automlai for prediction only

Author: ppalmes

DockerizedAutoML/run.sh

@@ -11,6 +11,6 @@ docker run -it --rm --platform=linux/amd64 automlai:v2.0
 julia --project -- ./main.jl  -t regression --predict_only -u http://mlflow.isiath.duckdns.org:8082 --runid 064fb7a188d34a3da87f2271b8d8d9c2 -o /tmp/reg.txt ./iris_reg.csv
 julia --project -- ./main.jl -u http://mlflow.isiath.duckdns.org:8082 -t classification --predict_only --runid e33bbd5c12a54756b1333df1f23a8366 -o /tmp/class.txt ./iris.csv
 
-docker run -it --rm -v `pwd`:/data/  localhost/automlai -u http://mlflow.isiath.duckdns.org:8082 -t classification --predict_only --runid e33bbd5c12a54756b1333df1f23a8366 /data/iris.csv
+docker run -it --rm -v `pwd`:/data/  localhost/automlai:v2.0 -u http://mlflow.isiath.duckdns.org:8082 -t classification --predict_only --runid e33bbd5c12a54756b1333df1f23a8366 /data/iris.csv
 
-docker run -it --rm -v `pwd`:/data/  localhost/automlai -u http://mlflow.isiath.duckdns.org:8082 -t regression --predict_only --runid 064fb7a188d34a3da87f2271b8d8d9c2 /data/iris_reg.csv
+docker run -it --rm -v `pwd`:/data/  localhost/automlai:v2.0 -u http://mlflow.isiath.duckdns.org:8082 -t regression --predict_only --runid 064fb7a188d34a3da87f2271b8d8d9c2 /data/iris_reg.csv

argo-workflow/automlad-ensemble-template.yaml

@@ -1,7 +1,7 @@
 apiVersion: argoproj.io/v1alpha1
 kind: ClusterWorkflowTemplate
 metadata:
-  name: automlad-template
+  name: automlad
 spec:
   entrypoint: run-automlad
   arguments:

argo-workflow/automlai-dualsearch-template.yaml

@@ -83,7 +83,7 @@ spec:
             s3:
               key: csv/
       container:
-        image: ppalmes/automlai:v1.0
+        image: ppalmes/automlai:v2.0
         command:
         args:
           - "-t{{inputs.parameters.predictiontype}}"

argo-workflow/automlai-prediction-template.yaml

@@ -0,0 +1,48 @@
+apiVersion: argoproj.io/v1alpha1
+kind: ClusterWorkflowTemplate
+metadata:
+  name: automlai-prediction
+spec:
+  entrypoint: run-amlp
+  arguments:
+    parameters:
+      - name: url
+        value: http://sunrise-mlflow-tracking.mlflow:5080
+      - name: input
+        value: iris_reg.csv
+      - name: predictiontype
+        value: regression
+      - name: outputloc
+        value: output.txt
+      - name: runid
+        value: NONE
+  templates:
+    - name: run-amlp
+      inputs:
+        parameters:
+          - name: url
+          - name: input
+          - name: predictiontype
+          - name: outputloc
+          - name: runid
+        artifacts:
+          - name: file
+            path: /inputfile
+            s3:
+              key: csv/
+      container:
+        image: ppalmes/automlai:v2.0
+        command:
+        args:
+          - "-u{{inputs.parameters.url}}"
+          - "-t{{inputs.parameters.predictiontype}}"
+          - "-o/outputfile"
+          - "--predict_only"
+          - "--runid {{inputs.parameters.runid}}"
+          - "/inputfile/{{inputs.parameters.input}}"
+      outputs:
+        artifacts:
+          - name: ofile
+            path: /outputfile
+            s3:
+              key: "output/{{inputs.parameters.predictiontype}}_{{inputs.parameters.input}}.tgz"

argo-workflow/automlai-unisearch-template.yaml

@@ -43,7 +43,7 @@ spec:
             s3:
               key: csv/
       container:
-        image: ppalmes/automlai:v1.0
+        image: ppalmes/automlai:v2.0
         command:
         args:
           - "-u{{inputs.parameters.url}}"