DACS | Domain Adaptation via Cross-domain Mixed Sampling | Speech library

 by   vikolss Python Version: Current License: MIT

kandi X-RAY | DACS Summary

kandi X-RAY | DACS Summary

DACS is a Python library typically used in Artificial Intelligence, Speech, Pytorch applications. DACS has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. However DACS has 2 bugs. You can download it from GitHub.

Code from the paper "DACS: Domain Adaptation via Cross-domain Mixed Sampling"
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            kandi-support Support

              DACS has a low active ecosystem.
              It has 30 star(s) with 5 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 0 open issues and 7 have been closed. On average issues are closed in 24 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of DACS is current.

            kandi-Quality Quality

              OutlinedDot
              DACS has 2 bugs (2 blocker, 0 critical, 0 major, 0 minor) and 123 code smells.

            kandi-Security Security

              DACS has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              DACS code analysis shows 0 unresolved vulnerabilities.
              There are 31 security hotspots that need review.

            kandi-License License

              DACS 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

              DACS releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              It has 2382 lines of code, 171 functions and 22 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed DACS and discovered the below as its top functions. This is intended to give you an instant insight into DACS implemented functionality, and help decide if they suit your requirements.
            • Evaluate the given dataset
            • Returns the path to the data directory
            • Get a loader by name
            • Calculates the jaccard s jaccard similarity
            • Calculate the iou value of the class
            • Forward computation
            • Run the given message
            • Get the result of the future
            • Put the result
            • Create a model from a model
            • Convert a pytorch model into a Module
            • StrongTransform image
            • Parse command line arguments
            • Calculate loss criterion
            • Calculate the jaccard similarity of the class
            • Get a loader by name
            • Returns the path to the data file
            • Update the model parameters
            • Adjust learning rate
            • Save an image
            • Load a checkpoint
            • Synchronize the image
            • Calculate the data parallel to the slave
            • Patch the replication callback function
            • Save a checkpoint
            • Synchronize image
            • Convert a module into a DataParallelModel
            • Resets parameters
            Get all kandi verified functions for this library.

            DACS Key Features

            No Key Features are available at this moment for DACS.

            DACS Examples and Code Snippets

            No Code Snippets are available at this moment for DACS.

            Community Discussions

            QUESTION

            Compiling classes with numba?
            Asked 2021-Nov-25 at 14:42

            I am trying to use numba with a DACS pathfinding algorithm I wrote in Python. How do I spec something like "LiFoQueue" or a list of CPathNode class instances?

            ...

            ANSWER

            Answered 2021-Nov-25 at 14:42

            You can't.

            Regarding de declaration of Jitclass fields, the tuples contain the name of the field and the Numba type of the field.

            All fields must be declared as Numba types because the data of a jitclass instance is allocated on the heap as a C-compatible structure so that any compiled functions can have direct access to the underlying data.

            This is very restrictive, and it excludes:

            • Python types, like int, that must be replaced by nb.int16...
            • Numpy arrays, that must be replaced by Numba array declarations nb.int16[:]...
            • Python classes, like LiFoQueue
            • ...

            For example, the error you get for a field defined as int is:

            Source https://stackoverflow.com/questions/70032617

            QUESTION

            storing image (.tif) in np.array through PIL fromarray [TypeError: Cannot handle this data type][ValueError: invalid literal for int()]
            Asked 2021-Nov-03 at 21:27

            update when i write (as answerer said)

            ...

            ANSWER

            Answered 2021-Nov-03 at 21:27

            I think you want something more like this to process multipage TIFFs. I have tried to improve your variable names from nondescript names like data, var to make it more readable.

            Source https://stackoverflow.com/questions/69778124

            QUESTION

            How can I backup the transaction logs when i backup an Azure database?
            Asked 2021-Jul-13 at 22:17

            I currently backup and Azure database with the following script:

            ...

            ANSWER

            Answered 2021-Jul-13 at 22:17

            The BACPAC file and method you are using is not fit for your purpose.

            A BACPAC is a snapshot of the data, and doesn't contain any information that will allow you to restore back prior to the moment the BACPAC was created. BACPACs are useful for transferring copies to on-prem servers, Devs for bug analysis/development or moving databases between versions of SQL easily but are not a backup solution.

            See here for more information about, and common uses for BACPAC/DACPAC files.

            In the context of an Azure SQL database (either single database or pooled) the concept of transaction logs as you know it has changed. In the modern context the need to restore back to prior moments in time is covered by the PiTR and LTR backup features found in the Azure Portal.

            PiTR (or Point in Time Restore) gives you the ability to restore a database to any millisecond in time up to 31 days in the past (depending on configured settings per database). I've used this many times and the hardest part is converting UTC (which the Azure Portal works in) to the local time you need your database restored back to.

            LTR (or Long Term Retention) backups give you weekly, monthly or yearly options for saving backups. Here is a good MS Doc article on the subject that states:

            When you restore a database from an LTR, the service determines which full, differential, and transaction log backups need to be restored.

            We've had well over 100 client databases on Azure SQL for about 3 years now (mix of single databases and elastic pools) and we've never come across a restore request that we couldn't cater to. The 31 days of PiTR really is a killer feature.

            UPDATE This is where you go to view what LTR backups are available for a specific database:

            Go to the database in question in the Azure Portal, go to Data Management -> Backups blade, and click Manage next to the database you want to view. You'll see something like this that should reflect the LTR backup configuration you have for that database.

            Ive also since found this link to an MS Docs article that states:

            Note

            You can use SQL Agent jobs to schedule copy-only database backups as an alternative to LTR beyond 35 days.

            This might be useful in helping you get the configuration you need to fit the requirement.

            Source https://stackoverflow.com/questions/68326417

            QUESTION

            Acumatica - An item with the same key has already been added
            Asked 2021-May-12 at 16:23

            I have customization project in Acumatica 2021R1 (v21.104.0018). I have a parent DAC that has an ID and multiple child DACs that use this ID with a PXParent attribute. Whenever I select the screen in the customization project editor to design it, I get an error message that says, "An item with the same key has already been added." Then, I'm not able to design the screen in the Screen Editor. The weird thing is that I don't get this message when I open the actual screen.

            I'm not sure what this is referring to because there are no records in the database in the tables that I'm using for the views of the graph for the screen.

            Not sure if anyone else has had this problem and knows what causes it, but Acumatica could really use some more specific error messages.

            Here is my parent DAC (note: I left out the system fields here for purposes of space):

            ...

            ANSWER

            Answered 2021-May-12 at 16:23

            I am not 100% certain, but I think this is about the ID's in the ASPX rather than the database data. For example:

            Notice ID="PXLayoutRule1" in that sample. If this "ID" value of any entry in the ASPX is duplicated anywhere in the screen as an ID of another entry, you will get an error.

            I had similar issues in an earlier version, especially when I would try to customize a screen and have the customization screen interface crash on me in the middle of it. I'd try deleting the screen, but I'd get orphaned files in the CstDesigner and CstPublished folder, which would really compound my issues.

            Hopefully, you know how to look through your ASPX file and the Customization Project XML to check all the ID's. If you do know how to walk through all that, just add something to all of your ID values, like an X at the end. (i.e. PXLayoutRule1X) If not, gaining that familiarity is a worthy side-objective as you continue on.

            If your issue is the same as I had in the past and you cannot simply find and edit the duplicate ID in the ASPX file or Project XML, here are some steps to take AFTER you backup your project and the affected folders noted in these steps. And, of course, this also assumes you are working in a development copy of your instance. (I often clone my main DEV instance to my laptop to test things like this if I am unsure so that my DEV instance stays unaffected. It just takes extra time you may or may not have.)

            1. Delete the screen from your customization project.
            2. Locate the folder CstDesigner and CstPublished under your instance's root folder (i.e. AcumticaDEV, Sandbox, etc. where your site exists)
            3. Go into the Pages_XX folder (where XX is the 2 character code for your 1st 2 letters of the screen ID)
            4. Delete the screen file(s) from there, if you find them.
            5. If this is a custom screen, go into the Pages folder which is located in the same root folder of your instance as those folders in step 2 and repeat steps 3 and 4 in that folder.
            6. Check for any reference to your screen in the Project XML from the file menu in the Customization Project screen and remove those sections if they exist. (This tends to relate more for customizing an existing screen.)
            7. Publish your project.
            8. Start over on your page and see if you still get the error.

            Again, be sure to get a backup before taking these steps so that you can easily put it back if that does not resolve your problem.

            Source https://stackoverflow.com/questions/67494318

            QUESTION

            STM32 LwIP PPPos - getting started
            Asked 2021-Apr-11 at 21:34

            I am struggling (like many others it seems) to get started with LwIP over PPPos (ppp over serial) for STM32. I could have ended that sentence earlier, because even without PPPos I am having a hard time understanding where to start.

            I have read, and read, and read. Their official home page, wiki, tons of forums, and trying to digest github examples for other platforms. But still I am having a hard time to have a clue where to start.

            There seem to be little (none?) examples on this online taking me through the whole process. And I really don't get it. The IoT world is exploding. So I really thought it would be "easy" to have some hello world example.

            What I have at the moment:

            • An LTE modem which I can use via AT commands
            • A small application which runs on my nucleo (F446ze) board which can blink LEDs, communicate over UART3 with my PC, and UART2 with the LTE modem
            • Played around with free RTOS, that part was surprisingly easy to familiarize

            But instead of clumsy internet communication using AT commands (and AT+CMQTT commands) I want to rely on a proper TCP/IP stack. Set the LTE modem in data mode (PPP), and have LwIP take over the TCP/IP stack.

            Is this still very complicated anno 2021? Or am I completely looking in the wrong direction? Is there anybody who can point me in the right direction?

            I already have freertos working too. I don't mind to use it. I also don't mind to go without. I am just looking for a way to get started with LwIP without having to reverse engineer the LwIP stack completely.

            ...

            ANSWER

            Answered 2021-Apr-11 at 21:34

            Going top-to-bottom, you have your application code which in the end will likely want to talk to some server: resolve DNS name, open a tcp connection etc. This is what LwIP provides - a set of API functions: socket functions, DNS functions and other. For example, when you do a TCP socket connect to a given IP address and port, it decides which out of available network interfaces to use, constructs a frame in form of array of bytes and sends those bytes over that interface. This is where LwIP part ends - it requesting given network interface to output X bytes it provides, as well as consuming any bytes that may arrive on that interface. It doesn't know how exactly to make the bytes "come out", but it knows how to construct the data to send and understands the data you give it.

            Going bottom-to-top, you have your modem - LTE, 3G, 2G, doesn't really matter. Modems provide a set of AT commands to talk to them to perform a set of functions: set SIM card PIN, get signal quality, list available operators, select an operator etc., as well as a way to switch it to PPP mode, which also done ATD command. Assuming the modem has been configured properly before, once you switch it to PPP mode it'll be able to send data using PPP protocol and will also "spit out" any data it receives. This is where the modem part ends - when switched to PPP mode, the modem is able to send and receive raw network traffic using PPP protocol. It knows how to output the raw bytes you give it, but it doesn't understand them on a very high level.

            Your role is to connect (interface) both parts. Your modem uses PPP to produce and consume network traffic. LwIP has the capability to understand and produce PPP frames.

            In case of sending data out, after preparing a PPP frame LwIP is going to call the sio_write function that is expected to send provided bytes to modem that's already in PPP mode. This is the part that you need to fill in. In case of reads sio_read is used and it's your job to fill it in so that it returns bytes that were received from the modem. How you're going to do that - using RTOS and queues for bytes, no RTOS or any other way - doesn't matter. It's what you find more convenient or what fits your overall project structure better. As long as those functions do what they're supposed to, LwIP will be happy to use them.

            This interfacing is discussed in more detail here: https://lwip.fandom.com/wiki/PPP#PPP_over_serial. Again, the general concept is that LwIP is just a software library and in the end it'll want to send and receive bytes. Your job is enabling it to do so, by filling in the functions it expects.

            Source https://stackoverflow.com/questions/67048191

            QUESTION

            Unbound Field in Standalone Projection
            Asked 2021-Mar-23 at 14:45

            I have a Rich Text field attached to the PMQuote and CRQuote DACs. On the CRQuote, the user field is on the standalone class and the regular class, and that is working as desired. However, Acumatica's reporting does not show the HTML formatting so I am creating an unbound Plain Text field to put on the reports and in GI's. This field works fine on the PMQuote, but not on the CRQuote. On the CRQuote, the field is there, but it is always blank. I'm sure it is something to do with the projection, but I'm not sure how it should be created.

            Here is the PMQuote field (working properly)

            ...

            ANSWER

            Answered 2021-Mar-17 at 21:09

            An alternative solution could be to have a reusable attribute that you can attach to any field. I think this is cleaner than adding logic directly in the Data Access class...

            Source https://stackoverflow.com/questions/66573757

            QUESTION

            Acumatica - copy files from Appointments to invoice and Memos
            Asked 2020-Aug-06 at 01:42

            Good day

            I am trying to move files that are attached to the Appointments page(FS300200) to Invoice and memos page(AR301000). This is after or during the Run Appointment Billing Action.

            The File Maintenace header data is in the SQL table UploadFile.

            It doesn't look like the file is saved inside UploadFile, where is the file saved?

            What DACs should I populate to copy the file over?

            ...

            ANSWER

            Answered 2020-Aug-06 at 01:42

            I copied below from my method which pushes files from an Opportunity to a Service Order. Also I adapted in order to act on ARInvoice & Service Order. You may adapt it for your situation. In graph CreateInvoiceBase, there is a method named CreateInvoices. See if you can use the injection routine below, and extend/override CreateInvoices, or a related method in that graph.

            Source https://stackoverflow.com/questions/63225857

            QUESTION

            Turn ON / OFF a Custom Page / Feature based on Tenant in Acumatica
            Asked 2020-Jul-01 at 00:35

            I want to create a setting feature where I can turn on / off a specific customized feature or page based on the tenant. For instance, I have 4 companies, on which company 2 and 3 needed a set of feature which 4 and 5 doesn't or vice versa.

            I've tried implementing Modular Graph Extensions and Conditionally Activate Extensions, unfortunately it only applies to Extension Graphs or DACs. It can't be used on the main graph.

            I'm thinking of just putting a conditional statement on RowSelected event but it cannot really hide the page or the feature.

            Any suggestions or advice will help. Thank you.

            ...

            ANSWER

            Answered 2020-Jun-30 at 15:03

            You can create a setup screen with a checkbox that will control whether you have the feature enabled. In the screen create a PXSetup View and in the constructor check the flag for activation. If it's not active throw a PXSetupNotEnteredException. This will blank the page and give the user a message of your choosing.

            Source https://stackoverflow.com/questions/62648623

            QUESTION

            I can't get the launch function to work on the Related Entity control
            Asked 2020-Apr-21 at 16:41

            This relates to and extends an existing StackOverflow case that has been answered - How to place a 'Related Entity' lookup on a field (many thanks to Acumatica support on this as well)

            I have a custom screen that adds a 'Related Link' control, like this:

            And this works as expected. I've also included several custom screens as entities to link to by adding the NoteID, RefNoteID, RelatedEntity fields to their DACs and the PXRefNoteSelector attribute to their view declarations. Everything works as expected, except that the pencil icon doesn't launch to the entity / screen that's been selected.

            Is there something (an attribute, perhaps) that I'm missing in the DACs that needs to be added in order to launch to the selected entity?

            ...

            ANSWER

            Answered 2020-Apr-21 at 16:41

            You need to decorate the custom entity DAC with PXPrimaryGraph attribute and pass the maintenance page graph type in parameter:

            Source https://stackoverflow.com/questions/61332785

            QUESTION

            Calculate field value by PXformula attribute in Acumatica
            Asked 2020-Mar-29 at 21:36

            I am using pxformula to multiply values but failed to get it. when i multiplied constant values like decimal100* decimal100, it gave me result. but when I use avgcost, it is not working. I think avgcost used in pxformula is coming from INItemCost table. Below is the article I got from acumatica.

            You can use the predefined attributes PXFormula and PXUnboundFormula in data access classes (DACs) to calculate field values from the values of the same data record. You can also calculate aggregated values over detail data records and assign an aggregated value to a field of the master data record.

            Screenshot shows no result rendered.

            Please advise me to make work out this.

            ...

            ANSWER

            Answered 2020-Mar-29 at 21:36

            In this case, you are looking to update values from the DAC CSAnswer with information from the DAC INItemCost. It is my understanding that PXFormula[] attribute can be used to update values from the same DAC record, and/or for aggregated calculation.

            Typical example: A grid's Unit Price and Quantity are used to obtained Extended Price (values from the same DAC record). And that result is updated in the document's total (aggregated total) I have not seen it being used in an example like yours.

            I was able however, to update the value with this alternative approach:

            Source https://stackoverflow.com/questions/60917044

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

            Vulnerabilities

            No vulnerabilities reported

            Install DACS

            You can download it from GitHub.
            You can use DACS 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.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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