From 0fda61f888fed60d629ac070a3acd3f18428265e Mon Sep 17 00:00:00 2001
From: Sem <ssinchenko@apache.org>
Date: Mon, 24 Aug 2026 11:04:25 +0200
Subject: [PATCH 1/3] feat: GQL-1 -- update py7zr (#867)

* feat: update py7zr

It is required to fix the build and security alerts

* resolve merge conflicts
---
 python/poetry.lock    | 2247 ++++++++++++++++++++++++-----------------
 python/pyproject.toml |    6 +-
 2 files changed, 1328 insertions(+), 925 deletions(-)

diff --git a/python/poetry.lock b/python/poetry.lock
index 258866f0..7ee0ff2e 100644
--- a/python/poetry.lock
+++ b/python/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.4.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.3.4 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -14,19 +14,116 @@ files = [
 
 [[package]]
 name = "babel"
-version = "2.17.0"
+version = "2.18.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
 groups = ["docs"]
 files = [
-    {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
-    {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
+    {file = "babel-2.18.0-py3-none-any.whl", hash = "sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35"},
+    {file = "babel-2.18.0.tar.gz", hash = "sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d"},
 ]
 
 [package.extras]
 dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""]
 
+[[package]]
+name = "backports-zstd"
+version = "1.7.0"
+description = "Backport of compression.zstd"
+optional = false
+python-versions = "<3.14,>=3.10"
+groups = ["main", "tutorials"]
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 version = "23.12.1"
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 ]
 markers = {main = "extra == \"tutorials\" or extra == \"all\""}
 
 [[package]]
 name = "click"
-version = "8.2.1"
+version = "8.4.2"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "dev", "tutorials"]
 files = [
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 markers = {main = "extra == \"tutorials\" or extra == \"all\""}
 
@@ -450,7 +651,7 @@ files = [
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 ]
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+markers = {main = "platform_system == \"Windows\" and (extra == \"tutorials\" or extra == \"all\")", connect = "sys_platform == \"win32\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\"", docs = "sys_platform == \"win32\"", tutorials = "platform_system == \"Windows\""}
 
 [[package]]
 name = "docutils"
@@ -466,15 +667,15 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.3.0"
+version = "1.3.1"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["connect", "dev"]
 markers = "python_version == \"3.10\""
 files = [
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 ]
 
 [package.dependencies]
@@ -502,252 +703,229 @@ pyflakes = ">=3.4.0,<3.5.0"
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.75.0"
+version = "1.75.1"
 description = "Common protobufs used in Google APIs"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
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 ]
 
 [package.dependencies]
-protobuf = ">=4.25.8,<8.0.0"
+protobuf = ">=6.33.5,<8.0.0"
 
 [package.extras]
-grpc = ["grpcio (>=1.44.0,<2.0.0)"]
+grpc = ["grpcio (>=1.59.0,<2.0.0)"]
 
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 name = "grpcio"
-version = "1.81.1"
+version = "1.83.0"
 description = "HTTP/2-based RPC framework"
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 python-versions = ">=3.10"
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@@ -756,26 +934,26 @@ test = ["pytest"]
 
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 optional = false
 python-versions = ">=3.9.0"
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 [package.extras]
@@ -802,73 +980,101 @@ i18n = ["Babel (>=2.7)"]
 
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 [[package]]
@@ -920,6 +1126,7 @@ description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["connect", "dev"]
+markers = "python_version == \"3.10\""
 files = [
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-type = ["mypy (>=1.14.1)"]
-
 [[package]]
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 version = "1.6.0"
@@ -1124,46 +1588,57 @@ testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
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+test = ["psleak", "pytest", "pytest-instafail", "pytest-xdist", "pywin32 ; os_name == \"nt\" and implementation_name != \"pypy\"", "setuptools", "wheel ; os_name == \"nt\" and implementation_name != \"pypy\"", "wmi ; os_name == \"nt\" and implementation_name != \"pypy\""]
 
 [[package]]
 name = "py4j"
@@ -1179,155 +1654,156 @@ files = [
 
 [[package]]
 name = "py7zr"
-version = "0.22.0"
+version = "1.1.3"
 description = "Pure python 7-zip library"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main", "tutorials"]
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 [package.dependencies]
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-pycryptodomex = ">=3.16.0"
-pyppmd = ">=1.1.0,<1.2.0"
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 texttable = "*"
 
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 [[package]]
 name = "pyarrow"
-version = "23.0.1"
+version = "25.0.1"
 description = "Python library for Apache Arrow"
 optional = false
 python-versions = ">=3.10"
 groups = ["connect", "dev"]
 files = [
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 [package.extras]
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 test = ["coverage[toml] (>=5.2)", "hypothesis", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
@@ -1344,16 +1820,16 @@ files = [
 
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 description = "C parser in Python"
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 [package.dependencies]
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 [[package]]
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 [package.dependencies]
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 [[package]]
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-
-[package.dependencies]
-typing-extensions = {version = ">=4.13.2", markers = "python_version < \"3.13\""}
-
 [[package]]
 name = "requests"
-version = "2.33.0"
+version = "2.34.2"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "docs", "tutorials"]
 files = [
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 ]
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@@ -1817,36 +2194,47 @@ urllib3 = ">=1.26,<3"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-test = ["PySocks (>=1.5.6,!=1.5.7)", "pytest (>=3)", "pytest-cov", "pytest-httpbin (==2.1.0)", "pytest-mock", "pytest-xdist"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<8)"]
 
 [[package]]
-name = "roman-numerals-py"
-version = "3.1.0"
+name = "roman-numerals"
+version = "4.1.0"
 description = "Manipulate well-formed Roman numerals"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["docs"]
 markers = "python_version >= \"3.11\""
 files = [
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 ]
 
-[package.extras]
-lint = ["mypy (==1.15.0)", "pyright (==1.1.394)", "ruff (==0.9.7)"]
-test = ["pytest (>=8)"]
+[[package]]
+name = "roman-numerals-py"
+version = "4.1.0"
+description = "This package is deprecated, switch to roman-numerals."
+optional = false
+python-versions = ">=3.10"
+groups = ["docs"]
+markers = "python_version >= \"3.11\""
+files = [
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+]
+
+[package.dependencies]
+roman-numerals = "4.1.0"
 
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-version = "83.0.0"
+version = "84.0.0"
 description = "Most extensible Python build backend with support for C/C++ extension modules"
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
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 ]
 
 [package.extras]
@@ -1872,14 +2260,14 @@ files = [
 
 [[package]]
 name = "snowballstemmer"
-version = "3.0.1"
-description = "This package provides 32 stemmers for 30 languages generated from Snowball algorithms."
+version = "3.1.1"
+description = "This package provides 36 stemmers for 34 languages generated from Snowball algorithms."
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*"
+python-versions = ">=3.3"
 groups = ["docs"]
 files = [
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 ]
 
 [[package]]
@@ -2071,70 +2459,85 @@ markers = {main = "extra == \"tutorials\" or extra == \"all\""}
 
 [[package]]
 name = "tomli"
-version = "2.2.1"
+version = "2.4.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["connect", "dev", "docs"]
 markers = "python_version == \"3.10\""
 files = [
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 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.14.1"
+version = "4.16.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "connect", "dev", "tutorials"]
+groups = ["connect", "dev"]
 files = [
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 ]
-markers = {main = "(extra == \"tutorials\" or extra == \"all\") and python_version < \"3.13\"", tutorials = "python_version < \"3.13\""}
 
 [[package]]
 name = "tzdata"
-version = "2025.2"
+version = "2026.3"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 groups = ["connect", "dev"]
+markers = "sys_platform == \"win32\" or sys_platform == \"emscripten\" or python_version == \"3.10\""
 files = [
-    {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
-    {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
+    {file = "tzdata-2026.3-py2.py3-none-any.whl", hash = "sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931"},
+    {file = "tzdata-2026.3.tar.gz", hash = "sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415"},
 ]
 
 [[package]]
@@ -2162,7 +2565,7 @@ version = "0.25.0"
 description = "Zstandard bindings for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["connect"]
+groups = ["connect", "dev"]
 files = [
     {file = "zstandard-0.25.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e59fdc271772f6686e01e1b3b74537259800f57e24280be3f29c8a0deb1904dd"},
     {file = "zstandard-0.25.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4d441506e9b372386a5271c64125f72d5df6d2a8e8a2a45a0ae09b03cb781ef7"},
@@ -2275,4 +2678,4 @@ tutorials = ["click", "py7zr", "requests"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10"
-content-hash = "346dc8cd35423198b6feb1b0becceba242441a80a8792c36f6f3ce757a53f811"
+content-hash = "474375dc24f498d6537ddd0f6777b3f003a53362ac665bbb8077cb9846f0abc1"
diff --git a/python/pyproject.toml b/python/pyproject.toml
index b9560ace..e8567a02 100644
--- a/python/pyproject.toml
+++ b/python/pyproject.toml
@@ -44,14 +44,14 @@ requires-python = ">=3.10"
 # `pip install graphframes-py[tutorials]`.
 tutorials = [
     "click>=8.1.8,<9.0.0",
-    "py7zr>=0.22.0,<0.23.0",
+    "py7zr>=1.1.3,<2.0",
     "requests>=2.33.0,<3.0.0",
 ]
 # `all` is spelled out rather than referencing `graphframes-py[tutorials]`
 # because Poetry rejects self-referential extras when locking.
 all = [
     "click>=8.1.8,<9.0.0",
-    "py7zr>=0.22.0,<0.23.0",
+    "py7zr>=1.1.3,<2.0",
     "requests>=2.33.0,<3.0.0",
 ]
 
@@ -90,7 +90,7 @@ pytest = "^9.0.3"
 pyspark-client = ">=4.0,<4.2"
 
 [tool.poetry.group.tutorials.dependencies]
-py7zr = "^0.22.0"
+py7zr = ">=1.1.3,<2.0"
 requests = "^2.33.0"
 click = "^8.1.8"
 

From 16a160ba02e255b76e620f1054082557049e6d9d Mon Sep 17 00:00:00 2001
From: Sem <ssinchenko@apache.org>
Date: Mon, 24 Aug 2026 16:37:11 +0200
Subject: [PATCH 2/3] chore: add test for 873 (#886)

* chore: add test for 873

* chore: more ram for tests
---
 build.sbt                                     |  2 +-
 .../GraphFrameTestSparkContext.scala          |  1 +
 .../lib/ConnectedComponentsSuite.scala        | 19 +++++++++++++++++++
 3 files changed, 21 insertions(+), 1 deletion(-)

diff --git a/build.sbt b/build.sbt
index c26ff418..a13d34b3 100644
--- a/build.sbt
+++ b/build.sbt
@@ -90,7 +90,7 @@ lazy val commonSetting = Seq(
   Test / parallelExecution := false,
   Test / javaOptions ++= Seq(
     "-XX:+IgnoreUnrecognizedVMOptions",
-    "-Xmx2048m",
+    "-Xmx4096m",
     "-XX:ReservedCodeCacheSize=384m",
     "-XX:MaxMetaspaceSize=384m",
     "--add-opens=java.base/sun.nio.ch=ALL-UNNAMED",
diff --git a/core/src/test/scala/org/graphframes/GraphFrameTestSparkContext.scala b/core/src/test/scala/org/graphframes/GraphFrameTestSparkContext.scala
index 329af2c2..ba68538d 100644
--- a/core/src/test/scala/org/graphframes/GraphFrameTestSparkContext.scala
+++ b/core/src/test/scala/org/graphframes/GraphFrameTestSparkContext.scala
@@ -57,6 +57,7 @@ trait GraphFrameTestSparkContext extends BeforeAndAfterAll { self: Suite =>
       .master("local[2]")
       .appName("GraphFramesUnitTest")
       .config("spark.sql.shuffle.partitions", 4)
+      .config("spark.sql.adaptive.enabled", "true")
       .getOrCreate()
 
     val checkpointDir = Files.createTempDirectory(this.getClass.getName).toString
diff --git a/core/src/test/scala/org/graphframes/lib/ConnectedComponentsSuite.scala b/core/src/test/scala/org/graphframes/lib/ConnectedComponentsSuite.scala
index 253cdb7e..312ee03c 100644
--- a/core/src/test/scala/org/graphframes/lib/ConnectedComponentsSuite.scala
+++ b/core/src/test/scala/org/graphframes/lib/ConnectedComponentsSuite.scala
@@ -103,6 +103,25 @@ class ConnectedComponentsSuite extends SparkFunSuite with GraphFrameTestSparkCon
         else ""}${if (useSkewedJoin) ", skewed join" else ", AQE join"}"
       val broadcastThreshold = if (useSkewedJoin) 1000000 else -1
 
+      test(s"non trivial graph #873$testPostfixName") {
+        val edges = spark
+          .createDataFrame(
+            Seq((1L, 2L), (2L, 3L), (3L, 4L), (4L, 5L), (5L, 1L), (6L, 7L), (7L, 8L), (8L, 6L)))
+          .toDF("src", "dst")
+
+        val vertices =
+          edges.select("src").union(edges.select("dst")).distinct().withColumnRenamed("src", "id")
+        val g = GraphFrame(vertices, edges)
+
+        val result = g.connectedComponents
+          .setBroadcastThreshold(broadcastThreshold)
+          .setUseLocalCheckpoints(useLocalCheckpoint)
+          .run()
+        val numComps = result.select("component").distinct().count()
+        assert(numComps == 2L)
+        result.unpersist()
+      }
+
       test(s"empty graph$testPostfixName") {
         for (empty <- Seq(Graphs.empty[Int], Graphs.empty[Long], Graphs.empty[String])) {
           val components = empty.connectedComponents

From 714cad716fc5edbb5ec8c4d2cdc42c028f09bc5a Mon Sep 17 00:00:00 2001
From: Michael Chapman <chapman.michael.c@gmail.com>
Date: Wed, 26 Aug 2026 03:24:10 -0500
Subject: [PATCH 3/3] fix: resolve AttributeError in pageRank on Spark Connect
 (issue #889) (#890)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

GraphFrameConnect._update_page_rank_edge_weights referenced self.edges
(no public attribute — only self._edges exists) and self.outDegrees
(not defined on GraphFrameConnect), causing AttributeError when calling
pageRank() via Spark Connect.

- Add outDegrees property to GraphFrameConnect
- Fix self.edges.columns → self._edges.columns

Add regression test test_graphframes_pagerank covering the pageRank API.
---
 .../graphframes/connect/graphframes_client.py |  8 +++++-
 python/tests/test_graphframes.py              | 26 +++++++++++++++++++
 2 files changed, 33 insertions(+), 1 deletion(-)

diff --git a/python/graphframes/connect/graphframes_client.py b/python/graphframes/connect/graphframes_client.py
index cc4ca7ab..6bdb54ab 100644
--- a/python/graphframes/connect/graphframes_client.py
+++ b/python/graphframes/connect/graphframes_client.py
@@ -352,6 +352,12 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
     def pregel(self):
         return PregelConnect(self)
 
+    @property
+    def outDegrees(self) -> DataFrame:
+        return self._edges.groupBy(F.col(self._SRC).alias(self._ID)).agg(
+            F.count("*").alias("outDegree")
+        )
+
     def find(self, pattern: str) -> DataFrame:
         @final
         class Find(LogicalPlan):
@@ -913,7 +919,7 @@ def plan(self, session: SparkConnectClient) -> proto.Relation:
         )
 
     def _update_page_rank_edge_weights(self, new_vertices: DataFrame) -> "GraphFrameConnect":
-        cols2select = self.edges.columns + ["weight"]
+        cols2select = self._edges.columns + ["weight"]
         new_edges = (
             self._edges.join(
                 new_vertices.withColumn(self._SRC, F.col(self._ID)),
diff --git a/python/tests/test_graphframes.py b/python/tests/test_graphframes.py
index 67c0781d..fc5820bb 100644
--- a/python/tests/test_graphframes.py
+++ b/python/tests/test_graphframes.py
@@ -457,6 +457,32 @@ def test_page_rank(spark: SparkSession, args: PregelArguments) -> None:
     _ = ranks.unpersist()
 
 
+def test_graphframes_pagerank(spark: SparkSession) -> None:
+    """Regression test for issue #889: pageRank fails on Spark Connect due to
+    AttributeError accessing self.edges and self.outDegrees on GraphFrameConnect."""
+    edges = spark.createDataFrame(
+        [
+            [0, 1],
+            [1, 2],
+            [2, 4],
+            [2, 0],
+            [3, 4],
+            [4, 0],
+            [4, 2],
+        ],
+        ["src", "dst"],
+    )
+    vertices = spark.createDataFrame([[0], [1], [2], [3], [4]], ["id"])
+    g = GraphFrame(vertices, edges)
+
+    result = g.pageRank(resetProbability=0.15, maxIter=3)
+
+    assert "pagerank" in result.vertices.columns
+    assert "weight" in result.edges.columns
+    assert result.vertices.count() == 5
+    assert result.edges.count() == edges.count()
+
+
 @pytest.mark.parametrize("args", PREGEL_ARGUMENTS, ids=PREGEL_IDS)
 def test_pregel_early_stopping(spark: SparkSession, args: PregelArguments) -> None:
     edges = spark.createDataFrame(