Merge pull request #132 from oasis-open/114-116-datastore-renaming
Renaming "sources" and "DataStore"stix2.0
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filesystem
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==========================
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.. automodule:: stix2.datastore.filesystem
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:members:
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filters
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=======================
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.. automodule:: stix2.datastore.filters
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:members:
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memory
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======================
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.. automodule:: stix2.datastore.memory
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:members:
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taxii
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=====================
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.. automodule:: stix2.datastore.taxii
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:members:
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filesystem
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========================
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.. automodule:: stix2.sources.filesystem
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:members:
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filters
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=====================
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.. automodule:: stix2.sources.filters
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:members:
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memory
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====================
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.. automodule:: stix2.sources.memory
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:members:
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taxii
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===================
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.. automodule:: stix2.sources.taxii
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:members:
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datastore
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===============
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.. automodule:: stix2.datastore
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:members:
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sources
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=============
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.. automodule:: stix2.sources
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:members:
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@ -71,9 +71,9 @@
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"source": [
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"# DataStore API\n",
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"\n",
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"CTI Python STIX2 features a new interface for pulling and pushing STIX2 content. The new interface consists of [DataStore](../api/stix2.sources.rst#stix2.sources.DataStore), [DataSource](../api/stix2.sources.rst#stix2.sources.DataSource) and [DataSink](../api/stix2.sources.rst#stix2.sources.DataSink) constructs: a [DataSource](../api/stix2.sources.rst#stix2.sources.DataSource) for pulling STIX2 content, a [DataSink](../api/stix2.sources.rst#stix2.sources.DataSink) for pushing STIX2 content, and a [DataStore](../api/stix2.sources.rst#stix2.sources.DataStore) for both pulling and pushing.\n",
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"CTI Python STIX2 features a new interface for pulling and pushing STIX2 content. The new interface consists of [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin), [DataSource](../api/stix2.datastore.rst#stix2.datastore.DataSource) and [DataSink](../api/stix2.datastore.rst#stix2.datastore.DataSink) constructs: a [DataSource](../api/stix2.datastore.rst#stix2.datastore.DataSource) for pulling STIX2 content, a [DataSink](../api/stix2.datastore.rst#stix2.datastore.DataSink) for pushing STIX2 content, and a [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin) for both pulling and pushing.\n",
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"\n",
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"The DataStore, [DataSource](../api/stix2.sources.rst#stix2.sources.DataSource), [DataSink](../api/stix2.sources.rst#stix2.sources.DataSink) (collectively referred to as the \"DataStore suite\") APIs are not referenced directly by a user but are used as base classes, which are then subclassed by real DataStore suites. CTI Python STIX2 provides the DataStore suites of [FileSystem](../api/sources/stix2.sources.filesystem.rst), [Memory](../api/sources/stix2.sources.memory.rst), and [TAXII](../api/sources/stix2.sources.taxii.rst). Users are also encouraged to subclass the base classes and create their own custom DataStore suites."
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"The DataStore, [DataSource](../api/stix2.datastore.rst#stix2.datastore.DataSource), [DataSink](../api/stix2.datastore.rst#stix2.datastore.DataSink) (collectively referred to as the \"DataStore suite\") APIs are not referenced directly by a user but are used as base classes, which are then subclassed by real DataStore suites. CTI Python STIX2 provides the DataStore suites of [FileSystem](../api/datastore/stix2.datastore.filesystem.rst), [Memory](../api/datastore/stix2.datastore.memory.rst), and [TAXII](../api/datastore/stix2.datastore.taxii.rst). Users are also encouraged to subclass the base classes and create their own custom DataStore suites."
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]
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},
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{
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"source": [
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"## CompositeDataSource\n",
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"\n",
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"[CompositeDataSource](../api/stix2.sources.rst#stix2.sources.CompositeDataSource) is an available controller that can be used as a single interface to a set of defined [DataSources](../api/stix2.sources.rst#stix2.sources.DataSource). The purpose of this controller is allow for the grouping of [DataSources](../api/stix2.sources.rst#stix2.sources.DataSource) and making `get()`/`query()` calls to a set of DataSources in one API call. [CompositeDataSources](../api/stix2.sources.rst#stix2.sources.CompositeDataSource) can be used to organize/group [DataSources](../api/stix2.sources.rst#stix2.sources.DataSource), federate `get()`/`all_versions()`/`query()` calls, and reduce user code.\n",
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"[CompositeDataSource](../api/stix2.datastore.rst#stix2.datastore.CompositeDataSource) is an available controller that can be used as a single interface to a set of defined [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource). The purpose of this controller is allow for the grouping of [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource) and making `get()`/`query()` calls to a set of DataSources in one API call. [CompositeDataSources](../api/stix2.datastore.rst#stix2.datastore.CompositeDataSource) can be used to organize/group [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource), federate `get()`/`all_versions()`/`query()` calls, and reduce user code.\n",
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"\n",
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"[CompositeDataSource](../api/stix2.sources.rst#stix2.sources.CompositeDataSource) is just a wrapper around a set of defined [DataSources](../api/stix2.sources.rst#stix2.sources.DataSource) (e.g. [FileSystemSource](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSource)) that federates `get()`/`all_versions()`/`query()` calls individually to each of the attached [DataSources](../api/stix2.sources.rst#stix2.sources.DataSource) , collects the results from each [DataSource](../api/stix2.sources.rst#stix2.sources.DataSource) and returns them.\n",
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"[CompositeDataSource](../api/stix2.datastore.rst#stix2.datastore.CompositeDataSource) is just a wrapper around a set of defined [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource) (e.g. [FileSystemSource](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSource)) that federates `get()`/`all_versions()`/`query()` calls individually to each of the attached [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource) , collects the results from each [DataSource](../api/stix2.datastore.rst#stix2.datastore.DataSource) and returns them.\n",
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"\n",
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"Filters can be attached to [CompositeDataSources](../api/stix2.sources.rst#stix2.sources.CompositeDataSource) just as they can be done to [DataStores](../api/stix2.sources.rst#stix2.sources.DataStore) and [DataSources](../api/stix2.sources.rst#stix2.sources.DataSource). When `get()`/`all_versions()`/`query()` calls are made to the [CompositeDataSource](../api/stix2.sources.rst#stix2.sources.CompositeDataSource), it will pass along any query filters from the call and any of its own filters to the attached [DataSources](../api/stix2.sources.rst#stix2.sources.DataSource). In addition, those [DataSources](../api/stix2.sources.rst#stix2.sources.DataSource) may have their own attached filters as well. The effect is that all the filters are eventually combined when the `get()`/`all_versions()`/`query()` call is actually executed within a [DataSource](../api/stix2.sources.rst#stix2.sources.DataSource). \n",
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"Filters can be attached to [CompositeDataSources](../api/stix2.datastore.rst#stix2.datastore.CompositeDataSource) just as they can be done to [DataStores](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin) and [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource). When `get()`/`all_versions()`/`query()` calls are made to the [CompositeDataSource](../api/stix2.datastore.rst#stix2.datastore.CompositeDataSource), it will pass along any query filters from the call and any of its own filters to the attached [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource). In addition, those [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource) may have their own attached filters as well. The effect is that all the filters are eventually combined when the `get()`/`all_versions()`/`query()` call is actually executed within a [DataSource](../api/stix2.datastore.rst#stix2.datastore.DataSource). \n",
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"\n",
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"A [CompositeDataSource](../api/stix2.sources.rst#stix2.sources.CompositeDataSource) can also be attached to a [CompositeDataSource](../api/stix2.sources.rst#stix2.sources.CompositeDataSource) for multiple layers of grouped [DataSources](../api/stix2.sources.rst#stix2.sources.DataSource).\n",
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"A [CompositeDataSource](../api/stix2.datastore.rst#stix2.datastore.CompositeDataSource) can also be attached to a [CompositeDataSource](../api/stix2.datastore.rst#stix2.datastore.CompositeDataSource) for multiple layers of grouped [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource).\n",
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"\n",
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"\n",
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"### CompositeDataSource API\n",
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"source": [
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"## Filters\n",
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"\n",
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"The CTI Python STIX2 DataStore suites - [FileSystem](../api/sources/stix2.sources.filesystem.rst), [Memory](../api/sources/stix2.sources.memory.rst), and [TAXII](../api/sources/stix2.sources.taxii.rst) - all use the [Filters](../api/sources/stix2.sources.filters.rst) module to allow for the querying of STIX content. The basic functionality is that filters can be created and supplied everytime to calls to `query()`, and/or attached to a [DataStore](../api/stix2.sources.rst#stix2.sources.DataStore) so that every future query placed to that [DataStore](../api/stix2.sources.rst#stix2.sources.DataStore) is evaluated against the attached filters, supplemented with any further filters supplied with the query call. Attached filters can also be removed from [DataStores](../api/stix2.sources.rst#stix2.sources.DataStore).\n",
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"The CTI Python STIX2 DataStore suites - [FileSystem](../api/datastore/stix2.datastore.filesystem.rst), [Memory](../api/datastore/stix2.datastore.memory.rst), and [TAXII](../api/datastore/stix2.datastore.taxii.rst) - all use the [Filters](../api/datastore/stix2.datastore.filters.rst) module to allow for the querying of STIX content. The basic functionality is that filters can be created and supplied everytime to calls to `query()`, and/or attached to a [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin) so that every future query placed to that [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin) is evaluated against the attached filters, supplemented with any further filters supplied with the query call. Attached filters can also be removed from [DataStores](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin).\n",
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"\n",
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"Filters are very simple, as they consist of a field name, comparison operator and an object property value (i.e. value to compare to). All properties of STIX2 objects can be filtered on. In addition, TAXII2 Filtering parameters for fields can also be used in filters.\n",
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"\n",
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"For Filters to be applied to a query, they must be either supplied with the query call or attached a [DataStore](../api/stix2.sources.rst#stix2.sources.DataStore), more specifically to a [DataSource](../api/stix2.sources.rst#stix2.sources.DataSource) whether that [DataSource](../api/stix2.sources.rst#stix2.sources.DataSource) is a part of a [DataStore](../api/stix2.sources.rst#stix2.sources.DataStore) or stands by itself. "
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"For Filters to be applied to a query, they must be either supplied with the query call or attached to a [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin), more specifically to a [DataSource](../api/stix2.datastore.rst#stix2.datastore.DataSource) whether that [DataSource](../api/stix2.datastore.rst#stix2.datastore.DataSource) is a part of a [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin) or stands by itself. "
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]
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},
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{
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"source": [
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"## De-Referencing Relationships\n",
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"\n",
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"Given a STIX object, there are several ways to find other STIX objects related to it. To illustrate this, let's first create a [DataStore](../api/stix2.sources.rst#stix2.sources.DataStore) and add some objects and relationships."
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"Given a STIX object, there are several ways to find other STIX objects related to it. To illustrate this, let's first create a [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin) and add some objects and relationships."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"If a STIX object has a `created_by_ref` property, you can use the [creator_of()](../api/stix2.sources.rst#stix2.sources.DataSource.creator_of) method to retrieve the [Identity](../api/stix2.v20.sdo.rst#stix2.v20.sdo.Identity) object that created it."
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"If a STIX object has a `created_by_ref` property, you can use the [creator_of()](../api/stix2.datastore.rst#stix2.datastore.DataSource.creator_of) method to retrieve the [Identity](../api/stix2.v20.sdo.rst#stix2.v20.sdo.Identity) object that created it."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Use the [relationships()](../api/stix2.sources.rst#stix2.sources.DataSource.relationships) method to retrieve all the relationship objects that reference a STIX object."
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"Use the [relationships()](../api/stix2.datastore.rst#stix2.datastore.DataSource.relationships) method to retrieve all the relationship objects that reference a STIX object."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Finally, you can retrieve all STIX objects related to a given STIX object using [related_to()](../api/stix2.sources.rst#stix2.sources.DataSource.related_to). This calls [relationships()](../api/stix2.sources.rst#stix2.sources.DataSource.relationships) but then performs the extra step of getting the objects that these Relationships point to. [related_to()](../api/stix2.sources.rst#stix2.sources.DataSource.related_to) takes all the same arguments that [relationships()](../api/stix2.sources.rst#stix2.sources.DataSource.relationships) does."
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"Finally, you can retrieve all STIX objects related to a given STIX object using [related_to()](../api/stix2.datastore.rst#stix2.datastore.DataSource.related_to). This calls [relationships()](../api/stix2.datastore.rst#stix2.datastore.DataSource.relationships) but then performs the extra step of getting the objects that these Relationships point to. [related_to()](../api/stix2.datastore.rst#stix2.datastore.DataSource.related_to) takes all the same arguments that [relationships()](../api/stix2.datastore.rst#stix2.datastore.DataSource.relationships) does."
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]
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},
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{
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"\n",
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"### Storing and Retrieving STIX Content\n",
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"\n",
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"An [Environment](../api/stix2.environment.rst#stix2.environment.Environment) can be set up with a [DataStore](../api/stix2.sources.rst#stix2.sources.DataStore) if you want to store and retrieve STIX content from the same place. "
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"An [Environment](../api/stix2.environment.rst#stix2.environment.Environment) can be set up with a [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin) if you want to store and retrieve STIX content from the same place. "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"If desired, you can instead set up an [Environment](../api/stix2.environment.rst#stix2.environment.Environment) with different data sources and sinks. In the following example we set up an environment that retrieves objects from [memory](../api/sources/stix2.sources.memory.rst) and a directory on the [filesystem](../api/sources/stix2.sources.filesystem.rst), and stores objects in a different directory on the filesystem."
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"If desired, you can instead set up an [Environment](../api/stix2.environment.rst#stix2.environment.Environment) with different data sources and sinks. In the following example we set up an environment that retrieves objects from [memory](../api/datastore/stix2.datastore.memory.rst) and a directory on the [filesystem](../api/datastore/stix2.datastore.filesystem.rst), and stores objects in a different directory on the filesystem."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Once you have an [Environment](../api/stix2.environment.rst#stix2.environment.Environment) you can store some STIX content in its [DataSinks](../api/stix2.sources.rst#stix2.sources.DataSink) with [add()](../api/stix2.environment.rst#stix2.environment.Environment.add):"
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"Once you have an [Environment](../api/stix2.environment.rst#stix2.environment.Environment) you can store some STIX content in its [DataSinks](../api/stix2.datastore.rst#stix2.datastore.DataSink) with [add()](../api/stix2.environment.rst#stix2.environment.Environment.add):"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"You can retrieve STIX objects from the [DataSources](../api/stix2.sources.rst#stix2.sources.DataSource) in the [Environment](../api/stix2.environment.rst#stix2.environment.Environment) with [get()](../api/stix2.environment.rst#stix2.environment.Environment.get), [query()](../api/stix2.environment.rst#stix2.environment.Environment.query), [all_versions()](../api/stix2.environment.rst#stix2.environment.Environment.all_versions), [creator_of()](../api/stix2.sources.rst#stix2.sources.DataSource.creator_of), [related_to()](../api/stix2.sources.rst#stix2.sources.DataSource.related_to), and [relationships()](../api/stix2.sources.rst#stix2.sources.DataSource.relationships) just as you would for a [DataSource](../api/stix2.sources.rst#stix2.sources.DataSource)."
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"You can retrieve STIX objects from the [DataSources](../api/stix2.datastore.rst#stix2.datastore.DataSource) in the [Environment](../api/stix2.environment.rst#stix2.environment.Environment) with [get()](../api/stix2.environment.rst#stix2.environment.Environment.get), [query()](../api/stix2.environment.rst#stix2.environment.Environment.query), [all_versions()](../api/stix2.environment.rst#stix2.environment.Environment.all_versions), [creator_of()](../api/stix2.datastore.rst#stix2.datastore.DataSource.creator_of), [related_to()](../api/stix2.datastore.rst#stix2.datastore.DataSource.related_to), and [relationships()](../api/stix2.datastore.rst#stix2.datastore.DataSource.relationships) just as you would for a [DataSource](../api/stix2.datastore.rst#stix2.datastore.DataSource)."
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]
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},
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{
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"collapsed": true
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},
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"source": [
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"For the full power of the Environment layer, create an [Environment](../api/stix2.environment.rst#stix2.environment.Environment) with both a [DataStore](../api/stix2.sources.rst#stix2.sources.DataStore)/[Source](../api/stix2.sources.rst#stix2.sources.DataSource)/[Sink](../api/stix2.sources.rst#stix2.sources.DataSink) and an [ObjectFactory](../api/stix2.environment.rst#stix2.environment.ObjectFactory):"
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"For the full power of the Environment layer, create an [Environment](../api/stix2.environment.rst#stix2.environment.Environment) with both a [DataStore](../api/stix2.datastore.rst#stix2.datastore.DataStoreMixin)/[Source](../api/stix2.datastore.rst#stix2.datastore.DataSource)/[Sink](../api/stix2.datastore.rst#stix2.datastore.DataSink) and an [ObjectFactory](../api/stix2.environment.rst#stix2.environment.ObjectFactory):"
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]
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},
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{
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"source": [
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"## FileSystem \n",
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"\n",
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"The FileSystem suite contains [FileSystemStore](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemStore), [FileSystemSource](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSource) and [FileSystemSink](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSink). Under the hood, all FileSystem objects point to a file directory (on disk) that contains STIX2 content. \n",
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"The FileSystem suite contains [FileSystemStore](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemStore), [FileSystemSource](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSource) and [FileSystemSink](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSink). Under the hood, all FileSystem objects point to a file directory (on disk) that contains STIX2 content. \n",
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"\n",
|
||||
"The directory and file structure of the intended STIX2 content should be:\n",
|
||||
"\n",
|
||||
|
@ -107,15 +107,15 @@
|
|||
" /vulnerability\n",
|
||||
"```\n",
|
||||
"\n",
|
||||
"[FileSystemStore](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemStore) is intended for use cases where STIX2 content is retrieved and pushed to the same file directory. As [FileSystemStore](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemStore) is just a wrapper around a paired [FileSystemSource](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSource) and [FileSystemSink](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSink) that point the same file directory.\n",
|
||||
"[FileSystemStore](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemStore) is intended for use cases where STIX2 content is retrieved and pushed to the same file directory. As [FileSystemStore](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemStore) is just a wrapper around a paired [FileSystemSource](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSource) and [FileSystemSink](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSink) that point the same file directory.\n",
|
||||
"\n",
|
||||
"For use cases where STIX2 content will only be retrieved or pushed, then a [FileSystemSource](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSource) and [FileSystemSink](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSink) can be used individually. They can also be used individually when STIX2 content will be retrieved from one distinct file directory and pushed to another.\n",
|
||||
"For use cases where STIX2 content will only be retrieved or pushed, then a [FileSystemSource](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSource) and [FileSystemSink](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSink) can be used individually. They can also be used individually when STIX2 content will be retrieved from one distinct file directory and pushed to another.\n",
|
||||
"\n",
|
||||
"### FileSystem API\n",
|
||||
"\n",
|
||||
"A note on [get()](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSource.get), [all_versions()](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSource.all_versions), and [query()](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSource.query): The format of the STIX2 content targeted by the FileSystem suite is JSON files. When the [FileSystemStore](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemStore) retrieves STIX2 content (in JSON) from disk, it will attempt to parse the content into full-featured python-stix2 objects and returned as such. \n",
|
||||
"A note on [get()](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSource.get), [all_versions()](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSource.all_versions), and [query()](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSource.query): The format of the STIX2 content targeted by the FileSystem suite is JSON files. When the [FileSystemStore](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemStore) retrieves STIX2 content (in JSON) from disk, it will attempt to parse the content into full-featured python-stix2 objects and returned as such. \n",
|
||||
"\n",
|
||||
"A note on [add()](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemSink.add): When STIX content is added (pushed) to the file system, the STIX content can be supplied in the following forms: Python STIX objects, Python dictionaries (of valid STIX objects or Bundles), JSON-encoded strings (of valid STIX objects or Bundles), or a (Python) list of any of the previously listed types. Any of the previous STIX content forms will be converted to a STIX JSON object (in a STIX Bundle) and written to disk. \n",
|
||||
"A note on [add()](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemSink.add): When STIX content is added (pushed) to the file system, the STIX content can be supplied in the following forms: Python STIX objects, Python dictionaries (of valid STIX objects or Bundles), JSON-encoded strings (of valid STIX objects or Bundles), or a (Python) list of any of the previously listed types. Any of the previous STIX content forms will be converted to a STIX JSON object (in a STIX Bundle) and written to disk. \n",
|
||||
"\n",
|
||||
"### FileSystem Examples\n",
|
||||
"\n",
|
||||
|
|
|
@ -58,15 +58,15 @@
|
|||
"source": [
|
||||
"## Memory\n",
|
||||
"\n",
|
||||
"The Memory suite consists of [MemoryStore](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore), [MemorySource](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemorySource), and [MemorySink](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemorySink). Under the hood, the Memory suite points to an in-memory dictionary. Similarly, the [MemoryStore](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore) is a just a wrapper around a paired [MemorySource](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemorySource) and [MemorySink](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemorySink); as there is quite limited uses for just a [MemorySource](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemorySource) or a [MemorySink](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemorySink), it is recommended to always use [MemoryStore](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore). The [MemoryStore](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore) is intended for retrieving/searching and pushing STIX content to memory. It is important to note that all STIX content in memory is not backed up on the file system (disk), as that functionality is encompassed within the [FileSystemStore](../api/sources/stix2.sources.filesystem.rst#stix2.sources.filesystem.FileSystemStore). However, the Memory suite does provide some utility methods for saving and loading STIX content to disk. [MemoryStore.save_to_file()](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore.save_to_file) allows for saving all the STIX content that is in memory to a json file. [MemoryStore.load_from_file()](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore.load_from_file) allows for loading STIX content from a JSON-formatted file. \n",
|
||||
"The Memory suite consists of [MemoryStore](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore), [MemorySource](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemorySource), and [MemorySink](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemorySink). Under the hood, the Memory suite points to an in-memory dictionary. Similarly, the [MemoryStore](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore) is a just a wrapper around a paired [MemorySource](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemorySource) and [MemorySink](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemorySink); as there is quite limited uses for just a [MemorySource](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemorySource) or a [MemorySink](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemorySink), it is recommended to always use [MemoryStore](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore). The [MemoryStore](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore) is intended for retrieving/searching and pushing STIX content to memory. It is important to note that all STIX content in memory is not backed up on the file system (disk), as that functionality is encompassed within the [FileSystemStore](../api/datastore/stix2.datastore.filesystem.rst#stix2.datastore.filesystem.FileSystemStore). However, the Memory suite does provide some utility methods for saving and loading STIX content to disk. [MemoryStore.save_to_file()](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore.save_to_file) allows for saving all the STIX content that is in memory to a json file. [MemoryStore.load_from_file()](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore.load_from_file) allows for loading STIX content from a JSON-formatted file. \n",
|
||||
"\n",
|
||||
"\n",
|
||||
"### Memory API\n",
|
||||
"A note on adding and retreiving STIX content to the Memory suite: As mentioned, under the hood the Memory suite is an internal, in-memory dictionary. STIX content that is to be added can be in the following forms: python-stix2 objects, (Python) dictionaries (of valid STIX objects or Bundles), JSON-encoded strings (of valid STIX objects or Bundles), or a (Python) list of any of the previously listed types. [MemoryStore](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore) actually stores STIX content either as python-stix2 objects or as (Python) dictionaries, reducing and converting any of the aforementioned types to one of those. Additionally, whatever form the STIX object is stored as, is how it will be returned when retrieved. python-stix2 objects, and json-encoded strings (of STIX content) are stored as python-stix2 objects, while (Python) dictionaries (of STIX objects) are stored as (Python) dictionaries.\n",
|
||||
"A note on adding and retreiving STIX content to the Memory suite: As mentioned, under the hood the Memory suite is an internal, in-memory dictionary. STIX content that is to be added can be in the following forms: python-stix2 objects, (Python) dictionaries (of valid STIX objects or Bundles), JSON-encoded strings (of valid STIX objects or Bundles), or a (Python) list of any of the previously listed types. [MemoryStore](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore) actually stores STIX content either as python-stix2 objects or as (Python) dictionaries, reducing and converting any of the aforementioned types to one of those. Additionally, whatever form the STIX object is stored as, is how it will be returned when retrieved. python-stix2 objects, and json-encoded strings (of STIX content) are stored as python-stix2 objects, while (Python) dictionaries (of STIX objects) are stored as (Python) dictionaries.\n",
|
||||
"\n",
|
||||
"A note on [load_from_file()](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore.load_from_file): For [load_from_file()](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore.load_from_file), STIX content is assumed to be in JSON form within the file, as an individual STIX object or in a Bundle. When the JSON is loaded, the STIX objects are parsed into python-stix2 objects before being stored in the in-memory dictionary.\n",
|
||||
"A note on [load_from_file()](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore.load_from_file): For [load_from_file()](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore.load_from_file), STIX content is assumed to be in JSON form within the file, as an individual STIX object or in a Bundle. When the JSON is loaded, the STIX objects are parsed into python-stix2 objects before being stored in the in-memory dictionary.\n",
|
||||
"\n",
|
||||
"A note on [save_to_file()](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore.save_to_file): This method dumps all STIX content that is in the [MemoryStore](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore) to the specified file. The file format will be JSON, and the STIX content will be within a STIX Bundle. Note also that the output form will be a JSON STIX Bundle regardless of the form that the individual STIX objects are stored in (i.e. supplied to) the [MemoryStore](../api/sources/stix2.sources.memory.rst#stix2.sources.memory.MemoryStore). \n",
|
||||
"A note on [save_to_file()](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore.save_to_file): This method dumps all STIX content that is in the [MemoryStore](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore) to the specified file. The file format will be JSON, and the STIX content will be within a STIX Bundle. Note also that the output form will be a JSON STIX Bundle regardless of the form that the individual STIX objects are stored in (i.e. supplied to) the [MemoryStore](../api/datastore/stix2.datastore.memory.rst#stix2.datastore.memory.MemoryStore). \n",
|
||||
"\n",
|
||||
"### Memory Examples\n",
|
||||
"\n",
|
||||
|
|
|
@ -58,9 +58,9 @@
|
|||
"source": [
|
||||
"## TAXIICollection\n",
|
||||
"\n",
|
||||
"The TAXIICollection suite contains [TAXIICollectionStore](../api/sources/stix2.sources.taxii.rst#stix2.sources.taxii.TAXIICollectionStore), [TAXIICollectionSource](../api/sources/stix2.sources.taxii.rst#stix2.sources.taxii.TAXIICollectionSource), and [TAXIICollectionSink](../api/sources/stix2.sources.taxii.rst#stix2.sources.taxii.TAXIICollectionSink). [TAXIICollectionStore](../api/sources/stix2.sources.taxii.rst#stix2.sources.taxii.TAXIICollectionStore) pushes and retrieves STIX content to local/remote TAXII Collection(s). [TAXIICollectionSource](../api/sources/stix2.sources.taxii.rst#stix2.sources.taxii.TAXIICollectionSource) retrieves STIX content from local/remote TAXII Collection(s). [TAXIICollectionSink](../api/sources/stix2.sources.taxii.rst#stix2.sources.taxii.TAXIICollectionSink) pushes STIX content to local/remote TAXII Collection(s). Each of the interfaces is designed to be bound to a Collection from the [taxii2client](https://github.com/oasis-open/cti-taxii-client) library (taxii2client.Collection), where all [TAXIICollection](../api/sources/stix2.sources.taxii.rst) API calls will be executed through that Collection instance.\n",
|
||||
"The TAXIICollection suite contains [TAXIICollectionStore](../api/datastore/stix2.datastore.taxii.rst#stix2.datastore.taxii.TAXIICollectionStore), [TAXIICollectionSource](../api/datastore/stix2.datastore.taxii.rst#stix2.datastore.taxii.TAXIICollectionSource), and [TAXIICollectionSink](../api/datastore/stix2.datastore.taxii.rst#stix2.datastore.taxii.TAXIICollectionSink). [TAXIICollectionStore](../api/datastore/stix2.datastore.taxii.rst#stix2.datastore.taxii.TAXIICollectionStore) pushes and retrieves STIX content to local/remote TAXII Collection(s). [TAXIICollectionSource](../api/datastore/stix2.datastore.taxii.rst#stix2.datastore.taxii.TAXIICollectionSource) retrieves STIX content from local/remote TAXII Collection(s). [TAXIICollectionSink](../api/datastore/stix2.datastore.taxii.rst#stix2.datastore.taxii.TAXIICollectionSink) pushes STIX content to local/remote TAXII Collection(s). Each of the interfaces is designed to be bound to a Collection from the [taxii2client](https://github.com/oasis-open/cti-taxii-client) library (taxii2client.Collection), where all [TAXIICollection](../api/datastore/stix2.datastore.taxii.rst) API calls will be executed through that Collection instance.\n",
|
||||
"\n",
|
||||
"A note on TAXII2 searching/filtering of STIX content: TAXII2 server implementations natively support searching on the STIX2 object properties: id, type and version; API requests made to TAXII2 can contain filter arguments for those 3 properties. However, the [TAXIICollection](../api/sources/stix2.sources.taxii.rst) suite supports searching on all STIX2 common object properties (see [Filters](../api/sources/stix2.sources.filters.rst) documentation for full listing). This works simply by augmenting the filtering that is done remotely at the TAXII2 server instance. [TAXIICollection](../api/sources/stix2.sources.taxii.rst) will seperate any supplied queries into TAXII supported filters and non-supported filters. During a [TAXIICollection](../api/sources/stix2.sources.taxii.rst) API call, TAXII2 supported filters get inserted into the TAXII2 server request (to be evaluated at the server). The rest of the filters are kept locally and then applied to the STIX2 content that is returned from the TAXII2 server, before being returned from the [TAXIICollection](../api/sources/stix2.sources.taxii.rst) API call. \n",
|
||||
"A note on TAXII2 searching/filtering of STIX content: TAXII2 server implementations natively support searching on the STIX2 object properties: id, type and version; API requests made to TAXII2 can contain filter arguments for those 3 properties. However, the [TAXIICollection](../api/datastore/stix2.datastore.taxii.rst) suite supports searching on all STIX2 common object properties (see [Filters](../api/datastore/stix2.datastore.filters.rst) documentation for full listing). This works simply by augmenting the filtering that is done remotely at the TAXII2 server instance. [TAXIICollection](../api/datastore/stix2.datastore.taxii.rst) will seperate any supplied queries into TAXII supported filters and non-supported filters. During a [TAXIICollection](../api/datastore/stix2.datastore.taxii.rst) API call, TAXII2 supported filters get inserted into the TAXII2 server request (to be evaluated at the server). The rest of the filters are kept locally and then applied to the STIX2 content that is returned from the TAXII2 server, before being returned from the [TAXIICollection](../api/datastore/stix2.datastore.taxii.rst) API call. \n",
|
||||
"\n",
|
||||
"### TAXIICollection API\n",
|
||||
"\n",
|
||||
|
|
|
@ -1,6 +1,6 @@
|
|||
import json
|
||||
|
||||
from stix2.sources.taxii import TAXIIDataSource
|
||||
from stix2.datastore.taxii import TAXIIDataSource
|
||||
|
||||
# Flask TAXII server - developmental
|
||||
ROOT = 'http://localhost:5000'
|
||||
|
|
|
@ -3,23 +3,30 @@
|
|||
.. autosummary::
|
||||
:toctree: api
|
||||
|
||||
v20.common
|
||||
core
|
||||
datastore
|
||||
environment
|
||||
exceptions
|
||||
markings
|
||||
v20.observables
|
||||
patterns
|
||||
properties
|
||||
v20.sdo
|
||||
sources
|
||||
v20.sro
|
||||
utils
|
||||
v20.common
|
||||
v20.observables
|
||||
v20.sdo
|
||||
v20.sro
|
||||
"""
|
||||
|
||||
# flake8: noqa
|
||||
|
||||
from .core import Bundle, _collect_stix2_obj_maps, _register_type, parse
|
||||
from .datastore import CompositeDataSource
|
||||
from .datastore.filesystem import (FileSystemSink, FileSystemSource,
|
||||
FileSystemStore)
|
||||
from .datastore.filters import Filter
|
||||
from .datastore.memory import MemorySink, MemorySource, MemoryStore
|
||||
from .datastore.taxii import (TAXIICollectionSink, TAXIICollectionSource,
|
||||
TAXIICollectionStore)
|
||||
from .environment import Environment, ObjectFactory
|
||||
from .markings import (add_markings, clear_markings, get_markings, is_marked,
|
||||
remove_markings, set_markings)
|
||||
|
@ -41,13 +48,6 @@ from .patterns import (AndBooleanExpression, AndObservationExpression,
|
|||
ReferenceObjectPathComponent, RepeatQualifier,
|
||||
StartStopQualifier, StringConstant, TimestampConstant,
|
||||
WithinQualifier)
|
||||
from .sources import CompositeDataSource
|
||||
from .sources.filesystem import (FileSystemSink, FileSystemSource,
|
||||
FileSystemStore)
|
||||
from .sources.filters import Filter
|
||||
from .sources.memory import MemorySink, MemorySource, MemoryStore
|
||||
from .sources.taxii import (TAXIICollectionSink, TAXIICollectionSource,
|
||||
TAXIICollectionStore)
|
||||
from .utils import get_dict, new_version, revoke
|
||||
from .v20 import * # This import will always be the latest STIX 2.X version
|
||||
from .version import __version__
|
||||
|
|
|
@ -1,7 +1,7 @@
|
|||
"""Python STIX 2.0 Sources
|
||||
"""Python STIX 2.0 DataStore API
|
||||
|
||||
.. autosummary::
|
||||
:toctree: sources
|
||||
:toctree: datastore
|
||||
|
||||
filesystem
|
||||
filters
|
||||
|
@ -16,7 +16,7 @@ import uuid
|
|||
|
||||
from six import with_metaclass
|
||||
|
||||
from stix2.sources.filters import Filter
|
||||
from stix2.datastore.filters import Filter
|
||||
from stix2.utils import deduplicate
|
||||
|
||||
|
||||
|
@ -24,9 +24,9 @@ def make_id():
|
|||
return str(uuid.uuid4())
|
||||
|
||||
|
||||
class DataStore(object):
|
||||
"""An implementer can subclass to create custom behavior from
|
||||
this class for the specific DataStores.
|
||||
class DataStoreMixin(object):
|
||||
"""Provides mechanisms for storing and retrieving STIX data. The specific
|
||||
behavior can be customized by subclasses.
|
||||
|
||||
Args:
|
||||
source (DataSource): An existing DataSource to use
|
||||
|
@ -41,7 +41,7 @@ class DataStore(object):
|
|||
|
||||
"""
|
||||
def __init__(self, source=None, sink=None):
|
||||
super(DataStore, self).__init__()
|
||||
super(DataStoreMixin, self).__init__()
|
||||
self.id = make_id()
|
||||
self.source = source
|
||||
self.sink = sink
|
|
@ -7,12 +7,12 @@ import json
|
|||
import os
|
||||
|
||||
from stix2.core import Bundle, parse
|
||||
from stix2.sources import DataSink, DataSource, DataStore
|
||||
from stix2.sources.filters import Filter, apply_common_filters
|
||||
from stix2.datastore import DataSink, DataSource, DataStoreMixin
|
||||
from stix2.datastore.filters import Filter, apply_common_filters
|
||||
from stix2.utils import deduplicate, get_class_hierarchy_names
|
||||
|
||||
|
||||
class FileSystemStore(DataStore):
|
||||
class FileSystemStore(DataStoreMixin):
|
||||
"""Interface to a file directory of STIX objects.
|
||||
|
||||
FileSystemStore is a wrapper around a paired FileSystemSink
|
|
@ -17,8 +17,8 @@ import os
|
|||
|
||||
from stix2.base import _STIXBase
|
||||
from stix2.core import Bundle, parse
|
||||
from stix2.sources import DataSink, DataSource, DataStore
|
||||
from stix2.sources.filters import Filter, apply_common_filters
|
||||
from stix2.datastore import DataSink, DataSource, DataStoreMixin
|
||||
from stix2.datastore.filters import Filter, apply_common_filters
|
||||
|
||||
|
||||
def _add(store, stix_data=None, version=None):
|
||||
|
@ -56,7 +56,7 @@ def _add(store, stix_data=None, version=None):
|
|||
" or a JSON formatted STIX bundle. stix_data was of type: " + str(type(stix_data)))
|
||||
|
||||
|
||||
class MemoryStore(DataStore):
|
||||
class MemoryStore(DataStoreMixin):
|
||||
"""Interface to an in-memory dictionary of STIX objects.
|
||||
|
||||
MemoryStore is a wrapper around a paired MemorySink and MemorySource.
|
||||
|
@ -124,7 +124,7 @@ class MemorySink(DataSink):
|
|||
Args:
|
||||
stix_data (dict OR list): valid STIX 2.0 content in
|
||||
bundle or a list.
|
||||
_store (bool): whether the MemorySink is a part of a DataStore,
|
||||
_store (bool): whether the MemorySink is a part of a MemoryStore,
|
||||
in which case "stix_data" is a direct reference to
|
||||
shared memory with DataSource. Not user supplied
|
||||
allow_custom (bool): whether to allow custom objects/properties
|
||||
|
@ -170,7 +170,7 @@ class MemorySource(DataSource):
|
|||
Args:
|
||||
stix_data (dict OR list OR STIX object): valid STIX 2.0 content in
|
||||
bundle or list.
|
||||
_store (bool): if the MemorySource is a part of a DataStore,
|
||||
_store (bool): if the MemorySource is a part of a MemoryStore,
|
||||
in which case "stix_data" is a direct reference to shared
|
||||
memory with DataSink. Not user supplied
|
||||
allow_custom (bool): whether to allow custom objects/properties
|
|
@ -5,14 +5,14 @@ from requests.exceptions import HTTPError
|
|||
|
||||
from stix2.base import _STIXBase
|
||||
from stix2.core import Bundle, parse
|
||||
from stix2.sources import DataSink, DataSource, DataStore
|
||||
from stix2.sources.filters import Filter, apply_common_filters
|
||||
from stix2.datastore import DataSink, DataSource, DataStoreMixin
|
||||
from stix2.datastore.filters import Filter, apply_common_filters
|
||||
from stix2.utils import deduplicate
|
||||
|
||||
TAXII_FILTERS = ['added_after', 'id', 'type', 'version']
|
||||
|
||||
|
||||
class TAXIICollectionStore(DataStore):
|
||||
class TAXIICollectionStore(DataStoreMixin):
|
||||
"""Provides an interface to a local/remote TAXII Collection
|
||||
of STIX data. TAXIICollectionStore is a wrapper
|
||||
around a paired TAXIICollectionSink and TAXIICollectionSource.
|
|
@ -1,7 +1,7 @@
|
|||
import copy
|
||||
|
||||
from .core import parse as _parse
|
||||
from .sources import CompositeDataSource, DataStore
|
||||
from .datastore import CompositeDataSource, DataStoreMixin
|
||||
|
||||
|
||||
class ObjectFactory(object):
|
||||
|
@ -75,7 +75,7 @@ class ObjectFactory(object):
|
|||
return cls(**properties)
|
||||
|
||||
|
||||
class Environment(object):
|
||||
class Environment(DataStoreMixin):
|
||||
"""Abstract away some of the nasty details of working with STIX content.
|
||||
|
||||
Args:
|
||||
|
@ -86,6 +86,14 @@ class Environment(object):
|
|||
source (DataSource, optional): Source for retrieving STIX objects.
|
||||
sink (DataSink, optional): Destination for saving STIX objects.
|
||||
Invalid if `store` is also provided.
|
||||
|
||||
.. automethod:: get
|
||||
.. automethod:: all_versions
|
||||
.. automethod:: query
|
||||
.. automethod:: creator_of
|
||||
.. automethod:: relationships
|
||||
.. automethod:: related_to
|
||||
.. automethod:: add
|
||||
"""
|
||||
|
||||
def __init__(self, factory=ObjectFactory(), store=None, source=None, sink=None):
|
||||
|
@ -105,14 +113,6 @@ class Environment(object):
|
|||
return self.factory.create(*args, **kwargs)
|
||||
create.__doc__ = ObjectFactory.create.__doc__
|
||||
|
||||
get = DataStore.__dict__['get']
|
||||
all_versions = DataStore.__dict__['all_versions']
|
||||
query = DataStore.__dict__['query']
|
||||
creator_of = DataStore.__dict__['creator_of']
|
||||
relationships = DataStore.__dict__['relationships']
|
||||
related_to = DataStore.__dict__['related_to']
|
||||
add = DataStore.__dict__['add']
|
||||
|
||||
def add_filters(self, *args, **kwargs):
|
||||
try:
|
||||
return self.source.filters.update(*args, **kwargs)
|
||||
|
|
|
@ -2,9 +2,9 @@ import pytest
|
|||
from taxii2client import Collection
|
||||
|
||||
from stix2 import Filter, MemorySink, MemorySource
|
||||
from stix2.sources import (CompositeDataSource, DataSink, DataSource, make_id,
|
||||
taxii)
|
||||
from stix2.sources.filters import apply_common_filters
|
||||
from stix2.datastore import (CompositeDataSource, DataSink, DataSource,
|
||||
make_id, taxii)
|
||||
from stix2.datastore.filters import apply_common_filters
|
||||
from stix2.utils import deduplicate
|
||||
|
||||
COLLECTION_URL = 'https://example.com/api1/collections/91a7b528-80eb-42ed-a74d-c6fbd5a26116/'
|
||||
|
@ -476,7 +476,7 @@ def test_add_remove_composite_datasource():
|
|||
with pytest.raises(TypeError) as excinfo:
|
||||
cds.add_data_sources([ds1, ds2, ds1, ds3])
|
||||
assert str(excinfo.value) == ("DataSource (to be added) is not of type "
|
||||
"stix2.DataSource. DataSource type is '<class 'stix2.sources.memory.MemorySink'>'")
|
||||
"stix2.DataSource. DataSource type is '<class 'stix2.datastore.memory.MemorySink'>'")
|
||||
|
||||
cds.add_data_sources([ds1, ds2, ds1])
|
||||
|
|
@ -6,7 +6,7 @@ import pytest
|
|||
from stix2 import (Bundle, Campaign, CustomObject, Filter, Identity, Indicator,
|
||||
Malware, MemorySource, MemoryStore, Relationship,
|
||||
properties)
|
||||
from stix2.sources import make_id
|
||||
from stix2.datastore import make_id
|
||||
|
||||
from .constants import (CAMPAIGN_ID, CAMPAIGN_KWARGS, IDENTITY_ID,
|
||||
IDENTITY_KWARGS, INDICATOR_ID, INDICATOR_KWARGS,
|
||||
|
|
Loading…
Reference in New Issue