Amazon S3
CLI AWS CLI is a unified tool to manage AWS services & control multiple services from the command line & automate them through. AWS Services Cheat Sheet. Home » Others » AWS Cheat Sheet – AWS Secrets Manager AWS Secrets Manager A secret management service that enables you to easily rotate, manage, and retrieve database credentials, API keys, and other secrets throughout their lifecycle.
What it is S3
Amazon S3 (Simple Storage Service) is a Amazon’s service for storing files. It is simple in a sense that one store data using the follwing:
- bucket: place to store. Its name is unique for all S3 users, which means that there cannot exist two buckets with the same name even if they are private for to different users.
- key: a unique (for a bucket) name that link to the sotred object. It is common to use path like syntax to group objects.
- object: any file (text or binary). It can be partitioned.
Sign up
First go tohttps://s3.console.aws.amazon.com/s3
and sign up for S3. You can also try to create a bucket, upload files etc. Here we will explain how to use it porogramatically.
Data
But first let’s get data we are going to use here. We take the dataset train.csv
from https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge. We locally store in data
directory.
Sampling data
We also sample this dataset in order to have one more example (and faster execution).
id | comment_text | toxic | severe_toxic | obscene | threat | insult | identity_hate | |
---|---|---|---|---|---|---|---|---|
58764 | 9d5dbcb8a5b4ffe7 | Excuse me? nnHi there. This is . I was just .. | 0 | 0 | 0 | 0 | 0 | 0 |
131811 | c14eac99440f267c | Millionaire is at GAN.. nn…and the review h.. | 0 | 0 | 0 | 0 | 0 | 0 |
88460 | eca71b12782e19dd | SHUT yOUR bUTT nnThats right, i siad it. I h.. | 1 | 0 | 1 | 1 | 0 | 0 |
116091 | 6cb62773403858a4 | 'n I agree. Remove. flash; ' | 0 | 0 | 0 | 0 | 0 | 0 |
42014 | 7013c411cfcfc56a | OK, I will link them on the talk page - could .. | 0 | 0 | 0 | 0 | 0 | 0 |
49713 | 84ee5646920773c5 | err.. What exactly happens with Serviceman? | 0 | 0 | 0 | 0 | 0 | 0 |
103293 | 28ca8dcc0b342980 | i am a newbe i dont even know how to type on t.. | 0 | 0 | 0 | 0 | 0 | 0 |
95607 | ffb366cd60c48f56 | 'nAbsolutely agree. No relevance to either hi.. | 0 | 0 | 0 | 0 | 0 | 0 |
83139 | de66043ff744144b | Thats what I think did i changed plot to story.. | 0 | 0 | 0 | 0 | 0 | 0 |
90771 | f2d6367d798492d9 | 'I will improve references. Again, please do n.. | 0 | 0 | 0 | 0 | 0 | 0 |
Installing AWS Command Line Interface and boto
In order to install boto (Python interface to Amazon Web Service) and AWS Command Line Interface (CLI) type:
Then in your home directory create file ~/.aws/credentials
with the following:
If you add these configuration as [default]
, you won’t need to add --profile myaws
in CLI commands in Section CLI Basic Commands.
Where to get credentials from
- Go to https://console.aws.amazon.com/console/home and log in
- Click on USER NAME (right top) and select
My Security Credentials
. - Click on
+ Access keys (access key ID and secret access key)
and then onCreate New Acess Key
.4 ChooseShow access key
.
CLI Basic Commands
List buckets
List all buckets
Create buckers
Warning The bucket namespace is shared by all users of the system so you need to change the name.
Upload and download files
Upload
The last 4 commands can be done in shell calling:
Download
List files in path
Remove file(s)
Delete bucket
For deleting a bucket use
in order to delete non empty backet use --force
option.
In order to empty a backet use
What Boto is
Boto is a Python package that provides interfaces to Amazon Web Services. Here we are focused on its application to S3.
Creating S3 Resource
We start using boto3 by creating S3 resorce object.
From evironment variables
If your credentials are stored as evirionment variables AWS_SECRET_KEY_ID
and AWS_SECRET_ACCESS_KEY
then you can do the following:
List buckets
Create a bucket
Warning As before, bucket’s namespace is shared, so the following command may not poroduce a bucket if a bucket with the name exists.
Aws Cheat Sheet Github
Download torrent for adobe photoshop cs6 2015 for mac. And you have the followng Access Control List (ACL) options while creating it:
- `‘private’,
- ‘public-read’,
- ‘public-read-write’,
- ‘authenticated-read’`.
Deleting
Aws Cli Cheat Sheet Pdf
List keys in the bucket
The object of class ObjectSummary
has to properties Bucket
(that returns Bucket object), bucket_name
and key
that return strings. Is https://adobe-photoshop.en.softonic.com/mac/download safe.
Filter keys and sort them
Download file
Transform to pandas.DataFrame
One way to do this is to download the file and open it with pandas.read_csv
method. If we do not want to do this we have to read it a buffer and open it from there. In order to do this we need to use low level interaction.
id | comment_text | toxic | severe_toxic | obscene | threat | insult | identity_hate | |
---|---|---|---|---|---|---|---|---|
0 | 2e9c4b5d271ed9e2 | From McCrillis Nsiah=nnI'm welcome again aft.. | 0 | 0 | 0 | 0 | 0 | 0 |
1 | 717f6930af943c80 | 'nn Invitation n I'd like to invite you to.. | 0 | 0 | 0 | 0 | 0 | 0 |
2 | 6fbf60373657a531 | '=Tropical Cyclone GeorgenNamed George, .. | 0 | 0 | 0 | 0 | 0 | 0 |
3 | 9deaefedc0fcb51f | No. I agree with BenBuff91 statement. The AFDI.. | 0 | 0 | 0 | 0 | 0 | 0 |
4 | 345bedef916b9f9e | . It seems the typical paranoid and prejudiced.. | 0 | 0 | 0 | 0 | 0 | 0 |
Another way, using higher level download_fileobj
requires transform bytes streaiming into text streaming.
id | comment_text | toxic | severe_toxic | obscene | threat | insult | identity_hate | |
---|---|---|---|---|---|---|---|---|
0 | 9d5dbcb8a5b4ffe7 | Excuse me? nnHi there. This is . I was just .. | 0 | 0 | 0 | 0 | 0 | 0 |
1 | c14eac99440f267c | Millionaire is at GAN.. nn…and the review h.. | 0 | 0 | 0 | 0 | 0 | 0 |
2 | eca71b12782e19dd | SHUT yOUR bUTT nnThats right, i siad it. I h.. | 1 | 0 | 1 | 1 | 0 | 0 |
3 | 6cb62773403858a4 | 'n I agree. Remove. flash; ' | 0 | 0 | 0 | 0 | 0 | 0 |
4 | 7013c411cfcfc56a | OK, I will link them on the talk page - could .. | 0 | 0 | 0 | 0 | 0 | 0 |
5 | 84ee5646920773c5 | err.. What exactly happens with Serviceman? | 0 | 0 | 0 | 0 | 0 | 0 |
6 | 28ca8dcc0b342980 | i am a newbe i dont even know how to type on t.. | 0 | 0 | 0 | 0 | 0 | 0 |
7 | ffb366cd60c48f56 | 'nAbsolutely agree. No relevance to either hi.. | 0 | 0 | 0 | 0 | 0 | 0 |
8 | de66043ff744144b | Thats what I think did i changed plot to story.. | 0 | 0 | 0 | 0 | 0 | 0 |
9 | f2d6367d798492d9 | 'I will improve references. Again, please do n.. | 0 | 0 | 0 | 0 | 0 | 0 |
Upload file
With buffer
Delete
S3 client: low level access
Access through http(s)
Change Access Control
Uri
There are two formats of uri:
Example
Streaming with smart_open
Install
toxic | severe_toxic | obscene | threat | insult | identity_hate | id | comment_text | |
---|---|---|---|---|---|---|---|---|
0 | 0 | 0 | 0 | 0 | 0 | 0 | 894 | 894 |
1 | 0 | 0 | 0 | 0 | 1 | 0 | 4 | 4 |
2 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 |
3 | 0 | 0 | 1 | 0 | 0 | 0 | 3 | 3 |
4 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 |
Passing session
id | comment_text | toxic | severe_toxic | obscene | threat | insult | identity_hate | |
---|---|---|---|---|---|---|---|---|
0 | 2e9c4b5d271ed9e2 | From McCrillis Nsiah=nnI'm welcome again aft.. | 0 | 0 | 0 | 0 | 0 | 0 |
1 | 717f6930af943c80 | 'nn Invitation n I'd like to invite you to.. | 0 | 0 | 0 | 0 | 0 | 0 |
2 | 6fbf60373657a531 | '=Tropical Cyclone GeorgenNamed George, .. | 0 | 0 | 0 | 0 | 0 | 0 |
3 | 9deaefedc0fcb51f | No. I agree with BenBuff91 statement. The AFDI.. | 0 | 0 | 0 | 0 | 0 | 0 |
4 | 345bedef916b9f9e | . It seems the typical paranoid and prejudiced.. | 0 | 0 | 0 | 0 | 0 | 0 |
It is smart enough to recognize from where it has to read
id | comment_text | toxic | severe_toxic | obscene | threat | insult | identity_hate | |
---|---|---|---|---|---|---|---|---|
0 | 2e9c4b5d271ed9e2 | From McCrillis Nsiah=nnI'm welcome again aft.. | 0 | 0 | 0 | 0 | 0 | 0 |
1 | 717f6930af943c80 | 'nn Invitation n I'd like to invite you to.. | 0 | 0 | 0 | 0 | 0 | 0 |
2 | 6fbf60373657a531 | '=Tropical Cyclone GeorgenNamed George, .. | 0 | 0 | 0 | 0 | 0 | 0 |
3 | 9deaefedc0fcb51f | No. I agree with BenBuff91 statement. The AFDI.. | 0 | 0 | 0 | 0 | 0 | 0 |
4 | 345bedef916b9f9e | . It seems the typical paranoid and prejudiced.. | 0 | 0 | 0 | 0 | 0 | 0 |
Writing
Links:
- https://github.com/boto/boto3
- https://boto3.amazonaws.com/v1/documentation/api/latest/index.html
- https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge
How To Use Aws Cli
Last update:2018-11-03