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.. _guide_collections: |
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Collections |
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=========== |
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Overview |
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-------- |
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A collection provides an iterable interface to a group of resources. |
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Collections behave similarly to |
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`Django QuerySets <https://docs.djangoproject.com/en/1.7/ref/models/querysets/>`_ |
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and expose a similar API. A collection seamlessly handles pagination for |
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you, making it possible to easily iterate over all items from all pages of |
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data. Example of a collection:: |
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# SQS list all queues |
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sqs = boto3.resource('sqs') |
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for queue in sqs.queues.all(): |
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print(queue.url) |
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When Collections Make Requests |
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ |
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Collections can be created and manipulated without any request being made |
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to the underlying service. A collection makes a remote service request under |
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the following conditions: |
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* **Iteration**:: |
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for bucket in s3.buckets.all(): |
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print(bucket.name) |
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* **Conversion to list()**:: |
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buckets = list(s3.buckets.all()) |
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* **Batch actions (see below)**:: |
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s3.Bucket('my-bucket').objects.delete() |
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Filtering |
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--------- |
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Some collections support extra arguments to filter the returned data set, |
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which are passed into the underlying service operation. Use the |
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:py:meth:`~boto3.resources.collection.Collection.filter` method to filter |
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the results:: |
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# S3 list all keys with the prefix '/photos' |
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s3 = boto3.resource('s3') |
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for bucket in s3.buckets.all(): |
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for obj in bucket.objects.filter(Prefix='/photos'): |
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print('{0}:{1}'.format(bucket.name, obj.key)) |
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.. warning:: |
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Behind the scenes, the above example will call ``ListBuckets``, |
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``ListObjects``, and ``HeadObject`` many times. If you have a large |
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number of S3 objects then this could incur a significant cost. |
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Chainability |
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------------ |
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Collection methods are chainable. They return copies of the collection |
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rather than modifying the collection, including a deep copy of any |
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associated operation parameters. For example, this allows you |
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to build up multiple collections from a base which they all have |
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in common:: |
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# EC2 find instances |
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ec2 = boto3.resource('ec2') |
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base = ec2.instances.filter(InstanceIds=['id1', 'id2', 'id3']) |
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filters = [{ |
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'name': 'tenancy', |
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'value': 'dedicated' |
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}] |
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filtered1 = base.filter(Filters=filters) |
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# Note, this does NOT modify the filters in ``filtered1``! |
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filters.append({'name': 'instance-type', 'value': 't1.micro'}) |
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filtered2 = base.filter(Filters=filters) |
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print('All instances:') |
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for instance in base: |
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print(instance.id) |
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print('Dedicated instances:') |
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for instance in filtered1: |
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print(instance.id) |
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print('Dedicated micro instances:') |
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for instance in filtered2: |
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print(instance.id) |
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Limiting Results |
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---------------- |
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It is possible to limit the number of items returned from a collection |
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by using either the |
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:py:meth:`~boto3.resources.collection.ResourceCollection.limit` method or |
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keyword argument:: |
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# S3 iterate over first ten buckets |
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for bucket in s3.buckets.limit(10): |
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print(bucket.name) |
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# Keyword argument example |
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for bucket in s3.buckets.filter(limit=10): |
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print(bucket.name) |
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In both cases, up to 10 items total will be returned. If you do not |
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have 10 buckets, then all of your buckets will be returned. |
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Controlling Page Size |
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--------------------- |
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Collections automatically handle paging through results, but you may want |
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to control the number of items returned from a single service operation |
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call. You can do so using the |
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:py:meth:`~boto3.resources.collection.ResourceCollection.page_size` method |
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or keyword argument:: |
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# S3 iterate over all objects 100 at a time |
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for obj in bucket.objects.page_size(100): |
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print(obj.key) |
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# Keyword argument example |
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for obj in bucket.objects.all(page_size=100): |
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print(obj.key) |
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By default, S3 will return 1000 objects at a time, so the above code |
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would let you process the items in smaller batches, which could be |
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beneficial for slow or unreliable internet connections. |
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Batch Actions |
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------------- |
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Some collections support batch actions, which are actions that operate |
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on an entire page of results at a time. They will automatically handle |
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pagination:: |
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# S3 delete everything in `my-bucket` |
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s3 = boto3.resource('s3') |
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s3.buckets('my-bucket').objects.delete() |
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.. danger:: |
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The above example will **completely erase all data** in the ``my-bucket`` |
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bucket! Please be careful with batch actions. |
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