Working with a Bucket

T4 allows you to create, read, and write packages both on your local filesystem and on S3 buckets configured to work with T4. For convenience, we provide a simple API for working with S3 buckets that serves as an alternative to boto3.

Connecting to a bucket

To connect to an S3 Bucket:

b = t4.Bucket("s3://my-bucket")

This requires that the bucket is configured to work with T4.

Introspecting a bucket

To see the contents of a Bucket, use keys:

$ python
>>> b.keys()
<<< [...a list of objects in the bucket...]

Reading from a bucket

To download a file or folder from a bucket use fetch:

b.fetch("path/to/directory", "path/to/local")
b.fetch("path/to/file", "path/to/local")

To read a file or folder out of a bucket directly into memory use deserialize:

obj = b.deserialize("path/to/file")
obj = b("path/to/file")  # sugar

To read the metadata on an object, use get_meta:

meta = b.get_meta("path/to/file")

Writing to a bucket

You can write data to a bucket.

# put a file to a bucket
b.put_file("foo.csv", "/path/to/local/disk/foo.csv", meta={"foo": "bar"})

# put an in-memory object to a bucket
b.put("my-dict.json", {"a": "b"}, meta={"how": "lazily"})

# or put everything in a directory at once
b.put_dir("stuff", "/path/to/folder/with/stuff/", meta={"origin": "unknown"})

Note that set operations on a Package are put operations on a Bucket.

Deleting objects in a bucket

# always be careful when deleting

# delete a fle
b.delete("foo.csv")

# delete a directory
b.delete_dir("foo/")

Searching in a bucket

You can search for individual objects using search.

Note that this feature is currently only supported for buckets backed by a T4 catalog instance. Before performing a search you must first configure a connection to that instance using t4.config.

# for example
t4.config(navigator_url="https://allencell.quiltdata.com")

T4 supports unstructured search:

$ python
>>> b.search("thor")
<<< ...all files containing the word "thor"...

As well as structured search on metadata (note that this feature is experimental):

$ python
>>> b.search("user_meta.name:'thor'")
<<< ...all files annotated {'name': 'thor'}...

Last updated