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- Data Reader Writer
- ====================
- Aims for read or write bytes from different media, You can implement new classes to meet the needs of your personal scenarios
- if MinerU have not provide the suitable classes. It is easy to implement new classes, the only one requirement is to inherit from
- ``DataReader`` or ``DataWriter``
- .. code:: python
- class SomeReader(DataReader):
- def read(self, path: str) -> bytes:
- pass
- def read_at(self, path: str, offset: int = 0, limit: int = -1) -> bytes:
- pass
- class SomeWriter(DataWriter):
- def write(self, path: str, data: bytes) -> None:
- pass
- def write_string(self, path: str, data: str) -> None:
- pass
- Reader may curious about the difference between :doc:`io` and this section. Those two sections look very similarity at first glance.
- :doc:`io` provides fundamental functions, while This section thinks more at application level. Customer can build they own classes to meet
- their own applications need which may share same IO function. That is why we have :doc:`io`.
- Important Classes
- -----------------
- .. code:: python
- class FileBasedDataReader(DataReader):
- def __init__(self, parent_dir: str = ''):
- pass
- class FileBasedDataWriter(DataWriter):
- def __init__(self, parent_dir: str = '') -> None:
- pass
- Class ``FileBasedDataReader`` initialized with unary param ``parent_dir``, That means that every method ``FileBasedDataReader`` provided will have features as follow.
- Features:
- #. read content from the absolute path file, ``parent_dir`` will be ignored.
- #. read the relative path, file will first join with ``parent_dir``, then read content from the merged path
- .. note::
- ``FileBasedDataWriter`` shares the same behavior with ``FileBaseDataReader``
- .. code:: python
- class MultiS3Mixin:
- def __init__(self, default_prefix: str, s3_configs: list[S3Config]):
- pass
- class MultiBucketS3DataReader(DataReader, MultiS3Mixin):
- pass
- All read-related method that class ``MultiBucketS3DataReader`` provided will have features as follow.
- Features:
- #. read object with full s3-format path, for example ``s3://test_bucket/test_object``, ``default_prefix`` will be ignored.
- #. read object with relative path, file will join ``default_prefix`` and trim the ``bucket_name`` firstly, then read the content. ``bucket_name`` is the first element of the result after split ``default_prefix`` with delimiter ``\``
- .. note::
- ``MultiBucketS3DataWriter`` shares the same behavior with ``MultiBucketS3DataReader``
- .. code:: python
- class S3DataReader(MultiBucketS3DataReader):
- pass
- ``S3DataReader`` is build on top of MultiBucketS3DataReader which only support for bucket. So is ``S3DataWriter``.
- Read Examples
- ------------
- .. code:: python
- # file based related
- file_based_reader1 = FileBasedDataReader('')
- ## will read file abc
- file_based_reader1.read('abc')
- file_based_reader2 = FileBasedDataReader('/tmp')
- ## will read /tmp/abc
- file_based_reader2.read('abc')
- ## will read /var/logs/message.txt
- file_based_reader2.read('/var/logs/message.txt')
- # multi bucket s3 releated
- multi_bucket_s3_reader1 = MultiBucketS3DataReader("test_bucket1/test_prefix", list[S3Config(
- bucket_name=test_bucket1, access_key=ak, secret_key=sk, endpoint_url=endpoint_url
- ),
- S3Config(
- bucket_name=test_bucket_2,
- access_key=ak_2,
- secret_key=sk_2,
- endpoint_url=endpoint_url_2,
- )])
-
- ## will read s3://test_bucket1/test_prefix/abc
- multi_bucket_s3_reader1.read('abc')
- ## will read s3://test_bucket1/efg
- multi_bucket_s3_reader1.read('s3://test_bucket1/efg')
- ## will read s3://test_bucket2/abc
- multi_bucket_s3_reader1.read('s3://test_bucket2/abc')
- # s3 related
- s3_reader1 = S3DataReader(
- default_prefix_without_bucket = "test_prefix"
- bucket: "test_bucket",
- ak: "ak",
- sk: "sk",
- endpoint_url: "localhost"
- )
- ## will read s3://test_bucket/test_prefix/abc
- s3_reader1.read('abc')
-
- ## will read s3://test_bucket/efg
- s3_reader1.read('s3://test_bucket/efg')
- Write Examples
- ---------------
- .. code:: python
- # file based related
- file_based_writer1 = FileBasedDataWriter('')
- ## will write 123 to abc
- file_based_writer1.write('abc', '123'.encode())
- ## will write 123 to abc
- file_based_writer1.write_string('abc', '123')
- file_based_writer2 = FileBasedDataWriter('/tmp')
- ## will write 123 to /tmp/abc
- file_based_writer2.write_string('abc', '123')
- ## will write 123 to /var/logs/message.txt
- file_based_writer2.write_string('/var/logs/message.txt', '123')
- # multi bucket s3 releated
- multi_bucket_s3_writer1 = MultiBucketS3DataWriter("test_bucket1/test_prefix", list[S3Config(
- bucket_name=test_bucket1, access_key=ak, secret_key=sk, endpoint_url=endpoint_url
- ),
- S3Config(
- bucket_name=test_bucket_2,
- access_key=ak_2,
- secret_key=sk_2,
- endpoint_url=endpoint_url_2,
- )])
-
- ## will write 123 to s3://test_bucket1/test_prefix/abc
- multi_bucket_s3_writer1.write_string('abc', '123')
- ## will write 123 to s3://test_bucket1/test_prefix/abc
- multi_bucket_s3_writer1.write('abc', '123'.encode())
- ## will write 123 to s3://test_bucket1/efg
- multi_bucket_s3_writer1.write('s3://test_bucket1/efg', '123'.encode())
- ## will write 123 to s3://test_bucket2/abc
- multi_bucket_s3_writer1.write('s3://test_bucket2/abc', '123'.encode())
- # s3 related
- s3_writer1 = S3DataWriter(
- default_prefix_without_bucket = "test_prefix"
- bucket: "test_bucket",
- ak: "ak",
- sk: "sk",
- endpoint_url: "localhost"
- )
- ## will write 123 to s3://test_bucket/test_prefix/abc
- s3_writer1.write('abc', '123'.encode())
- ## will write 123 to s3://test_bucket/test_prefix/abc
- s3_writer1.write_string('abc', '123')
- ## will write 123 to s3://test_bucket/efg
- s3_writer1.write('s3://test_bucket/efg', '123'.encode())
- Check :doc:`../../api/classes` for more intuitions or check :doc:`../../api/data_reader_writer` for more details
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