From 92cbb0ed90035755c462abba1534cde7bec5b678 Mon Sep 17 00:00:00 2001 From: Patrick Harned <52669420+pwharned@users.noreply.github.com> Date: Mon, 28 Mar 2022 07:40:49 -0700 Subject: [PATCH] Db2mlops (#45) * added docs for using DB2 as backend for model management * fixed typos * Update In_Db2_Machine_Learning/In DB Model Deployment and Management/README.md Co-authored-by: Kelly Rodger * Update In_Db2_Machine_Learning/In DB Model Deployment and Management/README.md Co-authored-by: Kelly Rodger * Update In_Db2_Machine_Learning/In DB Model Deployment and Management/README.md Co-authored-by: Kelly Rodger * fixed typo Co-authored-by: Kelly Rodger --- .../README.md | 337 ++++++++++++++++++ .../docs/images/linear_output.png | Bin 0 -> 57857 bytes .../docs/images/output.png | Bin 0 -> 48674 bytes 3 files changed, 337 insertions(+) create mode 100644 In_Db2_Machine_Learning/In DB Model Deployment and Management/README.md create mode 100644 In_Db2_Machine_Learning/In DB Model Deployment and Management/docs/images/linear_output.png create mode 100644 In_Db2_Machine_Learning/In DB Model Deployment and Management/docs/images/output.png diff --git a/In_Db2_Machine_Learning/In DB Model Deployment and Management/README.md b/In_Db2_Machine_Learning/In DB Model Deployment and Management/README.md new file mode 100644 index 0000000..6cfcbc3 --- /dev/null +++ b/In_Db2_Machine_Learning/In DB Model Deployment and Management/README.md @@ -0,0 +1,337 @@ +# Procedure for using db2 as a backend for model hosting + +DB2's Integrated Analytics System allows for an impressive amount of user defined extensions, which can be leveraged to allow db2 to serve as a model management and scoring engine. +We can store, manage, update and score models trained in scikit-learn and other python frameworks in DB2. We can also +run models trained in Lua, C, R, or C++. This document will demonstrate a python based example. + +# DB2 Configuration + +We will need to store a python class for scoring a generic model in our DB2 server, and make some minor configuration changes. + +Log in to the db2 server. In this case the user is `db2inst1` + +`source ~/.bashrc; sudo su - db2inst1` + +Make sure there is a python3 installation in your server. + +`sudo yum install python3` + +Install scikit-learn and joblib + +`pip3 install scikit-learn joblib` + +Update db2 to use the correct python path + +`db2 update dbm cfg using PYTHON_PATH $(which python)` + +Restart the Db2 instance because PYTHON_PATH is not dynamically configurable. + +`db2 connect reset;` +`db2stop` +`db2start` + +Add the python class for scoring the model by writing the following python class to $DB2_HOME/function/routine/score.py + + +``` +import nzae +from joblib import load +from io import BytesIO +import base64 + +class predict(nzae.Ae): + def _setup(self): + self.model = None + + def predict(self,data): + model = data[0] + if not self.model: + self.model = load(BytesIO(base64.b64decode(model))) + + data = data[1:] + result = self.model.predict([data]) + return float(result[0]) + + def _getFunctionResult(self,row): + price = self.predict(row) + return price + +predict.run() +``` + +## Model Training + +We will first train a simple logistic regression model on the Iris data set. We will use joblib to pickle the +resulting model, and write it as a b64encoded string + +``` +from sklearn.linear_model import LogisticRegression +from sklearn import datasets +import joblib +import base64 +train = datasets.load_iris().get("data") +target = datasets.load_iris().get("target") +lr = LogisticRegression(max_iter=1000) +lr = lr.fit(train, target) + +joblib.dump(lr, "lr.joblib") + +with open("lr.joblib", "rb") as file: + file = file.read() + b64model = base64.b64encode(file) + print(b64model) + +with open("model.b64", "wb") as file: + file.write(b64model) + +``` + +## Model Deployment + +We need a table to store the model. + +``` +create table models(id integer not null generated always as identity, name varchar(30), model clob, primary key(id)) +``` + +We can now store our model as a b64encoded string in the models table. + + +`db2 "insert into models (name, model) values('iris_lr', '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')"` + +Then we register a UDF (User defined function) that references the python class. + +``` +CREATE FUNCTION iris_score(varchar(1356), float, float, float, float) \ +returns float LANGUAGE PYTHON parameter style \ +NPSGENERIC FENCED NOT THREADSAFE NO FINAL CALL ALLOW PARALLEL NO DBINFO DETERMINISTIC NO EXTERNAL ACTION \ +RETURNS NULL ON NULL INPUT NO SQL \ +external name '/database/config/db2inst1/sqllib/function/routine/score.py' +``` +Lets create a table for testing. + + +``` +CREATE TABLE iris( +sepal_length float +,sepal_width float +,petal_length float +,petal_width float +,iris varchar(255) +); + +INSERT INTO iris +VALUES +(5.1,3.5,1.4,0.2,'setosa'), +(4.9,3,1.4,0.2,'setosa'), +(4.7,3.2,1.3,0.2,'setosa'), +(4.6,3.1,1.5,0.2,'setosa'), +(5,3.6,1.4,0.2,'setosa'), +(5.4,3.9,1.7,0.4,'setosa'), +(4.6,3.4,1.4,0.3,'setosa'), +(5,3.4,1.5,0.2,'setosa'), +(4.4,2.9,1.4,0.2,'setosa'), +(4.9,3.1,1.5,0.1,'setosa'), +(5.4,3.7,1.5,0.2,'setosa'), +(4.8,3.4,1.6,0.2,'setosa'), +(4.8,3,1.4,0.1,'setosa'), +(4.3,3,1.1,0.1,'setosa'), +(5.8,4,1.2,0.2,'setosa'), +(5.7,4.4,1.5,0.4,'setosa'), +(5.4,3.9,1.3,0.4,'setosa'), +(5.1,3.5,1.4,0.3,'setosa'), +(5.7,3.8,1.7,0.3,'setosa'), +(5.1,3.8,1.5,0.3,'setosa'), +(5.4,3.4,1.7,0.2,'setosa'), +(5.1,3.7,1.5,0.4,'setosa'), +(4.6,3.6,1,0.2,'setosa'), +(5.1,3.3,1.7,0.5,'setosa'), +(4.8,3.4,1.9,0.2,'setosa'), +(5,3,1.6,0.2,'setosa'), +(5,3.4,1.6,0.4,'setosa'), +(5.2,3.5,1.5,0.2,'setosa'), +(5.2,3.4,1.4,0.2,'setosa'), +(4.7,3.2,1.6,0.2,'setosa'), +(4.8,3.1,1.6,0.2,'setosa'), +(5.4,3.4,1.5,0.4,'setosa'), +(5.2,4.1,1.5,0.1,'setosa'), +(5.5,4.2,1.4,0.2,'setosa'), +(4.9,3.1,1.5,0.1,'setosa'), +(5,3.2,1.2,0.2,'setosa'), +(5.5,3.5,1.3,0.2,'setosa'), +(4.9,3.1,1.5,0.1,'setosa'), +(4.4,3,1.3,0.2,'setosa'), +(5.1,3.4,1.5,0.2,'setosa'), +(5,3.5,1.3,0.3,'setosa'), +(4.5,2.3,1.3,0.3,'setosa'), +(4.4,3.2,1.3,0.2,'setosa'), +(5,3.5,1.6,0.6,'setosa'), +(5.1,3.8,1.9,0.4,'setosa'), +(4.8,3,1.4,0.3,'setosa'), +(5.1,3.8,1.6,0.2,'setosa'), +(4.6,3.2,1.4,0.2,'setosa'), +(5.3,3.7,1.5,0.2,'setosa'), +(5,3.3,1.4,0.2,'setosa'), +(7,3.2,4.7,1.4,'versicolor'), +(6.4,3.2,4.5,1.5,'versicolor'), +(6.9,3.1,4.9,1.5,'versicolor'), +(5.5,2.3,4,1.3,'versicolor'), +(6.5,2.8,4.6,1.5,'versicolor'), +(5.7,2.8,4.5,1.3,'versicolor'), +(6.3,3.3,4.7,1.6,'versicolor'), +(4.9,2.4,3.3,1,'versicolor'), +(6.6,2.9,4.6,1.3,'versicolor'), +(5.2,2.7,3.9,1.4,'versicolor'), +(5,2,3.5,1,'versicolor'), +(5.9,3,4.2,1.5,'versicolor'), +(6,2.2,4,1,'versicolor'), +(6.1,2.9,4.7,1.4,'versicolor'), +(5.6,2.9,3.6,1.3,'versicolor'), +(6.7,3.1,4.4,1.4,'versicolor'), +(5.6,3,4.5,1.5,'versicolor'), +(5.8,2.7,4.1,1,'versicolor'), +(6.2,2.2,4.5,1.5,'versicolor'), +(5.6,2.5,3.9,1.1,'versicolor'), +(5.9,3.2,4.8,1.8,'versicolor'), +(6.1,2.8,4,1.3,'versicolor'), +(6.3,2.5,4.9,1.5,'versicolor'), +(6.1,2.8,4.7,1.2,'versicolor'), +(6.4,2.9,4.3,1.3,'versicolor'), +(6.6,3,4.4,1.4,'versicolor'), +(6.8,2.8,4.8,1.4,'versicolor'), +(6.7,3,5,1.7,'versicolor'), +(6,2.9,4.5,1.5,'versicolor'), +(5.7,2.6,3.5,1,'versicolor'), +(5.5,2.4,3.8,1.1,'versicolor'), +(5.5,2.4,3.7,1,'versicolor'), +(5.8,2.7,3.9,1.2,'versicolor'), +(6,2.7,5.1,1.6,'versicolor'), +(5.4,3,4.5,1.5,'versicolor'), +(6,3.4,4.5,1.6,'versicolor'), +(6.7,3.1,4.7,1.5,'versicolor'), +(6.3,2.3,4.4,1.3,'versicolor'), +(5.6,3,4.1,1.3,'versicolor'), +(5.5,2.5,4,1.3,'versicolor'), +(5.5,2.6,4.4,1.2,'versicolor'), +(6.1,3,4.6,1.4,'versicolor'), +(5.8,2.6,4,1.2,'versicolor'), +(5,2.3,3.3,1,'versicolor'), +(5.6,2.7,4.2,1.3,'versicolor'), +(5.7,3,4.2,1.2,'versicolor'), +(5.7,2.9,4.2,1.3,'versicolor'), +(6.2,2.9,4.3,1.3,'versicolor'), +(5.1,2.5,3,1.1,'versicolor'), +(5.7,2.8,4.1,1.3,'versicolor'), +(6.3,3.3,6,2.5,'virginica'), +(5.8,2.7,5.1,1.9,'virginica'), +(7.1,3,5.9,2.1,'virginica'), +(6.3,2.9,5.6,1.8,'virginica'), +(6.5,3,5.8,2.2,'virginica'), +(7.6,3,6.6,2.1,'virginica'), +(4.9,2.5,4.5,1.7,'virginica'), +(7.3,2.9,6.3,1.8,'virginica'), +(6.7,2.5,5.8,1.8,'virginica'), +(7.2,3.6,6.1,2.5,'virginica'), +(6.5,3.2,5.1,2,'virginica'), +(6.4,2.7,5.3,1.9,'virginica'), +(6.8,3,5.5,2.1,'virginica'), +(5.7,2.5,5,2,'virginica'), +(5.8,2.8,5.1,2.4,'virginica'), +(6.4,3.2,5.3,2.3,'virginica'), +(6.5,3,5.5,1.8,'virginica'), +(7.7,3.8,6.7,2.2,'virginica'), +(7.7,2.6,6.9,2.3,'virginica'), +(6,2.2,5,1.5,'virginica'), +(6.9,3.2,5.7,2.3,'virginica'), +(5.6,2.8,4.9,2,'virginica'), +(7.7,2.8,6.7,2,'virginica'), +(6.3,2.7,4.9,1.8,'virginica'), +(6.7,3.3,5.7,2.1,'virginica'), +(7.2,3.2,6,1.8,'virginica'), +(6.2,2.8,4.8,1.8,'virginica'), +(6.1,3,4.9,1.8,'virginica'), +(6.4,2.8,5.6,2.1,'virginica'), +(7.2,3,5.8,1.6,'virginica'), +(7.4,2.8,6.1,1.9,'virginica'), +(7.9,3.8,6.4,2,'virginica'), +(6.4,2.8,5.6,2.2,'virginica'), +(6.3,2.8,5.1,1.5,'virginica'), +(6.1,2.6,5.6,1.4,'virginica'), +(7.7,3,6.1,2.3,'virginica'), +(6.3,3.4,5.6,2.4,'virginica'), +(6.4,3.1,5.5,1.8,'virginica'), +(6,3,4.8,1.8,'virginica'), +(6.9,3.1,5.4,2.1,'virginica'), +(6.7,3.1,5.6,2.4,'virginica'), +(6.9,3.1,5.1,2.3,'virginica'), +(5.8,2.7,5.1,1.9,'virginica'), +(6.8,3.2,5.9,2.3,'virginica'), +(6.7,3.3,5.7,2.5,'virginica'), +(6.7,3,5.2,2.3,'virginica'), +(6.3,2.5,5,1.9,'virginica'), +(6.5,3,5.2,2,'virginica'), +(6.2,3.4,5.4,2.3,'virginica'), +(5.9,3,5.1,1.8,'virginica') + +``` + +Now score the model. + +``` +with input (model, sepal_length, sepal_width, petal_length, petal_width) as +(select varchar(models.model), iris.sepal_length, iris.sepal_width, iris.petal_length, iris.petal_width +from models, iris +where models.id =1) +select iris_score(varchar(model), float(sepal_length), float(sepal_width), float(petal_length), float(petal_width) ) from input +``` + +![output](docs/images/output.png) + +Lets now add a second model. + +``` +from sklearn.linear_model import LinearRegression +from sklearn import datasets +import joblib +import base64 +train = datasets.load_iris().get("data") +target = datasets.load_iris().get("target") +lr = LinearRegression() +lr = lr.fit(train, target) + +joblib.dump(lr, "linear.joblib") + +with open("linear.joblib", "rb") as file: + file = file.read() + b64model = base64.b64encode(file) + print(b64model) + +with open("linearmodel.b64", "wb") as file: + file.write(b64model) +``` + +`db2 "insert into models (name, model) values('iris_linear', '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')` +If the model we were registering required a different number of inputs, we would need to register a new udf. Lets do that for the sake of demonstration, even though it is not technically necessary. + +``` +CREATE FUNCTION iris_linear(varchar(1356), float, float, float, float) \ +returns float LANGUAGE PYTHON parameter style \ +NPSGENERIC FENCED NOT THREADSAFE NO FINAL CALL ALLOW PARALLEL NO DBINFO DETERMINISTIC NO EXTERNAL ACTION \ +RETURNS NULL ON NULL INPUT NO SQL \ +external name '/database/config/db2inst1/sqllib/function/routine/score.py' +``` + + +And score our model, this time as a linear regression model. + + +``` +with input (model, sepal_length, sepal_width, petal_length, petal_width) as +(select varchar(models.model), iris.sepal_length, iris.sepal_width, iris.petal_length, iris.petal_width +from models, iris +where models.id =(select id from models where name='iris_linear')) +select iris_linear(varchar(model), float(sepal_length), float(sepal_width), float(petal_length), float(petal_width) ) from input + +``` +![output](docs/images/linear_output.png) + diff --git 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