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AINode Deployment

About 11 min

AINode Deployment

AINode Introduction

Capability Introduction

AINode is the third type of endogenous node provided by IoTDB after the Configurable Node and DataNode. This node extends its ability to perform machine learning analysis on time series by interacting with the DataNode and Configurable Node of the IoTDB cluster. It supports the introduction of existing machine learning models from external sources for registration and the use of registered models to complete time series analysis tasks on specified time series data through simple SQL statements. The creation, management, and inference of models are integrated into the database engine. Currently, machine learning algorithms or self-developed models are available for common time series analysis scenarios, such as prediction and anomaly detection.

Delivery Method

It is an additional package outside the IoTDB cluster, with independent installation and activation (if you need to try or use it, please contact Timecho Technology Business or Technical Support).

Deployment mode

Installation preparation

Get installation package

Users can download the software installation package for AINode, download and unzip it to complete the installation of AINode.

Unzip and install the package
(iotdb-enterprise-ainode-<version>.zip)， The directory structure after unpacking the installation package is as follows:

CatalogueTypeExplain
libfolderAINode compiled binary executable files and related code dependencies
sbinfolderThe running script of AINode can start, remove, and stop AINode
conffolderContains configuration items for AINode, specifically including the following configuration items
LICENSEfileCertificate
NOTICEfileTips
README_ZH.mdfileExplanation of the Chinese version of the markdown format
README.mdfileInstructions

Environment preparation

  • Suggested operating environment：Ubuntu, CentOS, MacOS

  • Runtime Environment

    • Python>=3.8 and Python <= 3.14 is sufficient in a networked environment, and comes with pip and venv tools; Python 3.8 version is required for non networked environments, and download the zip package for the corresponding operating system from here (Note that when downloading dependencies, you need to select the zip file in the libs folder, as shown in the following figure). Copy all files in the folder to the lib folder in the iotdb-enterprise-ainode-<version> folder, and follow the steps below to start AINode.

    • There must be a Python interpreter in the environment variables that can be directly called through the python instruction.

    • It is recommended to create a Python interpreter venv virtual environment in the iotdb-enterprise-ainode-<version> folder. If installing version 3.8.0 virtual environment, the statement is as follows:

        # Install version 3.8.0 of Venv , Create a virtual environment with the folder name `venv`.
  ../Python-3.8.0/python -m venv `venv`

Installation steps

Install AINode

  1. AINode activation

Require IoTDB to be in normal operation and have AINode module authorization in the license (usually not in the license, please contact T Business or technical support personnel to obtain AINode module authorization).

The authorization method for activating the AINode module is as follows：

  • Method 1: Activate file copy activation

    • After restarting the confignode node, enter the activation folder, copy the system_info file to the Timecho staff, and inform them to apply for independent authorization for AINode;
    • Received the license file returned by the staff;
    • Put the license file into the activation folder of the corresponding node;

  • Method 2: Activate Script Activation

    • Obtain the required machine code for activation, enter the sbin directory of the installation directory, and execute the activation script：
        cd sbin 
  ./start-activate.sh
    • The following information is displayed. Please copy the machine code (i.e. this string of characters) to the Timecho staff and inform them to apply for independent authorization of AINode：
      Please copy the system_info's content and send it to Timecho:
Y17hFA0xRCE1TmkVxILuCIEPc7uJcr5bzlXWiptw8uZTmTX5aThfypQdLUIhMljw075hNRSicyvyJR9JM7QaNm1gcFZPHVRWVXIiY5IlZkXdxCVc1erXMsbCqUYsR2R2Mw4PSpFJsUF5jHWSoFIIjQ2bmJFW5P52KCccFMVeHTc=
Please enter license:
    • Enter the activation code returned by the staff into the Please enter license: command prompt in the previous step, as shown below：
      Please enter license:
Jw+MmF+AtexsfgNGOFgTm83BgXbq0zT1+fOfPvQsLlj6ZsooHFU6HycUSEGC78eT1g67KPvkcLCUIsz2QpbyVmPLr9x1+kVjBubZPYlVpsGYLqLFc8kgpb5vIrPLd3hGLbJ5Ks8fV1WOVrDDVQq89YF2atQa2EaB9EAeTWd0bRMZ+s9ffjc/1Zmh9NSP/T3VCfJcJQyi7YpXWy5nMtcW0gSV+S6fS5r7a96PjbtE0zXNjnEhqgRzdU+mfO8gVuUNaIy9l375cp1GLpeCh6m6pF+APW1CiXLTSijK9Qh3nsL5bAOXNeob5l+HO5fEMgzrW8OJPh26Vl6ljKUpCvpTiw==
License has been stored to sbin/../activation/license
Import completed. Please start cluster and excute 'show cluster' to verify activation status

  • After updating the license, restart the DataNode node and enter the sbin directory of IoTDB to start the datanode：

      cd sbin
  ./start-datanode.sh   -d   #The parameter'd 'will be started in the background
    1. Check the kernel architecture of Linux
      uname -m
    1. Import Python environment Download

    Recommend downloading the py311 version application and importing it into the iotdb dedicated folder in the user's root directory

    1. Switch to the iotdb dedicated folder to install the Python environment

    Taking Miniconda 3-py311_24.5.0-0-Lux-x86_64 as an example:

      bash ./Miniconda3-py311_24.5.0-0-Linux-x86_64.sh

    Type "Enter", "Long press space", "Enter", "Yes", "Yes" according to the prompt

    Close the current SSH window and reconnect

    1. Create a dedicated environment
      conda create -n ainode_py python=3.11.9

    Type 'y' according to the prompt

    1. Activate dedicated environment
      conda activate ainode_py
    1. Verify Python version
      python --version
    1. Download and import AINode to a dedicated folder, switch to the dedicated folder and extract the installation package
      unzip iotdb-enterprise-ainode-1.3.3.2.zip
    1. Configuration item modification
      vi iotdb-enterprise-ainode-1.3.3.2/conf/iotdb-ainode.properties

    Configuration item modification：detailed information

    ain_seed_config_node=iotdb-1:10710 (Cluster communication node IP: communication node port)

    ain_inference_rpc_address=iotdb-3 (IP address of the server running AINode)

    1. Replace Python source
      pip config set global.index-url https://mirrors.aliyun.com/pypi/simple/
    1. Start the AINode node
      nohup bash iotdb-enterprise-ainode-1.3.3.2/sbin/start-ainode.sh  > myout.file 2>& 1 &

    Return to the default environment of the system: conda deactivate

Configuration item modification

AINode supports modifying some necessary parameters. You can find the following parameters in the conf/iotdb-ainode.properties file and make persistent modifications to them:
：

NameDescribeTypeDefault valueEffective method after modification
cluster_nameThe identifier for AINode to join the clusterstringdefaultClusterOnly allow modifications before the first service startup
ain_seed_config_nodeThe Configurable Node address registered during AINode startupString127.0.0.1:10710Only allow modifications before the first service startup
ain_inference_rpc_addressAINode provides service and communication addresses , Internal Service Communication InterfaceString127.0.0.1Only allow modifications before the first service startup
ain_inference_rpc_portAINode provides ports for services and communicationString10810Only allow modifications before the first service startup
ain_system_dirAINode metadata storage path, the starting directory of the relative path is related to the operating system, and it is recommended to use an absolute pathStringdata/AINode/systemOnly allow modifications before the first service startup
ain_models_dirAINode stores the path of the model file, and the starting directory of the relative path is related to the operating system. It is recommended to use an absolute pathStringdata/AINode/modelsOnly allow modifications before the first service startup
ain_logs_dirThe path where AINode stores logs, the starting directory of the relative path is related to the operating system, and it is recommended to use an absolute pathStringlogs/AINodeEffective after restart
ain_thrift_compression_enabledDoes AINode enable Thrift's compression mechanism , 0-Do not start, 1-StartBoolean0Effective after restart

Start AINode

After completing the deployment of Seed Config Node, the registration and inference functions of the model can be supported by adding AINode nodes. After specifying the information of the IoTDB cluster in the configuration file, the corresponding instruction can be executed to start AINode and join the IoTDB cluster。

Networking environment startup

Start command
  # Start command
  # Linux and MacOS systems
  bash sbin/start-ainode.sh 

  # Windows systems
  sbin\start-ainode.bat  

  # Backend startup command (recommended for long-term running)
  # Linux and MacOS systems
  nohup bash sbin/start-ainode.sh  > myout.file 2>& 1 &

  # Windows systems
  nohup bash sbin\start-ainode.bat  > myout.file 2>& 1 &

Detailed Syntax

  # Start command
  # Linux and MacOS systems
  bash sbin/start-ainode.sh  -i <bin_path>  -r  -n

  # Windows systems
  sbin\start-ainode.bat  -i <bin_path>  -r  -n
Parameter introduction:
NameLabelDescribeIs it mandatoryTypeDefault valueInput method
ain_interpreter_dir-iThe interpreter path of the virtual environment where AINode is installed requires the use of an absolute path.noStringDefault reading of environment variablesInput or persist modifications during invocation
ain_force_reinstall-rDoes this script check the version when checking the installation status of AINode. If it does, it will force the installation of the whl package in lib if the version is incorrect.noBoolfalseInput when calling
ain_no_dependencies-nSpecify whether to install dependencies when installing AINode, and if so, only install the AINode main program without installing dependencies.noBoolfalseInput when calling

If you don't want to specify the corresponding parameters every time you start, you can also persistently modify the parameters in the ainode-env.sh and ainode-env.bat scripts in the conf folder (currently supporting persistent modification of the ain_interpreter-dir parameter).

ainode-env.sh :

 # The defaulte venv environment is used if ain_interpreter_dir is not set. Please use absolute path without quotation mark
 # ain_interpreter_dir=

ainode-env.bat :

  @REM The defaulte venv environment is used if ain_interpreter_dir is not set. Please use absolute path without quotation mark
  @REM set ain_interpreter_dir=

After writing the parameter value, uncomment the corresponding line and save it to take effect on the next script execution.

Example

Directly start:
  # Start command
  # Linux and MacOS systems
  bash sbin/start-ainode.sh
  # Windows systems
  sbin\start-ainode.bat 


  # Backend startup command (recommended for long-term running)
  # Linux and MacOS systems
  nohup bash sbin/start-ainode.sh  > myout.file 2>& 1 &
  # Windows systems
  nohup bash sbin\start-ainode.bat  > myout.file 2>& 1 &
Update Start:

If the version of AINode has been updated (such as updating the lib folder), this command can be used. Firstly, it is necessary to ensure that AINode has stopped running, and then restart it using the -r parameter, which will reinstall AINode based on the files under lib.

  # Update startup command
  # Linux and MacOS systems
  bash sbin/start-ainode.sh -r
  # Windows systems
  sbin\start-ainode.bat -r


  # Backend startup command (recommended for long-term running)
  # Linux and MacOS systems
  nohup bash sbin/start-ainode.sh -r > myout.file 2>& 1 &
  # Windows c
  nohup bash sbin\start-ainode.bat -r > myout.file 2>& 1 &

Non networked environment startup

Start command
  # Start command
  # Linux and MacOS systems
  bash sbin/start-ainode.sh  

  # Windows systems
  sbin\start-ainode.bat  

  # Backend startup command (recommended for long-term running)
  # Linux and MacOS systems
  nohup bash sbin/start-ainode.sh  > myout.file 2>& 1 &

  # Windows systems
  nohup bash sbin\start-ainode.bat  > myout.file 2>& 1 &

Detailed Syntax

  # Start command
  # Linux and MacOS systems
  bash sbin/start-ainode.sh  -i <bin_path>  -r  -n

  # Windows systems
  sbin\start-ainode.bat  -i <bin_path>  -r  -n
Parameter introduction:
NameLabelDescribeIs it mandatoryTypeDefault valueInput method
ain_interpreter_dir-iThe interpreter path of the virtual environment where AINode is installed requires the use of an absolute pathnoStringDefault reading of environment variablesInput or persist modifications during invocation
ain_force_reinstall-rDoes this script check the version when checking the installation status of AINode. If it does, it will force the installation of the whl package in lib if the version is incorrectnoBoolfalseInput when calling

Attention: When installation fails in a non networked environment, first check if the installation package corresponding to the platform is selected, and then confirm that the Python version is 3.8 (due to the limitations of the downloaded installation package on Python versions, 3.7, 3.9, and others are not allowed)

Example

Directly start:
  # Start command
  # Linux and MacOS systems
  bash sbin/start-ainode.sh
  # Windows systems
  sbin\start-ainode.bat 

  # Backend startup command (recommended for long-term running)
  # Linux and MacOS systems
  nohup bash sbin/start-ainode.sh  > myout.file 2>& 1 &
  # Windows systems
  nohup bash sbin\start-ainode.bat  > myout.file 2>& 1 &

Detecting the status of AINode nodes

During the startup process of AINode, the new AINode will be automatically added to the IoTDB cluster. After starting AINode, you can enter SQL in the command line to query. If you see an AINode node in the cluster and its running status is Running (as shown below), it indicates successful joining.

IoTDB> show cluster
+------+----------+-------+---------------+------------+-------+-----------+
|NodeID|  NodeType| Status|InternalAddress|InternalPort|Version|  BuildInfo|
+------+----------+-------+---------------+------------+-------+-----------+
|     0|ConfigNode|Running|      127.0.0.1|       10710|UNKNOWN|190e303-dev|
|     1|  DataNode|Running|      127.0.0.1|       10730|UNKNOWN|190e303-dev|
|     2|    AINode|Running|      127.0.0.1|       10810|UNKNOWN|190e303-dev|
+------+----------+-------+---------------+------------+-------+-----------+

Stop AINode

If you need to stop a running AINode node, execute the corresponding shutdown script.

Stop command

  # Linux / MacOS 
  bash sbin/stop-ainode.sh  

  #Windows
  sbin\stop-ainode.bat

Detailed Syntax

  # Linux / MacOS 
  bash sbin/stop-ainode.sh  -t<AINode-id>

  #Windows
  sbin\stop-ainode.bat  -t<AINode-id>
Parameter introduction:
NameLabelDescribeIs it mandatoryTypeDefault valueInput method
ain_remove_target-tWhen closing AINode, you can specify the Node ID, address, and port number of the target AINode to be removed, in the format of <AINode id>noStringnothingInput when calling

Example

  # Linux / MacOS 
  bash sbin/stop-ainode.sh

  # Windows
  sbin\stop-ainode.bat

After stopping AINode, you can still see AINode nodes in the cluster, whose running status is UNKNOWN (as shown below), and the AINode function cannot be used at this time.

IoTDB> show cluster
+------+----------+-------+---------------+------------+-------+-----------+
|NodeID|  NodeType| Status|InternalAddress|InternalPort|Version|  BuildInfo|
+------+----------+-------+---------------+------------+-------+-----------+
|     0|ConfigNode|Running|      127.0.0.1|       10710|UNKNOWN|190e303-dev|
|     1|  DataNode|Running|      127.0.0.1|       10730|UNKNOWN|190e303-dev|
|     2|    AINode|UNKNOWN|      127.0.0.1|       10790|UNKNOWN|190e303-dev|
+------+----------+-------+---------------+------------+-------+-----------+

If you need to restart the node, you need to execute the startup script again.

Remove AINode

When it is necessary to remove an AINode node from the cluster, a removal script can be executed. The difference between removing and stopping scripts is that stopping retains the AINode node in the cluster but stops the AINode service, while removing removes the AINode node from the cluster.

Remove command

  # Linux / MacOS 
  bash sbin/remove-ainode.sh  

  # Windows
  sbin\remove-ainode.bat

Detailed Syntax

  # Linux / MacOS 
  bash sbin/remove-ainode.sh  -i<bin_path>  -t<AINode-id>/<ip>:<rpc-port>  -r  -n

  # Windows
  sbin\remove-ainode.bat  -i<bin_path>  -t<AINode-id>/<ip>:<rpc-port>  -r  -n
Parameter introduction:
NameLabelDescribeIs it mandatoryTypeDefault valueInput method
ain_interpreter_dir-iThe interpreter path of the virtual environment where AINode is installed requires the use of an absolute pathnoStringDefault reading of environment variablesInput+persistent modification during invocation
ain_remove_target-tWhen closing AINode, you can specify the Node ID, address, and port number of the target AINode to be removed, in the format of <AINode id>noStringnothingInput when calling
ain_force_reinstall-rDoes this script check the version when checking the installation status of AINode. If it does, it will force the installation of the whl package in lib if the version is incorrectnoBoolfalseInput when calling
ain_no_dependencies-nSpecify whether to install dependencies when installing AINode, and if so, only install the AINode main program without installing dependenciesnoBoolfalseInput when calling

If you don't want to specify the corresponding parameters every time you start, you can also persistently modify the parameters in the ainode-env.sh and ainode-env.bat scripts in the conf folder (currently supporting persistent modification of the ain_interpreter-dir parameter).

ainode-env.sh :

 # The defaulte venv environment is used if ain_interpreter_dir is not set. Please use absolute path without quotation mark
 # ain_interpreter_dir=

ainode-env.bat :

  @REM The defaulte venv environment is used if ain_interpreter_dir is not set. Please use absolute path without quotation mark
  @REM set ain_interpreter_dir=

After writing the parameter value, uncomment the corresponding line and save it to take effect on the next script execution.

Example

Directly remove:
# Linux / MacOS 
bash sbin/remove-ainode.sh

# Windows
sbin\remove-ainode.bat

After removing the node, relevant information about the node cannot be queried.

IoTDB> show cluster
+------+----------+-------+---------------+------------+-------+-----------+
|NodeID|  NodeType| Status|InternalAddress|InternalPort|Version|  BuildInfo|
+------+----------+-------+---------------+------------+-------+-----------+
|     0|ConfigNode|Running|      127.0.0.1|       10710|UNKNOWN|190e303-dev|
|     1|  DataNode|Running|      127.0.0.1|       10730|UNKNOWN|190e303-dev|
+------+----------+-------+---------------+------------+-------+-----------+
Specify removal:

If the user loses files in the data folder, AINode may not be able to actively remove them locally. The user needs to specify the node number, address, and port number for removal. In this case, we support users to input parameters according to the following methods for deletion.

# Linux / MacOS 
bash sbin/remove-ainode.sh -t <AINode-id>/<ip>:<rpc-port>

# Windows
sbin\remove-ainode.bat -t <AINode-id>/<ip>:<rpc-port>

common problem

An error occurs when starting AINode stating that the venv module cannot be found

When starting AINode using the default method, a Python virtual environment will be created in the installation package directory and dependencies will be installed, so it is required to install the venv module. Generally speaking, Python 3.8 and above versions come with built-in VenV, but for some systems with built-in Python environments, this requirement may not be met. There are two solutions when this error occurs (choose one or the other):

To install the Venv module locally, taking Ubuntu as an example, you can run the following command to install the built-in Venv module in Python. Or install a Python version with built-in Venv from the Python official website.

apt-get install python3.8-venv

Install version 3.8.0 of venv into AINode in the AINode path.

../Python-3.8.0/python -m venv venv(Folder Name）

When running the startup script, use -i to specify an existing Python interpreter path as the running environment for AINode, eliminating the need to create a new virtual environment.

The SSL module in Python is not properly installed and configured to handle HTTPS resources

WARNING: pip is configured with locations that require TLS/SSL, however the ssl module in Python is not available.
You can install OpenSSLS and then rebuild Python to solve this problem

Currently Python versions 3.6 to 3.9 are compatible with OpenSSL 1.0.2, 1.1.0, and 1.1.1.

Python requires OpenSSL to be installed on our system, the specific installation method can be found in link

sudo apt-get install build-essential libssl-dev zlib1g-dev libbz2-dev libreadline-dev libsqlite3-dev wget curl llvm libncurses5-dev libncursesw5-dev xz-utils tk-dev libffi-dev liblzma-dev uuid-dev lzma-dev liblzma-dev
sudo -E ./configure --with-ssl
make
sudo make install

Pip version is lower

A compilation issue similar to "error: Microsoft Visual C++14.0 or greater is required..." appears on Windows

The corresponding error occurs during installation and compilation, usually due to insufficient C++version or Setup tools version. You can check it in

./python -m pip install --upgrade pip
./python -m pip install --upgrade setuptools

Install and compile Python

Use the following instructions to download the installation package from the official website and extract it:

.wget https://www.python.org/ftp/python/3.8.0/Python-3.8.0.tar.xz
tar Jxf Python-3.8.0.tar.xz

Compile and install the corresponding Python package:

cd Python-3.8.0
./configure prefix=/usr/local/python3
make
sudo make install
python3 --version
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