punctuator | LSTM RNN for restoring missing punctuation | Machine Learning library

 by   ottokart Python Version: Current License: MIT

kandi X-RAY | punctuator Summary

kandi X-RAY | punctuator Summary

punctuator is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Neural Network applications. punctuator has no bugs, it has no vulnerabilities, it has a Permissive License and it has high support. However punctuator build file is not available. You can download it from GitHub.

An LSTM RNN for restoring missing punctuation in text. There's now a bidirectional model also available:
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            kandi-support Support

              punctuator has a highly active ecosystem.
              It has 73 star(s) with 22 fork(s). There are 5 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 3 open issues and 9 have been closed. On average issues are closed in 17 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of punctuator is current.

            kandi-Quality Quality

              punctuator has no bugs reported.

            kandi-Security Security

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

            kandi-License License

              punctuator 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

              punctuator releases are not available. You will need to build from source code and install.
              punctuator has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed punctuator and discovered the below as its top functions. This is intended to give you an instant insight into punctuator implemented functionality, and help decide if they suit your requirements.
            • Generate punctuation
            • Fix missing pauses
            • Predict the punctuation of the input word
            • Check if a token is a pause token
            • Predict for input_word_index
            • Computes the y - component of the polynomial
            • Compute the value of the covariance matrix
            • Slice a matrix
            • Update the model
            • Determine the derivative of y
            • Backward propagation
            • Converts files from files
            • Get the index of the input word
            • Return the index of a given punctuation
            • Train the model
            • Predict the probability of an output word
            • Create a set of files with punctuation
            • Load a network model from file
            • Loads the model
            • Negative log probability of the input word
            • Returns a reverse map for a dictionary
            Get all kandi verified functions for this library.

            punctuator Key Features

            No Key Features are available at this moment for punctuator.

            punctuator Examples and Code Snippets

            No Code Snippets are available at this moment for punctuator.

            Community Discussions

            QUESTION

            Python Graphql Client - Unexpected punctuator when passing variables
            Asked 2021-Mar-11 at 17:01

            Code:

            ...

            ANSWER

            Answered 2021-Mar-11 at 17:01

            Your GraphQL query must start with a query:

            Source https://stackoverflow.com/questions/66585727

            QUESTION

            C calling convention: who cleans the stack in variadic functions vs normal functions?
            Asked 2020-Nov-03 at 11:24

            There are some calling conventions (e.g pascal, stdcall) but as far as I am concerned, C does use cdecl (C-declared). Each of these conventions are slightly different in the way the caller loads the parameters onto the stack, respectively which (caller / callee) does the cleanup.

            Talking about the cleanup, here is my question. I do not understand: are there three different things?

            1. stack clean
            2. moving the pointer back to the penultimate stack frame
            3. stack restoration

            Or how should I see them?

            Also, the target of this question is basically how could variadic function works in calling conventions like Pascal or stdcall where the callee should clear / clean / restore (I don't know which operation) the stack - but he doesn't know how many parameters it will receive.

            EDIT

            Why is it so important the order in which parameters are pushed on to the stack? You still have the first parameter (stable parameter not from ellipsis) which gives you the information about -for example- the number of variable arguments. And there is also the "guardian" which can be added into ellipsis punctuator and can be used as a marker for the variable part's end independent on the calling convention. In this link why both caller and callee should restore values of those register if they both save their state before messing them up? Shouldn't only one of them (e.g caller) save them on the stack before calling the function and that's all ? Also, on the same link

            "So, the stack pointer ESP might go up and down, but the EBP register remains fixed. This is convenient because it means we can always refer to the first argument as [EBP + 8] regardless of how much pushing and popping is done in the function."

            The pushed variables and the local variables are consecutive in memory. Where is the advantage of referring them using the EBP ? They will never have some dynamic offset between them, even if the stack changes in size.

            One of the materials I've read is this site (only the beginning) for a better understanding on what is exactly the stack frame. Then I went on yt and found these stack overview and call stack tutorials but they somehow missed the part I needed. What does exactly happends when you call the function (I don't understand the instruction "call address" followed by the next instruction a push value on to the stack that means the return value). Who controls what the return address will be ? The caller? the callee? When the callee returns, the program contiunes by executing an instruction which is a reading operation from a register or what ?

            ...

            ANSWER

            Answered 2020-Nov-02 at 18:02

            as far as I am concerned, C does use cdecl

            Its name notwithstanding, the cdecl convention is not universal for C code, not even on the x86 architecture. It has the advantage of being simple to define and implement, but it makes no use of CPU registers for argument passing, which is more efficient. That makes a difference even on register-starved x86, but it makes a lot more difference on architectures with more available registers, such as x86_64.

            Talking about the cleanup, here is my question. I do not understand: are there three different things?

            1. stack clean
            2. moving the pointer back to the penultimate stack frame
            3. stack restoration

            Or how should I see them?

            I would be inclined to interpret (1) and (3) as different ways of saying the same thing, but it is conceivable that someone would draw distinctions between them. (3) and related wording is what I encounter most frequently. (2) is not necessarily the same thing, because there may be two relevant stack parameters to be restored: the base of the stack frame (see below), and the top of the stack. The stack frame base is important in the event that the stack frame contains more information than argument and local variable values, such as the base of the previous stack frame.

            Also, the target of this question is basically how could variadic function works in calling conventions like Pascal or stdcall where the callee should clear / clean / restore (I don't know which operation) the stack - but he doesn't know how many parameters it will receive.

            The stack is not necessarily the whole picture.

            The callee cannot restore the stack if it does not know how to find the top of its caller's stack, and, if necessary, the base of its caller's stack frame. But in practice, this is usually hardware assisted.

            Taking x86 (for which cdecl was designed) as an example, the CPU has registers for both the stack (frame) base and the current stack pointer. The caller's stack base is stored on the stack at a known offset (0) from the callee's stack base. Regardless of the number of arguments, the callee restores the stack by moving the top of the stack to its own stack base, and popping the value there to obtain the caller's stack base.

            It is conceivable, however, that there is a calling convention in use somewhere that affords no way to restore the stack to a chosen previous state other than to pop elements one at a time, that does not explicitly convey the number of arguments to the called function, and that requires the callee to restore the caller's stack. Such a calling convention would not support variadic functions.

            Why is it so important the order in which parameters are pushed on to the stack?

            The order is not important in any general sense, but it is essential for caller and callee, which may be compiled separately, to agree about it. Otherwise, the callee cannot match the passed values with the parameters they are intended for. Thus, to whatever extent a calling convention relies on the stack, it must specify precisely which arguments are passed there, and in which order.

            Regarding stack frames: this is more material that is not specified by C and that varies, at least to some extent. Conceptually, though, the stack frame of a function call is the portion of the stack that provides execution context for that call. It typically supplies storage for local variables, and it may contain additional information, such as a return address and / or the value of the caller's stack frame pointer. It might also contain other per-function-call information appropriate for the execution environment. Details are part of the calling convention in use.

            Source https://stackoverflow.com/questions/64641240

            QUESTION

            How can I find all language specific tokens/lexicons for javascript?
            Asked 2020-Oct-29 at 21:52

            I need basically all language-specific tokens, symbols for javascript. Basically, all the keywords, all the identifiers, all the punctuators, all the logical operation symbols and etc.

            Where can I actually find it?

            ...

            ANSWER

            Answered 2020-Oct-29 at 21:52

            The complete lexical specification for ECMAScript (aka JavaScript) can be found in Section 11 (Lexical Grammar) of ECMA 262. (New versions of ECMA-262 are released roughly annually, but the URL in that link -- correct as of ECMAScript 2020 -- should continue to work, or be easy to fix. I didn't transcribe the list of reserved words, semi-reserved words, operators and other punctuators, because those lists may well change in a future standard.)

            However, precisely specifying which IdentifierNames have specific meaning is not simple. You need to carefully read subsection 11.6 (Names and Keywords), and it will probably still be a bit confusing. The difficulty is that each successive version of ECMAScript tries extraordinarily hard to stay compatible with previous versions, making it hard to introduce new keywords. So many significant symbols are not in the list of reserved words. Some, like await are only reserved in certain contexts; many others (such as let) are only reserved in strict mode; and a few (such as async) are always usable as identifiers, but can be used syntactically in some contexts where an identifier would be a syntax error. There are various lists of symbols in section 11.6.2, which you could combine or select from, depending on what your need is.

            Operator symbols (other than word operators) are a bit more straightforward (although there are still some oddities, so reading the fine print is still necessary). See the various lists in section 11.7.

            Source https://stackoverflow.com/questions/64594897

            QUESTION

            How to remove old records from a state store using a punctuator? (Kafka)
            Asked 2020-Jul-21 at 04:46

            I've created a Ktable for a topic using streamsBuilder.table("myTopic"), which I materialize to a state store so that I can use interactive queries.

            Every hour, I want to remove records from this state store (and associated changelog topic) whose values haven't been updated in the past hour.

            I believe this may be possible using a punctuator, but I've only used the DSL so far, and so am not sure of how to proceed. I would be very grateful if somebody could provide me with an example.

            Thanks,

            Jack

            ...

            ANSWER

            Answered 2020-Jul-21 at 04:46

            It is possible to mix and match the Processor API with the DSL, but you can't process a KTable. You would need to convert to a KStream. Alternatively you could create a new topology with a Processor that interacts with the state store.

            You will need to store that state somewhere - how to determine if records are older than one hour. One option could be to add a timestamp to each record in the state store.

            In the init method of a Processor you could call schedule (punctuate) to iterate records in the state store and remove old ones:

            Source https://stackoverflow.com/questions/62997090

            QUESTION

            Cancel Punctuator on Kafka Streams after is triggered
            Asked 2020-May-21 at 16:42

            I create a scheduled punctuator on a transformer and I schedule it to run on a periodical basis (using kafka v2.1.0). Every time I accept a specific key I do create a new one like this

            ...

            ANSWER

            Answered 2019-Feb-21 at 20:21

            I think one thing you could do is the following:

            Source https://stackoverflow.com/questions/54803124

            QUESTION

            What are Punctuators in C++?
            Asked 2020-Mar-30 at 14:25

            I don't seem to get my head around punctuators in C++. My college didn't even mention about it while teaching tokens, they referred to it as 'special symbols' and just skimmed through it. Are the two terms used interchangeably? How can I write about punctuators in some 80-100 words if it gets asked in my exam? I may want to know about the ways it interacts with the compiler, its difference from operators, or other things which could build a good short note on punctuators.

            Note:

            I have got this after surfing the net for a quality answer. But that is a very short answer which is not what I'm looking for.

            Edit:

            Even a few points would do upon which I can build a short note.

            ...

            ANSWER

            Answered 2020-Jan-31 at 15:39

            The C++ standard document actually appears to not define what punctuator means, other than punctuators being a lexical token. Specifically:

            [gram.lex]

            Source https://stackoverflow.com/questions/60006537

            QUESTION

            Kafka stream state store rocksdb file size not decreasing on manual deletion of messages
            Asked 2020-Feb-13 at 04:35

            I am using processor api to delete messages from state store. Delete is working successfully, i confirmed by using interactive queries call on state store by kafka key, but it does not reduce the kafka streams file size on local disk under directory tmp/kafka-streams.

            ...

            ANSWER

            Answered 2020-Feb-13 at 04:35

            RocksDB does file compaction in the background. Hence, if you need a more aggressive compaction you should pass in a custom RocksDBConfigSetter via Streams config parameter rocksdb.config.setter. For more details about RockDB, check out the RocksDB documentation.

            https://docs.confluent.io/current/streams/developer-guide/config-streams.html#rocksdb-config-setter

            However, I would not recommend to change RocksDB configs as long as there is no real issue -- you can do more harm than good. Seems you store size is quite small, thus, I don't see a real problem atm.

            Btw: You should chance state.dir config if you go to production and not put state into the default /tmp location.

            Source https://stackoverflow.com/questions/60192154

            QUESTION

            C lexer, understanding documentation, preprocessing tokens
            Asked 2019-Nov-29 at 18:24

            My goal is to build a parser for a reasonable subset C and right now I'm at the start, implementing the lexer. Answers to a similar question on the same topic pointed towards the International Standard for C (700 pages of documentation) and the Yacc grammar webpage.

            I would welcome any help with understanding the documentation: Is it true that the following picture from the documentation represents grammar rules, where the notation C -> (A, B) means that all occurrences of AB in that order get replaced by C?

            ...

            ANSWER

            Answered 2019-Nov-29 at 17:11

            If you pay attention, you'll remark that the tokens are described with a regular grammar, this means that they could also be described with regular expressions. Why the editor of the standard preferred one formalism to the other is open to speculation, you could think that using only one formalism for both part was considered simpler.

            The rules for white space and comments hint that the separation of concern between the parser and the lexer was present at the mind of the designer. You can't use the description as is in an lexer-less parser.

            Note that the preprocessor is reason for the introduction of preprocessing-token. Things like header-name and pp-number have consequence on the behavior of the preprocessor. Note also that some tokens are recognized only in some contexts (notably

            and "header" which is subtly different from "string").

            Source https://stackoverflow.com/questions/59108619

            QUESTION

            Is ProcessorContext.schedule thread-safe?
            Asked 2019-Aug-02 at 15:56

            I was wondering if ProcessorContext.schedule is thread-safe so that I can spawn new thread to execute the Punctuator callback? Also, if a consumer consumes just 1 partition but we set num.stream.threads=2. Does this automatically spawn a new thread for the scheduler?

            After trying it a bit I found the answer may be "no". Then what's the recommended the way to make spawning new thread for scheduler thread-safe?

            ...

            ANSWER

            Answered 2019-Aug-02 at 15:56

            Registering a punctuation will not spawn a new thread. The number of used threads in determined by num.stream.threads configuration only. Hence, if you register a punctuation, it's executed on the same thread as the topology and thus it is thread safe.

            If you configure more threads than available input topic partitions, some threads would not get any work assigned, and thus, they would not execute any punctuations.

            Source https://stackoverflow.com/questions/57318983

            QUESTION

            How to forward event downstream from a Punctuator instance in a ValueTransformer?
            Asked 2019-Jun-05 at 09:27

            In KafkaStream, when implementing a ValueTransformer or ValueTransformerWithKey, on transform() call, I schedule a new Punctuator. When method punctuate() of the Punctuator is executed I want it to forward an event downstream using the context instance. However, the context instance seems not defined when part of a DSL topology.

            Any clue on how to do this with a Transformer ?

            Using the same logic in a Processor, implementing the low-level processor topology it works.

            In ValueTransformerWithKey:

            ...

            ANSWER

            Answered 2019-Jun-05 at 09:23

            As usual, I found the answer in the javadoc about ValueTransformerWithKey interface: https://kafka.apache.org/20/javadoc/org/apache/kafka/streams/kstream/ValueTransformerWithKey.html

            Note, that using ProcessorContext.forward(Object, Object) or ProcessorContext.forward(Object, Object, To) is not allowed within transform and will result in an exception.

            However, implementing the Transformer interface instead allows the usage of context.forward(). Thanks @Matthias J. Sax

            https://kafka.apache.org/20/javadoc/org/apache/kafka/streams/kstream/Transformer.html

            If more than one output record should be forwarded downstream ProcessorContext.forward(Object, Object) and ProcessorContext.forward(Object, Object, To) can be used. If record should not be forwarded downstream, transform can return null.

            Source https://stackoverflow.com/questions/56357135

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

            Vulnerabilities

            No vulnerabilities reported

            Install punctuator

            You can download it from GitHub.
            You can use punctuator 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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