Environment Deployment

Prerequisites

MogDB is in the normal state. The user has logged in to MogDB with an authenticated identity. The executed SQL syntax is correct and no error is reported. In the historical performance data window, the number of MogDB concurrent tasks is stable, the structure and number of tables remain unchanged, the data volume changes smoothly, and the GUC parameters related to query performance remain unchanged. During prediction, the model has been trained and converged. The running environment of the AIEngine is stable.

Request Example

The AIEngine process communicates with the kernel process using HTTPS. An example request is as follows:

curl -X POST -d '{"modelName":"modelname"}' -H 'Content-Type: application/json' 'https://IP-address:port/request-API'

Table 1 AIEngine external APIs

Request API	Description
/check	Checks whether a model is properly started.
/configure	Sets model parameters.
/train	Trains a model.
/track_process	Views model training logs.
/setup	Loads historical models.
/predict	Predicts a model.

Generating Certificates

Before using the prediction function, you need to use OpenSSL to generate certificates required for authentication between the communication parties, ensuring communication security.

Set up a certificate generation environment. The certificate file is stored in $GAUSSHOME/CA.
- Copy the certificate generation script and related files.
```
cp path_to_predictor/install/ssl.sh $GAUSSHOME/
cp path_to_predictor/install/ca_ext.txt $GAUSSHOME/
```
- Copy the configuration file openssl.cnf to $GAUSSHOME.
```
cp $GAUSSHOME/share/om/openssl.cnf  $GAUSSHOME/
```
- Modify the configuration parameters in openssl.conf.
```
dir  = $GAUSSHOME/CA/demoCA
default_md      = sha256
```
- The certificate generation environment is ready.

Generate a certificate and private key.

cd $GAUSSHOME
sh ssl.sh

Set the password as prompted, for example, Test@123.
The password must contain at least eight characters of at least three different types.

Please enter your password:

Set the options as prompted.

Certificate Details:
        Serial Number: 1 (0x1)
        Validity
            Not Before: May 15 08:32:44 2020 GMT
            Not After : May 15 08:32:44 2021 GMT
        Subject:
            countryName               = CN
            stateOrProvinceName       = SZ
            organizationName          = HW
            organizationalUnitName    = GS
            commonName                = CA
        X509v3 extensions:
            X509v3 Basic Constraints:
                CA:TRUE
Certificate is to be certified until May 15 08:32:44 2021 GMT (365 days)
Sign the certificate? [y/n]:y
1 out of 1 certificate requests certified, commit? [y/n]y

Enter the IP address for starting the AIEngine, for example, 127.0.0.1.

Please enter your aiEngine IP: 127.0.0.1

Set the options as prompted.

Certificate Details:
        Serial Number: 2 (0x2)
        Validity
            Not Before: May 15 08:38:07 2020 GMT
            Not After : May 13 08:38:07 2030 GMT
        Subject:
            countryName               = CN
            stateOrProvinceName       = SZ
            organizationName          = HW
            organizationalUnitName    = GS
            commonName                = 127.0.0.1
        X509v3 extensions:
            X509v3 Basic Constraints:
                CA:FALSE
Certificate is to be certified until May 13 08:38:07 2030 GMT (3650 days)
Sign the certificate? [y/n]:y
1 out of 1 certificate requests certified, commit? [y/n]y

Enter the IP address for starting MogDB, for example, 127.0.0.1.

Please enter your mog IP: 127.0.0.1

Set the options as prompted.

Certificate Details:
        Serial Number: 3 (0x3)
        Validity
            Not Before: May 15 08:41:46 2020 GMT
            Not After : May 13 08:41:46 2030 GMT
        Subject:
            countryName               = CN
            stateOrProvinceName       = SZ
            organizationName          = HW
            organizationalUnitName    = GS
            commonName                = 127.0.0.1
        X509v3 extensions:
            X509v3 Basic Constraints:
                CA:FALSE
Certificate is to be certified until May 13 08:41:46 2030 GMT (3650 days)
Sign the certificate? [y/n]:y
1 out of 1 certificate requests certified, commit? [y/n]y

The related certificate and key have been generated. The content in $GAUSSHOME/CA is as follows:

Setting Up the Environment

Copy the tool code folder to the target environment.
- Assume that the installation directory is $INSTALL_FOLDER.
- Assume that the destination directory is /home/ai_user.
```
scp -r $INSTALL_FOLDER/bin/dbmind/predictor  ai_user@127.0.0.1:path_to_Predictor
```
Copy the CA certificate folder to a directory in the AIEngine environment.
```
cp -r $GAUSSHOME/CA  ai_user@127.0.0.1:path_to_CA
```

Install the predictor/install/requirements(-gpu).txt tool.

With GPU: pip install -r requirements-gpu.txt
Without GPU: pip install -r requirements.txt

Starting AIEngine

Switch to the AIEngine environment (that is, copy the target environment ai_user of the predictor).

Set parameters in predictor/python/settings.py.

DEFAULT_FLASK_SERVER_HOST = '127.0.0.1' (running IP address of AIEngine)
DEFAULT_FLASK_SERVER_PORT = '5000' (running port number of AIEngine)
PATH_SSL = "path_to_CA" (CA folder path)

Run the startup script of AIEngine.
```
python path_to_Predictor/python/run.py
```
In this case, the AIEngine keeps enabled on the corresponding port and waits for the request of the time prediction function from the kernel.

For details about how to initiate a time prediction command from the kernel, see the Time Prediction Usage Guide.

Issue