FM | using FM latent vectors as embedding features

 by   Lapis-Hong Python Version: Current License: No License

kandi X-RAY | FM Summary

kandi X-RAY | FM Summary

FM is a Python library. FM has no bugs, it has no vulnerabilities and it has low support. However FM build file is not available. You can download it from GitHub.

参考资料 libfm: fastfm: libffm: 流程 hive > hdfs > 本地训练 > 写入hive & hdfs. 一.数据准备 1.特征变换配置: 观察所有特征的分布情况选择最佳变换 目前对适合离散化的连续变量配bucket和discretize的离散化处理 绝大部分为0的连续变量离散化后的特征数极少, 因此直接配standardnormalize 多类别变量配onehot flag型变量配untransform tips: fm 适合类别数较多的category feature, onehot后足够稀疏, embedding效果可能更优. 2.原始数据: 特征工程进行transform后生成libsvm格式的train数据与prd数据 注意每一行的feature数量要相同,在featuremetadata配置特征变换时将defaultvalue设置为0即可 经过onehot变换的数据才会embedding, 生成的索引会在原始feature index(564)之后, 若不希望embedding的feature配其他特征变换即可。 (feature_transform.py中提供了绕过特征工程直接调用spark做transform的方法, 生成dataframe格式数据存入hdfs然后再复制到本地生成libsvm格式数据。目前少量特征变换已跑通, 但是大量的特征变化慢且超内存) 加载原始数据 load_data() (包括创建目录, 从hdfs > local, 生成index mapping, split原始数据为了后续并发读写) 性能测试: 11g 200s. 3.数据预处理: 只针对train数据 target由{1, 0}转化为{1, -1} 去除index:value中value值为0的数据, 减少数据量, 加快训练速度 获得索引映射关系字典 原始libsvm中索引映射成从0开始的索引, 原始index:新index, 如{56:0, 57:1 ...}, 为了之后embedding的需要划分libfm的训练集测试集 性能(11g 90s). 提供了三种方式: shell, python, spark 性能 python > spark >> shell 此处python 用了并发, spark仍为单机多线程模式, shell单线程 故默认使用python并发模式 性能测试: 原始数据预处理耗时: 8g spark(130s) shell(700s) python(780s) 11g python(160s并发) spark(210s) shell(1100s) python(1300s单线程). 提供了三种接口: libfm, fastfm以及libffm(libfm已成熟, fastfm安装有问题, libffm数据预处理部分还没完成) 训练时间主要与迭代次数, 学习率和隐向量维数有关, 可通过降低迭代次数, 提高学习率以及降低隐向量维数来加快训练 因为最终目的是embedding而不是直接预测, 每次迭代准确率差异极小, 故可减少迭代次数, 实现scalable目标. 性能测试: libfm默认参数下 11g mcmc(3000s) als(3000s). 1.逻辑: 简单考虑两个类别变量两条数据的情况, 每个类别变量4个取值, onehot后生成10个feature如下: f1 f2 f3 f4 f5 f6 f7 f8.
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            kandi-support Support

              FM has a low active ecosystem.
              It has 12 star(s) with 4 fork(s). There are no watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              FM has no issues reported. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of FM is current.

            kandi-Quality Quality

              FM has no bugs reported.

            kandi-Security Security

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

            kandi-License License

              FM does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              FM releases are not available. You will need to build from source code and install.
              FM has no build file. You will be need to create the build yourself to build the component from source.

            Top functions reviewed by kandi - BETA

            kandi has reviewed FM and discovered the below as its top functions. This is intended to give you an instant insight into FM implemented functionality, and help decide if they suit your requirements.
            • Runs sklearn
            • Split into training parts
            • Embed latent data into a local file
            • Move file to hdfs
            • Remove files
            • Convert from libsvm to libsvm
            • Reformats a string
            • Split data into train data
            • Parse the transform string
            • Perform grid search
            • Train the model
            • Calculate ROCAUC score
            • Run the optimizer
            • Apply transformation to a pipeline
            • Embedding to hdfs pipeline
            • Convert data from a binary file into HDFS
            • Convert hdfs to local file
            • Convert a Pandas DataFrame to Spark DataFrame
            • Start a new SparkContext and return a Context object
            • Start a SparkContext and return a Context object
            • Embedding to hive pipeline
            • Creates a dataframe from the given dataframe
            • Performs multiprocessing
            • Load the model
            • Apply R Formula to dataframe
            • Upload a file to local filesystem
            • Construct a DataFrame from a DataFrame
            • Replace zero values in infile
            Get all kandi verified functions for this library.

            FM Key Features

            No Key Features are available at this moment for FM.

            FM Examples and Code Snippets

            No Code Snippets are available at this moment for FM.

            Community Discussions

            QUESTION

            Dependency injection in Go
            Asked 2021-Jun-12 at 08:09

            I'm looking for an appropriate way to inject dependencies.

            Say I have this code where the FancyWrite and FancyRead functions have a dependency on the WriteToFile and ReadFromFile functions. Since these have side effects I'd like to be able to inject them so I can replace them in tests.

            ...

            ANSWER

            Answered 2021-Jun-12 at 08:09

            The simple answer is that you cannot cleanly use dependency injection with functions, only with methods. Technically, you could make the functions global vars instead (ex. var WriteToFile = func(content []byte) (bool, error) { [...] }), but this is rather brittle code.

            The more proper solution, from an idiomatic perspective, is to make any behavior you want to replace, inject, or wrap into a method that is then wrapped in an interface.

            For example:

            Source https://stackoverflow.com/questions/67944863

            QUESTION

            Why qlite3.OperationalError: no such column: loginsignup_customusers.password While creating CustomUser and CustomUserManager?
            Asked 2021-Jun-12 at 04:58

            I have just started learning Django and stuck my self in very strange condition. I have created my own CustomUser instead of available in django.contrib.auth.models for authentication purpose.

            I am getting some error or problems all together ,while running the program,i am trying to post all of them bellow. I know all of them are occurred due to some silly mistake which i am unable to figure out on my own

            1) When ever i am trying to run python manage.py make migrations i am getting error as bellow:-

            ...

            ANSWER

            Answered 2021-Jun-12 at 04:58

            You might have another migration file in the migration folder, which you should delete and then try to run makemigrations. See this

            Source https://stackoverflow.com/questions/67932163

            QUESTION

            Graphstream (Android) - not able to display graph in fragment
            Asked 2021-Jun-10 at 07:39

            I am a beginner in Android development. I am trying to study the use of Graphstream (https://graphstream-project.org) in an android app. I have created a basic activity with a drawer layout which includes a navigationview and frame layout where I intend to display the graph.
            I have tried to use the code samples from here - https://github.com/graphstream/gs-ui-android-test/blob/master/app/src/main/java/ui/graphstream/org/gs_ui_androidtest/Activity_withXML.java

            This is my code:-

            ...

            ANSWER

            Answered 2021-Jun-10 at 07:39

            . I guess your layout file is the cause. You can use my example code of using GraphView here

            Source https://stackoverflow.com/questions/66806508

            QUESTION

            What's South Korea's country name in API?
            Asked 2021-Jun-08 at 08:35

            [SOLVED] the official name is Korea, Republic of. You can's miss any white space when you use it.

            I am using Last.FM API, when I try geo.getTopArtists(Get the most popular artists on Last.fm by country), I need to input a parameter :

            ...

            ANSWER

            Answered 2021-Jun-08 at 04:00

            It should be ISO 3166-1 country name standard .

            https://en.wikipedia.org/wiki/ISO_3166-1

            Source https://stackoverflow.com/questions/67881053

            QUESTION

            Split URL in Python
            Asked 2021-Jun-06 at 09:08

            So, I have this URL: https://www.last.fm/music/Limp+Bizkit/Significant+Other

            I want to split it, to only keep the Limp+Bizkit and Significant+Other part of the URL. These are variables, and can be different each time. These are needed to create a new URL (which I know how to do).

            I want the Limp+Bizkit and Significant+Other to be two different variables. How do I do this?

            ...

            ANSWER

            Answered 2021-Jun-04 at 19:54

            You can use the str.split method and use the forward slash as the separator.

            Source https://stackoverflow.com/questions/67843196

            QUESTION

            How to put two or more Elements sit next to each other with overflow?
            Asked 2021-Jun-06 at 02:39

            I would like to know how to put two or more Elements sit next to each other with overflow. I can do it if I change the width of the slide-screen for example 1500px or bigger. I need to hide the second image to make a slide with javascript later. Please teach me how to solve this problem or teach me another way to do it if there is...

            HTML

            ...

            ANSWER

            Answered 2021-Jun-06 at 02:38

            you can use the max-width css property, which will hide the image once it reaches a certain width.

            Source https://stackoverflow.com/questions/67855362

            QUESTION

            Read JSON file to get highest resolution image (Last.FM)
            Asked 2021-Jun-05 at 08:55

            So, I am working on a project that sends an Discord message every time it's a certain date, such as 'Mon 22:00:00'. The message includes my most listened album of that week. I got the code working that whenever I get the URL to get to the JSON, which included multiple links to images. Here is the JSON response I get:

            ...

            ANSWER

            Answered 2021-Jun-05 at 08:55

            To convert the JSON string into Python objects you can use:

            Source https://stackoverflow.com/questions/67847728

            QUESTION

            How can I create a Promise in TypeScript from a union type
            Asked 2021-Jun-05 at 06:57

            Thanks in advance for the assistance. I'm a TypeScript noob. Here is a snippet of TypeScript code that doesn't work. I'm trying to wrap a union type into a Promise and return it, but I'm not sure how to do it correctly.

            ...

            ANSWER

            Answered 2021-Jun-05 at 06:53

            You have a few problems with your code:

            1. You have some syntax errors. Fix it like this:

            Source https://stackoverflow.com/questions/67846643

            QUESTION

            How do I make an image full screen on click?
            Asked 2021-Jun-03 at 10:16

            I'm making a gallery and I want each photo to go fullscreen when you click on it like this:

            Currently, I have a click handler on each image that adds a class zoom to the clicked image. The CSS selectors I wrote only blow the image up and don't have it centered on the full page like in the example. Here is my code:

            ...

            ANSWER

            Answered 2021-Jun-03 at 05:38

            I suggest look at intensejs library: https://github.com/tholman/intense-images

            It's fast and easy implementation that will fit your needs.

            Source https://stackoverflow.com/questions/67815853

            QUESTION

            qmk setup fails with "No Module named hid"
            Asked 2021-Jun-03 at 03:03

            I'm attempting to get qmk working. After installing via brew install qmk/qmk/qmk/, I run qmk setup

            I get this error.

            ...

            ANSWER

            Answered 2021-Jun-03 at 03:03

            Try updating qmk - had the same issue with 0.0.45 but worked with 0.0.51. try brew upgrade qmk/qmk/qmk

            Source https://stackoverflow.com/questions/67757614

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

            Vulnerabilities

            No vulnerabilities reported

            Install FM

            You can download it from GitHub.
            You can use FM 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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            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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