ZEN2 | The enhanced version of ZEN | Object-Relational Mapping library

 by   sinovation Python Version: Current License: MIT

kandi X-RAY | ZEN2 Summary

kandi X-RAY | ZEN2 Summary

ZEN2 is a Python library typically used in Utilities, Object-Relational Mapping, Spring, Hibernate, JPA applications. ZEN2 has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can download it from GitHub.

The enhanced version of ZEN, larger and more powerful.
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            kandi-support Support

              ZEN2 has a low active ecosystem.
              It has 12 star(s) with 1 fork(s). There are 2 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              ZEN2 has no issues reported. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of ZEN2 is current.

            kandi-Quality Quality

              ZEN2 has no bugs reported.

            kandi-Security Security

              ZEN2 has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              ZEN2 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

              ZEN2 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.
              Installation instructions are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed ZEN2 and discovered the below as its top functions. This is intended to give you an instant insight into ZEN2 implemented functionality, and help decide if they suit your requirements.
            • Train model
            • Convert examples to features
            • Performs a single step
            • Perform a single step
            • Create a pre - trained model from a pretrained model
            • Create a ZenConfig from a dict
            • Create an instance from a json file
            • Run prediction
            • Evaluate prediction
            • Calculate MRC score
            • Load a pre - trained model from a pre - trained model
            • Perform the forward computation
            • Compute the embedding
            • Get learning rate multiplier
            • Save a pre - trained model
            • Prune hidden heads
            • Step the optimizer
            • Returns a list of dev examples
            • Get train examples from the data directory
            • Return a list of dev examples
            • Read dev files
            • Returns test examples
            • Get test examples
            • Get train examples
            • Returns a list of test examples
            • Reads the train examples
            • Creates test examples
            • Reads train examples from data directory
            • Returns a list of train examples
            • Get dev examples from a directory
            • Reads and returns train examples
            • Loads train examples from data directory
            • Extract dev examples
            • Create test examples
            • Load train examples from the given directory
            • Get dev examples
            • Returns train examples
            Get all kandi verified functions for this library.

            ZEN2 Key Features

            No Key Features are available at this moment for ZEN2.

            ZEN2 Examples and Code Snippets

            No Code Snippets are available at this moment for ZEN2.

            Community Discussions

            QUESTION

            push latency listed on uops.info is higher than I expected
            Asked 2020-Apr-05 at 14:16

            I heard that the CYCLE of push is only 1 and there is some special process in processors that are designed for push which makes it special and instead of doing this:

            ...

            ANSWER

            Answered 2020-Apr-05 at 14:16

            It's a store, of course it doesn't have single-cycle latency for the data. It is a single uop for the front-end, but uops.info unfortunately shows back-end uop count, not fused-domain, in their table.

            The numbers for push are very similar to the numbers for mov (m64, r64), including latency and uops, e.g. latency listed as [≤2;≤10] for SKX.

            the CYCLE of push is only 1

            This doesn't even make sense. The cost model for superscalar out-of-order CPUs isn't 1 dimensional. You can't just get 1 number for each instruction and add them up to find a total cost. See @BeeOnRope's answer to How many CPU cycles are needed for each assembly instruction?

            The common bottlenecks (other than memory and branch misses) are front-end throughput, back-end ports, and latency.

            and there is some special process in processors that are designed for push which makes it special

            The effective latency for modifying the stack pointer is zero, thanks to the stack engine.

            It's so special that https://uops.info/ doesn't even try to measure RSP->RSP latency the way they measure other instructions. Stack-sync uops would complicate that.

            e.g. from the SKX latency results test details, you can see that they only tested latency from register input to reloading memory, never anything for the RSP operand itself except as part of chaining a reload of [rsp] back into a dependency chain for RSP for the next push.

            • Operand 1 (r): Register (RAX, RCX, RDX, RBX, RSP, RBP, RSI, RDI, R8, R9, R10, R11, R12, R13, R14, R15)
            • Operand 2 (r/w, suppressed): Register (RSP)
            • Operand 3 (w, suppressed): Memory

            • Latency operand 1 → 3: ≤2

            • Latency operand 3 → 3 (address, base register): ≤11

            I already explained how to look at what's being measured on your last question, What do multiple values or ranges means as the latency for a single instruction?.

            And if you're looking at the uop counts for Intel CPUs, unfortunately https://uops.info/ shows unfused domain uop counts in the table; you have to dig in to the measurements page (e.g. throughput for SKX: https://www.uops.info/html-tp/SKX/PUSH_R64-Measurements.html) to see RETIRE_SLOTS: 1.04. In the front-end it's a single-uop micro-fused store, just like mov [rsp], rbx which is also 2 back-end uops.

            But push measures at just over 1 when tested just a big block of push r8 instructions. The .04 is the amortized cost of stack-sync uops when the stack engine offset overflows. What is the stack engine in the Sandybridge microarchitecture? (this is the "special mechanism" you referred to.)

            Read Agner Fog's microarch guide to get some background details that will help you make sense of the tables.

            AMD CPUs don't call it "micro-fusion", they just always keep the store-address and store-data part of a store together as 1 uop in the front-end. That's why uops.info lists it as 1 uop for AMD, even though it's not really different from how Intel handles push.

            Source https://stackoverflow.com/questions/61040232

            QUESTION

            Python : "if" function does not work if the "if" statement have two conditions
            Asked 2018-Oct-30 at 15:57

            Im working with python 3.6 and I wrote this:

            ...

            ANSWER

            Answered 2018-Oct-30 at 15:15

            Solution 1: Pass the arguments in the function.

            Solution 2: Declare "zen" and "zen2" as global before declaration.

            Source https://stackoverflow.com/questions/53067401

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

            Vulnerabilities

            No vulnerabilities reported

            Install ZEN2

            You can download it from GitHub.
            You can use ZEN2 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 help or issues using ZEN 2.0, please submit a GitHub issue. For personal communication related to ZEN 2.0, please contact Guimin Chen (chenguimin@chuangxin.com) or Yuanhe Tian (yhtian@uw.edu).
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            https://github.com/sinovation/ZEN2.git

          • CLI

            gh repo clone sinovation/ZEN2

          • sshUrl

            git@github.com:sinovation/ZEN2.git

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