculate hamming
            • General cosine function
            • Merges the tensor
            • Unpad the data
            • Add a batch of data to the Tiler
            • Add data to the log
            • Generate triangle matrix
            • Validates the size m
            • Recalculate the mesh
            • Hamming
            • Calculate the blackman harris index
            • Calculates the nutation of anuttall
            • Core function for blackman
            • Compute the parameter polynomial
            • Return a boxcar of m
            • Generate the bohman coefficient
            • Calculate the barthann coefficient
            • Generate a basis matrix
            • Resets the tile data
            • Calculate padding
            • Processes a patch
            Get all kandi verified functions for this library.

            tiler Key Features

            No Key Features are available at this moment for tiler.

            tiler Examples and Code Snippets

            ,Quick start
            Pythondot img1Lines of Code : 36dot img1License : Permissive (MIT)
            copy iconCopy
            import numpy as np
            from tiler import Tiler, Merger
            
            image = np.random.random((3, 1920, 1080))
            
            # Setup tiling parameters
            tiler = Tiler(data_shape=image.shape,
                          tile_shape=(3, 250, 250),
                          channel_dimension=0)
            
            ## Access tiles  
            ,Installation
            Pythondot img2Lines of Code : 4dot img2License : Permissive (MIT)
            copy iconCopy
            pip install tiler
            
            git clone git@github.com:the-lay/tiler.git
            cd tiler
            pip install
              
            Tile rendering with opengl
            Pythondot img3Lines of Code : 138dot img3License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            uv = (gl_FragCoord.xy + (offset_x*x, offset_y*y)) / (window_width, window_height)
            
            
                +------------------+
                |                  |
                |    +----+        |
                |    |    |        |
                |    +----+        |
                | 
            How to implement colorbar next to pcolor map in tkinter (python)?
            Pythondot img4Lines of Code : 8dot img4License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
                fig = Figure(figsize=(4,4))
                ax = fig.add_subplot(111)
                c = ax.pcolor(lon,lat,shape)
                fig.colorbar(c,ax=ax,fraction=0.046,pad=0.04)
                canvas = FigureCanvasTkAgg(fig,master)
            
                canvas.get_tk_widget().grid(row=0,column=self.
            To split and save text in a file using python
            Pythondot img5Lines of Code : 4dot img5License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            with open("ifilename", 'r') as ifile, open("ofilename", 'w') as ofile:
                for line in ifile:
                    print(','.join([line[0:5], line[5:10], line[10:15], line[15:]]), file=ofile)
            

            Community Discussions

            QUESTION

            how to animate over time properly. static background map (cartopy) + dynamic contourf + dynamic title
            Asked 2020-Oct-27 at 17:38

            I'm stuck trying to create an animation of a contourf representation of concentration over a map, the main code I've been using is:

            ...

            ANSWER

            Answered 2020-Oct-27 at 17:38

            A sequence of patches is stored in collections. Every time update is called a new patch is added. Therefore, you will need to clear previous patches by incorporating the following line in the update function. Moreover, you want to have blit=False because the axes are being modified.

            Source https://stackoverflow.com/questions/64535276

            QUESTION

            Cartopy: Loop through multiple extents without regenerating map image/Deleting Gridliner Object
            Asked 2020-Sep-14 at 18:08

            I am trying to plot source and receiver points on a map in cartopy, where I zoom into the map based on the locations of the source and receiver. For each combination of source and receiver, I have a new map, with a new extent. I would like to find a way where I can download the map image once, and then just change the extent each time so I don't have to load in the map image every time (I have to make thousands of these). All of the events take place in one country, so I am hoping to just download the map of the whole country and then just change the extent for each loop through.

            I have actually partially solved this problem, but I ran into an issue with the grid. Initially, I first set the extent to the whole country, loaded in the image, and then saved it. Then I could reset the extent for each source receiver pair, plot the two points, and then save the image. Afterwards, I just needed to erase each of the two points, and then I could set the extent another time.

            However, once I added in the grid with latitude and longitude labels, I ran into an issue. I can't erase the grid and labels after each iteration, so they end up just layering on top of eachother, and the labels start to move all over the figure. The only way I can get rid of the grid is by clearing the axis, but that erases the map image.

            My question: is there a way to just erase a gridliner object (not hide the labels and grid but actually delete)? If not, is there a different way to load in the image in the beginning so I can clear the axis each time, but not have to completely reload in a new tiler?

            ...

            ANSWER

            Answered 2020-Sep-14 at 18:08

            Well it's not a great solution since it relies on some private attributes, but this works to add at the end of your loop:

            Source https://stackoverflow.com/questions/63796323

            QUESTION

            pad creation and some mistakes on gst_parse_launch
            Asked 2019-Dec-20 at 14:53

            I am a newbie to gstreamer and I would like to know if we have to create source and sink pads for convert like video convert in a pipeline. I have a pipeline like this

            ...

            ANSWER

            Answered 2019-Dec-19 at 07:45

            Your first example fails because data.source element is actually never linked to data.convert element. Since both elements have static pads you need to "manually" create them and link them before setting pipeline to GST_STATE_PLAYING:

            Source https://stackoverflow.com/questions/59378148

            QUESTION

            cleaning data with dropna in Pyspark
            Asked 2019-Dec-13 at 08:52

            I'm still relatively new to Pyspark. I use version 2.1.0. I'm trying to clean some data on a much larger data set. I've successfully used several techniques such as "dropDuplicates" along with subsets and sql functions (distinct, count etc).

            I then came across dropna, which I thought might simplify matters. But I do not understand why rows 3 and 6 are still present after using dropna. For example:

            ...

            ANSWER

            Answered 2017-Apr-08 at 16:50

            First thing is, na creates a new dataframe, so assign it to new df name, and 2nd, specify subset to check which columns to check for null values

            Source https://stackoverflow.com/questions/43296169

            QUESTION

            Tile rendering with opengl
            Asked 2019-Oct-26 at 23:30

            Let's start by considering this simple snippet:

            ...

            ANSWER

            Answered 2019-Oct-25 at 12:37

            In the first pass a single tile is rendered to a framebuffer, which has exactly the size of the tile. gl_FragCoord.xy is (0,0) at the bottom left of the tile. uv = (0,0) has to be at the bottom left of the window and uv = (1, 1) at the top right of the window. To calculate the the uv coordinate in respect to the window, you've to add the offset of the tile to gl_FragCoord.xy and to divide by the size of the window:

            formula (pseudo code):

            Source https://stackoverflow.com/questions/58513743

            QUESTION

            How to create a shader that can display a texture made out of many small images in Unity
            Asked 2019-Sep-23 at 21:26

            So what I'm trying to do is load satellite images from an SQL table and wrap them around a sphere to create a globe. I know I've got loading the images covered, I'm just not sure how to make my shader display the images in the correct orientation.

            I've gone to the Unity Forums as well as checked out this code from the Unity Docs.

            Using the linked shader code and the help I received on the forums, here's the code I've ended up with:

            ...

            ANSWER

            Answered 2019-Sep-23 at 21:26

            If you can index into the array of photos such that you effectively have an equirectangular projection of the globe, you could try using a modified form of the shader code by Farfarer from the Unity forums copied and modified slightly below:

            Source https://stackoverflow.com/questions/58029424

            QUESTION

            JS or CSS is not working when copied from codepen
            Asked 2019-Jul-02 at 10:43

            I was looking for good image animations online and found this however when i download copy all the html css and js as well as the hidden css and js in the pens settings it doesn't work at all in a local file.

            https://codepen.io/anon/pen/MMGYwN

            i have tried downloading the js and css and puting it all into the html file with no avail

            index.html:

            ...

            ANSWER

            Answered 2019-Jul-02 at 10:43

            Here is the working snippet for the same. You need to convert Saas to css

            Source https://stackoverflow.com/questions/56850235

            QUESTION

            How to implement colorbar next to pcolor map in tkinter (python)?
            Asked 2019-Apr-11 at 14:54

            I am making an interactive tool with tkinter, and want to map a masked data set against the longitude and latitude (masking based on selection in list boxes) with the help of pcolor. I want a colorbar next to the map. The idea is that if you click the 'select' button that the map will be shown and that if you click the button again that the map is updated.

            I tried to use matshow instead of pcolor in order to see if the plotting worked or not. It worked, however I did not work when I used crs=ccrs.PlateCarree(). For the update part I tried to make a new canvas.

            ...

            ANSWER

            Answered 2019-Apr-11 at 14:54

            I did it differently and now the plotting of the colorbar works. This is what I did.

            Source https://stackoverflow.com/questions/55489818

            QUESTION

            Creating a Zoomable Tree Web page with Angular
            Asked 2019-Jan-24 at 15:00

            So I am trying to create a web page that is an image of a tree (like a tree of life kinda, but much smaller) that you can zoom to see a more detailed view of the branches and as you zoom Text and links that fixed to certain parts of the tree (like the end of a certain branch for example) come in to view. I know there is tiler apis like the Google Maps Api or MapTiler but I'm just not sure if these will work for what I am trying to do. What I am trying to do is make a user interface similar to OneZoom's (www.onezoom.org).

            Thanks for the help. Cheers.

            ...

            ANSWER

            Answered 2019-Jan-24 at 15:00

            MapTiler Desktop was used for rendering, for instance, Disqus Universe. Is that what are you looking for?

            Source https://stackoverflow.com/questions/54229948

            QUESTION

            About an exception when i try to read a .FIT file
            Asked 2018-Jul-17 at 14:25

            i have a folder with .FIT files and i have this code to read them:

            ...

            ANSWER

            Answered 2018-Jul-17 at 11:57

            The tiler.getCompleteImage() returns an 2-dimensional short array , and you try to cast it to a 4-dimensional float array. This is not possible in java.

            See below:

            Source https://stackoverflow.com/questions/51379957

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install tiler

            You can find more examples in examples. For more Tiler and Merger functionality, please check documentation.
            The latest release is available through pip:.

            Support

            This section is a work in progress. Tiler expects tile_shape to have less than or the same number of elements as data_shape. If tile_shape has less elements than data_shape, tile_shape will be prepended with ones to match the size of data_shape. For example, if you want to get 2d tiles out from 3d array you can initialize Tiler like this: Tiler(data_shape=(128,128,128), tile_shape=(128, 128)) and it will be equivalent to Tiler(data_shape=(128,128,128), tile_shape=(1, 128, 128)).
            Find more information at:

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            Install
          • PyPI

            pip install tiler

          • CLONE
          • HTTPS

            https://github.com/the-lay/tiler.git

          • CLI

            gh repo clone the-lay/tiler

          • sshUrl

            git@github.com:the-lay/tiler.git

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