Refactor/ai node build update (#13302)

* fix: Hopefully fixed the build of the cpp-example on windows systems

* fix: Increase the timeout even more to finally make the build succeed.

* fix: Fix the build.

* refactor: Cleaned up the build of the ai-node to be more robust

* fix: Made the groovy script also work when building the entire project.

* feat: Added some checks to validate the min and max version of the python3 version being used.

* feat: Added some checks to validate the min and max version of the python3 version being used.

* fix: Updated the python settings in pyproject.toml to reflect the really valid range of python versions and updated the prerequisite check accordingly.

* feat: Removed the option to remove an AI node by rpc-ip+port.

* chore: Added the poetry.lock to the .gitignore

* docs: Removed the option to use the ip+port from the output of the scripts.

* chore: Added the poetry.lock to the repo and removed it from the .gitignore file
diff --git a/iotdb-core/ainode/iotdb/ainode/script.py b/iotdb-core/ainode/iotdb/ainode/script.py
index 2db29bb..4ed6f92 100644
--- a/iotdb-core/ainode/iotdb/ainode/script.py
+++ b/iotdb-core/ainode/iotdb/ainode/script.py
@@ -47,46 +47,31 @@
     elif command == 'remove':
         try:
             logger.info("Removing AINode...")
-            if len(arguments) >= 3:
-                target_ainode = arguments[2]
-                # parameter pattern: <ainode-id> or <ip>:<rpc-port>
-                ainode_info = target_ainode.split(POINT_COLON)
-                target_ainode_id = -1
-
-                # ainode id
-                if len(ainode_info) == 1:
-                    target_ainode_id = int(ainode_info[0])
-
-                    ainode_configuration_map = client_manager.borrow_config_node_client().get_ainode_configuration(
-                        target_ainode_id)
-
-                    end_point = ainode_configuration_map[target_ainode_id].location.internalEndPoint
-                    target_rpc_address = end_point.ip
-                    target_rpc_port = end_point.port
-                elif len(ainode_info) == 2:
-                    target_rpc_address = ainode_info[0]
-                    target_rpc_port = int(ainode_info[1])
-
-                    ainode_configuration_map = client_manager.borrow_config_node_client().get_ainode_configuration(-1)
-
-                    for cur_ainode_id, cur_configuration in ainode_configuration_map.items():
-                        cur_end_point = cur_configuration.location.internalEndPoint
-                        if cur_end_point.ip == target_rpc_address and cur_end_point.port == target_rpc_port:
-                            target_ainode_id = cur_ainode_id
-                            break
-                    if target_ainode_id == -1:
-                        raise MissingConfigError(
-                            "Can't find ainode through {}:{}".format(target_rpc_port, target_rpc_address))
-                else:
-                    raise MissingConfigError("NodeId or IP:Port should be provided to remove AINode")
-
-                logger.info('Got target AINode id: {}, address: {}, port: {}'
-                            .format(target_ainode_id, target_rpc_address, target_rpc_port))
-            else:
+            # Delete the current node
+            if len(arguments) == 2:
                 target_ainode_id = descriptor.get_config().get_ainode_id()
                 target_rpc_address = descriptor.get_config().get_ain_inference_rpc_address()
                 target_rpc_port = descriptor.get_config().get_ain_inference_rpc_port()
 
+            # Delete the node with a given id
+            elif len(arguments) == 3:
+                target_ainode_id = arguments[2]
+
+                # ainode id
+                ainode_configuration_map = client_manager.borrow_config_node_client().get_ainode_configuration(target_ainode_id)
+
+                end_point = ainode_configuration_map[target_ainode_id].location.internalEndPoint
+                target_rpc_address = end_point.ip
+                target_rpc_port = end_point.port
+
+                if not end_point:
+                    raise MissingConfigError("NodeId: {} not found in cluster ".format(target_ainode_id))
+
+                logger.info('Got target AINode id: {}'.format(target_ainode_id))
+
+            else:
+                raise MissingConfigError("Invalid command")
+
             location = TAINodeLocation(target_ainode_id, TEndPoint(target_rpc_address, target_rpc_port))
             status = client_manager.borrow_config_node_client().node_remove(location)
 
@@ -100,3 +85,6 @@
             sys.exit(1)
     else:
         logger.warning("Unknown argument: {}.".format(command))
+
+if __name__ == '__main__':
+    main()
\ No newline at end of file
diff --git a/iotdb-core/ainode/poetry.lock b/iotdb-core/ainode/poetry.lock
new file mode 100644
index 0000000..fb8655c
--- /dev/null
+++ b/iotdb-core/ainode/poetry.lock
@@ -0,0 +1,1442 @@
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+
+[[package]]
+name = "alembic"
+version = "1.13.2"
+description = "A database migration tool for SQLAlchemy."
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "alembic-1.13.2.tar.gz", hash = "sha256:1ff0ae32975f4fd96028c39ed9bb3c867fe3af956bd7bb37343b54c9fe7445ef"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = "*", markers = "python_version < \"3.9\""}
+importlib-resources = {version = "*", markers = "python_version < \"3.9\""}
+Mako = "*"
+SQLAlchemy = ">=1.3.0"
+typing-extensions = ">=4"
+
+[package.extras]
+tz = ["backports.zoneinfo"]
+
+[[package]]
+name = "certifi"
+version = "2024.7.4"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
+    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.3.2"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7.0"
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+    {version = ">=1.22.3,<2", markers = "python_version == \"3.10\" and platform_system == \"Windows\" and platform_python_implementation != \"PyPy\""},
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+[package.extras]
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+docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
+
+[[package]]
+name = "sympy"
+version = "1.13.2"
+description = "Computer algebra system (CAS) in Python"
+optional = false
+python-versions = ">=3.8"
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+[package.extras]
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+[[package]]
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+description = "threadpoolctl"
+optional = false
+python-versions = ">=3.8"
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+description = "Python bindings for the Apache Thrift RPC system"
+optional = false
+python-versions = "*"
+files = [
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+tornado = ["tornado (>=4.0)"]
+twisted = ["twisted"]
+
+[[package]]
+name = "torch"
+version = "2.1.0"
+description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
+optional = false
+python-versions = ">=3.8.0"
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+sympy = "*"
+typing-extensions = "*"
+
+[package.extras]
+opt-einsum = ["opt-einsum (>=3.3)"]
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+[[package]]
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+description = "Fast, Extensible Progress Meter"
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+[package.extras]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
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+[[package]]
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+version = "4.12.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+files = [
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+zstd = ["zstandard (>=0.18.0)"]
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+[[package]]
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+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
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+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.8, <3.13"
+content-hash = "1fb188409bff9f4938040aa7c6b0e4c7a50aaef7b36e39b3060324b9b85429bb"
diff --git a/iotdb-core/ainode/pom.xml b/iotdb-core/ainode/pom.xml
index d093a16..c9dc1b1 100644
--- a/iotdb-core/ainode/pom.xml
+++ b/iotdb-core/ainode/pom.xml
@@ -56,23 +56,7 @@
         </dependency>
     </dependencies>
     <build>
-        <resources>
-            <resource>
-                <filtering>true</filtering>
-                <directory>${basedir}/resources</directory>
-                <includes>
-                    <include>pyproject.toml</include>
-                </includes>
-            </resource>
-        </resources>
         <plugins>
-            <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-checkstyle-plugin</artifactId>
-                <configuration>
-                    <skip>true</skip>
-                </configuration>
-            </plugin>
             <!-- clean thrift folder -->
             <plugin>
                 <groupId>org.apache.maven.plugins</groupId>
@@ -80,57 +64,65 @@
                 <configuration>
                     <filesets>
                         <fileset>
-                            <directory>iotdb</directory>
-                            <includes>
-                                <include>thrift/</include>
-                            </includes>
-                            <followSymlinks>false</followSymlinks>
+                            <directory>dist</directory>
                         </fileset>
                         <fileset>
-                            <directory>./</directory>
+                            <directory>iotdb</directory>
                             <includes>
-                                <include>LICENSE</include>
+                                <include>conf/</include>
+                                <include>thrift/</include>
                             </includes>
                         </fileset>
                         <fileset>
                             <directory>target</directory>
-                            <excludes>
-                                <exclude>**/*ainode*</exclude>
-                            </excludes>
                         </fileset>
                         <fileset>
-                            <directory>dist</directory>
+                            <directory>venv</directory>
                         </fileset>
                     </filesets>
                 </configuration>
             </plugin>
-            <!-- generate git.properties to provide build info -->
             <plugin>
-                <groupId>pl.project13.maven</groupId>
-                <artifactId>git-commit-id-plugin</artifactId>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-checkstyle-plugin</artifactId>
                 <configuration>
-                    <generateGitPropertiesFile>true</generateGitPropertiesFile>
-                    <generateGitPropertiesFilename>${project.basedir}/iotdb/conf/git.properties</generateGitPropertiesFilename>
-                    <includeOnlyProperties>
-                        <includeOnlyProperty>^git.commit.id.abbrev$</includeOnlyProperty>
-                        <includeOnlyProperty>^git.dirty$</includeOnlyProperty>
-                    </includeOnlyProperties>
-                    <commitIdGenerationMode>full</commitIdGenerationMode>
-                    <failOnNoGitDirectory>false</failOnNoGitDirectory>
-                    <offline>true</offline>
-                    <gitDescribe>
-                        <dirty>-dev</dirty>
-                    </gitDescribe>
+                    <skip>true</skip>
                 </configuration>
+            </plugin>
+            <plugin>
+                <groupId>org.codehaus.gmaven</groupId>
+                <artifactId>groovy-maven-plugin</artifactId>
                 <executions>
+                    <!--
+                      The python versioning follows slightly different rules than Maven.
+                      This little script makes sure the python project file is always in
+                      sync with the maven module.
+                    -->
                     <execution>
+                        <id>sync-python-version</id>
+                        <phase>validate</phase>
                         <goals>
-                            <goal>revision</goal>
+                            <goal>execute</goal>
                         </goals>
+                        <configuration>
+                            <source>${project.basedir}/resources/syncPythonVersion.groovy</source>
+                        </configuration>
                     </execution>
                 </executions>
+                <dependencies>
+                    <dependency>
+                        <groupId>org.apache.groovy</groupId>
+                        <artifactId>groovy</artifactId>
+                        <version>4.0.22</version>
+                    </dependency>
+                    <dependency>
+                        <groupId>org.apache.groovy</groupId>
+                        <artifactId>groovy-toml</artifactId>
+                        <version>4.0.22</version>
+                    </dependency>
+                </dependencies>
             </plugin>
-            <!-- fill thrift and conf folder -->
+            <!-- Copy external resources and prepare the pom.properties file -->
             <plugin>
                 <groupId>org.apache.maven.plugins</groupId>
                 <artifactId>maven-resources-plugin</artifactId>
@@ -140,13 +132,11 @@
                 <executions>
                     <execution>
                         <id>copy-thrift-python-resources</id>
+                        <phase>generate-sources</phase>
                         <goals>
                             <goal>copy-resources</goal>
                         </goals>
-                        <!-- here the phase you need -->
-                        <phase>generate-sources</phase>
                         <configuration>
-                            <encoding>utf-8</encoding>
                             <outputDirectory>${basedir}/iotdb/thrift/</outputDirectory>
                             <resources>
                                 <resource>
@@ -158,180 +148,184 @@
                                 <resource>
                                     <directory>${basedir}/../../iotdb-protocol/thrift-ainode/target/generated-sources-python/iotdb/thrift/</directory>
                                 </resource>
-                            </resources>
-                        </configuration>
-                    </execution>
-                    <execution>
-                        <id>copy-thrift-python-resources-datanode</id>
-                        <goals>
-                            <goal>copy-resources</goal>
-                        </goals>
-                        <!-- here the phase you need -->
-                        <phase>generate-sources</phase>
-                        <configuration>
-                            <encoding>utf-8</encoding>
-                            <outputDirectory>${basedir}/iotdb/thrift/datanode</outputDirectory>
-                            <resources>
                                 <resource>
-                                    <directory>${basedir}/../../iotdb-protocol/thrift-datanode/target/generated-sources-python/iotdb/thrift/datanode/</directory>
+                                    <directory>${basedir}/../../iotdb-protocol/thrift-datanode/target/generated-sources-python/iotdb/thrift/</directory>
+                                    <excludes>rpc/**</excludes>
                                 </resource>
                             </resources>
                         </configuration>
                     </execution>
-                    <!-- Copy License -->
-                    <execution>
-                        <id>copy-pypi-file-resources</id>
-                        <goals>
-                            <goal>copy-resources</goal>
-                        </goals>
-                        <!-- here the phase you need -->
-                        <phase>generate-sources</phase>
-                        <configuration>
-                            <encoding>utf-8</encoding>
-                            <outputDirectory>${basedir}/</outputDirectory>
-                            <resources>
-                                <resource>
-                                    <directory>${basedir}/..</directory>
-                                    <includes>
-                                        <include>LICENSE</include>
-                                    </includes>
-                                </resource>
-                            </resources>
-                        </configuration>
-                    </execution>
+                    <!--
+                        Copy the template pom.properties from the resources directory and replace the
+                        version variable with the real one from this module.
+                    -->
                     <execution>
                         <id>copy-pom-properties</id>
+                        <phase>generate-sources</phase>
                         <goals>
                             <goal>copy-resources</goal>
                         </goals>
-                        <phase>generate-sources</phase>
                         <configuration>
-                            <encoding>utf-8</encoding>
                             <outputDirectory>${basedir}/iotdb/conf/</outputDirectory>
                             <resources>
                                 <resource>
-                                    <directory>${basedir}/target/maven-archiver/</directory>
+                                    <directory>${basedir}/resources/</directory>
+                                    <includes>pom.properties</includes>
+                                    <filtering>true</filtering>
                                 </resource>
                             </resources>
                         </configuration>
                     </execution>
+                </executions>
+            </plugin>
+            <!-- Generate a file called git.properties to provide git version info -->
+            <plugin>
+                <groupId>pl.project13.maven</groupId>
+                <artifactId>git-commit-id-plugin</artifactId>
+                <executions>
                     <execution>
-                        <id>copy-pyproject-toml</id>
+                        <id>generate-git-properties</id>
+                        <phase>generate-resources</phase>
                         <goals>
-                            <goal>copy-resources</goal>
+                            <goal>revision</goal>
                         </goals>
-                        <phase>generate-sources</phase>
                         <configuration>
-                            <encoding>utf-8</encoding>
-                            <outputDirectory>${basedir}/</outputDirectory>
-                            <resources>
-                                <resource>
-                                    <directory>${basedir}/target/classes/</directory>
-                                    <includes>
-                                        <include>pyproject.toml</include>
-                                    </includes>
-                                </resource>
-                            </resources>
+                            <generateGitPropertiesFile>true</generateGitPropertiesFile>
+                            <generateGitPropertiesFilename>${project.basedir}/iotdb/conf/git.properties</generateGitPropertiesFilename>
+                            <includeOnlyProperties>
+                                <includeOnlyProperty>^git.commit.id.abbrev$</includeOnlyProperty>
+                                <includeOnlyProperty>^git.dirty$</includeOnlyProperty>
+                            </includeOnlyProperties>
+                            <commitIdGenerationMode>full</commitIdGenerationMode>
+                            <failOnNoGitDirectory>false</failOnNoGitDirectory>
+                            <offline>true</offline>
+                            <gitDescribe>
+                                <dirty>-dev</dirty>
+                            </gitDescribe>
                         </configuration>
                     </execution>
                 </executions>
             </plugin>
             <plugin>
                 <groupId>org.codehaus.mojo</groupId>
-                <artifactId>build-helper-maven-plugin</artifactId>
+                <artifactId>exec-maven-plugin</artifactId>
                 <executions>
+                    <!-- Prepare a local installation of python -->
                     <execution>
-                        <id>write-ai-node-version</id>
+                        <id>python-venv</id>
+                        <phase>initialize</phase>
                         <goals>
-                            <goal>regex-property</goal>
+                            <goal>exec</goal>
                         </goals>
-                        <phase>generate-resources</phase>
                         <configuration>
-                            <name>ainode_version</name>
-                            <regex>-SNAPSHOT</regex>
-                            <value>${project.version}</value>
-                            <replacement>\.dev</replacement>
-                            <failIfNoMatch>false</failIfNoMatch>
+                            <executable>${python.exe.bin}</executable>
+                            <arguments>
+                                <argument>-m</argument>
+                                <argument>venv</argument>
+                                <argument>./venv</argument>
+                            </arguments>
                         </configuration>
                     </execution>
-                </executions>
-            </plugin>
-            <plugin>
-                <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-antrun-plugin</artifactId>
-                <version>3.0.0</version>
-                <executions>
+                    <!-- Update pip in our local working environment -->
                     <execution>
-                        <id>copy-whl-file</id>
+                        <id>python-upgrade-pip</id>
+                        <phase>initialize</phase>
+                        <goals>
+                            <goal>exec</goal>
+                        </goals>
+                        <configuration>
+                            <executable>${python.venv.bin}${python.exe.bin}</executable>
+                            <arguments>
+                                <argument>-m</argument>
+                                <argument>pip</argument>
+                                <argument>install</argument>
+                                <argument>--upgrade</argument>
+                                <argument>pip</argument>
+                            </arguments>
+                        </configuration>
+                    </execution>
+                    <!-- Install poetry in our local working environment -->
+                    <execution>
+                        <id>python-install-poetry</id>
+                        <phase>initialize</phase>
+                        <goals>
+                            <goal>exec</goal>
+                        </goals>
+                        <configuration>
+                            <executable>${python.venv.bin}pip3</executable>
+                            <arguments>
+                                <argument>install</argument>
+                                <argument>poetry</argument>
+                            </arguments>
+                        </configuration>
+                    </execution>
+                    <!-- Refoemat code -->
+                    <!--execution>
+                        <id>python-black</id>
+                        <phase>process-sources</phase>
+                        <goals>
+                            <goal>exec</goal>
+                        </goals>
+                        <configuration>
+                            <executable>${python.venv.bin}${python.exe.bin}</executable>
+                            <arguments>
+                                <argument>-m</argument>
+                                <argument>black</argument>
+                                <argument>.</argument>
+                            </arguments>
+                        </configuration>
+                    </execution-->
+                    <execution>
+                        <id>python-compile</id>
+                        <phase>compile</phase>
+                        <goals>
+                            <goal>exec</goal>
+                        </goals>
+                        <configuration>
+                            <executable>${python.venv.bin}poetry</executable>
+                            <arguments>
+                                <argument>build</argument>
+                            </arguments>
+                        </configuration>
+                    </execution>
+                    <!--execution>
+                        <id>python-test</id>
+                        <phase>test</phase>
+                        <goals>
+                            <goal>exec</goal>
+                        </goals>
+                        <configuration>
+                            <executable>${python.venv.bin}${python.exe.bin}</executable>
+                            <arguments>
+                                <argument>-m</argument>
+                                <argument>pytest</argument>
+                                <argument>tests</argument>
+                            </arguments>
+                        </configuration>
+                    </execution-->
+                    <!--execution>
+                        <id>python-package</id>
                         <phase>package</phase>
                         <goals>
-                            <goal>run</goal>
+                            <goal>exec</goal>
                         </goals>
                         <configuration>
-                            <target>
-                                <condition property="osFamily" value="windows">
-                                    <os family="windows"/>
-                                </condition>
-                                <condition property="osFamily" value="unix">
-                                    <os family="unix"/>
-                                </condition>
-                                <exec executable="python3.8" osfamily="unix" failonerror="false">
-                                    <arg value="-m"/>
-                                    <arg value="pip"/>
-                                    <arg value="install"/>
-                                    <arg value="poetry"/>
-                                </exec>
-                                <exec executable="python" osfamily="windows" failonerror="false">
-                                    <arg value="-m"/>
-                                    <arg value="pip"/>
-                                    <arg value="install"/>
-                                    <arg value="poetry"/>
-                                </exec>
-                                <exec executable="python3.8" osfamily="unix">
-                                    <arg value="-m"/>
-                                    <arg value="poetry"/>
-                                    <arg value="build"/>
-                                </exec>
-                                <exec executable="python" osfamily="windows">
-                                    <arg value="-m"/>
-                                    <arg value="poetry"/>
-                                    <arg value="build"/>
-                                </exec>
-                            </target>
+                            <executable>${python.venv.bin}pip3</executable>
+                            <arguments>
+                                <argument>wheel</argument>
+                                <argument>.</argument>
+                                <argument>-w</argument>
+                                <argument>dist</argument>
+                                <argument>- -no-deps</argument>
+                            </arguments>
                         </configuration>
-                    </execution>
-                    <execution>
-                        <id>clean-temp-file</id>
-                        <phase>pre-integration-test</phase>
-                        <goals>
-                            <goal>run</goal>
-                        </goals>
-                        <configuration>
-                            <target>
-                                <delete>
-                                    <fileset dir="dist"/>
-                                </delete>
-                                <delete includeemptydirs="true">
-                                    <fileset dir="target">
-                                        <exclude name="**/*ainode*"/>
-                                    </fileset>
-                                </delete>
-                            </target>
-                        </configuration>
-                    </execution>
+                    </execution-->
                 </executions>
             </plugin>
             <plugin>
                 <groupId>org.apache.maven.plugins</groupId>
                 <artifactId>maven-assembly-plugin</artifactId>
                 <version>3.3.0</version>
-                <configuration>
-                    <finalName>apache-iotdb-ainode-${project.version}</finalName>
-                    <appendAssemblyId>false</appendAssemblyId>
-                    <descriptors>
-                        <descriptor>ainode.xml</descriptor>
-                    </descriptors>
-                </configuration>
                 <executions>
                     <execution>
                         <id>create-ainode-zip</id>
@@ -339,6 +333,35 @@
                         <goals>
                             <goal>single</goal>
                         </goals>
+                        <configuration>
+                            <finalName>apache-iotdb-ainode-${project.version}</finalName>
+                            <appendAssemblyId>false</appendAssemblyId>
+                            <descriptors>
+                                <descriptor>ainode.xml</descriptor>
+                            </descriptors>
+                        </configuration>
+                    </execution>
+                </executions>
+            </plugin>
+            <!-- Tell the dependency plugin that we indeed used these dependencies -->
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-dependency-plugin</artifactId>
+                <executions>
+                    <execution>
+                        <id>check-dependencies</id>
+                        <goals>
+                            <goal>analyze-only</goal>
+                        </goals>
+                        <phase>verify</phase>
+                        <configuration>
+                            <usedDependencies combine.children="append">
+                                <usedDependency>org.apache.iotdb:iotdb-thrift-commons</usedDependency>
+                                <usedDependency>org.apache.iotdb:iotdb-thrift</usedDependency>
+                                <usedDependency>org.apache.iotdb:iotdb-thrift-confignode</usedDependency>
+                                <usedDependency>org.apache.iotdb:iotdb-thrift-ainode</usedDependency>
+                            </usedDependencies>
+                        </configuration>
                     </execution>
                 </executions>
             </plugin>
diff --git a/iotdb-core/ainode/pyproject.toml b/iotdb-core/ainode/pyproject.toml
index 7240170..0d1103e 100644
--- a/iotdb-core/ainode/pyproject.toml
+++ b/iotdb-core/ainode/pyproject.toml
@@ -46,7 +46,7 @@
 ]
 
 [tool.poetry.dependencies]
-python = "^3.8"
+python = ">=3.8, <3.13"
 
 numpy = "^1.21.4"
 pandas = "^1.3.5"
diff --git a/iotdb-core/ainode/resources/pom.properties b/iotdb-core/ainode/resources/pom.properties
new file mode 100644
index 0000000..ee2e2a6
--- /dev/null
+++ b/iotdb-core/ainode/resources/pom.properties
@@ -0,0 +1,21 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+artifactId=iotdb-ainode
+groupId=org.apache.iotdb
+version=${project.version}
\ No newline at end of file
diff --git a/iotdb-core/ainode/resources/sbin/remove-ainode.bat b/iotdb-core/ainode/resources/sbin/remove-ainode.bat
index b97c688..fe163e7 100644
--- a/iotdb-core/ainode/resources/sbin/remove-ainode.bat
+++ b/iotdb-core/ainode/resources/sbin/remove-ainode.bat
@@ -25,11 +25,9 @@
     echo Usage:
     echo Remove the AINode with ainode_id
     echo ./sbin/remove-ainode.bat -t [ainode_id]
-    echo Remove the AINode with address:port
-    echo ./sbin/remove-ainode.bat -t [ain_inference_rpc_address:ain_inference_rpc_port]
     echo.
     echo Options:
-    echo ^ ^ -t = ainode_id or [ain_inference_rpc_address:ain_inference_rpc_port]
+    echo ^ ^ -t = ainode_id
     echo ^ ^ -i = When specifying the Python interpreter please enter the address of the executable file of the Python interpreter in the virtual environment. Currently AINode supports virtual environments such as venv, conda, etc. Inputting the system Python interpreter as the installation location is not supported. In order to ensure that scripts are recognized properly, please use absolute paths whenever possible!
     EXIT /B 0
 )
diff --git a/iotdb-core/ainode/resources/sbin/remove-ainode.sh b/iotdb-core/ainode/resources/sbin/remove-ainode.sh
index dc6444b..2a27661 100755
--- a/iotdb-core/ainode/resources/sbin/remove-ainode.sh
+++ b/iotdb-core/ainode/resources/sbin/remove-ainode.sh
@@ -24,11 +24,9 @@
     echo "Usage:"
     echo "Remove the AINode with ainode_id"
     echo "./sbin/remove-ainode.sh -t [ainode_id]"
-    echo "Remove the AINode with address:port"
-    echo "./sbin/remove-ainode.sh -t [ain_inference_rpc_address:ain_inference_rpc_port]"
     echo ""
     echo "Options:"
-    echo "  -t = ainode_id or [ain_inference_rpc_address:ain_inference_rpc_port]"
+    echo "  -t = ainode_id"
     echo "  -i = When specifying the Python interpreter please enter the address of the executable file of the Python interpreter in the virtual environment. Currently AINode supports virtual environments such as venv, conda, etc. Inputting the system Python interpreter as the installation location is not supported. In order to ensure that scripts are recognized properly, please use absolute paths whenever possible!"
     exit 0
 fi
diff --git a/iotdb-core/ainode/resources/syncPythonVersion.groovy b/iotdb-core/ainode/resources/syncPythonVersion.groovy
new file mode 100644
index 0000000..373bfd7
--- /dev/null
+++ b/iotdb-core/ainode/resources/syncPythonVersion.groovy
@@ -0,0 +1,192 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+import groovy.toml.TomlSlurper
+
+import java.util.regex.Matcher
+
+////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
+// The entire Python "check" block is borrowed from Apache PLC4X's build.
+////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
+
+allConditionsMet = true
+
+/**
+ * Version extraction function/macro. It looks for occurrence of x.y or x.y.z
+ * in passed input text (likely output from `program --version` command if found).
+ *
+ * @param input
+ * @return
+ */
+private static Matcher extractVersion(input) {
+    def matcher = input =~ /(\d+\.\d+(\.\d+)?).*/
+    matcher
+}
+
+def checkVersionAtLeast(String current, String minimum) {
+    def currentSegments = current.tokenize('.')
+    def minimumSegments = minimum.tokenize('.')
+    def numSegments = Math.min(currentSegments.size(), minimumSegments.size())
+    for (int i = 0; i < numSegments; ++i) {
+        def currentSegment = currentSegments[i].toInteger()
+        def minimumSegment = minimumSegments[i].toInteger()
+        if (currentSegment < minimumSegment) {
+            println current.padRight(14) + " FAILED (required min " + minimum + " but got " + current + ")"
+            return false
+        } else if (currentSegment > minimumSegment) {
+            println current.padRight(14) + " OK"
+            return true
+        }
+    }
+    def curNotShorter = currentSegments.size() >= minimumSegments.size()
+    if (curNotShorter) {
+        println current.padRight(14) + " OK"
+    } else {
+        println current.padRight(14) + " (required min " + minimum + " but got " + current + ")"
+    }
+    curNotShorter
+}
+
+def checkVersionAtMost(String current, String maximum) {
+    def currentSegments = current.tokenize('.')
+    def maximumSegments = maximum.tokenize('.')
+    def numSegments = Math.min(currentSegments.size(), maximumSegments.size())
+    for (int i = 0; i < numSegments; ++i) {
+        def currentSegment = currentSegments[i].toInteger()
+        def maximumSegment = maximumSegments[i].toInteger()
+        if (currentSegment > maximumSegment) {
+            println current.padRight(14) + " FAILED (required max " + maximum + " but got " + current + ")"
+            return false
+        } else if (currentSegment < maximumSegment) {
+            println current.padRight(14) + " OK"
+            return true
+        }
+    }
+    def curNotShorter = currentSegments.size() >= maximumSegments.size()
+    if (curNotShorter) {
+        println current.padRight(14) + " OK"
+    } else {
+        println current.padRight(14) + " (required max " + maximum + " but got " + current + ")"
+    }
+    curNotShorter
+}
+
+def checkPython() {
+    String python = project.properties['python.exe.bin']
+    println "Using python executable:   " + python.padRight(14) + " OK"
+    print "Detecting Python version:  "
+    try {
+        def process = (python + " --version").execute()
+        def stdOut = new StringBuilder()
+        def stdErr = new StringBuilder()
+        process.waitForProcessOutput(stdOut, stdErr)
+        Matcher matcher = extractVersion(stdOut + stdErr)
+        if (matcher.size() > 0) {
+            String curVersion = matcher[0][1]
+            def result = checkVersionAtLeast(curVersion, "3.8.0")
+            if (!result) {
+                allConditionsMet = false
+            }
+            result = checkVersionAtMost(curVersion, "3.13")
+            if (!result) {
+                allConditionsMet = false
+            }
+        } else {
+            println "missing (Please install at least version 3.8.0 and at most one of the 3.13.x versions)"
+            allConditionsMet = false
+        }
+    } catch (Exception ignored) {
+        println "missing"
+        println "--- output of version `${python} --version` command ---"
+        println output
+        println "----------------------------------------------------"
+        allConditionsMet = false
+    }
+}
+
+
+// On Ubuntu it seems that venv is generally available, but the 'ensurepip' command fails.
+// In this case we need to install the python3-venv package. Unfortunately checking the
+// venv is successful in this case, so we need this slightly odd test.
+def checkPythonVenv() {
+    print "Detecting venv:            "
+    try {
+        def python = project.properties['python.exe.bin']
+        def cmdArray = [python, "-Im", "ensurepip"]
+        def process = cmdArray.execute()
+        def stdOut = new StringBuilder()
+        def stdErr = new StringBuilder()
+        process.waitForProcessOutput(stdOut, stdErr)
+        if (stdErr.contains("No module named")) {
+            println "missing"
+            println "--- output of version `python -Im \"ensurepip\"` command ---"
+            println output
+            println "------------------------------------------------------------"
+            allConditionsMet = false
+        } else {
+            println "               OK"
+        }
+    } catch (Exception e) {
+        println "missing"
+        println "--- failed with exception ---"
+        println e
+        e.printStackTrace()
+        println "----------------------------------------------------"
+        allConditionsMet = false
+    }
+}
+
+// Check the python environment is setup correctly.
+checkPython()
+checkPythonVenv()
+
+if (!allConditionsMet) {
+    throw new RuntimeException("Not all conditions met, see log for details.")
+}
+println ""
+println "All known conditions met successfully."
+println ""
+
+////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
+// Calculate the version that we should use in the python build.
+////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
+
+def currentMavenVersion = project.version as String
+def currentPythonVersion = currentMavenVersion
+if(currentMavenVersion.contains("-SNAPSHOT")) {
+    currentPythonVersion = currentMavenVersion.split("-SNAPSHOT")[0] + ".dev"
+}
+println "Current Project Version in Maven:  " + currentMavenVersion
+println "Current Project Version in Python: " + currentPythonVersion
+
+////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
+// Synchronize the version in pyproject.toml and the one used in the maven pom.
+////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
+
+def pyprojectFile = new File(project.basedir, "pyproject.toml")
+def ts = new TomlSlurper()
+def toml = ts.parse(pyprojectFile)
+def pyprojectFileVersion = toml.tool.poetry.version
+if (pyprojectFileVersion != currentPythonVersion) {
+    pyprojectFile.text = pyprojectFile.text.replace("version = \"" + pyprojectFileVersion + "\"", "version = \"" + currentPythonVersion + "\"")
+    println "Version in pyproject.toml updated from " + pyprojectFileVersion + " to " + currentPythonVersion
+    // TODO: When releasing, we might need to manually add this file to the release preparation commit.
+} else {
+    println "Version in pyproject.toml is up to date"
+}
\ No newline at end of file
diff --git a/pom.xml b/pom.xml
index 5ab34f3..1d03e05 100644
--- a/pom.xml
+++ b/pom.xml
@@ -1354,7 +1354,7 @@
                     <execution>
                         <id>create-source-package</id>
                         <goals>
-                            <goal>jar</goal>
+                            <goal>jar-no-fork</goal>
                         </goals>
                         <phase>package</phase>
                     </execution>
@@ -1426,6 +1426,8 @@
                 <cmake.generator>Unix Makefiles</cmake.generator>
                 <os.classifier>linux-x86_64</os.classifier>
                 <thrift.executable>thrift</thrift.executable>
+                <python.venv.bin>venv/bin/</python.venv.bin>
+                <python.exe.bin>python3</python.exe.bin>
             </properties>
         </profile>
         <profile>
@@ -1441,6 +1443,8 @@
                 <cmake.generator>Unix Makefiles</cmake.generator>
                 <os.classifier>linux-aarch64</os.classifier>
                 <thrift.executable>thrift</thrift.executable>
+                <python.venv.bin>venv/bin/</python.venv.bin>
+                <python.exe.bin>python3</python.exe.bin>
             </properties>
         </profile>
         <profile>
@@ -1456,6 +1460,8 @@
                 <cmake.generator>Unix Makefiles</cmake.generator>
                 <os.classifier>mac-x86_64</os.classifier>
                 <thrift.executable>thrift</thrift.executable>
+                <python.venv.bin>venv/bin/</python.venv.bin>
+                <python.exe.bin>python3</python.exe.bin>
             </properties>
         </profile>
         <profile>
@@ -1471,6 +1477,8 @@
                 <cmake.generator>Unix Makefiles</cmake.generator>
                 <os.classifier>mac-aarch64</os.classifier>
                 <thrift.executable>thrift</thrift.executable>
+                <python.venv.bin>venv/bin/</python.venv.bin>
+                <python.exe.bin>python3</python.exe.bin>
             </properties>
         </profile>
         <profile>
@@ -1486,6 +1494,8 @@
                 <cmake.generator>Visual Studio 17 2022</cmake.generator>
                 <os.classifier>windows-x86_64</os.classifier>
                 <thrift.executable>Release/thrift.exe</thrift.executable>
+                <python.venv.bin>venv/Scripts/</python.venv.bin>
+                <python.exe.bin>python</python.exe.bin>
             </properties>
         </profile>
         <profile>
@@ -1501,6 +1511,8 @@
                 <cmake.generator>Visual Studio 17 2022</cmake.generator>
                 <os.classifier>windows-aarch64</os.classifier>
                 <thrift.executable>Release/thrift.exe</thrift.executable>
+                <python.venv.bin>venv/Scripts/</python.venv.bin>
+                <python.exe.bin>python</python.exe.bin>
             </properties>
         </profile>
         <profile>