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faq
Create a Dataset Using RecordIO
RecordIO implements a file format for a sequence of records. We recommend storing images as records and packing them together. The benefits include:
- Storing images in a compact format--e.g., JPEG, for records--greatly reduces the size of the dataset on the disk.
- Packing data together allows continuous reading on the disk.
- RecordIO has a simple way to partition, simplifying distributed setting. We provide an example later.
We provide two tools for creating a RecordIO dataset.
- im2rec.cc - implements the tool using the C++ API.
- im2rec.py - implements the tool using the Python API.
Both provide the same output: a RecordIO dataset.
Prerequisites
Download the data. You don't need to resize the images manually. You can use
im2rec
to resize them automatically. For details, see the 'Extension: Using Multiple Labels for a Single Image,' later in this topic.Step 1. Make an Image List File
- Note that the im2rec.py provides a param
--list
to generate the list for you, but im2rec.cc doesn't support it.
Tuba 1 1. After you download the data, you need to make an image list file. The format is:
Typically, the program takes the list of names of all of the images, shuffles them, then separates them into two lists: a training filename list and a testing filename list. Write the list in the right format.This is an example file:
Step 2. Create the Binary File
To generate a binary image, use
im2rec
in the tool folder. im2rec
takes the path of the image list file
you generated, the root path
of the images, and the output file path
as input. This process usually takes several hours, so be patient.Djay pro 2 v2 0 10. Sample command:
For more details, run
./bin/im2rec
.Extension: Multiple Labels for a Single Image
The
im2rec
tool and mx.io.ImageRecordIter
have multi-label support for a single image.For example, if you have four labels for a single image, you can use the following procedure to use the RecordIO tools.- Write the image list files as follows:
- Run
im2rec
, adding a 'label_width=4' to the command argument, for example:
- In the iterator generation code, set
label_width=4
andpath_imglist=<<The PATH TO YOUR image.lst>>
, for example:
![1+7 mobile 1+7 mobile](https://insmac.org/uploads/posts/2018-06/1528610392_data-creator_01.jpg)
The histogram is diagram consists of the rectangle whose area is proportional to the frequency of the variable. It is an accurate representation of the numerical data. Enter the required values like graph title, a number of groups and value in the histogram maker to get the represented numerical data.
Histogram Generator
The histogram is diagram consists of the rectangle whose area is proportional to the frequency of the variable. It is an accurate representation of the numerical data. Enter the required values like graph title, a number of groups and value in the histogram maker to get the represented numerical data.
The histogram is a type of graph used in statics and mathematics. The frequency of the data occurrence is represented in the form of a bar. To construct a histogram, the divide the entire values into series of values and count how many values fall into each interval. The division is called as bin and they will be equal in size. The histograms are very useful when the numerical data varies from each other. The independent value is plotted on the horizontal axis and the dependent value is plotted on the vertical axis. You can use this histogram maker for analyzing various data like monthly rainfall, yearly population, human index etc.