import json
import os
import os.path
import warnings
from collections import Counter
from pathlib import Path
from typing import Dict, Type, TYPE_CHECKING, List, Optional, Any
import hubble
from hubble import Client as HubbleClient
from hubble.client.endpoints import EndpointsV2
from docarray.helper import get_request_header, __cache_path__, _get_array_info
if TYPE_CHECKING:
from docarray.typing import T
def _get_length_from_summary(summary: List[Dict]) -> Optional[int]:
"""Get the length from summary."""
for item in summary:
if 'Length' == item['name']:
return item['value']
[docs]class PushPullMixin:
"""Transmitting :class:`DocumentArray` via Jina Cloud Service"""
_max_bytes = 4 * 1024 * 1024 * 1024
[docs] @staticmethod
@hubble.login_required
def cloud_list(show_table: bool = False) -> List[str]:
"""List all available arrays in the cloud.
:param show_table: if true, show the table of the arrays.
:returns: List of available DocumentArray's names.
"""
from rich import print
result = []
from rich.table import Table
from rich import box
resp = HubbleClient(jsonify=True).list_artifacts(
filter={'type': 'documentArray'}, sort={'createdAt': 1}
)
table = Table(
title=f'You have {resp["meta"]["total"]} DocumentArray on the cloud',
box=box.SIMPLE,
highlight=True,
)
table.add_column('Name')
table.add_column('Length')
table.add_column('Access')
table.add_column('Created at', justify='center')
table.add_column('Updated at', justify='center')
for da in resp['data']:
result.append(da['name'])
table.add_row(
da['name'],
str(_get_length_from_summary(da['metaData'].get('summary', []))),
da['visibility'],
da['createdAt'],
da['updatedAt'],
)
if show_table:
print(table)
return result
[docs] @staticmethod
@hubble.login_required
def cloud_delete(name: str) -> None:
"""
Delete a DocumentArray from the cloud.
:param name: the name of the DocumentArray to delete.
"""
HubbleClient(jsonify=True).delete_artifact(name=name)
def _get_raw_summary(self) -> List[Dict[str, Any]]:
(
is_homo,
_nested_in,
_nested_items,
attr_counter,
all_attrs_names,
) = _get_array_info(self)
items = [
dict(
name='Type',
value=self.__class__.__name__,
description='The type of the DocumentArray',
),
dict(
name='Length',
value=len(self),
description='The length of the DocumentArray',
),
dict(
name='Homogenous Documents',
value=is_homo,
description='Whether all documents are of the same structure, attributes',
),
dict(
name='Common Attributes',
value=list(attr_counter.items())[0][0] if attr_counter else None,
description='The common attributes of all documents',
),
dict(
name='Has nested Documents in',
value=tuple(_nested_in),
description='The field that contains nested Documents',
),
dict(
name='Multimodal dataclass',
value=all(d.is_multimodal for d in self),
description='Whether all documents are multimodal',
),
dict(
name='Subindices', value=tuple(getattr(self, '_subindices', {}).keys())
),
]
items.append(
dict(
name='Inspect attributes',
value=_nested_items,
description='Quick overview of attributes of all documents',
)
)
storage_infos = self._get_storage_infos()
_nested_items = []
if storage_infos:
for k, v in storage_infos.items():
_nested_items.append(dict(name=k, value=v))
items.append(
dict(
name='Storage backend',
value=_nested_items,
description='Quick overview of the Document Store',
)
)
return items
[docs] @hubble.login_required
def push(
self,
name: str,
show_progress: bool = False,
public: bool = True,
branding: Optional[Dict] = None,
) -> Dict:
"""Push this DocumentArray object to Jina Cloud which can be later retrieved via :meth:`.push`
.. note::
- Push with the same ``name`` will override the existing content.
- Kinda like a public clipboard where everyone can override anyone's content.
So to make your content survive longer, you may want to use longer & more complicated name.
- The lifetime of the content is not promised atm, could be a day, could be a week. Do not use it for
persistence. Only use this full temporary transmission/storage/clipboard.
:param name: a name that later can be used for retrieve this :class:`DocumentArray`.
:param show_progress: if to show a progress bar on pulling
:param public: by default anyone can pull a DocumentArray if they know its name.
Setting this to False will allow only the creator to pull it. This feature of course you to login first.
:param branding: a dict of branding information to be sent to Jina Cloud. {"icon": "emoji", "background": "#fff"}
"""
import requests
delimiter = os.urandom(32)
(data, ctype) = requests.packages.urllib3.filepost.encode_multipart_formdata(
{
'file': (
'DocumentArray',
delimiter,
),
'name': name,
'type': 'documentArray',
'public': public,
'metaData': json.dumps(
{'summary': self._get_raw_summary(), 'branding': branding},
sort_keys=True,
),
}
)
headers = {'Content-Type': ctype, **get_request_header()}
auth_token = hubble.get_token()
if auth_token:
headers['Authorization'] = f'token {auth_token}'
if not public and not auth_token:
warnings.warn(
'You are not logged in, and `public=False` if only for logged in users. To login, use `jina auth login`.'
)
_head, _tail = data.split(delimiter)
_head += self._stream_header
from rich import filesize
from docarray.array.mixins.io.pbar import get_progressbar
pbar, t = get_progressbar('Pushing', disable=not show_progress, total=len(self))
def gen():
total_size = 0
pbar.start_task(t)
yield _head
def _get_chunk(_batch):
return b''.join(
d._to_stream_bytes(protocol='protobuf', compress='gzip')
for d in _batch
), len(_batch)
for chunk, num_doc_in_chunk in self.map_batch(_get_chunk, batch_size=32):
total_size += len(chunk)
if total_size > self._max_bytes:
warnings.warn(
f'DocumentArray is too big. The pushed DocumentArray might be chopped off.'
)
break
yield chunk
pbar.update(
t,
advance=num_doc_in_chunk,
total_size=str(filesize.decimal(total_size)),
)
yield _tail
with pbar:
response = requests.post(
HubbleClient()._base_url + EndpointsV2.upload_artifact,
data=gen(),
headers=headers,
)
if response.ok:
return response.json()['data']
else:
response.raise_for_status()
[docs] @classmethod
@hubble.login_required
def pull(
cls: Type['T'],
name: str,
show_progress: bool = False,
local_cache: bool = True,
*args,
**kwargs,
) -> 'T':
"""Pulling a :class:`DocumentArray` from Jina Cloud Service to local.
:param name: the upload name set during :meth:`.push`
:param show_progress: if to show a progress bar on pulling
:param local_cache: store the downloaded DocumentArray to local folder
:return: a :class:`DocumentArray` object
"""
import requests
headers = {}
auth_token = hubble.get_token()
if auth_token:
headers['Authorization'] = f'token {auth_token}'
url = HubbleClient()._base_url + EndpointsV2.download_artifact + f'?name={name}'
response = requests.get(url, headers=headers)
if response.ok:
url = response.json()['data']['download']
else:
response.raise_for_status()
with requests.get(
url,
stream=True,
headers=get_request_header(),
) as r:
r.raise_for_status()
_da_len = int(r.headers['Content-length'])
from docarray.array.mixins.io.binary import LazyRequestReader
_source = LazyRequestReader(r)
if local_cache and os.path.exists(f'{__cache_path__}/{name}'):
_cache_len = os.path.getsize(f'{__cache_path__}/{name}')
if _cache_len == _da_len:
_source = f'{__cache_path__}/{name}'
r = cls.load_binary(
_source,
protocol='protobuf',
compress='gzip',
_show_progress=show_progress,
*args,
**kwargs,
)
if isinstance(_source, LazyRequestReader) and local_cache:
Path(__cache_path__).mkdir(parents=True, exist_ok=True)
with open(f'{__cache_path__}/{name}', 'wb') as fp:
fp.write(_source.content)
return r
cloud_push = push
cloud_pull = pull
