'Download a folder from S3 using Boto3
Using Boto3 Python SDK
, I was able to download files using the method bucket.download_file()
Is there a way to download an entire folder?
Solution 1:[1]
quick and dirty but it works:
import boto3
import os
def downloadDirectoryFroms3(bucketName, remoteDirectoryName):
s3_resource = boto3.resource('s3')
bucket = s3_resource.Bucket(bucketName)
for obj in bucket.objects.filter(Prefix = remoteDirectoryName):
if not os.path.exists(os.path.dirname(obj.key)):
os.makedirs(os.path.dirname(obj.key))
bucket.download_file(obj.key, obj.key) # save to same path
Assuming you want to download the directory foo/bar from s3 then the for-loop will iterate all the files whose path starts with the Prefix=foo/bar.
Solution 2:[2]
A slightly less dirty modification of the accepted answer by Konstantinos Katsantonis:
import boto3
s3 = boto3.resource('s3') # assumes credentials & configuration are handled outside python in .aws directory or environment variables
def download_s3_folder(bucket_name, s3_folder, local_dir=None):
"""
Download the contents of a folder directory
Args:
bucket_name: the name of the s3 bucket
s3_folder: the folder path in the s3 bucket
local_dir: a relative or absolute directory path in the local file system
"""
bucket = s3.Bucket(bucket_name)
for obj in bucket.objects.filter(Prefix=s3_folder):
target = obj.key if local_dir is None \
else os.path.join(local_dir, os.path.relpath(obj.key, s3_folder))
if not os.path.exists(os.path.dirname(target)):
os.makedirs(os.path.dirname(target))
if obj.key[-1] == '/':
continue
bucket.download_file(obj.key, target)
This downloads nested subdirectories, too. I was able to download a directory with over 3000 files in it. You'll find other solutions at Boto3 to download all files from a S3 Bucket, but I don't know if they're any better.
Solution 3:[3]
You could also use cloudpathlib
which, for S3, wraps boto3
. For your use case, it's pretty simple:
from cloudpathlib import CloudPath
cp = CloudPath("s3://bucket/folder/folder2/")
cp.download_to("local_folder")
Solution 4:[4]
Using boto3
you can set aws credentials and download dataset from S3
import boto3
import os
# set aws credentials
s3r = boto3.resource('s3', aws_access_key_id='xxxxxxxxxxxxxxxxx',
aws_secret_access_key='xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx')
bucket = s3r.Bucket('bucket_name')
# downloading folder
prefix = 'dirname'
for object in bucket.objects.filter(Prefix = 'dirname'):
if object.key == prefix:
os.makedirs(os.path.dirname(object.key), exist_ok=True)
continue;
bucket.download_file(object.key, object.key)
If you cannot find ur access_key
and secret_access_key
, refer to this page
I hope it will helps.
thank you.
Solution 5:[5]
Another approach building on the answer from @bjc that leverages the built in Path library and parses the s3 uri for you:
import boto3
from pathlib import Path
from urllib.parse import urlparse
def download_s3_folder(s3_uri, local_dir=None):
"""
Download the contents of a folder directory
Args:
s3_uri: the s3 uri to the top level of the files you wish to download
local_dir: a relative or absolute directory path in the local file system
"""
s3 = boto3.resource("s3")
bucket = s3.Bucket(urlparse(s3_uri).hostname)
s3_path = urlparse(s3_uri).path.lstrip('/')
if local_dir is not None:
local_dir = Path(local_dir)
for obj in bucket.objects.filter(Prefix=s3_path):
target = obj.key if local_dir is None else local_dir / Path(obj.key).relative_to(s3_path)
target.parent.mkdir(parents=True, exist_ok=True)
if obj.key[-1] == '/':
continue
bucket.download_file(obj.key, str(target))
Solution 6:[6]
You can call the awscli cp command from python to download an entire folder
import os
import subprocess
remote_folder_name = 's3://my-bucket/my-dir'
local_path = '.'
if not os.path.exists(local_path):
os.makedirs(local_path)
subprocess.run(['aws', 's3', 'cp', remote_folder_name, local_path, '--recursive'])
Some notes regarding this solution:
- You should install awscli (
pip install awscli
) and configure it. more info here - If you don't want to override existing files if they weren't changed, you can use
sync
instead ofcp
subprocess.run(['aws', 's3', 'sync', remote_folder_name, local_path])
- Tested on python 3.6. on earlier versions of python you might need to replace
subprocess.run
withsubprocess.call
oros.system
- The cli command that is executed by this code is
aws s3 cp s3://my-bucket/my-dir . --recursive
Solution 7:[7]
The above solutions are good, and rely on S3 Resource.
The following solution, achieves the same goal, but with applying s3_client.
You might find it useful for your end (I've tested it, and it works well).
import boto3
from os import path, makedirs
from botocore.exceptions import ClientError
from boto3.exceptions import S3TransferFailedError
def download_s3_folder(s3_folder, local_dir, aws_access_key_id, aws_secret_access_key, aws_bucket, debug_en):
""" Download the contents of a folder directory into a local area """
success = True
print('[INFO] Downloading %s from bucket %s...' % (s3_folder, aws_bucket))
def get_all_s3_objects(s3, **base_kwargs):
continuation_token = None
while True:
list_kwargs = dict(MaxKeys=1000, **base_kwargs)
if continuation_token:
list_kwargs['ContinuationToken'] = continuation_token
response = s3.list_objects_v2(**list_kwargs)
yield from response.get('Contents', [])
if not response.get('IsTruncated'):
break
continuation_token = response.get('NextContinuationToken')
s3_client = boto3.client('s3',
aws_access_key_id=aws_access_key_id,
aws_secret_access_key=aws_secret_access_key)
all_s3_objects_gen = get_all_s3_objects(s3_client, Bucket=aws_bucket)
for obj in all_s3_objects_gen:
source = obj['Key']
if source.startswith(s3_folder):
destination = path.join(local_dir, source)
if not path.exists(path.dirname(destination)):
makedirs(path.dirname(destination))
try:
s3_client.download_file(aws_bucket, source, destination)
except (ClientError, S3TransferFailedError) as e:
print('[ERROR] Could not download file "%s": %s' % (source, e))
success = False
if debug_en:
print('[DEBUG] Downloading: %s --> %s' % (source, destination))
return success
Solution 8:[8]
I had some problems with this version. Modified variable destination and included variable for filter to files type.
from sre_constants import SUCCESS
import boto3
from os import path, makedirs
from botocore.exceptions import ClientError
from boto3.exceptions import S3TransferFailedError
def download_s3_folder(s3_folder, local_dir, aws_access_key_id, aws_secret_access_key, aws_bucket, debug_en, datatype):
""""" Download the contents of a folder directory into a local area """""
success = True
# Start do processo de copia
print('[INFO] Downloading %s from bucket %s...' % (s3_folder, aws_bucket))
# Metodo que lista todos os objetos do Bucket.
def get_all_s3_objects(s3, **base_kwargs):
continuation_token = None
while True:
list_kwargs = dict(MaxKeys=1000, **base_kwargs)
if continuation_token:
list_kwargs['ContinuationToken'] = continuation_token
response = s3.list_objects_v2(**list_kwargs)
yield from response.get('Contents', [])
if not response.get('IsTruncated'):
break
continuation_token = response.get('NextContinuationToken')
s3_client = boto3.client('s3',
aws_access_key_id=aws_access_key_id,
aws_secret_access_key=aws_secret_access_key)
all_s3_objects_gen = get_all_s3_objects(s3_client, Bucket=aws_bucket)
# Loop into os objetos do S3,
for obj in all_s3_objects_gen:
source = obj['Key']
if source.startswith(s3_folder):
# Transform path to using fo SO
destination = path.join(local_dir,source).replace('/','\\')
if not path.exists(path.dirname(destination)):
makedirs(path.dirname(destination))
try:
#print('copy')
if destination.endswith(datatype):
#print(destination)
print('Copia do arquivo "%s" Sucesso' % (destination))
s3_client.download_file(aws_bucket, source, destination)
except (ClientError, S3TransferFailedError) as e:
print('[ERROR] Could not download file "%s": %s' % (source, e))
success = False
if debug_en:
print(f"[DEBUG] Downloading: {source} --> {destination}")
return success
Solution 9:[9]
Here is my approach inspired by konstantinos-katsantonis and bjc answers.
import os
import boto3
from pathlib import Path
def download_s3_dir(bucketName, remote_dir, local_dir):
assert remote_dir.endswith('/')
assert local_dir.endswith('/')
s3_resource = boto3.resource('s3')
bucket = s3_resource.Bucket(bucketName)
objs = bucket.objects.filter(Prefix=remote_dir)
sorted_objs = sorted(objs, key=attrgetter("key"))
for obj in sorted_objs:
path = Path(os.path.dirname(local_dir + obj.key))
path.mkdir(parents=True, exist_ok=True)
if not obj.key.endswith("/"):
bucket.download_file(obj.key, str(path) + "/" + os.path.split(obj.key)[1])
Sources
This article follows the attribution requirements of Stack Overflow and is licensed under CC BY-SA 3.0.
Source: Stack Overflow
Solution | Source |
---|---|
Solution 1 | |
Solution 2 | HolyGuacamole |
Solution 3 | hume |
Solution 4 | Soulduck |
Solution 5 | Matthew Cox |
Solution 6 | Roman Mirochnik |
Solution 7 | Shahar Gino |
Solution 8 | |
Solution 9 |