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project.py
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#
# Copyright 2022 Logical Clocks AB
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
from __future__ import annotations
import json
import humps
from hopsworks import client, constants, util
from hopsworks.client.external import Client
from hopsworks.core import (
dataset_api,
environment_api,
flink_cluster_api,
git_api,
job_api,
kafka_api,
opensearch_api,
)
from hsfs import feature_store
class Project:
def __init__(
self,
archived=None,
created=None,
description=None,
docker_image=None,
hops_examples=None,
inodeid=None,
is_old_docker_image=None,
is_preinstalled_docker_image=None,
owner=None,
project_id=None,
project_name=None,
project_team=None,
quotas=None,
retention_period=None,
services=None,
datasets=None,
creation_status=None,
**kwargs,
):
self._id = project_id
self._name = project_name
self._owner = owner
self._description = description
self._created = created
self._opensearch_api = opensearch_api.OpenSearchApi(project_id, project_name)
self._kafka_api = kafka_api.KafkaApi(project_id, project_name)
self._jobs_api = job_api.JobsApi(project_id, project_name)
self._flink_cluster_api = flink_cluster_api.FlinkClusterApi(
project_id, project_name
)
self._git_api = git_api.GitApi(project_id, project_name)
self._dataset_api = dataset_api.DatasetApi(project_id)
self._environment_api = environment_api.EnvironmentApi(project_id, project_name)
@classmethod
def from_response_json(cls, json_dict):
if json_dict:
json_decamelized = humps.decamelize(json_dict)
return cls(**json_decamelized)
else:
return None
@property
def id(self):
"""Id of the project"""
return self._id
@property
def name(self):
"""Name of the project"""
return self._name
@property
def owner(self):
"""Owner of the project"""
return self._owner
@property
def description(self):
"""Description of the project"""
return self._description
@property
def created(self):
"""Timestamp when the project was created"""
return self._created
def get_feature_store(self, name: str = None, engine: str = None) -> feature_store.FeatureStore:
"""Connect to Project's Feature Store.
Defaulting to the project name of default feature store. To get a
shared feature store, the project name of the feature store is required.
!!! example "Example for getting the Feature Store API of a project"
```python
import hopsworks
project = hopsworks.login()
fs = project.get_feature_store()
```
# Arguments
name: Project name of the feature store.
engine: Which engine to use, `"spark"`, `"python"` or `"training"`.
Defaults to `"python"` when connected to [Serverless Hopsworks](https://app.hopsworks.ai).
See hsfs.Connection.connection documentation for more information.
# Returns
`hsfs.feature_store.FeatureStore`: The Feature Store API
# Raises
`RestAPIError`: If unable to connect
"""
from hsfs import connection
_client = client.get_instance()
if type(_client) == Client: # If external client
if _client._host == constants.HOSTS.APP_HOST and engine is None:
engine = "python"
return connection(
host=_client._host,
port=_client._port,
project=self.name,
api_key_value=_client._auth._token,
engine=engine,
).get_feature_store(name)
else:
return connection(engine=engine).get_feature_store(name) # If internal client
def get_model_registry(self):
"""Connect to Project's Model Registry API.
!!! example "Example for getting the Model Registry API of a project"
```python
import hopsworks
project = hopsworks.login()
mr = project.get_model_registry()
```
# Returns
`hsml.model_registry.ModelRegistry`: The Model Registry API
# Raises
`RestAPIError`: If unable to connect
"""
from hsml import connection
_client = client.get_instance()
if type(_client) == Client: # If external client
return connection(
host=_client._host,
port=_client._port,
project=self.name,
api_key_value=_client._auth._token,
).get_model_registry()
else:
return connection().get_model_registry() # If internal client
def get_model_serving(self):
"""Connect to Project's Model Serving API.
!!! example "Example for getting the Model Serving API of a project"
```python
import hopsworks
project = hopsworks.login()
ms = project.get_model_serving()
```
# Returns
`hsml.model_serving.ModelServing`: The Model Serving API
# Raises
`RestAPIError`: If unable to connect
"""
from hsml import connection
_client = client.get_instance()
if type(_client) == Client: # If external client
return connection(
host=_client._host,
port=_client._port,
project=self.name,
api_key_value=_client._auth._token,
).get_model_serving()
else:
return connection().get_model_serving() # If internal client
def get_kafka_api(self):
"""Get the kafka api for the project.
# Returns
`KafkaApi`: The Kafka Api handle
"""
_client = client.get_instance()
if type(_client) == Client:
_client.download_certs(self.name)
return self._kafka_api
def get_opensearch_api(self):
"""Get the opensearch api for the project.
# Returns
`OpenSearchApi`: The OpenSearch Api handle
"""
_client = client.get_instance()
if type(_client) == Client:
_client.download_certs(self.name)
return self._opensearch_api
def get_jobs_api(self):
"""Get the jobs api for the project.
# Returns
`JobsApi`: The Jobs Api handle
"""
return self._jobs_api
def get_flink_cluster_api(self):
"""Get the flink cluster api for the project.
# Returns
`FlinkClusterApi`: The Flink Cluster Api handle
"""
return self._flink_cluster_api
def get_git_api(self):
"""Get the git repository api for the project.
# Returns
`GitApi`: The Git Api handle
"""
return self._git_api
def get_dataset_api(self):
"""Get the dataset api for the project.
# Returns
`DatasetApi`: The Datasets Api handle
"""
return self._dataset_api
def get_environment_api(self):
"""Get the Python environment AP
# Returns
`EnvironmentApi`: The Python Environment Api handle
"""
return self._environment_api
def json(self):
return json.dumps(self, cls=util.Encoder)
def __str__(self):
return self.json()
def __repr__(self):
if self._description is not None:
return f"Project({self._name!r}, {self._owner!r}, {self._description!r})"
else:
return f"Project({self._name!r}, {self._owner!r})"
def get_url(self):
path = "/p/" + str(self.id)
return util.get_hostname_replaced_url(path)