MaterializedView¶
Contained within this file are experimental interfaces for working with the Synapse Python Client. Unless otherwise noted these interfaces are subject to change at any time. Use at your own risk.
API reference¶
synapseclient.models.MaterializedView
dataclass
¶
Bases: MaterializedViewSynchronousProtocol
, AccessControllable
, TableBase
, ViewStoreMixin
, DeleteMixin
, GetMixin
, QueryMixin
A materialized view is a type of table that is automatically built from a Synapse
SQL query. Its content is read only and based off the defining_sql
attribute.
The SQL of the materialized view may contain JOIN clauses on multiple tables.
A MaterializedView
object represents this concept in Synapse:
https://rest-docs.synapse.org/rest/org/sagebionetworks/repo/model/table/MaterializedView.html
ATTRIBUTE | DESCRIPTION |
---|---|
id |
The unique immutable ID for this entity. Once issued, this ID is guaranteed to never change or be re-issued. |
name |
The name of this entity. Must be 256 characters or less. Names may only contain: letters, numbers, spaces, underscores, hyphens, periods, plus signs, apostrophes, and parentheses. |
description |
The description of this entity. Must be 1000 characters or less. |
etag |
Synapse employs an Optimistic Concurrency Control (OCC) scheme to handle concurrent updates. Since the E-Tag changes every time an entity is updated it is used to detect when a client's current representation of an entity is out-of-date. |
created_on |
The date this entity was created. |
modified_on |
The date this entity was last modified. In YYYY-MM-DD-Thh:mm:ss.sssZ format. |
created_by |
The ID of the user that created this entity. |
modified_by |
The ID of the user that last modified this entity. |
parent_id |
The ID of the Entity that is the parent of this entity. |
version_number |
The version number issued to this version on the object. |
version_label |
The version label for this entity. |
version_comment |
The version comment for this entity. |
is_latest_version |
If this is the latest version of the object. |
columns |
(Read Only) The columns of a materialized view are dynamic based on the select statement of the definingSQL. This list of columnIds is for read-only purposes.
TYPE:
|
is_search_enabled |
When creating or updating a table or view specifies if full text search should be enabled. |
defining_sql |
The synapse SQL statement that defines the data in the materialized view. |
annotations |
Additional metadata associated with the entityview. The key is
the name of your desired annotations. The value is an object containing a
list of values (use empty list to represent no values for key) and the
value type associated with all values in the list. To remove all
annotations set this to an empty dict
TYPE:
|
activity |
The Activity model represents the main record of Provenance in Synapse. |
Create a new materialized view with a defining SQL query.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
materialized_view = MaterializedView(
name="My Materialized View",
description="A test materialized view",
parent_id="syn12345",
defining_sql="SELECT * FROM syn67890"
)
materialized_view = materialized_view.store()
print(f"Created Materialized View with ID: {materialized_view.id}")
Update the defining SQL of an existing materialized view.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
materialized_view = MaterializedView(id="syn12345").get()
materialized_view.defining_sql = "SELECT column1, column2 FROM syn67890"
materialized_view = materialized_view.store()
print("Updated Materialized View defining SQL.")
Delete a materialized view.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
materialized_view = MaterializedView(id="syn12345")
materialized_view.delete()
print("Deleted Materialized View.")
Query data from a materialized view.
from synapseclient import Synapse
from synapseclient.models import query
syn = Synapse()
syn.login()
query_result = query("SELECT * FROM syn66080386")
print(query_result)
Retrieve and update annotations for a materialized view.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
materialized_view = MaterializedView(id="syn12345").get()
materialized_view.annotations["key1"] = ["value1"]
materialized_view.annotations["key2"] = ["value2"]
materialized_view.store()
print("Updated annotations for Materialized View.")
Create a materialized view with a JOIN clause.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
defining_sql = '''
SELECT t1.column1 AS new_column1, t2.column2 AS new_column2
FROM syn12345 t1
JOIN syn67890 t2
ON t1.id = t2.foreign_id
'''
materialized_view = MaterializedView(
name="Join Materialized View",
description="A materialized view with a JOIN clause",
parent_id="syn11111",
defining_sql=defining_sql,
)
materialized_view = materialized_view.store()
print(f"Created Materialized View with ID: {materialized_view.id}")
Create a materialized view with a LEFT JOIN clause.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
defining_sql = '''
SELECT t1.column1 AS new_column1, t2.column2 AS new_column2
FROM syn12345 t1
LEFT JOIN syn67890 t2
ON t1.id = t2.foreign_id
'''
materialized_view = MaterializedView(
name="Left Join Materialized View",
description="A materialized view with a LEFT JOIN clause",
parent_id="syn11111",
defining_sql=defining_sql,
)
materialized_view = materialized_view.store()
print(f"Created Materialized View with ID: {materialized_view.id}")
Create a materialized view with a RIGHT JOIN clause.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
defining_sql = '''
SELECT t1.column1 AS new_column1, t2.column2 AS new_column2
FROM syn12345 t1
RIGHT JOIN syn67890 t2
ON t1.id = t2.foreign_id
'''
materialized_view = MaterializedView(
name="Right Join Materialized View",
description="A materialized view with a RIGHT JOIN clause",
parent_id="syn11111",
defining_sql=defining_sql,
)
materialized_view = materialized_view.store()
print(f"Created Materialized View with ID: {materialized_view.id}")
Create a materialized view with a UNION clause.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
defining_sql = '''
SELECT column1 AS new_column1, column2 AS new_column2
FROM syn12345
UNION
SELECT column1 AS new_column1, column2 AS new_column2
FROM syn67890
'''
materialized_view = MaterializedView(
name="Union Materialized View",
description="A materialized view with a UNION clause",
parent_id="syn11111",
defining_sql=defining_sql,
)
materialized_view = materialized_view.store()
print(f"Created Materialized View with ID: {materialized_view.id}")
Source code in synapseclient/models/materializedview.py
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|
Functions¶
store
¶
store(dry_run: bool = False, *, job_timeout: int = 600, synapse_client: Optional[Synapse] = None) -> Self
Store non-row information about a MaterializedView including the annotations.
Note: Columns in a MaterializedView are determined by the defining_sql
attribute. To update
the columns, you must update the defining_sql
and store the view.
PARAMETER | DESCRIPTION |
---|---|
dry_run
|
If True, will not actually store the table but will log to the console what would have been stored.
TYPE:
|
job_timeout
|
The maximum amount of time to wait for a job to complete.
This is used when updating the table schema. If the timeout
is reached a
TYPE:
|
synapse_client
|
If not passed in and caching was not disabled by
|
RETURNS | DESCRIPTION |
---|---|
Self
|
The MaterializedView instance stored in synapse. |
Create a new materialized view with a defining SQL query.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
materialized_view = MaterializedView(
name="My Materialized View",
description="A test materialized view",
parent_id="syn12345",
defining_sql="SELECT * FROM syn67890"
)
materialized_view = materialized_view.store()
print(f"Created Materialized View with ID: {materialized_view.id}")
Update the defining SQL of an existing materialized view.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
materialized_view = MaterializedView(id="syn12345").get()
materialized_view.defining_sql = "SELECT column1, column2 FROM syn67890"
materialized_view = materialized_view.store()
print("Updated Materialized View defining SQL.")
Retrieve and update annotations for a materialized view.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
materialized_view = MaterializedView(id="syn12345").get()
materialized_view.annotations["key1"] = ["value1"]
materialized_view.annotations["key2"] = ["value2"]
materialized_view.store()
print("Updated annotations for Materialized View.")
Create a materialized view with a JOIN clause.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
defining_sql = '''
SELECT t1.column1 AS new_column1, t2.column2 AS new_column2
FROM syn12345 t1
JOIN syn67890 t2
ON t1.id = t2.foreign_id
'''
materialized_view = MaterializedView(
name="Join Materialized View",
description="A materialized view with a JOIN clause",
parent_id="syn11111",
defining_sql=defining_sql,
)
materialized_view = materialized_view.store()
print(f"Created Materialized View with ID: {materialized_view.id}")
Create a materialized view with a LEFT JOIN clause.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
defining_sql = '''
SELECT t1.column1 AS new_column1, t2.column2 AS new_column2
FROM syn12345 t1
LEFT JOIN syn67890 t2
ON t1.id = t2.foreign_id
'''
materialized_view = MaterializedView(
name="Left Join Materialized View",
description="A materialized view with a LEFT JOIN clause",
parent_id="syn11111",
defining_sql=defining_sql,
)
materialized_view = materialized_view.store()
print(f"Created Materialized View with ID: {materialized_view.id}")
Create a materialized view with a RIGHT JOIN clause.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
defining_sql = '''
SELECT t1.column1 AS new_column1, t2.column2 AS new_column2
FROM syn12345 t1
RIGHT JOIN syn67890 t2
ON t1.id = t2.foreign_id
'''
materialized_view = MaterializedView(
name="Right Join Materialized View",
description="A materialized view with a RIGHT JOIN clause",
parent_id="syn11111",
defining_sql=defining_sql,
)
materialized_view = materialized_view.store()
print(f"Created Materialized View with ID: {materialized_view.id}")
Create a materialized view with a UNION clause.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
defining_sql = '''
SELECT column1 AS new_column1, column2 AS new_column2
FROM syn12345
UNION
SELECT column1 AS new_column1, column2 AS new_column2
FROM syn67890
'''
materialized_view = MaterializedView(
name="Union Materialized View",
description="A materialized view with a UNION clause",
parent_id="syn11111",
defining_sql=defining_sql,
)
materialized_view = materialized_view.store()
print(f"Created Materialized View with ID: {materialized_view.id}")
Source code in synapseclient/models/materializedview.py
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|
get
¶
get(include_columns: bool = True, include_activity: bool = False, *, synapse_client: Optional[Synapse] = None) -> Self
Get the metadata about the MaterializedView from synapse.
PARAMETER | DESCRIPTION |
---|---|
include_columns
|
If True, will include fully filled column objects in the
TYPE:
|
include_activity
|
If True the activity will be included in the MaterializedView if it exists. Defaults to False.
TYPE:
|
synapse_client
|
If not passed in and caching was not disabled by
|
RETURNS | DESCRIPTION |
---|---|
Self
|
The MaterializedView instance stored in synapse. |
Getting metadata about a MaterializedView using id
Get a MaterializedView by ID and print out the columns and activity. include_columns
defaults to True and include_activity
defaults to False. When you need to
update existing columns or activity these need to be set to True during the
get
call, then you'll make the changes, and finally call the
.store()
method.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
materialized_view = MaterializedView(id="syn4567").get(include_activity=True)
print(materialized_view)
# Columns are retrieved by default
print(materialized_view.columns)
print(materialized_view.activity)
Getting metadata about a MaterializedView using name and parent_id
Get a MaterializedView by name/parent_id and print out the columns and activity.
include_columns
defaults to True and include_activity
defaults to
False. When you need to update existing columns or activity these need to
be set to True during the get
call, then you'll make the changes,
and finally call the .store()
method.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
materialized_view = MaterializedView(name="my_materialized_view", parent_id="syn1234").get(include_columns=True, include_activity=True)
print(materialized_view)
print(materialized_view.columns)
print(materialized_view.activity)
Source code in synapseclient/models/materializedview.py
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|
delete
¶
Delete the materialized view from synapse. This is not version specific. If you'd like to delete a specific version of the materialized view you must use the synapseclient.api.delete_entity function directly.
PARAMETER | DESCRIPTION |
---|---|
synapse_client
|
If not passed in and caching was not disabled by
|
RETURNS | DESCRIPTION |
---|---|
None
|
None |
Delete a materialized view.
from synapseclient import Synapse
from synapseclient.models import MaterializedView
syn = Synapse()
syn.login()
materialized_view = MaterializedView(id="syn12345")
materialized_view.delete()
print("Deleted Materialized View.")
Source code in synapseclient/models/materializedview.py
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|
query
staticmethod
¶
query(query: str, include_row_id_and_row_version: bool = True, convert_to_datetime: bool = False, download_location=None, quote_character='"', escape_character='\\', line_end=str(linesep), separator=',', header=True, *, synapse_client: Optional[Synapse] = None, **kwargs) -> Union[DATA_FRAME_TYPE, str]
Query for data on a table stored in Synapse. The results will always be
returned as a Pandas DataFrame unless you specify a download_location
in which
case the results will be downloaded to that location. There are a number of
arguments that you may pass to this function depending on if you are getting
the results back as a DataFrame or downloading the results to a file.
PARAMETER | DESCRIPTION |
---|---|
query
|
The query to run. The query must be valid syntax that Synapse can understand. See this document that describes the expected syntax of the query: https://rest-docs.synapse.org/rest/org/sagebionetworks/repo/web/controller/TableExamples.html
TYPE:
|
include_row_id_and_row_version
|
If True the
TYPE:
|
convert_to_datetime
|
(DataFrame only) If set to True, will convert all Synapse DATE columns from UNIX timestamp integers into UTC datetime objects
TYPE:
|
download_location
|
(CSV Only) If set to a path the results will be downloaded to that directory. The results will be downloaded as a CSV file. A path to the downloaded file will be returned instead of a DataFrame.
DEFAULT:
|
quote_character
|
(CSV Only) The character to use to quote fields. The default is a double quote.
DEFAULT:
|
escape_character
|
(CSV Only) The character to use to escape special characters. The default is a backslash.
DEFAULT:
|
line_end
|
(CSV Only) The character to use to end a line. The default is the system's line separator. |
separator
|
(CSV Only) The character to use to separate fields. The default is a comma.
DEFAULT:
|
header
|
(CSV Only) If set to True the first row will be used as the header row. The default is True.
DEFAULT:
|
**kwargs
|
(DataFrame only) Additional keyword arguments to pass to pandas.read_csv. See https://pandas.pydata.org/docs/reference/api/pandas.read_csv.html for complete list of supported arguments. This is exposed as internally the query downloads a CSV from Synapse and then loads it into a dataframe.
DEFAULT:
|
synapse_client
|
If not passed in and caching was not disabled by
|
RETURNS | DESCRIPTION |
---|---|
Union[DATA_FRAME_TYPE, str]
|
The results of the query as a Pandas DataFrame or a path to the downloaded |
Union[DATA_FRAME_TYPE, str]
|
query results if |
Querying for data
This example shows how you may query for data in a table and print out the results.
from synapseclient import Synapse
from synapseclient.models import query
syn = Synapse()
syn.login()
results = query(query="SELECT * FROM syn1234")
print(results)
Source code in synapseclient/models/mixins/table_components.py
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|
query_part_mask
staticmethod
¶
query_part_mask(query: str, part_mask: int, *, synapse_client: Optional[Synapse] = None) -> QueryResultBundle
Query for data on a table stored in Synapse. This is a more advanced use case
of the query
function that allows you to determine what addiitional metadata
about the table or query should also be returned. If you do not need this
additional information then you are better off using the query
function.
The query for this method uses this Rest API: https://rest-docs.synapse.org/rest/POST/entity/id/table/query/async/start.html
PARAMETER | DESCRIPTION |
---|---|
query
|
The query to run. The query must be valid syntax that Synapse can understand. See this document that describes the expected syntax of the query: https://rest-docs.synapse.org/rest/org/sagebionetworks/repo/web/controller/TableExamples.html
TYPE:
|
part_mask
|
The bitwise OR of the part mask values you want to return in the results. The following list of part masks are implemented to be returned in the results:
TYPE:
|
synapse_client
|
If not passed in and caching was not disabled by
|
RETURNS | DESCRIPTION |
---|---|
QueryResultBundle
|
The results of the query as a Pandas DataFrame. |
Querying for data with a part mask
This example shows how to use the bitwise OR
of Python to combine the
part mask values and then use that to query for data in a table and print
out the results.
In this case we are getting the results of the query, the count of rows, and the last updated on date of the table.
from synapseclient import Synapse
from synapseclient.models import query_part_mask
syn = Synapse()
syn.login()
QUERY_RESULTS = 0x1
QUERY_COUNT = 0x2
LAST_UPDATED_ON = 0x80
# Combine the part mask values using bitwise OR
part_mask = QUERY_RESULTS | QUERY_COUNT | LAST_UPDATED_ON
result = query_part_mask(query="SELECT * FROM syn1234", part_mask=part_mask)
print(result)
Source code in synapseclient/models/mixins/table_components.py
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|
get_permissions
¶
get_permissions(*, synapse_client: Optional[Synapse] = None) -> Permissions
Get the permissions that the caller has on an Entity.
PARAMETER | DESCRIPTION |
---|---|
synapse_client
|
If not passed in and caching was not disabled by
|
RETURNS | DESCRIPTION |
---|---|
Permissions
|
A Permissions object |
Using this function:
Getting permissions for a Synapse Entity
from synapseclient import Synapse
from synapseclient.models import File
syn = Synapse()
syn.login()
permissions = File(id="syn123").get_permissions()
Getting access types list from the Permissions object
permissions.access_types
Source code in synapseclient/models/protocols/access_control_protocol.py
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|
get_acl
¶
Get the ACL that a user or group has on an Entity.
PARAMETER | DESCRIPTION |
---|---|
principal_id
|
Identifier of a user or group (defaults to PUBLIC users)
TYPE:
|
synapse_client
|
If not passed in and caching was not disabled by
|
RETURNS | DESCRIPTION |
---|---|
List[str]
|
An array containing some combination of ['READ', 'UPDATE', 'CREATE', 'DELETE', 'DOWNLOAD', 'MODERATE', 'CHANGE_PERMISSIONS', 'CHANGE_SETTINGS'] or an empty array |
Source code in synapseclient/models/protocols/access_control_protocol.py
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|
set_permissions
¶
set_permissions(principal_id: int = None, access_type: List[str] = None, modify_benefactor: bool = False, warn_if_inherits: bool = True, overwrite: bool = True, *, synapse_client: Optional[Synapse] = None) -> Dict[str, Union[str, list]]
Sets permission that a user or group has on an Entity. An Entity may have its own ACL or inherit its ACL from a benefactor.
PARAMETER | DESCRIPTION |
---|---|
principal_id
|
Identifier of a user or group.
TYPE:
|
access_type
|
Type of permission to be granted. One or more of CREATE, READ, DOWNLOAD, UPDATE, DELETE, CHANGE_PERMISSIONS. Defaults to ['READ', 'DOWNLOAD'] |
modify_benefactor
|
Set as True when modifying a benefactor's ACL. The term 'benefactor' is used to indicate which Entity an Entity inherits its ACL from. For example, a newly created Project will be its own benefactor, while a new FileEntity's benefactor will start off as its containing Project. If the entity already has local sharing settings the benefactor would be itself. It may also be the immediate parent, somewhere in the parent tree, or the project itself.
TYPE:
|
warn_if_inherits
|
When
TYPE:
|
overwrite
|
By default this function overwrites existing permissions for the specified user. Set this flag to False to add new permissions non-destructively.
TYPE:
|
synapse_client
|
If not passed in and caching was not disabled by
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RETURNS | DESCRIPTION |
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Dict[str, Union[str, list]]
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An Access Control List object |
Setting permissions
Grant all registered users download access
from synapseclient import Synapse
from synapseclient.models import File
syn = Synapse()
syn.login()
File(id="syn123").set_permissions(principal_id=273948, access_type=['READ','DOWNLOAD'])
Grant the public view access
from synapseclient import Synapse
from synapseclient.models import File
syn = Synapse()
syn.login()
File(id="syn123").set_permissions(principal_id=273949, access_type=['READ'])
Source code in synapseclient/models/protocols/access_control_protocol.py
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