featurebase/sql3/planner/compilecreatemodel.go
Pat Okeeffe 284f62dcb9
create model, create function... all the goodies (#2264)
* create function, create/drop model; re-introduced limit; added COPY; var(); corr()

* review feedback
2023-04-04 17:44:29 -05:00

180 lines
4.7 KiB
Go

// Copyright 2022 Molecula Corp. All rights reserved.
package planner
import (
"context"
"strings"
"github.com/featurebasedb/featurebase/v3/sql3"
"github.com/featurebasedb/featurebase/v3/sql3/parser"
"github.com/featurebasedb/featurebase/v3/sql3/planner/types"
)
// TODO (pok) what does 'if not exists' do?
// compileCreateModelStatement compiles a parser.CreateModelStatement AST into a PlanOperator
func (p *ExecutionPlanner) compileCreateModelStatement(stmt *parser.CreateModelStatement) (types.PlanOperator, error) {
modelName := parser.IdentName(stmt.Name)
// does the model exist
obj, err := p.getModelByName(modelName)
if err != nil {
return nil, err
}
if obj != nil {
return nil, sql3.NewErrInternalf("model '%s' already exists", modelName)
}
// if we got to here model does not exist
model := &modelSystemObject{
name: modelName,
}
for _, o := range stmt.Options {
optName := parser.IdentName(o.Name)
switch strings.ToLower(optName) {
case "modeltype":
lit, ok := o.OptionExpr.(*parser.StringLit)
if !ok {
return nil, sql3.NewErrInternalf("unexpected type '%T'", o.OptionExpr)
}
model.modelType = lit.Value
case "labels":
lit, ok := o.OptionExpr.(*parser.SetLiteralExpr)
if !ok {
return nil, sql3.NewErrInternalf("unexpected type '%T'", o.OptionExpr)
}
model.labels = make([]string, len(lit.Members))
for i, m := range lit.Members {
mlit, ok := m.(*parser.StringLit)
if !ok {
return nil, sql3.NewErrInternalf("unexpected type '%T'", m)
}
model.labels[i] = mlit.Value
}
default:
return nil, sql3.NewErrInternalf("unexpected model option '%s'", optName)
}
}
selOp, err := p.compileSelectStatement(stmt.ModelQuery, true)
if err != nil {
return nil, err
}
// build a list of input columns for the model from the select query
schema := selOp.Schema()
model.inputColumns = make([]string, 0)
for _, p := range schema {
// if we have no column name, we have an error
if len(p.ColumnName) == 0 {
return nil, sql3.NewErrInternalf("query output columns used as inputs to models must be named")
}
// exclude any that are in the labels
isLabel := false
for _, l := range model.labels {
if strings.EqualFold(p.ColumnName, l) {
isLabel = true
break
}
}
if !isLabel {
model.inputColumns = append(model.inputColumns, p.ColumnName)
}
}
createModel := NewPlanOpCreateModel(p, model, selOp)
createModel.AddWarning("🦖 here there be dragons! CREATE MODEL statement is experimental.")
query := NewPlanOpQuery(p, createModel, p.sql)
return query, nil
}
func (p *ExecutionPlanner) analyzeCreateModelStatement(ctx context.Context, stmt *parser.CreateModelStatement) error {
// iterate the options
for _, opt := range stmt.Options {
optName := parser.IdentName(opt.Name)
if !isValidModelOption(optName) {
return sql3.NewErrInternalf("invalid model option '%s'", optName)
}
e, err := p.analyzeModelOptionExpr(ctx, optName, opt.OptionExpr, stmt)
if err != nil {
return err
}
opt.OptionExpr = e
}
// analyze the select
_, err := p.analyzeSelectStatement(ctx, stmt.ModelQuery)
if err != nil {
return err
}
return nil
}
func isValidModelOption(name string) bool {
switch strings.ToLower(name) {
case "modeltype":
return true
case "labels":
return true
default:
return false
}
}
func (p *ExecutionPlanner) analyzeModelOptionExpr(ctx context.Context, optName string, expr parser.Expr, scope parser.Statement) (parser.Expr, error) {
if expr == nil {
return nil, nil
}
e, err := p.analyzeExpression(ctx, expr, scope)
if err != nil {
return nil, err
}
switch strings.ToLower(optName) {
case "modeltype":
// model type needs to be a string literal
if !(e.IsLiteral() && typeIsString(e.DataType())) {
return nil, sql3.NewErrStringLiteral(e.Pos().Line, e.Pos().Column)
}
ty, ok := e.(*parser.StringLit)
if !ok {
return nil, sql3.NewErrInternalf("unexpected type '%T'", e)
}
// these are the model types supported
switch strings.ToLower(ty.Value) {
case "linear_regresssion":
break
default:
return nil, sql3.NewErrInternalf("unexpected model tyoe '%s'", ty.Value)
}
return e, nil
case "labels":
// labels needs to be a string array literal
// TODO (pok) revist 'set' literals (should be array literal; type checking could be robustified etc.)
if !e.IsLiteral() {
return nil, sql3.NewErrInternalf("string array literal expected")
}
ok, baseType := typeIsSet(e.DataType())
if !ok {
return nil, sql3.NewErrInternalf("array expression expected")
}
if !typeIsString(baseType) {
return nil, sql3.NewErrInternalf("string array expected")
}
return e, nil
default:
return nil, sql3.NewErrInternalf("unexpected option name '%s'", optName)
}
}