mirror of
https://github.com/GreptimeTeam/greptimedb.git
synced 2026-05-30 03:40:37 +00:00
feat: Substrait logical plan (#704)
* feat: use Substrait logical plan to query data from Datanode in Frontend in distributed mode * fix: resolve PR comments * fix: resolve PR comments * fix: resolve PR comments Co-authored-by: luofucong <luofucong@greptime.com>
This commit is contained in:
@@ -14,6 +14,7 @@
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use std::collections::HashMap;
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use datafusion::logical_plan::DFSchemaRef;
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use substrait_proto::protobuf::extensions::simple_extension_declaration::{
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ExtensionFunction, MappingType,
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};
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@@ -23,6 +24,7 @@ use substrait_proto::protobuf::extensions::SimpleExtensionDeclaration;
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pub struct ConvertorContext {
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scalar_fn_names: HashMap<String, u32>,
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scalar_fn_map: HashMap<u32, String>,
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df_schema: Option<DFSchemaRef>,
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}
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impl ConvertorContext {
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@@ -63,4 +65,13 @@ impl ConvertorContext {
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}
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result
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}
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pub(crate) fn set_df_schema(&mut self, schema: DFSchemaRef) {
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debug_assert!(self.df_schema.is_none());
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self.df_schema.get_or_insert(schema);
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}
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pub(crate) fn df_schema(&self) -> Option<&DFSchemaRef> {
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self.df_schema.as_ref()
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}
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}
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@@ -16,7 +16,7 @@ use std::collections::VecDeque;
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use std::str::FromStr;
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use datafusion::logical_plan::{Column, Expr};
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use datafusion_expr::{expr_fn, BuiltinScalarFunction, Operator};
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use datafusion_expr::{expr_fn, lit, BuiltinScalarFunction, Operator};
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use datatypes::schema::Schema;
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use snafu::{ensure, OptionExt};
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use substrait_proto::protobuf::expression::field_reference::ReferenceType as FieldReferenceType;
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@@ -24,7 +24,7 @@ use substrait_proto::protobuf::expression::reference_segment::{
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ReferenceType as SegReferenceType, StructField,
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};
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use substrait_proto::protobuf::expression::{
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FieldReference, ReferenceSegment, RexType, ScalarFunction,
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FieldReference, Literal, ReferenceSegment, RexType, ScalarFunction,
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};
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use substrait_proto::protobuf::function_argument::ArgType;
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use substrait_proto::protobuf::Expression;
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@@ -33,15 +33,24 @@ use crate::context::ConvertorContext;
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use crate::error::{
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EmptyExprSnafu, InvalidParametersSnafu, MissingFieldSnafu, Result, UnsupportedExprSnafu,
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};
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use crate::types::{literal_type_to_scalar_value, scalar_value_as_literal_type};
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/// Convert substrait's `Expression` to DataFusion's `Expr`.
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pub fn to_df_expr(ctx: &ConvertorContext, expression: Expression, schema: &Schema) -> Result<Expr> {
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pub(crate) fn to_df_expr(
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ctx: &ConvertorContext,
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expression: Expression,
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schema: &Schema,
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) -> Result<Expr> {
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let expr_rex_type = expression.rex_type.context(EmptyExprSnafu)?;
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match expr_rex_type {
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RexType::Literal(_) => UnsupportedExprSnafu {
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name: "substrait Literal expression",
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RexType::Literal(l) => {
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let t = l.literal_type.context(MissingFieldSnafu {
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field: "LiteralType",
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plan: "Literal",
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})?;
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let v = literal_type_to_scalar_value(t)?;
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Ok(lit(v))
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}
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.fail()?,
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RexType::Selection(selection) => convert_selection_rex(*selection, schema),
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RexType::ScalarFunction(scalar_fn) => convert_scalar_function(ctx, scalar_fn, schema),
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RexType::WindowFunction(_)
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@@ -453,10 +462,21 @@ pub fn expression_from_df_expr(
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}
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}
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// Don't merge them with other unsupported expr arms to preserve the ordering.
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Expr::ScalarVariable(..) | Expr::Literal(..) => UnsupportedExprSnafu {
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Expr::ScalarVariable(..) => UnsupportedExprSnafu {
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name: expr.to_string(),
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}
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.fail()?,
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Expr::Literal(v) => {
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let t = scalar_value_as_literal_type(v)?;
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let l = Literal {
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nullable: true,
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type_variation_reference: 0,
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literal_type: Some(t),
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};
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Expression {
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rex_type: Some(RexType::Literal(l)),
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}
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}
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Expr::BinaryExpr { left, op, right } => {
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let left = expression_from_df_expr(ctx, left, schema)?;
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let right = expression_from_df_expr(ctx, right, schema)?;
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@@ -18,7 +18,9 @@ use bytes::{Buf, Bytes, BytesMut};
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use catalog::CatalogManagerRef;
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use common_error::prelude::BoxedError;
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use common_telemetry::debug;
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use datafusion::arrow::datatypes::SchemaRef as ArrowSchemaRef;
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use datafusion::datasource::TableProvider;
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use datafusion::logical_plan::plan::Filter;
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use datafusion::logical_plan::{LogicalPlan, TableScan, ToDFSchema};
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use datafusion::physical_plan::project_schema;
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use prost::Message;
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@@ -29,31 +31,33 @@ use substrait_proto::protobuf::extensions::simple_extension_declaration::Mapping
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use substrait_proto::protobuf::plan_rel::RelType as PlanRelType;
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use substrait_proto::protobuf::read_rel::{NamedTable, ReadType};
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use substrait_proto::protobuf::rel::RelType;
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use substrait_proto::protobuf::{Plan, PlanRel, ReadRel, Rel};
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use substrait_proto::protobuf::{FilterRel, Plan, PlanRel, ReadRel, Rel};
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use table::table::adapter::DfTableProviderAdapter;
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use crate::context::ConvertorContext;
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use crate::df_expr::{expression_from_df_expr, to_df_expr};
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use crate::error::{
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DFInternalSnafu, DecodeRelSnafu, EmptyPlanSnafu, EncodeRelSnafu, Error, InternalSnafu,
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self, DFInternalSnafu, DecodeRelSnafu, EmptyPlanSnafu, EncodeRelSnafu, Error, InternalSnafu,
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InvalidParametersSnafu, MissingFieldSnafu, SchemaNotMatchSnafu, TableNotFoundSnafu,
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UnknownPlanSnafu, UnsupportedExprSnafu, UnsupportedPlanSnafu,
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};
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use crate::schema::{from_schema, to_schema};
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use crate::SubstraitPlan;
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pub struct DFLogicalSubstraitConvertor {
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catalog_manager: CatalogManagerRef,
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}
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pub struct DFLogicalSubstraitConvertor;
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impl SubstraitPlan for DFLogicalSubstraitConvertor {
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type Error = Error;
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type Plan = LogicalPlan;
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fn decode<B: Buf + Send>(&self, message: B) -> Result<Self::Plan, Self::Error> {
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fn decode<B: Buf + Send>(
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&self,
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message: B,
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catalog_manager: CatalogManagerRef,
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) -> Result<Self::Plan, Self::Error> {
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let plan = Plan::decode(message).context(DecodeRelSnafu)?;
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self.convert_plan(plan)
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self.convert_plan(plan, catalog_manager)
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}
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fn encode(&self, plan: Self::Plan) -> Result<Bytes, Self::Error> {
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@@ -67,13 +71,11 @@ impl SubstraitPlan for DFLogicalSubstraitConvertor {
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}
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impl DFLogicalSubstraitConvertor {
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pub fn new(catalog_manager: CatalogManagerRef) -> Self {
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Self { catalog_manager }
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}
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}
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impl DFLogicalSubstraitConvertor {
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pub fn convert_plan(&self, mut plan: Plan) -> Result<LogicalPlan, Error> {
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fn convert_plan(
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&self,
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mut plan: Plan,
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catalog_manager: CatalogManagerRef,
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) -> Result<LogicalPlan, Error> {
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// prepare convertor context
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let mut ctx = ConvertorContext::default();
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for simple_ext in plan.extensions {
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@@ -99,15 +101,51 @@ impl DFLogicalSubstraitConvertor {
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}
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.fail()?
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};
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self.rel_to_logical_plan(&mut ctx, Box::new(rel), catalog_manager)
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}
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fn rel_to_logical_plan(
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&self,
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ctx: &mut ConvertorContext,
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rel: Box<Rel>,
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catalog_manager: CatalogManagerRef,
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) -> Result<LogicalPlan, Error> {
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let rel_type = rel.rel_type.context(EmptyPlanSnafu)?;
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// build logical plan
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let logical_plan = match rel_type {
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RelType::Read(read_rel) => self.convert_read_rel(&mut ctx, read_rel),
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RelType::Filter(_filter_rel) => UnsupportedPlanSnafu {
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name: "Filter Relation",
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RelType::Read(read_rel) => self.convert_read_rel(ctx, read_rel, catalog_manager)?,
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RelType::Filter(filter) => {
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let FilterRel {
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common: _,
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input,
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condition,
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advanced_extension: _,
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} = *filter;
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let input = input.context(MissingFieldSnafu {
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field: "input",
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plan: "Filter",
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})?;
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let input = Arc::new(self.rel_to_logical_plan(ctx, input, catalog_manager)?);
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let condition = condition.context(MissingFieldSnafu {
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field: "condition",
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plan: "Filter",
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})?;
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let schema = ctx.df_schema().context(InvalidParametersSnafu {
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reason: "the underlying TableScan plan should have included a table schema",
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})?;
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let schema = schema
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.clone()
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.try_into()
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.context(error::ConvertDfSchemaSnafu)?;
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let predicate = to_df_expr(ctx, *condition, &schema)?;
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LogicalPlan::Filter(Filter { predicate, input })
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}
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.fail()?,
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RelType::Fetch(_fetch_rel) => UnsupportedPlanSnafu {
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name: "Fetch Relation",
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}
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@@ -148,7 +186,7 @@ impl DFLogicalSubstraitConvertor {
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name: "Cross Relation",
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}
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.fail()?,
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}?;
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};
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Ok(logical_plan)
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}
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@@ -157,6 +195,7 @@ impl DFLogicalSubstraitConvertor {
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&self,
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ctx: &mut ConvertorContext,
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read_rel: Box<ReadRel>,
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catalog_manager: CatalogManagerRef,
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) -> Result<LogicalPlan, Error> {
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// Extract the catalog, schema and table name from NamedTable. Assume the first three are those names.
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let read_type = read_rel.read_type.context(MissingFieldSnafu {
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@@ -192,8 +231,7 @@ impl DFLogicalSubstraitConvertor {
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.map(|mask_expr| self.convert_mask_expression(mask_expr));
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// Get table handle from catalog manager
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let table_ref = self
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.catalog_manager
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let table_ref = catalog_manager
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.table(&catalog_name, &schema_name, &table_name)
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.map_err(BoxedError::new)
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.context(InternalSnafu)?
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@@ -207,7 +245,7 @@ impl DFLogicalSubstraitConvertor {
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let retrieved_schema = to_schema(read_rel.base_schema.unwrap_or_default())?;
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let retrieved_arrow_schema = retrieved_schema.arrow_schema();
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ensure!(
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stored_schema.fields == retrieved_arrow_schema.fields,
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same_schema_without_metadata(&stored_schema, retrieved_arrow_schema),
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SchemaNotMatchSnafu {
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substrait_schema: retrieved_arrow_schema.clone(),
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storage_schema: stored_schema
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@@ -227,9 +265,11 @@ impl DFLogicalSubstraitConvertor {
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.to_dfschema_ref()
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.context(DFInternalSnafu)?;
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// TODO(ruihang): Support filters and limit
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ctx.set_df_schema(projected_schema.clone());
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// TODO(ruihang): Support limit
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Ok(LogicalPlan::TableScan(TableScan {
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table_name,
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table_name: format!("{}.{}.{}", catalog_name, schema_name, table_name),
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source: adapter,
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projection,
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projected_schema,
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@@ -250,20 +290,42 @@ impl DFLogicalSubstraitConvertor {
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}
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impl DFLogicalSubstraitConvertor {
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pub fn convert_df_plan(&self, plan: LogicalPlan) -> Result<Plan, Error> {
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let mut ctx = ConvertorContext::default();
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// TODO(ruihang): extract this translation logic into a separated function
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// convert PlanRel
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let rel = match plan {
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fn logical_plan_to_rel(
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&self,
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ctx: &mut ConvertorContext,
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plan: Arc<LogicalPlan>,
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) -> Result<Rel, Error> {
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Ok(match &*plan {
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LogicalPlan::Projection(_) => UnsupportedPlanSnafu {
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name: "DataFusion Logical Projection",
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}
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.fail()?,
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LogicalPlan::Filter(_) => UnsupportedPlanSnafu {
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name: "DataFusion Logical Filter",
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LogicalPlan::Filter(filter) => {
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let input = Some(Box::new(
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self.logical_plan_to_rel(ctx, filter.input.clone())?,
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));
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let schema = plan
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.schema()
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.clone()
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.try_into()
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.context(error::ConvertDfSchemaSnafu)?;
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let condition = Some(Box::new(expression_from_df_expr(
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ctx,
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&filter.predicate,
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&schema,
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)?));
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let rel = FilterRel {
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common: None,
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input,
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condition,
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advanced_extension: None,
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};
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Rel {
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rel_type: Some(RelType::Filter(Box::new(rel))),
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}
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}
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.fail()?,
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LogicalPlan::Window(_) => UnsupportedPlanSnafu {
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name: "DataFusion Logical Window",
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}
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@@ -293,7 +355,7 @@ impl DFLogicalSubstraitConvertor {
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}
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.fail()?,
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LogicalPlan::TableScan(table_scan) => {
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let read_rel = self.convert_table_scan_plan(&mut ctx, table_scan)?;
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let read_rel = self.convert_table_scan_plan(ctx, table_scan)?;
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Rel {
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rel_type: Some(RelType::Read(Box::new(read_rel))),
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}
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@@ -319,7 +381,13 @@ impl DFLogicalSubstraitConvertor {
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),
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}
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.fail()?,
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};
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})
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}
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fn convert_df_plan(&self, plan: LogicalPlan) -> Result<Plan, Error> {
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let mut ctx = ConvertorContext::default();
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let rel = self.logical_plan_to_rel(&mut ctx, Arc::new(plan))?;
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// convert extension
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let extensions = ctx.generate_function_extension();
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@@ -341,7 +409,7 @@ impl DFLogicalSubstraitConvertor {
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pub fn convert_table_scan_plan(
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&self,
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ctx: &mut ConvertorContext,
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table_scan: TableScan,
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table_scan: &TableScan,
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) -> Result<ReadRel, Error> {
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let provider = table_scan
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.source
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@@ -363,7 +431,8 @@ impl DFLogicalSubstraitConvertor {
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// assemble projection
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let projection = table_scan
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.projection
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.map(|proj| self.convert_schema_projection(&proj));
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.as_ref()
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.map(|x| self.convert_schema_projection(x));
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// assemble base (unprojected) schema using Table's schema.
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let base_schema = from_schema(&provider.table().schema())?;
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@@ -371,7 +440,8 @@ impl DFLogicalSubstraitConvertor {
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// make conjunction over a list of filters and convert the result to substrait
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let filter = if let Some(conjunction) = table_scan
|
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.filters
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.into_iter()
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.iter()
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.cloned()
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.reduce(|accum, expr| accum.and(expr))
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{
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Some(Box::new(expression_from_df_expr(
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@@ -412,6 +482,13 @@ impl DFLogicalSubstraitConvertor {
|
||||
}
|
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}
|
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fn same_schema_without_metadata(lhs: &ArrowSchemaRef, rhs: &ArrowSchemaRef) -> bool {
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lhs.fields.len() == rhs.fields.len()
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&& lhs.fields.iter().zip(rhs.fields.iter()).all(|(x, y)| {
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x.name == y.name && x.data_type == y.data_type && x.is_nullable == y.is_nullable
|
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})
|
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}
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||||
|
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#[cfg(test)]
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mod test {
|
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use catalog::local::{LocalCatalogManager, MemoryCatalogProvider, MemorySchemaProvider};
|
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@@ -463,10 +540,10 @@ mod test {
|
||||
}
|
||||
|
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async fn logical_plan_round_trip(plan: LogicalPlan, catalog: CatalogManagerRef) {
|
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let convertor = DFLogicalSubstraitConvertor::new(catalog);
|
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let convertor = DFLogicalSubstraitConvertor;
|
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|
||||
let proto = convertor.encode(plan.clone()).unwrap();
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let tripped_plan = convertor.decode(proto).unwrap();
|
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let tripped_plan = convertor.decode(proto, catalog).unwrap();
|
||||
|
||||
assert_eq!(format!("{:?}", plan), format!("{:?}", tripped_plan));
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}
|
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@@ -488,6 +565,7 @@ mod test {
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.await
|
||||
.unwrap();
|
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let adapter = Arc::new(DfTableProviderAdapter::new(table_ref));
|
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|
||||
let projection = vec![1, 3, 5];
|
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let df_schema = adapter.schema().to_dfschema().unwrap();
|
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let projected_fields = projection
|
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@@ -498,7 +576,10 @@ mod test {
|
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Arc::new(DFSchema::new_with_metadata(projected_fields, Default::default()).unwrap());
|
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|
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let table_scan_plan = LogicalPlan::TableScan(TableScan {
|
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table_name: DEFAULT_TABLE_NAME.to_string(),
|
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table_name: format!(
|
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"{}.{}.{}",
|
||||
DEFAULT_CATALOG_NAME, DEFAULT_SCHEMA_NAME, DEFAULT_TABLE_NAME
|
||||
),
|
||||
source: adapter,
|
||||
projection: Some(projection),
|
||||
projected_schema,
|
||||
|
||||
@@ -99,6 +99,12 @@ pub enum Error {
|
||||
storage_schema: datafusion::arrow::datatypes::SchemaRef,
|
||||
backtrace: Backtrace,
|
||||
},
|
||||
|
||||
#[snafu(display("Failed to convert DataFusion schema, source: {}", source))]
|
||||
ConvertDfSchema {
|
||||
#[snafu(backtrace)]
|
||||
source: datatypes::error::Error,
|
||||
},
|
||||
}
|
||||
|
||||
pub type Result<T> = std::result::Result<T, Error>;
|
||||
@@ -120,6 +126,7 @@ impl ErrorExt for Error {
|
||||
| Error::TableNotFound { .. }
|
||||
| Error::SchemaNotMatch { .. } => StatusCode::InvalidArguments,
|
||||
Error::DFInternal { .. } | Error::Internal { .. } => StatusCode::Internal,
|
||||
Error::ConvertDfSchema { source } => source.status_code(),
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
@@ -22,6 +22,7 @@ mod schema;
|
||||
mod types;
|
||||
|
||||
use bytes::{Buf, Bytes};
|
||||
use catalog::CatalogManagerRef;
|
||||
|
||||
pub use crate::df_logical::DFLogicalSubstraitConvertor;
|
||||
|
||||
@@ -30,7 +31,11 @@ pub trait SubstraitPlan {
|
||||
|
||||
type Plan;
|
||||
|
||||
fn decode<B: Buf + Send>(&self, message: B) -> Result<Self::Plan, Self::Error>;
|
||||
fn decode<B: Buf + Send>(
|
||||
&self,
|
||||
message: B,
|
||||
catalog_manager: CatalogManagerRef,
|
||||
) -> Result<Self::Plan, Self::Error>;
|
||||
|
||||
fn encode(&self, plan: Self::Plan) -> Result<Bytes, Self::Error>;
|
||||
}
|
||||
|
||||
@@ -18,11 +18,13 @@
|
||||
//! Current we only have variations on integer types. Variation 0 (system preferred) are the same with base types, which
|
||||
//! are signed integer (i.e. I8 -> [i8]), and Variation 1 stands for unsigned integer (i.e. I8 -> [u8]).
|
||||
|
||||
use datafusion::scalar::ScalarValue;
|
||||
use datatypes::prelude::ConcreteDataType;
|
||||
use substrait_proto::protobuf::expression::literal::LiteralType;
|
||||
use substrait_proto::protobuf::r#type::{self as s_type, Kind, Nullability};
|
||||
use substrait_proto::protobuf::Type as SType;
|
||||
use substrait_proto::protobuf::{Type as SType, Type};
|
||||
|
||||
use crate::error::{Result, UnsupportedConcreteTypeSnafu, UnsupportedSubstraitTypeSnafu};
|
||||
use crate::error::{self, Result, UnsupportedConcreteTypeSnafu, UnsupportedSubstraitTypeSnafu};
|
||||
|
||||
macro_rules! substrait_kind {
|
||||
($desc:ident, $concrete_ty:ident) => {{
|
||||
@@ -134,3 +136,67 @@ pub fn from_concrete_type(ty: ConcreteDataType, nullability: Option<bool>) -> Re
|
||||
|
||||
Ok(SType { kind })
|
||||
}
|
||||
|
||||
pub(crate) fn scalar_value_as_literal_type(v: &ScalarValue) -> Result<LiteralType> {
|
||||
Ok(if v.is_null() {
|
||||
LiteralType::Null(Type { kind: None })
|
||||
} else {
|
||||
match v {
|
||||
ScalarValue::Boolean(Some(v)) => LiteralType::Boolean(*v),
|
||||
ScalarValue::Float32(Some(v)) => LiteralType::Fp32(*v),
|
||||
ScalarValue::Float64(Some(v)) => LiteralType::Fp64(*v),
|
||||
ScalarValue::Int8(Some(v)) => LiteralType::I8(*v as i32),
|
||||
ScalarValue::Int16(Some(v)) => LiteralType::I16(*v as i32),
|
||||
ScalarValue::Int32(Some(v)) => LiteralType::I32(*v),
|
||||
ScalarValue::Int64(Some(v)) => LiteralType::I64(*v),
|
||||
ScalarValue::LargeUtf8(Some(v)) => LiteralType::String(v.clone()),
|
||||
ScalarValue::LargeBinary(Some(v)) => LiteralType::Binary(v.clone()),
|
||||
// TODO(LFC): Implement other conversions: ScalarValue => LiteralType
|
||||
_ => {
|
||||
return error::UnsupportedExprSnafu {
|
||||
name: format!("{:?}", v),
|
||||
}
|
||||
.fail()
|
||||
}
|
||||
}
|
||||
})
|
||||
}
|
||||
|
||||
pub(crate) fn literal_type_to_scalar_value(t: LiteralType) -> Result<ScalarValue> {
|
||||
Ok(match t {
|
||||
LiteralType::Null(Type { kind: Some(kind) }) => match kind {
|
||||
Kind::Bool(_) => ScalarValue::Boolean(None),
|
||||
Kind::I8(_) => ScalarValue::Int8(None),
|
||||
Kind::I16(_) => ScalarValue::Int16(None),
|
||||
Kind::I32(_) => ScalarValue::Int32(None),
|
||||
Kind::I64(_) => ScalarValue::Int64(None),
|
||||
Kind::Fp32(_) => ScalarValue::Float32(None),
|
||||
Kind::Fp64(_) => ScalarValue::Float64(None),
|
||||
Kind::String(_) => ScalarValue::LargeUtf8(None),
|
||||
Kind::Binary(_) => ScalarValue::LargeBinary(None),
|
||||
// TODO(LFC): Implement other conversions: Kind => ScalarValue
|
||||
_ => {
|
||||
return error::UnsupportedSubstraitTypeSnafu {
|
||||
ty: format!("{:?}", kind),
|
||||
}
|
||||
.fail()
|
||||
}
|
||||
},
|
||||
LiteralType::Boolean(v) => ScalarValue::Boolean(Some(v)),
|
||||
LiteralType::I8(v) => ScalarValue::Int8(Some(v as i8)),
|
||||
LiteralType::I16(v) => ScalarValue::Int16(Some(v as i16)),
|
||||
LiteralType::I32(v) => ScalarValue::Int32(Some(v)),
|
||||
LiteralType::I64(v) => ScalarValue::Int64(Some(v)),
|
||||
LiteralType::Fp32(v) => ScalarValue::Float32(Some(v)),
|
||||
LiteralType::Fp64(v) => ScalarValue::Float64(Some(v)),
|
||||
LiteralType::String(v) => ScalarValue::LargeUtf8(Some(v)),
|
||||
LiteralType::Binary(v) => ScalarValue::LargeBinary(Some(v)),
|
||||
// TODO(LFC): Implement other conversions: LiteralType => ScalarValue
|
||||
_ => {
|
||||
return error::UnsupportedSubstraitTypeSnafu {
|
||||
ty: format!("{:?}", t),
|
||||
}
|
||||
.fail()
|
||||
}
|
||||
})
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user