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@liquidgenius
Created May 9, 2019 16:04
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Papermill Utility for working with S3
# -*- coding: utf-8 -*-
"""Utilities for working with S3."""
from __future__ import unicode_literals
import logging
import threading
import zlib
import six
from boto3.session import Session
from .exceptions import AwsError
from .utils import retry
logger = logging.getLogger('papermill.s3')
class Bucket(object):
"""
Represents a Bucket of storage on S3
Parameters
----------
name : string
name of the bucket
service : string, optional (Default is None)
name of a service resource, such as SQS, EC2, etc.
"""
def __init__(self, name, service=None):
self.name = name
self.service = service
def list(self, prefix='', delimiter=None):
"""Limits a list of Bucket's objects based on prefix and delimiter."""
return self.service._list(
bucket=self.name, prefix=prefix, delimiter=delimiter, objects=True
)
class Prefix(object):
"""
Represents a prefix used in an S3 Bucket.
Parameters
----------
bucket : object
A bucket of S3 storage
name : string
name of the bucket
service : string, optional (Default is None)
name of a service resource, such as SQS, EC2, etc.
"""
def __init__(self, bucket, name, service=None):
self.bucket = Bucket(bucket, service=service)
self.name = name
self.is_prefix = True
self.service = service
def __str__(self):
return 's3://{}/{}'.format(self.bucket.name, self.name)
def __repr__(self):
return self.__str__()
class Key(object):
"""
A key that represents a unique object in an S3 Bucket.
Represents a file or stream.
Parameters
----------
bucket : object
A bucket of S3 storage
name : string
representative name of the bucket
size : ???, optional (Default is None)
etag : ???, optional (Default is None)
last_modified : date, optional (Default is None)
storage_class : ???, optional (Default is None)
service : string, optional (Default is None)
name of a service resource, such as SQS, EC2, etc.
"""
# TODO make size, etag, etc properties that can be called from the
# object as needed
def __init__(
self,
bucket,
name,
size=None,
etag=None,
last_modified=None,
storage_class=None,
service=None,
):
self.bucket = Bucket(bucket, service=service)
self.name = name
self.size = size
self.etag = etag
if last_modified:
try:
self.last_modified = last_modified.isoformat().split('+')[0] + '.000Z'
except ValueError:
self.last_modified = last_modified
self.storage_class = storage_class
self.is_prefix = False
self.service = service
def __str__(self):
return 's3://{}/{}'.format(self.bucket.name, self.name)
def __repr__(self):
return self.__str__()
class S3(object):
"""
Wraps S3.
Parameters
----------
keyname : TODO
Methods
-------
The following are wrapped utilities for S3:
- cat
- cp_string
- list
- list_dir
- read
"""
s3_session = (None, None, None)
lock = threading.RLock()
def __init__(self, keyname=None, *args, **kwargs):
with self.lock:
if not all(S3.s3_session):
session = Session()
client = session.client('s3')
s3 = session.resource('s3')
S3.s3_session = (session, client, s3)
(self.session, self.client, self.s3) = S3.s3_session
def _bucket_name(self, bucket):
return self._clean(bucket).split('/', 1)[0]
def _clean(self, name):
if name.startswith('s3n:'):
name = 's3:' + name[4:]
if self._is_s3(name):
return name[5:]
return name
def _clean_s3(self, name):
return 's3:' + name[4:] if name.startswith('s3n:') else name
def _get_key(self, name):
if isinstance(name, Key):
return name
return Key(bucket=self._bucket_name(name), name=self._key_name(name), service=self)
def _key_name(self, name):
cleaned = self._clean(name).split('/', 1)
return cleaned[1] if len(cleaned) > 1 else None
@retry(3)
def _list(
self,
prefix='',
bucket=None,
delimiter=None,
keys=False,
objects=False,
page_size=1000,
**kwargs
):
assert bucket is not None, 'You must specify a bucket to list'
bucket = self._bucket_name(bucket)
paginator = self.client.get_paginator('list_objects_v2')
operation_parameters = {
'Bucket': bucket,
'Prefix': prefix,
'PaginationConfig': {'PageSize': page_size},
}
if delimiter:
operation_parameters['Delimiter'] = delimiter
page_iterator = paginator.paginate(**operation_parameters)
def sort(item):
if 'Key' in item:
return item['Key']
return item['Prefix']
for page in page_iterator:
locations = sorted(
[i for i in page.get('Contents', []) + page.get('CommonPrefixes', [])], key=sort
)
for item in locations:
if objects or keys:
if 'Key' in item:
yield Key(
bucket,
item['Key'],
size=item.get('Size'),
etag=item.get('ETag'),
last_modified=item.get('LastModified'),
storage_class=item.get('StorageClass'),
service=self,
)
elif objects:
yield Prefix(bucket, item['Prefix'], service=self)
else:
prefix = item['Key'] if 'Key' in item else item['Prefix']
yield 's3://{}/{}'.format(bucket, prefix)
def _put(self, source, dest, num_callbacks=10, policy='bucket-owner-full-control', **kwargs):
key = self._get_key(dest)
obj = self.s3.Object(key.bucket.name, key.name)
# support passing in open file obj. Why did we do this in the past?
if not isinstance(source, six.string_types):
obj.upload_fileobj(source, ExtraArgs={'ACL': policy})
else:
obj.upload_file(source, ExtraArgs={'ACL': policy})
return key
def _put_string(
self, source, dest, num_callbacks=10, policy='bucket-owner-full-control', **kwargs
):
key = self._get_key(dest)
obj = self.s3.Object(key.bucket.name, key.name)
if isinstance(source, six.string_types):
source = source.encode('utf-8')
obj.put(Body=source, ACL=policy)
return key
def _is_s3(self, name):
# only allow file objects from local
if not isinstance(name, six.string_types + (Key, Prefix)):
return False
name = self._clean_s3(name)
return 's3://' in name
def cat(
self,
source,
buffersize=None,
memsize=2 ** 24,
compressed=False,
encoding='UTF-8',
raw=False,
):
"""
Returns an iterator for the data in the key or nothing if the key
doesn't exist. Decompresses data on the fly (if compressed is True
or key ends with .gz) unless raw is True. Pass None for encoding to
skip encoding.
"""
assert self._is_s3(source) or isinstance(source, Key), 'source must be a valid s3 path'
key = self._get_key(source) if not isinstance(source, Key) else source
compressed = (compressed or key.name.endswith('.gz')) and not raw
if compressed:
decompress = zlib.decompressobj(16 + zlib.MAX_WBITS)
size = 0
bytes_read = 0
err = None
undecoded = ''
if key:
# try to read the file multiple times
for i in range(100):
obj = self.s3.Object(key.bucket.name, key.name)
buffersize = buffersize if buffersize is not None else 2 ** 20
if not size:
size = obj.content_length
elif size != obj.content_length:
raise AwsError('key size unexpectedly changed while reading')
r = obj.get(Range="bytes={}-".format(bytes_read))
try:
while bytes_read < size:
# this making this weird check because this call is
# about 100 times slower if the amt is too high
if size - bytes_read > buffersize:
bytes = r['Body'].read(amt=buffersize)
else:
bytes = r['Body'].read()
if compressed:
s = decompress.decompress(bytes)
else:
s = bytes
if encoding and not raw:
try:
decoded = undecoded + s.decode(encoding)
undecoded = ''
yield decoded
except UnicodeDecodeError:
undecoded += s
if len(undecoded) > memsize:
raise
else:
yield s
bytes_read += len(bytes)
except zlib.error:
logger.error("Error while decompressing [%s]", key.name)
raise
except UnicodeDecodeError:
raise
except Exception:
err = True
pass
if size <= bytes_read:
break
if size != bytes_read:
if err:
raise Exception
else:
raise AwsError('Failed to fully read [%s]' % source.name)
if undecoded:
assert encoding is not None # only time undecoded is set
# allow exception to be raised if one is thrown
decoded = undecoded.decode(encoding)
yield decoded
def cp_string(self, source, dest, **kwargs):
"""
Copies source string into the destination location.
Parameters
----------
source: string
the string with the content to copy
dest: string
the s3 location
"""
assert isinstance(source, six.string_types), "source must be a string"
assert self._is_s3(dest), "Destination must be s3 location"
return self._put_string(source, dest, **kwargs)
def list(self, name, iterator=False, **kwargs):
"""
Returns a list of the files under the specified path
name must be in the form of `s3://bucket/prefix`
Parameters
----------
keys: optional
if True then this will return the actual boto keys for files
that are encountered
objects: optional
if True then this will return the actual boto objects for
files or prefixes that are encountered
delimiter: optional
if set this
iterator: optional
if True return iterator rather than converting to list object
"""
assert self._is_s3(name), "name must be in form s3://bucket/key"
it = self._list(bucket=self._bucket_name(name), prefix=self._key_name(name), **kwargs)
return iter(it) if iterator else list(it)
def listdir(self, name, **kwargs):
"""
Returns a list of the files under the specified path.
This is different from list as it will only give you files under the
current directory, much like ls.
name must be in the form of `s3://bucket/prefix/`
Parameters
----------
keys: optional
if True then this will return the actual boto keys for files
that are encountered
objects: optional
if True then this will return the actual boto objects for
files or prefixes that are encountered
"""
assert self._is_s3(name), "name must be in form s3://bucket/prefix/"
if not name.endswith('/'):
name += "/"
return self.list(name, delimiter='/', **kwargs)
def read(self, source, compressed=False, encoding='UTF-8'):
"""
Iterates over a file in s3 split on newline.
Yields a line in file.
"""
buf = ''
for block in self.cat(source, compressed=compressed, encoding=encoding):
buf += block
if '\n' in buf:
ret, buf = buf.rsplit('\n', 1)
for line in ret.split('\n'):
yield line
lines = buf.split('\n')
for line in lines[:-1]:
yield line
# only yield the last line if the line has content in it
if lines[-1]:
yield lines[-1]
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