From c61737ab7780147caedc96b1e0d0bfc149fa3c1d Mon Sep 17 00:00:00 2001 From: Michael Shtelma Date: Tue, 31 Oct 2023 11:37:58 +0100 Subject: [PATCH 1/5] 1) Added Storage Options which are passed to the DeltaLake. They allow users to provide storage backend specific configuration 2) Tables with activated Deletion Vectors feature are not supported --- deltatorch/deltadataset.py | 14 +++++++++++++- deltatorch/id_based_deltadataset.py | 4 +++- deltatorch/pytorch.py | 5 ++++- pyproject.toml | 9 ++------- 4 files changed, 22 insertions(+), 10 deletions(-) diff --git a/deltatorch/deltadataset.py b/deltatorch/deltadataset.py index 95ead14..425252e 100644 --- a/deltatorch/deltadataset.py +++ b/deltatorch/deltadataset.py @@ -40,6 +40,7 @@ def __init__( shuffle: bool = False, batch_size: int = 32, drop_last: bool = False, + storage_options: Optional[Dict[str, str]] = None, ) -> None: super().__init__() self.path = path @@ -55,6 +56,7 @@ def __init__( self.drop_last = drop_last self.path = path self.batch_size = batch_size + self.storage_options = storage_options self.init_boundaries(path) @abstractmethod @@ -142,7 +144,17 @@ def count_with_partition_filters(self, _delta_table): return _cnt def create_delta_table(self): - return DeltaTable(self.path, version=self.version) + delta_table = DeltaTable( + self.path, version=self.version, storage_options=self.storage_options + ) + conf = delta_table.metadata().configuration + if conf: + deletion_vectors = conf.get("delta.enableDeletionVectors", None) + if deletion_vectors == "true": + raise Exception( + "Tables with enabled Deletion Vectors are not supported." + ) + return delta_table def __iter__(self): return self.process_data() diff --git a/deltatorch/id_based_deltadataset.py b/deltatorch/id_based_deltadataset.py index 8a6e4f6..44a4cd0 100644 --- a/deltatorch/id_based_deltadataset.py +++ b/deltatorch/id_based_deltadataset.py @@ -1,6 +1,6 @@ import logging import random -from typing import List, Optional, Tuple, Any +from typing import List, Optional, Tuple, Any, Dict import pyarrow.compute as pc from pyarrow.dataset import Expression @@ -28,6 +28,7 @@ def __init__( shuffle: bool = False, batch_size: int = 32, drop_last: bool = False, + storage_options: Optional[Dict[str, str]] = None, ): super().__init__( path, @@ -41,6 +42,7 @@ def __init__( shuffle, batch_size, drop_last, + storage_options, ) self.id_field = id_field diff --git a/deltatorch/pytorch.py b/deltatorch/pytorch.py index 769ed89..1ce0097 100644 --- a/deltatorch/pytorch.py +++ b/deltatorch/pytorch.py @@ -1,4 +1,4 @@ -from typing import List, Optional, Tuple, Any +from typing import List, Optional, Tuple, Any, Dict from pyarrow.dataset import Expression from torch.utils.data import DataLoader @@ -20,6 +20,7 @@ def create_pytorch_dataloader( num_workers: int = 2, shuffle: bool = False, drop_last: bool = False, + storage_options: Optional[Dict[str, str]] = None, **pytorch_dataloader_kwargs ): """Create a PyTorch DataLoader. @@ -50,6 +51,7 @@ def create_pytorch_dataloader( if the dataset size is not divisible by the batch size. If ``False`` and the size of dataset is not divisible by the batch size, then the last batch will be smaller. (default: ``False``) + :param storage_options: a dictionary of the options to use for the storage backend :param pytorch_dataloader_kwargs: arguments for `torch.utils.data.DataLoader`, exclude these arguments: ``batch_size``, ``num_workers``, ``shuffle``, ``drop_last``. @@ -69,6 +71,7 @@ def create_pytorch_dataloader( shuffle, batch_size, drop_last, + storage_options ) return DataLoader( diff --git a/pyproject.toml b/pyproject.toml index 9b3b7fe..b2880a0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -10,7 +10,7 @@ keywords = ['delta', 'torch', 'pytorch', 'deltalake'] [tool.poetry.dependencies] python = ">=3.8,<4.0" -deltalake = ">=0.10.2" +deltalake = ">=0.12.0" pillow = ">=9.5" evalidate = ">=2.0.2" @@ -29,12 +29,7 @@ flake8-bugbear = ">=23" flake8-pyprojecttoml = ">=0.0.2" flake8-pyproject = ">=1.2.3" pep8-naming = ">=0.13" -#diffusers = ">=0.16.1" -#accelerate = ">=0.18.0" -#transformers = ">=4.29.1" -#datasets = ">=2.12.0" -#pytorch-lightning = ">=2.0.2" -#torchmetrics = ">=0.11.4" + [tool.poetry.group.mkdocs] optional = true From cc234d87af4b44170145122b71735b832f285f0f Mon Sep 17 00:00:00 2001 From: Michael Shtelma Date: Tue, 31 Oct 2023 11:57:07 +0100 Subject: [PATCH 2/5] 1) Added Storage Options which are passed to the DeltaLake. They allow users to provide storage backend specific configuration 2) Tables with activated Deletion Vectors feature are not supported --- deltatorch/deltadataset.py | 4 +++- deltatorch/id_based_deltadataset.py | 3 ++- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/deltatorch/deltadataset.py b/deltatorch/deltadataset.py index 425252e..642e3d2 100644 --- a/deltatorch/deltadataset.py +++ b/deltatorch/deltadataset.py @@ -129,7 +129,9 @@ def count(self): return self.count_with_partition_filters(_delta_table) else: _add_actions = _delta_table.get_add_actions().to_pandas() - return _add_actions["num_records"].sum() + num_records = _add_actions["num_records"].sum() + del _delta_table + return num_records def count_with_partition_filters(self, _delta_table): _cnt = 0 diff --git a/deltatorch/id_based_deltadataset.py b/deltatorch/id_based_deltadataset.py index 44a4cd0..4a4332e 100644 --- a/deltatorch/id_based_deltadataset.py +++ b/deltatorch/id_based_deltadataset.py @@ -70,7 +70,7 @@ def process_data(self): pc.field(self.id_field) < pc.scalar(iter_end) ) - delta_table = DeltaTable(self.path, version=self.version) + delta_table = self.create_delta_table() scanner = delta_table.to_pyarrow_dataset().scanner( columns=self.arrow_fields, filter=_filter ) @@ -85,3 +85,4 @@ def process_data(self): item, self.field_specs ) yield item + del delta_table From d85cca83245da45e8fae92fb8f85870552c5f521 Mon Sep 17 00:00:00 2001 From: Michael Shtelma Date: Tue, 31 Oct 2023 11:58:21 +0100 Subject: [PATCH 3/5] 1) Added Storage Options which are passed to the DeltaLake. They allow users to provide storage backend specific configuration 2) Tables with activated Deletion Vectors feature are not supported --- deltatorch/pytorch.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/deltatorch/pytorch.py b/deltatorch/pytorch.py index 1ce0097..cb4a796 100644 --- a/deltatorch/pytorch.py +++ b/deltatorch/pytorch.py @@ -71,7 +71,7 @@ def create_pytorch_dataloader( shuffle, batch_size, drop_last, - storage_options + storage_options, ) return DataLoader( From d64a77397e64a4f674bd125a6ff189217bb465d8 Mon Sep 17 00:00:00 2001 From: Michael Shtelma Date: Tue, 31 Oct 2023 11:59:53 +0100 Subject: [PATCH 4/5] 1) Added Storage Options which are passed to the DeltaLake. 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