fun-rec | Recommender system introductory tutorial , online reading

 by   datawhalechina Jupyter Notebook Version: Current License: Non-SPDX

kandi X-RAY | fun-rec Summary

kandi X-RAY | fun-rec Summary

fun-rec is a Jupyter Notebook library. fun-rec has no bugs, it has no vulnerabilities and it has medium support. However fun-rec has a Non-SPDX License. You can download it from GitHub.

Recommender system introductory tutorial, online reading address: https://datawhalechina.github.io/fun-rec/
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              fun-rec has a medium active ecosystem.
              It has 2442 star(s) with 604 fork(s). There are 28 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 1 open issues and 37 have been closed. On average issues are closed in 29 days. There are 2 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of fun-rec is current.

            kandi-Quality Quality

              fun-rec has no bugs reported.

            kandi-Security Security

              fun-rec has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              fun-rec has a Non-SPDX License.
              Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

            kandi-Reuse Reuse

              fun-rec releases are not available. You will need to build from source code and install.

            Top functions reviewed by kandi - BETA

            kandi has reviewed fun-rec and discovered the below as its top functions. This is intended to give you an instant insight into fun-rec implemented functionality, and help decide if they suit your requirements.
            • Generate a dynamic RNN cell
            • Dynamic RNN loop
            • Infer the dtype of the given state
            • Return the batch size of the input tensor
            • PLE layer
            • Process data from csv file
            • Generate a CGC layer
            • Compute a mixture of experts
            • Get statistics from all data
            • Generate LGBM classification model
            • Fetches user_id and item ids for each item
            • Convenience function to add item_items to item_items
            • Diagonalized DiEN algorithm
            • Concatenate embedding layer
            • Build embedding layer
            • Build input layers
            • Builds DIN layer
            • A shared bottom layer
            • List user actions
            • Core function for Deepfm
            • Predict layer
            • Computes an ESSM model
            • Compute the product of linear features
            • Get MTL data
            • Generate GBDT model
            • Creates training data
            Get all kandi verified functions for this library.

            fun-rec Key Features

            No Key Features are available at this moment for fun-rec.

            fun-rec Examples and Code Snippets

            No Code Snippets are available at this moment for fun-rec.

            Community Discussions

            QUESTION

            How to declare forall quantifiers in SMTLIB / Z3 / CVC4?
            Asked 2021-Apr-14 at 22:30

            I'm stuck on how to how to create a statement in SMTLIB2 that asserts something like

            ...

            ANSWER

            Answered 2021-Apr-14 at 22:30

            In SMTLib, you'd write that property as follows:

            Source https://stackoverflow.com/questions/67099826

            QUESTION

            Is it possible to prove this defined function is an involution in z3?
            Asked 2021-Jan-29 at 20:04

            I'm trying to understand how to define an assertion in such a way that it proves certain mathematical qualities of an already defined function. As discussed in this post SMT solvers are not well-suited for induction, which is often needed to prove a mathematical quality.

            In my case, I have a recursive function definition for the identity function f(x) = x (just as a simple example):

            ...

            ANSWER

            Answered 2021-Jan-29 at 20:04

            There isn't really much you can do here. Ideally, the strategy would be to define and prove the base case and the inductive-step separately, and then argue (at the meta-level) that the property is true for all strings.

            For the base-case things are easy enough. I'd define:

            Source https://stackoverflow.com/questions/65954675

            QUESTION

            Quantified list length limitation leads to unsat
            Asked 2021-Jan-21 at 20:56

            With the following example I am trying to set a constraint on the length of all possible lists in a quantified way. This will lead to a "unsat" result which I am sure is correct.

            Can somebody go into detail why this is unsatisfiable and if there is a way around that limitation without putting the length limitation on a specific variable/constant?

            I found this interesting thread but my question was not really answered there. In addition, the answers are old and refer to SMT-LIB version 2.0 (and one to a not quantified version). Maybe Z3 is capable to do so nowadays in a way unknown to me.

            ...

            ANSWER

            Answered 2021-Jan-21 at 20:56

            QUESTION

            Type mismatch in smt2
            Asked 2019-Dec-06 at 16:33

            The below smt2 code gives an error related to type.

            ...

            ANSWER

            Answered 2019-Dec-06 at 16:33

            This is by design. SMTLib's type system isn't designed to do any sort of inference, to make it easy for solvers to unambiguously load specifications. See section 3.6 of http://smtlib.cs.uiowa.edu/papers/smt-lib-reference-v2.6-r2017-07-18.pdf which discusses well-sortedness requirements. So CVC4 rightfully rejects your program.

            But you are correct that this is rather annoying in practice. The typical solution is to simply define the required constant at the type you are interested in once and for all:

            Source https://stackoverflow.com/questions/59207529

            QUESTION

            Creating a transitive and not reflexive function in Z3
            Asked 2019-Sep-04 at 23:52

            I'm trying to create a function in Z3 that is transitive but not reflexive. I.e. if (transitive a b) and (transitive b c)hold then (transitive a c) should hold, but (transitive a a) should not.

            I've tried to do it the following way, with 5 "tests". The first does what I expect, but the second one fails and results in unknown.

            ...

            ANSWER

            Answered 2019-Sep-04 at 23:52

            The "verbose" message is a hint here. mbqi stands for model-based-quantifier-instantiation. It's a method of dealing with quantifiers in SMT solving. In the first case, MBQI manages to find a model. But your transitive function is just too complicated for MBQI to handle, and thus it gives up. Increasing the limit will not likely address the problem, nor it's a long term solution.

            Short story long, recursive definitions are difficult to deal with, and recursive definitions with quantifiers are even harder. The logic becomes semi-decidable, and you're at the mercy of heuristics. Even if you found a way to make z3 compute a model for this, it would be brittle. These sorts of problems are just not suitable for SMT solving; better use a proper theorem prover like Isabelle, Hol, Coq, Lean. Agda, etc. Almost all these tools offer "tactics" to dispatch subgoals to SMT solvers, so you have the best of both worlds. (Of course you lose full automation, but with quantifiers present, you can't expect any better.)

            Source https://stackoverflow.com/questions/57795225

            QUESTION

            Guiding z3's proof search
            Asked 2018-May-13 at 18:19

            I'm trying to get z3 to work (most of the time) for very simple non-linear integer arithmetic problems. Unfortunately, I've hit a bit of a wall with exponentiation. I want to be able handle problems like x^{a+b+2} = (x * x * x^{a} * x{b}). I only need to handle non-negative exponents.

            I tried redefining exponentiation as a recursive function (so that it's just allowed to return 1 for any non-positive exponent) and using a pattern to facilitate z3 inferring that x^{a+b} = x^{a} * x^{b}, but it doesn't seem to work - I'm still timing out.

            ...

            ANSWER

            Answered 2018-May-13 at 18:19

            Pattern (also called triggers) may only contain uninterpreted functions. Since + is an interpreted function, you essentially provide an invalid pattern, in which case virtually anything can happen.

            As a first step, I disabled Z3's auto-configuration feature and also MBQI-based quantifier instantiation:

            Source https://stackoverflow.com/questions/50314660

            QUESTION

            Z3/SMT-LIB Evaluating function and collecting results
            Asked 2018-Mar-02 at 05:01

            I'm trying to get some values out of Z3 in a way that it queries all available values automatically:

            ...

            ANSWER

            Answered 2018-Mar-02 at 05:01

            At this page, I found the following quote:

            The command eval evaluates an expression in the last model produced by Z3. It is essentially executing the "function program" produced by Z3.

            Since eval is a , it follows that it cannot be used within a expression.

            I believe model-enumeration should be easier using some API interface instead of the SmtLibv2 format, as one can easily write a loop that alternates satisfiability checks with learning of a blocking clause that removes previously find solutions from the search space.

            Source https://stackoverflow.com/questions/49062354

            QUESTION

            Bug with recursive functions?
            Asked 2017-Mar-09 at 05:44

            I'm trying recursive functions in z3, and I'm curious if there's a bug with model construction. Consider:

            ...

            ANSWER

            Answered 2017-Mar-09 at 05:44

            The models used not to reflect the graph of recursive function definitions. So when evaluating recursive functions on values that had not been seen during solving it could produce arbitrary results. This behavior is now changed as the recursive definitions are included in models.

            Source https://stackoverflow.com/questions/42171470

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

            Vulnerabilities

            No vulnerabilities reported

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            You can download it from GitHub.

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