FM | using FM latent vectors as embedding features
kandi X-RAY | FM Summary
kandi X-RAY | FM Summary
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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- 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
FM Key Features
FM Examples and Code Snippets
Community Discussions
Trending Discussions on FM
QUESTION
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 08:09The 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:
QUESTION
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 04:58You might have another migration file in the migration folder, which you should delete and then try to run makemigrations. See this
QUESTION
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
QUESTION
[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 04:00QUESTION
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 19:54You can use the str.split
method and use the forward slash as the separator.
QUESTION
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 02:38you can use the max-width
css property, which will hide the image once it reaches a certain width.
QUESTION
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 08:55To convert the JSON string into Python objects you can use:
QUESTION
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 06:53You have a few problems with your code:
- You have some syntax errors. Fix it like this:
QUESTION
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 05:38I suggest look at intensejs library: https://github.com/tholman/intense-images
It's fast and easy implementation that will fit your needs.
QUESTION
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 03:03Try updating qmk - had the same issue with 0.0.45 but worked with 0.0.51.
try brew upgrade qmk/qmk/qmk
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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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