From 93719f1cbb35f5394b2795da52e41627cce54332 Mon Sep 17 00:00:00 2001
From: Matthew Powers <matthewkevinpowers@gmail.com>
Date: Mon, 23 Oct 2023 10:22:04 -0400
Subject: [PATCH] Add deletion vectors generated table

---
 dat/generated_tables.py |  26 ++
 poetry.lock             | 673 +++++++++++++++++++++-------------------
 pyproject.toml          |   4 +-
 3 files changed, 378 insertions(+), 325 deletions(-)

diff --git a/dat/generated_tables.py b/dat/generated_tables.py
index d6e9239d..a0819299 100644
--- a/dat/generated_tables.py
+++ b/dat/generated_tables.py
@@ -6,6 +6,7 @@
 from typing import Callable, List, Tuple
 
 import pyspark.sql
+import pyspark.sql.functions as F
 import pyspark.sql.types as types
 from delta.tables import DeltaTable
 from pyspark.sql import SparkSession
@@ -403,3 +404,28 @@ def create_no_stats(case: TestCaseInfo, spark: SparkSession):
         df = get_sample_data(spark, seed=i, nrows=5)
         df.repartition(1).write.format('delta').mode(
             'overwrite').save(case.delta_root)
+
+
+@reference_table(
+    name='deletion_vectors',
+    description='Table with deletion vectors',
+)
+def create_deletion_vectors(case: TestCaseInfo, spark: SparkSession):
+    columns = ['letter', 'number', 'a_float']
+    data = [('a', 1, 1.1), ('b', 2, 2.2), ('c', 3, 3.3)]
+    df = spark.createDataFrame(data, schema=columns)
+
+    df.repartition(1).write.format('delta').save(case.delta_root)
+    save_expected(case)
+
+    delta_path = str(Path(case.delta_root).absolute())
+    delta_table = DeltaTable.create(spark).location(delta_path)
+
+    spark.sql(
+        f"ALTER TABLE delta.`{delta_path}` SET TBLPROPERTIES ('delta.enableDeletionVectors' = true)"
+    )
+
+    delta_table.delete(F.col("letter") == "a")
+
+    delta_table.toDF().repartition(1).write.format('delta').mode('append').save(case.delta_root)
+    save_expected(case)
diff --git a/poetry.lock b/poetry.lock
index c2294262..56a45d69 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -58,147 +58,162 @@ six = "*"
 
 [[package]]
 name = "cachetools"
-version = "5.3.0"
+version = "5.3.1"
 description = "Extensible memoizing collections and decorators"
 category = "main"
 optional = false
-python-versions = "~=3.7"
+python-versions = ">=3.7"
 files = [
-    {file = "cachetools-5.3.0-py3-none-any.whl", hash = "sha256:429e1a1e845c008ea6c85aa35d4b98b65d6a9763eeef3e37e92728a12d1de9d4"},
-    {file = "cachetools-5.3.0.tar.gz", hash = "sha256:13dfddc7b8df938c21a940dfa6557ce6e94a2f1cdfa58eb90c805721d58f2c14"},
+    {file = "cachetools-5.3.1-py3-none-any.whl", hash = "sha256:95ef631eeaea14ba2e36f06437f36463aac3a096799e876ee55e5cdccb102590"},
+    {file = "cachetools-5.3.1.tar.gz", hash = "sha256:dce83f2d9b4e1f732a8cd44af8e8fab2dbe46201467fc98b3ef8f269092bf62b"},
 ]
 
 [[package]]
 name = "certifi"
-version = "2023.5.7"
+version = "2023.7.22"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.5.7-py3-none-any.whl", hash = "sha256:c6c2e98f5c7869efca1f8916fed228dd91539f9f1b444c314c06eef02980c716"},
-    {file = "certifi-2023.5.7.tar.gz", hash = "sha256:0f0d56dc5a6ad56fd4ba36484d6cc34451e1c6548c61daad8c320169f91eddc7"},
+    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
+    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
 ]
 
 [[package]]
 name = "chardet"
-version = "5.1.0"
+version = "5.2.0"
 description = "Universal encoding detector for Python 3"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "chardet-5.1.0-py3-none-any.whl", hash = "sha256:362777fb014af596ad31334fde1e8c327dfdb076e1960d1694662d46a6917ab9"},
-    {file = "chardet-5.1.0.tar.gz", hash = "sha256:0d62712b956bc154f85fb0a266e2a3c5913c2967e00348701b32411d6def31e5"},
+    {file = "chardet-5.2.0-py3-none-any.whl", hash = "sha256:e1cf59446890a00105fe7b7912492ea04b6e6f06d4b742b2c788469e34c82970"},
+    {file = "chardet-5.2.0.tar.gz", hash = "sha256:1b3b6ff479a8c414bc3fa2c0852995695c4a026dcd6d0633b2dd092ca39c1cf7"},
 ]
 
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 name = "charset-normalizer"
-version = "3.1.0"
+version = "3.3.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
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+    {file = "charset_normalizer-3.3.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:31445f38053476a0c4e6d12b047b08ced81e2c7c712e5a1ad97bc913256f91b2"},
+    {file = "charset_normalizer-3.3.1-cp39-cp39-win32.whl", hash = "sha256:bd28b31730f0e982ace8663d108e01199098432a30a4c410d06fe08fdb9e93f4"},
+    {file = "charset_normalizer-3.3.1-cp39-cp39-win_amd64.whl", hash = "sha256:555fe186da0068d3354cdf4bbcbc609b0ecae4d04c921cc13e209eece7720727"},
+    {file = "charset_normalizer-3.3.1-py3-none-any.whl", hash = "sha256:800561453acdecedaac137bf09cd719c7a440b6800ec182f077bb8e7025fb708"},
 ]
 
 [[package]]
 name = "chispa"
-version = "0.9.2"
+version = "0.9.4"
 description = "Pyspark test helper library"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7,<4.0"
 files = [
-    {file = "chispa-0.9.2-py3-none-any.whl", hash = "sha256:c6eae922f5c3ccd08f4dc3707202291bb249e68e319d0641795d92d80cfb1cad"},
-    {file = "chispa-0.9.2.tar.gz", hash = "sha256:621ad2e64fd27e7372c7b90ab2d5ad1f8dd69b737a3421ba5b6f84b113a18b84"},
+    {file = "chispa-0.9.4-py3-none-any.whl", hash = "sha256:ba79aef7b45f524dbdb164f225f18401bc24f703abd486edc591e6fb216d2fd3"},
+    {file = "chispa-0.9.4.tar.gz", hash = "sha256:9b9d3c5c3096edd938fc96796897f02e46449e392b445efecfaabbc66b7d8d1f"},
 ]
 
 [[package]]
 name = "click"
-version = "8.1.3"
+version = "8.1.7"
 description = "Composable command line interface toolkit"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
-    {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
 ]
 
 [package.dependencies]
@@ -331,61 +346,61 @@ toml = ["tomli"]
 
 [[package]]
 name = "deepdiff"
-version = "6.3.0"
+version = "6.6.1"
 description = "Deep Difference and Search of any Python object/data. Recreate objects by adding adding deltas to each other."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "deepdiff-6.3.0-py3-none-any.whl", hash = "sha256:15838bd1cbd046ce15ed0c41e837cd04aff6b3e169c5e06fca69d7aa11615ceb"},
-    {file = "deepdiff-6.3.0.tar.gz", hash = "sha256:6a3bf1e7228ac5c71ca2ec43505ca0a743ff54ec77aa08d7db22de6bc7b2b644"},
+    {file = "deepdiff-6.6.1-py3-none-any.whl", hash = "sha256:891b3cb12837e5d376ac0b58f4c8a2764e3a8bbceabb7108ff82235f1f2c4460"},
+    {file = "deepdiff-6.6.1.tar.gz", hash = "sha256:75c75b1511f0e48edef2b70d785a9c32b2631666b465fa8c32270a77a7b950b5"},
 ]
 
 [package.dependencies]
 ordered-set = ">=4.0.2,<4.2.0"
 
 [package.extras]
-cli = ["click (==8.1.3)", "pyyaml (==6.0)"]
+cli = ["click (==8.1.3)", "pyyaml (==6.0.1)"]
 optimize = ["orjson"]
 
 [[package]]
 name = "delta-spark"
-version = "2.3.0"
+version = "3.0.0"
 description = "Python APIs for using Delta Lake with Apache Spark"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "delta-spark-2.3.0.tar.gz", hash = "sha256:c0884bb9a97f83381bbbd8742ca9054b439ea883ef12ae6a292a3597520adc55"},
-    {file = "delta_spark-2.3.0-py3-none-any.whl", hash = "sha256:008618feed655c96f13a04922a28e9d7b14a24a654c59a4fb58e21a0a06365d0"},
+    {file = "delta-spark-3.0.0.tar.gz", hash = "sha256:95109ed364b4c68e3f6c628c77eb5e37c02e29e23bb771ddd8b31f66aae0d555"},
+    {file = "delta_spark-3.0.0-py3-none-any.whl", hash = "sha256:98fd66445c1de0e5c276b7bf7fbec73c46c378cf9440a2984f5d208b09b4ffc5"},
 ]
 
 [package.dependencies]
 importlib-metadata = ">=1.0.0"
-pyspark = ">=3.3.0,<3.4.0"
+pyspark = ">=3.5.0,<3.6.0"
 
 [[package]]
 name = "distlib"
-version = "0.3.6"
+version = "0.3.7"
 description = "Distribution utilities"
 category = "main"
 optional = false
 python-versions = "*"
 files = [
-    {file = "distlib-0.3.6-py2.py3-none-any.whl", hash = "sha256:f35c4b692542ca110de7ef0bea44d73981caeb34ca0b9b6b2e6d7790dda8f80e"},
-    {file = "distlib-0.3.6.tar.gz", hash = "sha256:14bad2d9b04d3a36127ac97f30b12a19268f211063d8f8ee4f47108896e11b46"},
+    {file = "distlib-0.3.7-py2.py3-none-any.whl", hash = "sha256:2e24928bc811348f0feb63014e97aaae3037f2cf48712d51ae61df7fd6075057"},
+    {file = "distlib-0.3.7.tar.gz", hash = "sha256:9dafe54b34a028eafd95039d5e5d4851a13734540f1331060d31c9916e7147a8"},
 ]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.1"
+version = "1.1.3"
 description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.1.1-py3-none-any.whl", hash = "sha256:232c37c63e4f682982c8b6459f33a8981039e5fb8756b2074364e5055c498c9e"},
-    {file = "exceptiongroup-1.1.1.tar.gz", hash = "sha256:d484c3090ba2889ae2928419117447a14daf3c1231d5e30d0aae34f354f01785"},
+    {file = "exceptiongroup-1.1.3-py3-none-any.whl", hash = "sha256:343280667a4585d195ca1cf9cef84a4e178c4b6cf2274caef9859782b567d5e3"},
+    {file = "exceptiongroup-1.1.3.tar.gz", hash = "sha256:097acd85d473d75af5bb98e41b61ff7fe35efe6675e4f9370ec6ec5126d160e9"},
 ]
 
 [package.extras]
@@ -393,19 +408,20 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "filelock"
-version = "3.12.0"
+version = "3.12.4"
 description = "A platform independent file lock."
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.12.0-py3-none-any.whl", hash = "sha256:ad98852315c2ab702aeb628412cbf7e95b7ce8c3bf9565670b4eaecf1db370a9"},
-    {file = "filelock-3.12.0.tar.gz", hash = "sha256:fc03ae43288c013d2ea83c8597001b1129db351aad9c57fe2409327916b8e718"},
+    {file = "filelock-3.12.4-py3-none-any.whl", hash = "sha256:08c21d87ded6e2b9da6728c3dff51baf1dcecf973b768ef35bcbc3447edb9ad4"},
+    {file = "filelock-3.12.4.tar.gz", hash = "sha256:2e6f249f1f3654291606e046b09f1fd5eac39b360664c27f5aad072012f8bcbd"},
 ]
 
 [package.extras]
-docs = ["furo (>=2023.3.27)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "diff-cover (>=7.5)", "pytest (>=7.3.1)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
+docs = ["furo (>=2023.7.26)", "sphinx (>=7.1.2)", "sphinx-autodoc-typehints (>=1.24)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3)", "diff-cover (>=7.7)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)", "pytest-timeout (>=2.1)"]
+typing = ["typing-extensions (>=4.7.1)"]
 
 [[package]]
 name = "flake8"
@@ -426,14 +442,14 @@ pyflakes = ">=2.5.0,<2.6.0"
 
 [[package]]
 name = "gitdb"
-version = "4.0.10"
+version = "4.0.11"
 description = "Git Object Database"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "gitdb-4.0.10-py3-none-any.whl", hash = "sha256:c286cf298426064079ed96a9e4a9d39e7f3e9bf15ba60701e95f5492f28415c7"},
-    {file = "gitdb-4.0.10.tar.gz", hash = "sha256:6eb990b69df4e15bad899ea868dc46572c3f75339735663b81de79b06f17eb9a"},
+    {file = "gitdb-4.0.11-py3-none-any.whl", hash = "sha256:81a3407ddd2ee8df444cbacea00e2d038e40150acfa3001696fe0dcf1d3adfa4"},
+    {file = "gitdb-4.0.11.tar.gz", hash = "sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b"},
 ]
 
 [package.dependencies]
@@ -441,19 +457,22 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.31"
+version = "3.1.40"
 description = "GitPython is a Python library used to interact with Git repositories"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "GitPython-3.1.31-py3-none-any.whl", hash = "sha256:f04893614f6aa713a60cbbe1e6a97403ef633103cdd0ef5eb6efe0deb98dbe8d"},
-    {file = "GitPython-3.1.31.tar.gz", hash = "sha256:8ce3bcf69adfdf7c7d503e78fd3b1c492af782d58893b650adb2ac8912ddd573"},
+    {file = "GitPython-3.1.40-py3-none-any.whl", hash = "sha256:cf14627d5a8049ffbf49915732e5eddbe8134c3bdb9d476e6182b676fc573f8a"},
+    {file = "GitPython-3.1.40.tar.gz", hash = "sha256:22b126e9ffb671fdd0c129796343a02bf67bf2994b35449ffc9321aa755e18a4"},
 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
+[package.extras]
+test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest", "pytest-cov", "pytest-instafail", "pytest-subtests", "pytest-sugar"]
+
 [[package]]
 name = "humanfriendly"
 version = "10.0"
@@ -483,14 +502,14 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "6.6.0"
+version = "6.8.0"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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-    {file = "importlib_metadata-6.6.0.tar.gz", hash = "sha256:92501cdf9cc66ebd3e612f1b4f0c0765dfa42f0fa38ffb319b6bd84dd675d705"},
+    {file = "importlib_metadata-6.8.0-py3-none-any.whl", hash = "sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb"},
+    {file = "importlib_metadata-6.8.0.tar.gz", hash = "sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743"},
 ]
 
 [package.dependencies]
@@ -499,7 +518,7 @@ zipp = ">=0.5"
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
 [[package]]
 name = "iniconfig"
@@ -533,14 +552,14 @@ requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "markdown-it-py"
-version = "2.2.0"
+version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "markdown-it-py-2.2.0.tar.gz", hash = "sha256:7c9a5e412688bc771c67432cbfebcdd686c93ce6484913dccf06cb5a0bea35a1"},
-    {file = "markdown_it_py-2.2.0-py3-none-any.whl", hash = "sha256:5a35f8d1870171d9acc47b99612dc146129b631baf04970128b568f190d0cc30"},
+    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
+    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
 ]
 
 [package.dependencies]
@@ -553,7 +572,7 @@ compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0
 linkify = ["linkify-it-py (>=1,<3)"]
 plugins = ["mdit-py-plugins"]
 profiling = ["gprof2dot"]
-rtd = ["attrs", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
@@ -637,40 +656,37 @@ files = [
 
 [[package]]
 name = "numpy"
-version = "1.24.3"
+version = "1.25.2"
 description = "Fundamental package for array computing in Python"
 category = "main"
 optional = false
-python-versions = ">=3.8"
-files = [
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 [package.dependencies]
@@ -873,14 +889,14 @@ files = [
 
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 name = "pygments"
-version = "2.15.1"
+version = "2.16.1"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.extras]
@@ -888,23 +904,23 @@ plugins = ["importlib-metadata"]
 
 [[package]]
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 [package.dependencies]
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 [[package]]
 name = "pyreadline3"
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 [[package]]
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+version = "7.4.2"
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 [package.extras]
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+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
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 name = "requests"
-version = "2.30.0"
+version = "2.31.0"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -1035,18 +1062,18 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
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-version = "13.3.5"
+version = "13.6.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 category = "dev"
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 python-versions = ">=3.7.0"
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 [package.dependencies]
-markdown-it-py = ">=2.2.0,<3.0.0"
+markdown-it-py = ">=2.2.0"
 pygments = ">=2.13.0,<3.0.0"
 
 [package.extras]
@@ -1089,26 +1116,26 @@ files = [
 
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+version = "5.0.1"
 description = "A pure Python implementation of a sliding window memory map manager"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
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 ]
 
 [[package]]
 name = "stevedore"
-version = "5.0.0"
+version = "5.1.0"
 description = "Manage dynamic plugins for Python applications"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1155,42 +1182,42 @@ files = [
 
 [[package]]
 name = "tox"
-version = "4.5.1"
+version = "4.11.3"
 description = "tox is a generic virtualenv management and test command line tool"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-cachetools = ">=5.3"
-chardet = ">=5.1"
+cachetools = ">=5.3.1"
+chardet = ">=5.2"
 colorama = ">=0.4.6"
-filelock = ">=3.11"
+filelock = ">=3.12.3"
 packaging = ">=23.1"
-platformdirs = ">=3.2"
-pluggy = ">=1"
-pyproject-api = ">=1.5.1"
+platformdirs = ">=3.10"
+pluggy = ">=1.3"
+pyproject-api = ">=1.6.1"
 tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
-virtualenv = ">=20.21"
+virtualenv = ">=20.24.3"
 
 [package.extras]
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+docs = ["furo (>=2023.8.19)", "sphinx (>=7.2.4)", "sphinx-argparse-cli (>=1.11.1)", "sphinx-autodoc-typehints (>=1.24)", "sphinx-copybutton (>=0.5.2)", "sphinx-inline-tabs (>=2023.4.21)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+testing = ["build[virtualenv] (>=0.10)", "covdefaults (>=2.3)", "detect-test-pollution (>=1.1.1)", "devpi-process (>=1)", "diff-cover (>=7.7)", "distlib (>=0.3.7)", "flaky (>=3.7)", "hatch-vcs (>=0.3)", "hatchling (>=1.18)", "psutil (>=5.9.5)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)", "pytest-xdist (>=3.3.1)", "re-assert (>=1.1)", "time-machine (>=2.12)", "wheel (>=0.41.2)"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.5.0"
-description = "Backported and Experimental Type Hints for Python 3.7+"
+version = "4.8.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.5.0-py3-none-any.whl", hash = "sha256:fb33085c39dd998ac16d1431ebc293a8b3eedd00fd4a32de0ff79002c19511b4"},
-    {file = "typing_extensions-4.5.0.tar.gz", hash = "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb"},
+    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
+    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
 ]
 
 [[package]]
@@ -1220,14 +1247,14 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.0.2"
+version = "2.0.7"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "urllib3-2.0.2-py3-none-any.whl", hash = "sha256:d055c2f9d38dc53c808f6fdc8eab7360b6fdbbde02340ed25cfbcd817c62469e"},
-    {file = "urllib3-2.0.2.tar.gz", hash = "sha256:61717a1095d7e155cdb737ac7bb2f4324a858a1e2e6466f6d03ff630ca68d3cc"},
+    {file = "urllib3-2.0.7-py3-none-any.whl", hash = "sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e"},
+    {file = "urllib3-2.0.7.tar.gz", hash = "sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84"},
 ]
 
 [package.extras]
@@ -1238,42 +1265,42 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.23.0"
+version = "20.24.5"
 description = "Virtual Python Environment builder"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.23.0-py3-none-any.whl", hash = "sha256:6abec7670e5802a528357fdc75b26b9f57d5d92f29c5462ba0fbe45feacc685e"},
-    {file = "virtualenv-20.23.0.tar.gz", hash = "sha256:a85caa554ced0c0afbd0d638e7e2d7b5f92d23478d05d17a76daeac8f279f924"},
+    {file = "virtualenv-20.24.5-py3-none-any.whl", hash = "sha256:b80039f280f4919c77b30f1c23294ae357c4c8701042086e3fc005963e4e537b"},
+    {file = "virtualenv-20.24.5.tar.gz", hash = "sha256:e8361967f6da6fbdf1426483bfe9fca8287c242ac0bc30429905721cefbff752"},
 ]
 
 [package.dependencies]
-distlib = ">=0.3.6,<1"
-filelock = ">=3.11,<4"
-platformdirs = ">=3.2,<4"
+distlib = ">=0.3.7,<1"
+filelock = ">=3.12.2,<4"
+platformdirs = ">=3.9.1,<4"
 
 [package.extras]
-docs = ["furo (>=2023.3.27)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=22.12)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.3.1)", "pytest-env (>=0.8.1)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.10)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=67.7.1)", "time-machine (>=2.9)"]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
 [[package]]
 name = "zipp"
-version = "3.15.0"
+version = "3.17.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
-    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "0e0b30f0eee2339ccbec331022e34ba9fdc218a0dc9650b48b2dd4b22f6555b9"
+content-hash = "9d426ea0a17014214d6776ed1f127f91a23b57b608e29ab15a2020ed1a28fa89"
diff --git a/pyproject.toml b/pyproject.toml
index 9a627089..c2071457 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,9 +7,9 @@ authors = ["Your Name <you@example.com>"]
 [tool.poetry.dependencies]
 python = "^3.9"
 pydantic = "^1.9.2"
-pyspark = "^3.2.0"
+pyspark = "^3.5.0"
 click = "^8.1.3"
-delta-spark = "^2.1.1"
+delta-spark = "^3.0.0"
 rootpath = "^0.1.1"
 pyarrow = "^10.0.0"