diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 1da4bc8a7..be344eb58 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -21,7 +21,7 @@ jobs: pnpm check build-rust: - runs-on: ubicloud-standard-16 + runs-on: ubicloud-standard-30 env: DATABASE_URL: "postgres://arroyo:arroyo@localhost:5432/arroyo" steps: diff --git a/Cargo.lock b/Cargo.lock index dc5d48a43..11a5e9f58 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -337,7 +337,7 @@ dependencies = [ "base64 0.22.1", "chrono", "half", - "indexmap 2.2.6", + "indexmap 2.6.0", "lexical-core", "num", "serde", @@ -716,7 +716,7 @@ dependencies = [ "async-trait", "bincode", "datafusion", - "datafusion-functions 40.0.0 (registry+https://github.com/rust-lang/crates.io-index)", + "datafusion-functions", "datafusion-functions-json", "datafusion-proto", "futures", @@ -739,6 +739,7 @@ dependencies = [ "tracing", "tracing-subscriber", "unicase", + "xxhash-rust", "xz2", ] @@ -2523,7 +2524,7 @@ dependencies = [ "clap", "codegen_template", "heck 0.4.1", - "indexmap 2.2.6", + "indexmap 2.6.0", "miette", "postgres", "postgres-types", @@ -2774,7 +2775,7 @@ checksum = "e8566979429cf69b49a5c740c60791108e86440e8be149bbea4fe54d2c32d6e2" [[package]] name = "datafusion" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "ahash", "arrow", @@ -2791,7 +2792,7 @@ dependencies = [ "datafusion-common-runtime", "datafusion-execution", "datafusion-expr", - "datafusion-functions 40.0.0 (git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo)", + "datafusion-functions", "datafusion-functions-aggregate", "datafusion-functions-array", "datafusion-optimizer", @@ -2804,7 +2805,7 @@ dependencies = [ "glob", "half", "hashbrown 0.14.5", - "indexmap 2.2.6", + "indexmap 2.6.0", "itertools 0.12.1", "log", "num_cpus", @@ -2827,7 +2828,7 @@ dependencies = [ [[package]] name = "datafusion-common" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "ahash", "arrow", @@ -2848,7 +2849,7 @@ dependencies = [ [[package]] name = "datafusion-common-runtime" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "tokio", ] @@ -2856,7 +2857,7 @@ dependencies = [ [[package]] name = "datafusion-execution" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "arrow", "chrono", @@ -2876,7 +2877,7 @@ dependencies = [ [[package]] name = "datafusion-expr" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "ahash", "arrow", @@ -2894,33 +2895,7 @@ dependencies = [ [[package]] name = "datafusion-functions" version = "40.0.0" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "a369332afd0ef5bd565f6db2139fb9f1dfdd0afa75a7f70f000b74208d76994f" -dependencies = [ - "arrow", - "base64 0.22.1", - "blake2", - "blake3", - "chrono", - "datafusion-common", - "datafusion-execution", - "datafusion-expr", - "hashbrown 0.14.5", - "hex", - "itertools 0.12.1", - "log", - "md-5", - "rand 0.8.5", - "regex", - "sha2", - "unicode-segmentation", - "uuid", -] - -[[package]] -name = "datafusion-functions" -version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "arrow", "base64 0.22.1", @@ -2945,7 +2920,7 @@ dependencies = [ [[package]] name = "datafusion-functions-aggregate" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "ahash", "arrow", @@ -2962,7 +2937,7 @@ dependencies = [ [[package]] name = "datafusion-functions-array" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "arrow", "arrow-array", @@ -2972,7 +2947,7 @@ dependencies = [ "datafusion-common", "datafusion-execution", "datafusion-expr", - "datafusion-functions 40.0.0 (git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo)", + "datafusion-functions", "datafusion-functions-aggregate", "itertools 0.12.1", "log", @@ -2998,7 +2973,7 @@ dependencies = [ [[package]] name = "datafusion-optimizer" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "arrow", "async-trait", @@ -3007,7 +2982,7 @@ dependencies = [ "datafusion-expr", "datafusion-physical-expr", "hashbrown 0.14.5", - "indexmap 2.2.6", + "indexmap 2.6.0", "itertools 0.12.1", "log", "paste", @@ -3017,7 +2992,7 @@ dependencies = [ [[package]] name = "datafusion-physical-expr" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "ahash", "arrow", @@ -3035,7 +3010,7 @@ dependencies = [ "half", "hashbrown 0.14.5", "hex", - "indexmap 2.2.6", + "indexmap 2.6.0", "itertools 0.12.1", "log", "paste", @@ -3046,7 +3021,7 @@ dependencies = [ [[package]] name = "datafusion-physical-expr-common" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "ahash", "arrow", @@ -3059,7 +3034,7 @@ dependencies = [ [[package]] name = "datafusion-physical-plan" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "ahash", "arrow", @@ -3079,7 +3054,7 @@ dependencies = [ "futures", "half", "hashbrown 0.14.5", - "indexmap 2.2.6", + "indexmap 2.6.0", "itertools 0.12.1", "log", "once_cell", @@ -3092,7 +3067,7 @@ dependencies = [ [[package]] name = "datafusion-proto" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "arrow", "chrono", @@ -3107,7 +3082,7 @@ dependencies = [ [[package]] name = "datafusion-proto-common" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "arrow", "chrono", @@ -3119,7 +3094,7 @@ dependencies = [ [[package]] name = "datafusion-sql" version = "40.0.0" -source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#f2792f6da858a9824bdc8202d7d14387a46e6cdc" +source = "git+https://github.com/ArroyoSystems/arrow-datafusion?branch=40.0.0/arroyo#6851c30a55b334a3b6902b1df4dd032b9fac26bb" dependencies = [ "arrow", "arrow-array", @@ -3217,7 +3192,7 @@ dependencies = [ "delta_kernel_derive", "either", "fix-hidden-lifetime-bug", - "indexmap 2.2.6", + "indexmap 2.6.0", "itertools 0.13.0", "lazy_static", "parquet", @@ -3306,7 +3281,7 @@ dependencies = [ "fix-hidden-lifetime-bug", "futures", "hashbrown 0.14.5", - "indexmap 2.2.6", + "indexmap 2.6.0", "itertools 0.13.0", "lazy_static", "libc", @@ -4379,7 +4354,7 @@ dependencies = [ "futures-sink", "futures-util", "http 0.2.12", - "indexmap 2.2.6", + "indexmap 2.6.0", "slab", "tokio", "tokio-util", @@ -4398,7 +4373,7 @@ dependencies = [ "futures-core", "futures-sink", "http 1.1.0", - "indexmap 2.2.6", + "indexmap 2.6.0", "slab", "tokio", "tokio-util", @@ -4441,6 +4416,12 @@ dependencies = [ "allocator-api2", ] +[[package]] +name = "hashbrown" +version = "0.15.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "1e087f84d4f86bf4b218b927129862374b72199ae7d8657835f1e89000eea4fb" + [[package]] name = "hashlink" version = "0.9.0" @@ -4656,7 +4637,7 @@ dependencies = [ "httpdate", "itoa", "pin-project-lite", - "socket2 0.5.7", + "socket2 0.4.10", "tokio", "tower-service", "tracing", @@ -4833,12 +4814,12 @@ dependencies = [ [[package]] name = "indexmap" -version = "2.2.6" +version = "2.6.0" source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "168fb715dda47215e360912c096649d23d58bf392ac62f73919e831745e40f26" +checksum = "707907fe3c25f5424cce2cb7e1cbcafee6bdbe735ca90ef77c29e84591e5b9da" dependencies = [ "equivalent", - "hashbrown 0.14.5", + "hashbrown 0.15.0", "serde", ] @@ -5943,7 +5924,7 @@ version = "2.0.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "cc02deea53ffe807708244e5914f6b099ad7015a207ee24317c22112e17d9c5c" dependencies = [ - "indexmap 2.2.6", + "indexmap 2.6.0", "serde", "serde_json", ] @@ -6308,7 +6289,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "b4c5cc86750666a3ed20bdaf5ca2a0344f9c67674cae0515bec2da16fbaa47db" dependencies = [ "fixedbitset", - "indexmap 2.2.6", + "indexmap 2.6.0", "serde", "serde_derive", ] @@ -6711,7 +6692,7 @@ dependencies = [ "getopts", "heck 0.5.0", "http 0.2.12", - "indexmap 2.2.6", + "indexmap 2.6.0", "openapiv3", "proc-macro2", "quote", @@ -6801,7 +6782,7 @@ checksum = "80b776a1b2dc779f5ee0641f8ade0125bc1298dd41a9a0c16d8bd57b42d222b1" dependencies = [ "bytes", "heck 0.5.0", - "itertools 0.12.1", + "itertools 0.10.5", "log", "multimap", "once_cell", @@ -6834,7 +6815,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "9554e3ab233f0a932403704f1a1d08c30d5ccd931adfdfa1e8b5a19b52c1d55a" dependencies = [ "anyhow", - "itertools 0.12.1", + "itertools 0.10.5", "proc-macro2", "quote", "syn 2.0.61", @@ -6896,7 +6877,7 @@ dependencies = [ "indoc", "libc", "memoffset", - "parking_lot 0.12.2", + "parking_lot 0.11.2", "portable-atomic", "pyo3-build-config", "pyo3-ffi", @@ -7987,7 +7968,7 @@ version = "1.0.117" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "455182ea6142b14f93f4bc5320a2b31c1f266b66a4a5c858b013302a5d8cbfc3" dependencies = [ - "indexmap 2.2.6", + "indexmap 2.6.0", "itoa", "ryu", "serde", @@ -8115,7 +8096,7 @@ version = "0.9.34+deprecated" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "6a8b1a1a2ebf674015cc02edccce75287f1a0130d394307b36743c2f5d504b47" dependencies = [ - "indexmap 2.2.6", + "indexmap 2.6.0", "itoa", "ryu", "serde", @@ -8924,7 +8905,7 @@ version = "0.8.13" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "a4e43f8cc456c9704c851ae29c67e17ef65d2c30017c17a9765b89c382dc8bba" dependencies = [ - "indexmap 2.2.6", + "indexmap 2.6.0", "serde", "serde_spanned", "toml_datetime", @@ -8946,7 +8927,7 @@ version = "0.19.15" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "1b5bb770da30e5cbfde35a2d7b9b8a2c4b8ef89548a7a6aeab5c9a576e3e7421" dependencies = [ - "indexmap 2.2.6", + "indexmap 2.6.0", "toml_datetime", "winnow 0.5.40", ] @@ -8957,7 +8938,7 @@ version = "0.22.13" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "c127785850e8c20836d49732ae6abfa47616e60bf9d9f57c43c250361a9db96c" dependencies = [ - "indexmap 2.2.6", + "indexmap 2.6.0", "serde", "serde_spanned", "toml_datetime", @@ -9488,7 +9469,7 @@ version = "3.5.0" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "d82b1bc5417102a73e8464c686eef947bdfb99fcdfc0a4f228e81afa9526470a" dependencies = [ - "indexmap 2.2.6", + "indexmap 2.6.0", "serde", "serde_json", "utoipa-gen 3.5.0", @@ -9500,7 +9481,7 @@ version = "4.2.3" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "c5afb1a60e207dca502682537fefcfd9921e71d0b83e9576060f09abc6efab23" dependencies = [ - "indexmap 2.2.6", + "indexmap 2.6.0", "serde", "serde_json", "utoipa-gen 4.3.0", @@ -10081,6 +10062,12 @@ version = "0.13.6" source = "registry+https://github.com/rust-lang/crates.io-index" checksum = "66fee0b777b0f5ac1c69bb06d361268faafa61cd4682ae064a171c16c433e9e4" +[[package]] +name = "xxhash-rust" +version = "0.8.12" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "6a5cbf750400958819fb6178eaa83bee5cd9c29a26a40cc241df8c70fdd46984" + [[package]] name = "xz2" version = "0.1.7" diff --git a/Cargo.toml b/Cargo.toml index b28fee177..5f74b81cd 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -78,5 +78,7 @@ datafusion-expr = {git = 'https://github.com/ArroyoSystems/arrow-datafusion', br datafusion-physical-expr = {git = 'https://github.com/ArroyoSystems/arrow-datafusion', branch = '40.0.0/arroyo'} datafusion-physical-plan = {git = 'https://github.com/ArroyoSystems/arrow-datafusion', branch = '40.0.0/arroyo'} datafusion-proto = {git = 'https://github.com/ArroyoSystems/arrow-datafusion', branch = '40.0.0/arroyo'} +datafusion-functions = {git = 'https://github.com/ArroyoSystems/arrow-datafusion', branch = '40.0.0/arroyo'} + cornucopia_async = { git = "https://github.com/ArroyoSystems/cornucopia", branch = "sqlite" } cornucopia = { git = "https://github.com/ArroyoSystems/cornucopia", branch = "sqlite" } diff --git a/crates/arroyo-operator/src/operator.rs b/crates/arroyo-operator/src/operator.rs index 76e55b818..3cae5734a 100644 --- a/crates/arroyo-operator/src/operator.rs +++ b/crates/arroyo-operator/src/operator.rs @@ -377,7 +377,7 @@ impl Display for AsDisplayable<'_> { write!(f, "{:?}", d) } AsDisplayable::Plan(p) => { - write!(f, "`{}`", displayable(*p).one_line()) + write!(f, "`{}`", displayable(*p).indent(false)) } AsDisplayable::Schema(s) => { for field in s.fields() { diff --git a/crates/arroyo-planner/Cargo.toml b/crates/arroyo-planner/Cargo.toml index 6bf9b2ea0..56c1573cb 100644 --- a/crates/arroyo-planner/Cargo.toml +++ b/crates/arroyo-planner/Cargo.toml @@ -49,10 +49,11 @@ unicase = "2.7.0" toml = "0.8.8" xz2 = { version = "0.1.7", features = ["static"] } +xxhash-rust = { version = "0.8.12", features = ["xxh3", "std"] } [dev-dependencies] test-log = {version = "0.2.15", default-features = false, features = ["trace"]} rstest = { version = "0.18.2" } [build-dependencies] -glob = "0.3.1" \ No newline at end of file +glob = "0.3.1" diff --git a/crates/arroyo-planner/src/builder.rs b/crates/arroyo-planner/src/builder.rs index 9bcce4aeb..e91fb1667 100644 --- a/crates/arroyo-planner/src/builder.rs +++ b/crates/arroyo-planner/src/builder.rs @@ -25,7 +25,9 @@ use petgraph::graph::{DiGraph, NodeIndex}; use tokio::runtime::Builder; use tokio::sync::oneshot; -use crate::extension::debezium::{DEBEZIUM_UNROLLING_EXTENSION_NAME, TO_DEBEZIUM_EXTENSION_NAME}; +use crate::extension::debezium::{ + DebeziumUnrollingExtension, DEBEZIUM_UNROLLING_EXTENSION_NAME, TO_DEBEZIUM_EXTENSION_NAME, +}; use crate::extension::key_calculation::KeyCalculationExtension; use crate::extension::{ArroyoExtension, NodeWithIncomingEdges}; use crate::physical::{ @@ -230,8 +232,15 @@ impl ExtensionPlanner for ArroyoExtensionPlanner { if arroyo_extension.transparent() { match node.name() { DEBEZIUM_UNROLLING_EXTENSION_NAME => { + let node = node + .as_any() + .downcast_ref::() + .unwrap(); let input = physical_inputs[0].clone(); - return Ok(Some(Arc::new(DebeziumUnrollingExec::try_new(input)?))); + return Ok(Some(Arc::new(DebeziumUnrollingExec::try_new( + input, + node.primary_keys.clone(), + )?))); } TO_DEBEZIUM_EXTENSION_NAME => { let input = physical_inputs[0].clone(); @@ -299,7 +308,7 @@ impl<'a> PlanToGraphVisitor<'a> { let NodeWithIncomingEdges { node, edges } = extension .plan_node(&self.planner, self.graph.node_count(), input_schemas) - .map_err(|e| e.context("planning extension"))?; + .map_err(|e| e.context(format!("planning extension {:?}", extension)))?; let node_index = self.graph.add_node(node); self.add_index_to_traversal(node_index); diff --git a/crates/arroyo-planner/src/extension/debezium.rs b/crates/arroyo-planner/src/extension/debezium.rs index 0013b1d4f..4cdf50e90 100644 --- a/crates/arroyo-planner/src/extension/debezium.rs +++ b/crates/arroyo-planner/src/extension/debezium.rs @@ -3,9 +3,10 @@ use std::sync::Arc; use arrow_schema::{DataType, Schema}; use arroyo_rpc::{ df::{ArroyoSchema, ArroyoSchemaRef}, - IS_RETRACT_FIELD, TIMESTAMP_FIELD, + updating_meta_field, TIMESTAMP_FIELD, UPDATING_META_FIELD, }; use datafusion::common::{internal_err, plan_err, DFSchema, DFSchemaRef, Result, TableReference}; +use datafusion::error::DataFusionError; use datafusion::logical_expr::{Expr, LogicalPlan, UserDefinedLogicalNodeCore}; use datafusion::physical_plan::DisplayAs; @@ -19,6 +20,8 @@ pub(crate) const TO_DEBEZIUM_EXTENSION_NAME: &str = "ToDebeziumExtension"; pub struct DebeziumUnrollingExtension { input: LogicalPlan, schema: DFSchemaRef, + pub primary_keys: Vec, + primary_key_names: Arc>, } impl DebeziumUnrollingExtension { @@ -38,7 +41,7 @@ impl DebeziumUnrollingExtension { let struct_schema: Vec<_> = input_schema .fields() .iter() - .filter(|field| field.name() != TIMESTAMP_FIELD && field.name() != IS_RETRACT_FIELD) + .filter(|field| field.name() != TIMESTAMP_FIELD && field.name() != UPDATING_META_FIELD) .cloned() .collect(); @@ -71,8 +74,9 @@ impl DebeziumUnrollingExtension { Ok(Arc::new(schema)) } - pub fn try_new(input: LogicalPlan) -> Result { + pub fn try_new(input: LogicalPlan, primary_keys: Arc>) -> Result { let input_schema = input.schema(); + // confirm that the input schema has before, after and op columns, and before and after match let Some(before_index) = input_schema.index_of_column_by_name(None, "before") else { return plan_err!("DebeziumUnrollingExtension requires a before column"); @@ -83,6 +87,7 @@ impl DebeziumUnrollingExtension { let Some(op_index) = input_schema.index_of_column_by_name(None, "op") else { return plan_err!("DebeziumUnrollingExtension requires an op column"); }; + let before_type = input_schema.field(before_index).data_type(); let after_type = input_schema.field(after_index).data_type(); if before_type != after_type { @@ -92,11 +97,13 @@ impl DebeziumUnrollingExtension { after_type ); } + // check that op is a string let op_type = input_schema.field(op_index).data_type(); if *op_type != DataType::Utf8 { return plan_err!("op column must be a string, not {}", op_type); } + // create the output schema let DataType::Struct(fields) = before_type else { return plan_err!( @@ -104,6 +111,16 @@ impl DebeziumUnrollingExtension { before_type ); }; + + // get the primary keys + let primary_key_idx = primary_keys + .iter() + .map(|pk| fields.find(pk).map(|(i, _)| i)) + .collect::>>() + .ok_or_else(|| { + DataFusionError::Plan("primary key field not found in Debezium schema".to_string()) + })?; + // determine the qualifier from the before and after columns let qualifier = match ( input_schema.qualified_field(before_index).0, @@ -118,18 +135,16 @@ impl DebeziumUnrollingExtension { (None, None) => None, _ => return plan_err!("before and after columns must both have an alias or neither"), }; + let mut fields = fields.to_vec(); - fields.push(Arc::new(arrow::datatypes::Field::new( - IS_RETRACT_FIELD, - DataType::Boolean, - false, - ))); + fields.push(updating_meta_field()); let Some(input_timestamp_field) = input_schema.index_of_column_by_name(None, TIMESTAMP_FIELD) else { return plan_err!("DebeziumUnrollingExtension requires a timestamp field"); }; + fields.push(Arc::new(input_schema.field(input_timestamp_field).clone())); let arrow_schema = Schema::new(fields); @@ -137,9 +152,12 @@ impl DebeziumUnrollingExtension { Some(qualifier) => DFSchema::try_from_qualified_schema(qualifier, &arrow_schema)?, None => DFSchema::try_from(arrow_schema)?, }; + Ok(Self { input, schema: Arc::new(schema), + primary_keys: primary_key_idx, + primary_key_names: primary_keys, }) } } @@ -166,7 +184,7 @@ impl UserDefinedLogicalNodeCore for DebeziumUnrollingExtension { } fn with_exprs_and_inputs(&self, _exprs: Vec, inputs: Vec) -> Result { - Self::try_new(inputs[0].clone()) + Self::try_new(inputs[0].clone(), self.primary_key_names.clone()) } } diff --git a/crates/arroyo-planner/src/extension/mod.rs b/crates/arroyo-planner/src/extension/mod.rs index 651ba39a8..161a9de21 100644 --- a/crates/arroyo-planner/src/extension/mod.rs +++ b/crates/arroyo-planner/src/extension/mod.rs @@ -8,7 +8,7 @@ use arroyo_datastream::logical::{ }; use arroyo_rpc::df::{ArroyoSchema, ArroyoSchemaRef}; use arroyo_rpc::grpc::api::{AsyncUdfOperator, AsyncUdfOrdering}; -use arroyo_rpc::{IS_RETRACT_FIELD, TIMESTAMP_FIELD}; +use arroyo_rpc::{updating_meta_field, TIMESTAMP_FIELD}; use datafusion::common::{internal_err, DFSchemaRef, DataFusionError, Result, TableReference}; use datafusion::logical_expr::{ Expr, LogicalPlan, UserDefinedLogicalNode, UserDefinedLogicalNodeCore, @@ -272,12 +272,7 @@ impl IsRetractExtension { DataType::Timestamp(TimeUnit::Nanosecond, None), false, ); - output_fields.push(DFField::new( - None, - IS_RETRACT_FIELD, - DataType::Boolean, - false, - )); + output_fields.push((timestamp_qualifier.clone(), updating_meta_field()).into()); let schema = Arc::new(schema_from_df_fields(&output_fields).unwrap()); Self { input, diff --git a/crates/arroyo-planner/src/extension/sink.rs b/crates/arroyo-planner/src/extension/sink.rs index 673472fe0..e1cb7ee6d 100644 --- a/crates/arroyo-planner/src/extension/sink.rs +++ b/crates/arroyo-planner/src/extension/sink.rs @@ -3,7 +3,7 @@ use std::sync::Arc; use arroyo_datastream::logical::{LogicalEdge, LogicalEdgeType, LogicalNode, OperatorName}; use arroyo_rpc::{ df::{ArroyoSchema, ArroyoSchemaRef}, - IS_RETRACT_FIELD, + UPDATING_META_FIELD, }; use datafusion::common::{internal_err, plan_err, DFSchemaRef, Result, TableReference}; @@ -40,7 +40,7 @@ impl SinkExtension { ) -> Result { let input_is_updating = input .schema() - .has_column_with_unqualified_name(IS_RETRACT_FIELD); + .has_column_with_unqualified_name(UPDATING_META_FIELD); match &table { Table::ConnectorTable(connector_table) => { match (input_is_updating, connector_table.is_updating()) { diff --git a/crates/arroyo-planner/src/extension/table_source.rs b/crates/arroyo-planner/src/extension/table_source.rs index 07238f97d..853618c2a 100644 --- a/crates/arroyo-planner/src/extension/table_source.rs +++ b/crates/arroyo-planner/src/extension/table_source.rs @@ -38,6 +38,7 @@ impl TableSourceExtension { }) .collect::>(); let base_schema = Arc::new(schema_from_df_fields(&physical_fields).unwrap()); + let schema = if table.is_updating() { DebeziumUnrollingExtension::as_debezium_schema(&base_schema, Some(name.clone())) .unwrap() diff --git a/crates/arroyo-planner/src/extension/updating_aggregate.rs b/crates/arroyo-planner/src/extension/updating_aggregate.rs index c4acacf5c..e47f1f8b4 100644 --- a/crates/arroyo-planner/src/extension/updating_aggregate.rs +++ b/crates/arroyo-planner/src/extension/updating_aggregate.rs @@ -1,15 +1,25 @@ +use crate::builder::{NamedNode, Planner, SplitPlanOutput}; use arrow_schema::{DataType, Field, Schema, TimeUnit}; use arroyo_datastream::logical::{LogicalEdge, LogicalEdgeType, LogicalNode, OperatorName}; -use arroyo_rpc::{df::ArroyoSchema, grpc::api::UpdatingAggregateOperator, TIMESTAMP_FIELD}; +use arroyo_rpc::{ + df::ArroyoSchema, grpc::api::UpdatingAggregateOperator, updating_meta_field, TIMESTAMP_FIELD, + UPDATING_META_FIELD, +}; use datafusion::common::{plan_err, DFSchemaRef, Result, TableReference}; -use datafusion::logical_expr::{Extension, LogicalPlan, UserDefinedLogicalNodeCore}; -use datafusion_proto::protobuf::{physical_plan_node::PhysicalPlanType, PhysicalPlanNode}; +use datafusion::logical_expr::expr::ScalarFunction; +use datafusion::logical_expr::{ + col, lit, Expr, Extension, LogicalPlan, UserDefinedLogicalNodeCore, +}; +use datafusion::prelude::named_struct; +use datafusion::scalar::ScalarValue; +use datafusion_proto::protobuf::{ + physical_plan_node::PhysicalPlanType, PhysicalExprNode, PhysicalPlanNode, +}; use std::sync::Arc; use std::time::Duration; -use crate::builder::{NamedNode, SplitPlanOutput}; - use super::{ArroyoExtension, IsRetractExtension, NodeWithIncomingEdges}; +use crate::functions::multi_hash; use arroyo_rpc::config::config; use prost::Message; @@ -30,20 +40,21 @@ impl UpdatingAggregateExtension { key_fields: Vec, timestamp_qualifier: Option, ttl: Duration, - ) -> Self { + ) -> Result { let final_calculation = LogicalPlan::Extension(Extension { node: Arc::new(IsRetractExtension::new( aggregate.clone(), timestamp_qualifier.clone(), )), }); - Self { + + Ok(Self { aggregate, key_fields, final_calculation, timestamp_qualifier, ttl, - } + }) } } @@ -73,12 +84,12 @@ impl UserDefinedLogicalNodeCore for UpdatingAggregateExtension { _exprs: Vec, inputs: Vec, ) -> Result { - Ok(Self::new( + Self::new( inputs[0].clone(), self.key_fields.clone(), self.timestamp_qualifier.clone(), self.ttl, - )) + ) } } @@ -89,10 +100,10 @@ impl ArroyoExtension for UpdatingAggregateExtension { fn plan_node( &self, - planner: &crate::builder::Planner, + planner: &Planner, index: usize, input_schemas: Vec, - ) -> Result { + ) -> Result { if input_schemas.len() != 1 { return plan_err!( "UpdatingAggregateExtension requires exactly one input schema, found {}", @@ -101,11 +112,39 @@ impl ArroyoExtension for UpdatingAggregateExtension { } let input_schema = input_schemas[0].clone(); + + let plan = if let LogicalPlan::Aggregate(aggregate) = &self.aggregate { + let key_exprs: Vec = self + .key_fields + .iter() + .map(|&i| col(input_schema.schema.field(i).name())) + .collect(); + let hash_expr = if key_exprs.is_empty() { + Expr::Literal(ScalarValue::FixedSizeBinary(16, Some(vec![0; 16]))) + } else { + Expr::ScalarFunction(ScalarFunction { + func: multi_hash(), + args: key_exprs, + }) + }; + + let updating_meta_expr = + named_struct(vec![lit("is_retract"), lit(false), lit("id"), hash_expr]); + + let mut aggregate = aggregate.clone(); + aggregate + .group_expr + .push(updating_meta_expr.alias(UPDATING_META_FIELD)); + LogicalPlan::Aggregate(aggregate) + } else { + return plan_err!("UpdatingAggregateExtension requires an aggregate plan"); + }; + let SplitPlanOutput { partial_aggregation_plan, partial_schema, - finish_plan, - } = planner.split_physical_plan(self.key_fields.clone(), &self.aggregate, false)?; + mut finish_plan, + } = planner.split_physical_plan(self.key_fields.clone(), &plan, false)?; let mut state_fields = partial_schema.schema.fields().to_vec(); state_fields[partial_schema.timestamp_index] = Arc::new(Field::new( @@ -130,6 +169,9 @@ impl ArroyoExtension for UpdatingAggregateExtension { .iter() .cloned() .collect::>(); + + state_final_fields.insert(self.key_fields.len(), updating_meta_field()); + let timestamp_index = state_final_fields.len() - 1; state_final_fields[timestamp_index] = Arc::new(Field::new( TIMESTAMP_FIELD, @@ -152,9 +194,34 @@ impl ArroyoExtension for UpdatingAggregateExtension { let mut combine_aggregate = aggregate.as_ref().clone(); combine_aggregate.set_mode(datafusion_proto::protobuf::AggregateMode::CombinePartial); - let combine_plan = PhysicalPlanNode { - physical_plan_type: Some(PhysicalPlanType::Aggregate(Box::new(combine_aggregate))), - }; + + // Ensure combine plan preserves _updating_meta + combine_aggregate.group_expr.push(PhysicalExprNode { + expr_type: Some( + datafusion_proto::protobuf::physical_expr_node::ExprType::Column( + datafusion_proto::protobuf::PhysicalColumn { + name: UPDATING_META_FIELD.to_string(), + index: combine_aggregate.group_expr.len() as u32, + }, + ), + ), + }); + + // Ensure finish plan includes _updating_meta in output + if let Some(PhysicalPlanType::Aggregate(ref mut agg)) = + finish_plan.physical_plan_type.as_mut() + { + agg.group_expr.push(PhysicalExprNode { + expr_type: Some( + datafusion_proto::protobuf::physical_expr_node::ExprType::Column( + datafusion_proto::protobuf::PhysicalColumn { + name: UPDATING_META_FIELD.to_string(), + index: agg.group_expr.len() as u32, + }, + ), + ), + }); + } let config = UpdatingAggregateOperator { name: "UpdatingAggregate".to_string(), @@ -162,7 +229,10 @@ impl ArroyoExtension for UpdatingAggregateExtension { state_partial_schema: Some(state_partial_schema.into()), state_final_schema: Some(state_final_schema.into()), partial_aggregation_plan: partial_aggregation_plan.encode_to_vec(), - combine_plan: combine_plan.encode_to_vec(), + combine_plan: PhysicalPlanNode { + physical_plan_type: Some(PhysicalPlanType::Aggregate(Box::new(combine_aggregate))), + } + .encode_to_vec(), final_aggregation_plan: finish_plan.encode_to_vec(), flush_interval_micros: config() .pipeline diff --git a/crates/arroyo-planner/src/json.rs b/crates/arroyo-planner/src/functions.rs similarity index 79% rename from crates/arroyo-planner/src/json.rs rename to crates/arroyo-planner/src/functions.rs index e57ad8ac2..82f008526 100644 --- a/crates/arroyo-planner/src/json.rs +++ b/crates/arroyo-planner/src/functions.rs @@ -1,5 +1,6 @@ use crate::ArroyoSchemaProvider; -use arrow_array::builder::{ListBuilder, StringBuilder}; +use arrow::row::{RowConverter, SortField}; +use arrow_array::builder::{FixedSizeBinaryBuilder, ListBuilder, StringBuilder}; use arrow_array::cast::{as_string_array, AsArray}; use arrow_array::types::{Float64Type, Int64Type}; use arrow_array::{Array, ArrayRef, StringArray, UnionArray}; @@ -8,15 +9,48 @@ use datafusion::common::{DataFusionError, ScalarValue}; use datafusion::common::{Result, TableReference}; use datafusion::execution::FunctionRegistry; use datafusion::logical_expr::expr::{Alias, ScalarFunction}; -use datafusion::logical_expr::{create_udf, ColumnarValue, LogicalPlan, Projection, Volatility}; +use datafusion::logical_expr::{ + create_udf, ColumnarValue, LogicalPlan, Projection, ScalarUDFImpl, Signature, TypeSignature, + Volatility, +}; use datafusion::prelude::{col, Expr}; use serde_json_path::JsonPath; -use std::fmt::Write; +use std::any::Any; +use std::fmt::{Debug, Write}; use std::sync::{Arc, OnceLock}; const SERIALIZE_JSON_UNION: &str = "serialize_json_union"; -pub fn register_json_functions(registry: &mut dyn FunctionRegistry) { +/// Borrowed from DataFusion +/// +/// Creates a singleton `ScalarUDF` of the `$UDF` function named `$GNAME` and a +/// function named `$NAME` which returns that function named $NAME. +/// +/// This is used to ensure creating the list of `ScalarUDF` only happens once. +macro_rules! make_udf_function { + ($UDF:ty, $GNAME:ident, $NAME:ident) => { + /// Singleton instance of the function + static $GNAME: std::sync::OnceLock> = + std::sync::OnceLock::new(); + + /// Return a [`ScalarUDF`] for [`$UDF`] + /// + /// [`ScalarUDF`]: datafusion_expr::ScalarUDF + pub fn $NAME() -> std::sync::Arc { + $GNAME + .get_or_init(|| { + std::sync::Arc::new(datafusion::logical_expr::ScalarUDF::new_from_impl( + <$UDF>::default(), + )) + }) + .clone() + } + }; +} + +make_udf_function!(MultiHashFunction, MULTI_HASH, multi_hash); + +pub fn register_all(registry: &mut dyn FunctionRegistry) { registry .register_udf(Arc::new(create_udf( "get_first_json_object", @@ -60,6 +94,8 @@ pub fn register_json_functions(registry: &mut dyn FunctionRegistry) { Arc::new(serialize_json_union), ))) .unwrap(); + + registry.register_udf(multi_hash()).unwrap(); } fn parse_path(name: &str, path: &ScalarValue) -> Result> { @@ -81,6 +117,89 @@ fn parse_path(name: &str, path: &ScalarValue) -> Result> { Ok(Arc::new(path)) } +// Hash function that can take any number of arguments and produces a fast (non-cryptographic) +// 128-bit hash from their string representations +#[derive(Debug)] +pub struct MultiHashFunction { + signature: Signature, +} + +impl Default for MultiHashFunction { + fn default() -> Self { + Self { + signature: Signature::new(TypeSignature::VariadicAny, Volatility::Immutable), + } + } +} + +impl ScalarUDFImpl for MultiHashFunction { + fn as_any(&self) -> &dyn Any { + self + } + + fn name(&self) -> &str { + "multi_hash" + } + + fn signature(&self) -> &Signature { + &self.signature + } + + fn return_type(&self, _arg_types: &[DataType]) -> Result { + Ok(DataType::FixedSizeBinary(size_of::() as i32)) + } + + fn invoke(&self, args: &[ColumnarValue]) -> Result { + let mut hasher = xxhash_rust::xxh3::Xxh3::new(); + + let all_scalar = args.iter().all(|a| matches!(a, ColumnarValue::Scalar(_))); + + let length = args + .iter() + .map(|t| match t { + ColumnarValue::Scalar(_) => 1, + ColumnarValue::Array(a) => a.len(), + }) + .max() + .ok_or_else(|| { + DataFusionError::Plan("multi_hash must have at least one argument".to_string()) + })?; + + let row_builder = RowConverter::new( + args.iter() + .map(|t| SortField::new(t.data_type().clone())) + .collect(), + )?; + + let arrays = args + .iter() + .map(|c| c.clone().into_array(length)) + .collect::>>()?; + let rows = row_builder.convert_columns(&arrays)?; + + if all_scalar { + hasher.update(rows.row(0).as_ref()); + let result = hasher.digest128().to_be_bytes().to_vec(); + hasher.reset(); + Ok(ColumnarValue::Scalar(ScalarValue::FixedSizeBinary( + size_of::() as i32, + Some(result), + ))) + } else { + let mut builder = + FixedSizeBinaryBuilder::with_capacity(length, size_of::() as i32); + + for row in rows.iter() { + hasher.update(row.as_ref()); + builder.append_value(hasher.digest128().to_be_bytes())?; + hasher.reset(); + } + + Ok(ColumnarValue::Array(Arc::new(builder.finish()))) + } + } +} + fn json_function( name: &str, f: F, diff --git a/crates/arroyo-planner/src/lib.rs b/crates/arroyo-planner/src/lib.rs index f737498db..654a2875c 100644 --- a/crates/arroyo-planner/src/lib.rs +++ b/crates/arroyo-planner/src/lib.rs @@ -3,7 +3,7 @@ pub mod builder; pub(crate) mod extension; pub mod external; -mod json; +mod functions; pub mod logical; pub mod physical; mod plan; @@ -15,6 +15,7 @@ pub mod udafs; #[cfg(test)] mod test; +mod utils; use anyhow::bail; use arrow::array::ArrayRef; @@ -54,7 +55,7 @@ use datafusion::common::DataFusionError; use std::collections::HashSet; use std::fmt::Debug; -use crate::json::{is_json_union, register_json_functions, serialize_outgoing_json}; +use crate::functions::{is_json_union, serialize_outgoing_json}; use crate::rewriters::{SourceMetadataVisitor, TimeWindowUdfChecker, UnnestRewriter}; use crate::udafs::EmptyUdaf; @@ -124,7 +125,7 @@ pub fn register_functions(registry: &mut dyn FunctionRegistry) { datafusion::functions_array::register_all(registry).unwrap(); datafusion::functions_aggregate::register_all(registry).unwrap(); datafusion_functions_json::register_all(registry).unwrap(); - register_json_functions(registry); + functions::register_all(registry); } impl ArroyoSchemaProvider { diff --git a/crates/arroyo-planner/src/physical.rs b/crates/arroyo-planner/src/physical.rs index 766f0662d..d3d4896c1 100644 --- a/crates/arroyo-planner/src/physical.rs +++ b/crates/arroyo-planner/src/physical.rs @@ -1,22 +1,14 @@ use arrow::{ array::{AsArray, BooleanBuilder, TimestampNanosecondBuilder, UInt32Builder}, - buffer::{BooleanBuffer, NullBuffer}, - compute::{concat, kernels::zip, not, take}, + buffer::NullBuffer, + compute::{concat, take}, }; -use datafusion::execution::{RecordBatchStream, SendableRecordBatchStream}; -use std::{ - any::Any, - mem, - pin::Pin, - sync::{Arc, RwLock}, - task::{Context, Poll}, -}; - -use arrow_array::{array, Array, BooleanArray, RecordBatch, StringArray, StructArray}; +use arrow_array::{array, Array, PrimitiveArray, RecordBatch, StringArray, StructArray}; use arrow_schema::{DataType, Schema, SchemaRef, TimeUnit}; use datafusion::common::{ not_impl_err, plan_err, DataFusionError, Result, ScalarValue, Statistics, UnnestOptions, }; +use datafusion::execution::{RecordBatchStream, SendableRecordBatchStream}; use datafusion::{ execution::TaskContext, physical_plan::{ @@ -25,20 +17,30 @@ use datafusion::{ DisplayAs, ExecutionPlan, Partitioning, }, }; +use std::collections::HashMap; +use std::{ + any::Any, + mem, + pin::Pin, + sync::{Arc, RwLock}, + task::{Context, Poll}, +}; +use crate::functions::MultiHashFunction; use crate::register_functions; use crate::rewriters::UNNESTED_COL; +use arrow_array::types::{TimestampNanosecondType, UInt64Type}; use arroyo_operator::operator::Registry; use arroyo_rpc::grpc::api::{ arroyo_exec_node, ArroyoExecNode, DebeziumEncodeNode, MemExecNode, UnnestExecNode, }; use arroyo_rpc::{ grpc::api::{arroyo_exec_node::Node, DebeziumDecodeNode}, - IS_RETRACT_FIELD, TIMESTAMP_FIELD, + updating_meta_field, updating_meta_fields, TIMESTAMP_FIELD, UPDATING_META_FIELD, }; use datafusion::logical_expr::{ - ColumnarValue, ReturnTypeFunction, ScalarFunctionImplementation, ScalarUDF, Signature, - TypeSignature, Volatility, + ColumnarValue, ReturnTypeFunction, ScalarFunctionImplementation, ScalarUDF, ScalarUDFImpl, + Signature, TypeSignature, Volatility, }; use datafusion::physical_expr::EquivalenceProperties; use datafusion::physical_plan::unnest::UnnestExec; @@ -310,6 +312,11 @@ impl PhysicalExtensionCodec for ArroyoPhysicalExtensionCodec { .clone(), schema: schema.clone(), properties: make_properties(schema), + primary_keys: debezium + .primary_keys + .into_iter() + .map(|c| c as usize) + .collect(), })) } Node::DebeziumEncode(debezium) => { @@ -360,6 +367,7 @@ impl PhysicalExtensionCodec for ArroyoPhysicalExtensionCodec { proto = Some(ArroyoExecNode { node: Some(arroyo_exec_node::Node::DebeziumDecode(DebeziumDecodeNode { schema: serde_json::to_string(&decode.schema).unwrap(), + primary_keys: (*decode.primary_keys).iter().map(|c| *c as u64).collect(), })), }); } @@ -708,10 +716,11 @@ pub struct DebeziumUnrollingExec { input: Arc, schema: SchemaRef, properties: PlanProperties, + primary_keys: Vec, } impl DebeziumUnrollingExec { - pub fn try_new(input: Arc) -> Result { + pub fn try_new(input: Arc, primary_keys: Vec) -> Result { let input_schema = input.schema(); // confirm that the input schema has before, after and op columns, and before and after match let before_index = input_schema.index_of("before")?; @@ -739,11 +748,7 @@ impl DebeziumUnrollingExec { )); }; let mut fields = fields.to_vec(); - fields.push(Arc::new(arrow::datatypes::Field::new( - IS_RETRACT_FIELD, - DataType::Boolean, - false, - ))); + fields.push(updating_meta_field()); fields.push(Arc::new(arrow::datatypes::Field::new( TIMESTAMP_FIELD, DataType::Timestamp(TimeUnit::Nanosecond, None), @@ -755,6 +760,7 @@ impl DebeziumUnrollingExec { input, schema: schema.clone(), properties: make_properties(schema), + primary_keys, }) } } @@ -803,6 +809,7 @@ impl ExecutionPlan for DebeziumUnrollingExec { input: children[0].clone(), schema: self.schema.clone(), properties: self.properties.clone(), + primary_keys: self.primary_keys.clone(), })) } @@ -814,6 +821,7 @@ impl ExecutionPlan for DebeziumUnrollingExec { Ok(Box::pin(DebeziumUnrollingStream::try_new( self.input.execute(partition, context)?, self.schema.clone(), + self.primary_keys.clone(), )?)) } @@ -829,10 +837,18 @@ struct DebeziumUnrollingStream { after_index: usize, op_index: usize, timestamp_index: usize, + primary_keys: Vec, } impl DebeziumUnrollingStream { - fn try_new(input: SendableRecordBatchStream, schema: SchemaRef) -> Result { + fn try_new( + input: SendableRecordBatchStream, + schema: SchemaRef, + primary_keys: Vec, + ) -> Result { + if primary_keys.is_empty() { + return plan_err!("there must be at least one primary key for a Debezium source"); + } let input_schema = input.schema(); let before_index = input_schema.index_of("before")?; let after_index = input_schema.index_of("after")?; @@ -846,6 +862,7 @@ impl DebeziumUnrollingStream { after_index, op_index, timestamp_index, + primary_keys, }) } fn unroll_batch(&self, batch: &RecordBatch) -> Result { @@ -867,8 +884,9 @@ impl DebeziumUnrollingStream { let num_rows = batch.num_rows(); let combined_array = concat(&[before, after])?; - let mut take_indices = UInt32Builder::with_capacity(2 * num_rows); - let mut is_retract_builder = BooleanBuilder::with_capacity(2 * num_rows); + let mut take_indices = UInt32Builder::with_capacity(num_rows); + let mut is_retract_builder = BooleanBuilder::with_capacity(num_rows); + let mut timestamp_builder = TimestampNanosecondBuilder::with_capacity(2 * num_rows); for i in 0..num_rows { let op = op.value(i); @@ -879,7 +897,7 @@ impl DebeziumUnrollingStream { timestamp_builder.append_value(timestamp.value(i)); } "u" => { - take_indices.append_value(i as u32); + take_indices.append_value((i + num_rows) as u32); is_retract_builder.append_value(true); timestamp_builder.append_value(timestamp.value(i)); take_indices.append_value((i + num_rows) as u32); @@ -901,8 +919,25 @@ impl DebeziumUnrollingStream { } let take_indices = take_indices.finish(); let unrolled_array = take(&combined_array, &take_indices, None)?; + let mut columns = unrolled_array.as_struct().columns().to_vec(); - columns.push(Arc::new(is_retract_builder.finish())); + + let hash = MultiHashFunction::default().invoke( + &self + .primary_keys + .iter() + .map(|i| ColumnarValue::Array(columns[*i].clone())) + .collect::>(), + )?; + + let ids = hash.into_array(num_rows)?; + + let meta = StructArray::try_new( + updating_meta_fields(), + vec![Arc::new(is_retract_builder.finish()), ids], + None, + )?; + columns.push(Arc::new(meta)); columns.push(Arc::new(timestamp_builder.finish())); Ok(RecordBatch::try_new(self.schema.clone(), columns)?) } @@ -940,7 +975,7 @@ impl ToDebeziumExec { .into_iter() .enumerate() .filter_map(|(index, field)| { - if field.name() == IS_RETRACT_FIELD || index == timestamp_index { + if field.name() == UPDATING_META_FIELD || index == timestamp_index { None } else { Some(field.clone()) @@ -1013,12 +1048,10 @@ impl ExecutionPlan for ToDebeziumExec { ) -> Result> { if children.len() != 1 { return Err(DataFusionError::Internal( - "DebeziumUnrollingExec wrong number of children".to_string(), + "ToDebeziumExec wrong number of children".to_string(), )); } - Ok(Arc::new(DebeziumUnrollingExec::try_new( - children[0].clone(), - )?)) + Ok(Arc::new(ToDebeziumExec::try_new(children[0].clone())?)) } fn execute( @@ -1026,20 +1059,21 @@ impl ExecutionPlan for ToDebeziumExec { partition: usize, context: Arc, ) -> Result { - let is_retract_index = self.input.schema().index_of(IS_RETRACT_FIELD).ok(); + let updating_meta_index = self.input.schema().index_of(UPDATING_META_FIELD).ok(); let timestamp_index = self.input.schema().index_of(TIMESTAMP_FIELD)?; let struct_projection = (0..self.input.schema().fields().len()) .filter(|index| { - is_retract_index + updating_meta_index .map(|is_retract_index| *index != is_retract_index) .unwrap_or(true) && *index != timestamp_index }) .collect(); + Ok(Box::pin(ToDebeziumStream { input: self.input.execute(partition, context)?, schema: self.schema.clone(), - is_retract_index, + updating_meta_index, timestamp_index, struct_projection, })) @@ -1053,7 +1087,7 @@ impl ExecutionPlan for ToDebeziumExec { struct ToDebeziumStream { input: SendableRecordBatchStream, schema: SchemaRef, - is_retract_index: Option, + updating_meta_index: Option, timestamp_index: usize, struct_projection: Vec, } @@ -1061,55 +1095,147 @@ struct ToDebeziumStream { impl ToDebeziumStream { fn as_debezium_batch(&mut self, batch: &RecordBatch) -> Result { let value_struct = batch.project(&self.struct_projection)?; - let timestamp_column = batch.column(self.timestamp_index).clone(); - match self.is_retract_index { - Some(retract_index) => self.create_debezium( - value_struct, - timestamp_column, - batch - .column(retract_index) - .as_any() - .downcast_ref::() - .unwrap(), - ), - None => { - let is_retract_array = - BooleanArray::new(BooleanBuffer::new_unset(batch.num_rows()), None); - self.create_debezium(value_struct, timestamp_column, &is_retract_array) + let timestamps = batch + .column(self.timestamp_index) + .as_primitive::(); + + let columns: Vec> = if let Some(metadata_index) = self.updating_meta_index { + let metadata = batch + .column(metadata_index) + .as_any() + .downcast_ref::() + .ok_or_else(|| { + DataFusionError::Internal("Invalid type for updating_meta column".to_string()) + })?; + + let is_retract = metadata.column(0).as_boolean(); + + let id = metadata.column(1).as_fixed_size_binary(); + + // (first idx, last idx, first is create, last is create, latest time) + let mut id_map: HashMap<&[u8], (usize, usize, bool, bool, i64)> = HashMap::new(); + let mut order = vec![]; + for i in 0..batch.num_rows() { + let row_id = id.value(i); + let is_create = !is_retract.value(i); + let timestamp = timestamps.value(i); + + id_map + .entry(row_id) + .and_modify(|e| { + e.1 = i; + e.3 = is_create; + e.4 = e.4.max(timestamp); + }) + .or_insert_with(|| { + order.push(row_id); + (i, i, is_create, is_create, timestamp) + }); + } + + // scenarios: + // 1. Create -- value index is last + // -- create, (retract, create)* + // 2. Delete -- value index is first + // -- (retract,create)*,retract + // 3. Update -- value index is last + // -- (retract,create)* + + let mut before = Vec::with_capacity(id_map.len()); + let mut after = Vec::with_capacity(id_map.len()); + let mut op = Vec::with_capacity(id_map.len()); + let mut ts = TimestampNanosecondBuilder::with_capacity(id_map.len()); + + for row_id in order { + let (first_idx, last_idx, first_is_create, last_is_create, timestamp) = + id_map.get(row_id).unwrap(); + + if *first_is_create && *last_is_create { + // create case + // sequence: create, (retract, create)* + before.push(None); + after.push(Some(*last_idx)); + op.push("c"); + } else if !(*first_is_create) && !(*last_is_create) { + // delete case + // sequence: (retract,create)*, retract + before.push(Some(*first_idx)); + after.push(None); + op.push("d"); + } else if !(*first_is_create) && *last_is_create { + // update case + // sequence: (retract,create)* + before.push(Some(*first_idx)); + after.push(Some(*last_idx)); + op.push("u"); + } else { + // no-op case + // sequence: (create,retract)* + continue; + } + + ts.append_value(*timestamp); } - } - } - fn create_debezium( - &mut self, - value_struct: RecordBatch, - timestamp_column: Arc, - is_retract: &BooleanArray, - ) -> Result { - let after_nullability = Some(NullBuffer::new(not(is_retract)?.values().clone())); - let after_array = StructArray::try_new( - value_struct.schema().fields().clone(), - value_struct.columns().to_vec(), - after_nullability, - )?; - let before_nullability = Some(NullBuffer::new(is_retract.values().clone())); - let before_array = StructArray::try_new( - value_struct.schema().fields().clone(), - value_struct.columns().to_vec(), - before_nullability, - )?; - let append_datum = StringArray::new_scalar("c"); - let retract_datum = StringArray::new_scalar("d"); - let op_array = zip::zip(is_retract, &retract_datum, &append_datum)?; - let columns = vec![ - Arc::new(before_array), - Arc::new(after_array), - op_array, - timestamp_column, - ]; + let before_array = Self::create_output_array(&value_struct, &before)?; + let after_array = Self::create_output_array(&value_struct, &after)?; + let op_array = StringArray::from(op); + + vec![ + Arc::new(before_array), + Arc::new(after_array), + Arc::new(op_array), + Arc::new(ts.finish()), + ] + } else { + // Append-only + let after_array = StructArray::try_new( + value_struct.schema().fields().clone(), + value_struct.columns().to_vec(), + None, + )?; + + let before_array = StructArray::new_null( + value_struct.schema().fields().clone(), + value_struct.num_rows(), + ); + + vec![ + Arc::new(before_array), + Arc::new(after_array), + Arc::new(StringArray::from(vec!["c"; value_struct.num_rows()])), + batch.column(self.timestamp_index).clone(), + ] + }; Ok(RecordBatch::try_new(self.schema.clone(), columns)?) } + + fn create_output_array( + value_struct: &RecordBatch, + indices: &[Option], + ) -> Result { + let mut arrays: Vec> = Vec::with_capacity(value_struct.num_columns()); + for col in value_struct.columns() { + let new_array = arrow::compute::take( + col.as_ref(), + &indices + .iter() + .map(|&idx| idx.map(|i| i as u64)) + .collect::>(), + None, + )?; + arrays.push(new_array); + } + + Ok(StructArray::try_new( + value_struct.schema().fields().clone(), + arrays, + Some(NullBuffer::from( + indices.iter().map(|&idx| idx.is_some()).collect::>(), + )), + )?) + } } impl Stream for ToDebeziumStream { diff --git a/crates/arroyo-planner/src/plan/aggregate.rs b/crates/arroyo-planner/src/plan/aggregate.rs index c8e173064..770343951 100644 --- a/crates/arroyo-planner/src/plan/aggregate.rs +++ b/crates/arroyo-planner/src/plan/aggregate.rs @@ -6,7 +6,7 @@ use crate::{ fields_with_qualifiers, find_window, schema_from_df_fields_with_metadata, ArroyoSchemaProvider, DFField, WindowBehavior, }; -use arroyo_rpc::{IS_RETRACT_FIELD, TIMESTAMP_FIELD}; +use arroyo_rpc::{TIMESTAMP_FIELD, UPDATING_META_FIELD}; use datafusion::common::tree_node::{Transformed, TreeNodeRewriter}; use datafusion::common::{not_impl_err, plan_err, DFSchema, DataFusionError, Result}; use datafusion::logical_expr; @@ -30,7 +30,7 @@ impl<'a> AggregateRewriter<'a> { ) -> Result> { if input .schema() - .has_column_with_unqualified_name(IS_RETRACT_FIELD) + .has_column_with_unqualified_name(UPDATING_META_FIELD) { return plan_err!("can't currently nest updating aggregates"); } @@ -115,7 +115,7 @@ impl<'a> AggregateRewriter<'a> { (0..key_count).collect(), column.relation, schema_provider.planning_options.ttl, - ); + )?; let final_plan = LogicalPlan::Extension(Extension { node: Arc::new(updating_aggregate_extension), }); diff --git a/crates/arroyo-planner/src/plan/join.rs b/crates/arroyo-planner/src/plan/join.rs index 20e4fee37..2af85bb6a 100644 --- a/crates/arroyo-planner/src/plan/join.rs +++ b/crates/arroyo-planner/src/plan/join.rs @@ -3,7 +3,7 @@ use crate::extension::key_calculation::KeyCalculationExtension; use crate::plan::WindowDetectingVisitor; use crate::{fields_with_qualifiers, schema_from_df_fields_with_metadata, ArroyoSchemaProvider}; use arroyo_datastream::WindowType; -use arroyo_rpc::IS_RETRACT_FIELD; +use arroyo_rpc::UPDATING_META_FIELD; use datafusion::common::tree_node::{Transformed, TreeNodeRewriter}; use datafusion::common::{ not_impl_err, plan_err, Column, DataFusionError, JoinConstraint, JoinType, Result, ScalarValue, @@ -64,13 +64,13 @@ impl<'a> JoinRewriter<'a> { fn check_updating(left: &LogicalPlan, right: &LogicalPlan) -> Result<()> { if left .schema() - .has_column_with_unqualified_name(IS_RETRACT_FIELD) + .has_column_with_unqualified_name(UPDATING_META_FIELD) { return plan_err!("can't handle updating left side of join"); } if right .schema() - .has_column_with_unqualified_name(IS_RETRACT_FIELD) + .has_column_with_unqualified_name(UPDATING_META_FIELD) { return plan_err!("can't handle updating right side of join"); } diff --git a/crates/arroyo-planner/src/plan/mod.rs b/crates/arroyo-planner/src/plan/mod.rs index 50653b870..fffe23925 100644 --- a/crates/arroyo-planner/src/plan/mod.rs +++ b/crates/arroyo-planner/src/plan/mod.rs @@ -1,5 +1,5 @@ use arroyo_datastream::WindowType; -use arroyo_rpc::{IS_RETRACT_FIELD, TIMESTAMP_FIELD}; +use arroyo_rpc::{TIMESTAMP_FIELD, UPDATING_META_FIELD}; use datafusion::common::tree_node::{Transformed, TreeNodeRecursion}; use datafusion::common::{ plan_err, @@ -284,15 +284,15 @@ impl<'a> TreeNodeRewriter for ArroyoRewriter<'a> { if projection .input .schema() - .has_column_with_unqualified_name(IS_RETRACT_FIELD) + .has_column_with_unqualified_name(UPDATING_META_FIELD) && !projection .schema - .has_column_with_unqualified_name(IS_RETRACT_FIELD) + .has_column_with_unqualified_name(UPDATING_META_FIELD) { let field: DFField = projection .input .schema() - .qualified_field_with_unqualified_name(IS_RETRACT_FIELD)? + .qualified_field_with_unqualified_name(UPDATING_META_FIELD)? .into(); let mut output_fields = fields_with_qualifiers(&projection.schema); output_fields.push(field.clone()); diff --git a/crates/arroyo-planner/src/rewriters.rs b/crates/arroyo-planner/src/rewriters.rs index 3ca4d1e3b..39e7a1877 100644 --- a/crates/arroyo-planner/src/rewriters.rs +++ b/crates/arroyo-planner/src/rewriters.rs @@ -13,8 +13,8 @@ use crate::{ }; use arrow_schema::DataType; -use arroyo_rpc::IS_RETRACT_FIELD; use arroyo_rpc::TIMESTAMP_FIELD; +use arroyo_rpc::UPDATING_META_FIELD; use crate::extension::AsyncUDFExtension; use arroyo_udf_host::parse::{AsyncOptions, UdfType}; @@ -134,7 +134,7 @@ impl<'a> SourceRewriter<'a> { if table.is_updating() { expressions.push(Expr::Column(Column::new( Some(qualifier.clone()), - IS_RETRACT_FIELD, + UPDATING_META_FIELD, ))) } Ok(expressions) @@ -157,7 +157,10 @@ impl<'a> SourceRewriter<'a> { } ( LogicalPlan::Extension(Extension { - node: Arc::new(DebeziumUnrollingExtension::try_new(table_source_extension)?), + node: Arc::new(DebeziumUnrollingExtension::try_new( + table_source_extension, + table.primary_keys.clone(), + )?), }), None, ) diff --git a/crates/arroyo-planner/src/tables.rs b/crates/arroyo-planner/src/tables.rs index aff07e9e0..af8a8c0f3 100644 --- a/crates/arroyo-planner/src/tables.rs +++ b/crates/arroyo-planner/src/tables.rs @@ -74,6 +74,7 @@ pub struct ConnectorTable { pub event_time_field: Option, pub watermark_field: Option, pub idle_time: Option, + pub primary_keys: Arc>, pub inferred_fields: Option>, } @@ -195,6 +196,7 @@ impl From for ConnectorTable { event_time_field: None, watermark_field: None, idle_time: DEFAULT_IDLE_TIME, + primary_keys: Arc::new(vec![]), inferred_fields: None, } } @@ -205,6 +207,7 @@ impl ConnectorTable { name: &str, connector: &str, mut fields: Vec, + primary_keys: Vec, options: &mut HashMap, connection_profile: Option<&ConnectionProfile>, ) -> Result { @@ -310,6 +313,15 @@ impl ConnectorTable { ); } + if table.connection_type == ConnectionType::Source + && table.is_updating() + && primary_keys.is_empty() + { + return plan_err!("Debezium source must have at least one PRIMARY KEY field"); + } + + table.primary_keys = Arc::new(primary_keys); + Ok(table) } @@ -317,7 +329,7 @@ impl ConnectorTable { self.fields.iter().any(|f| f.is_virtual()) } - fn is_update(&self) -> bool { + pub(crate) fn is_updating(&self) -> bool { self.format .as_ref() .map(|f| f.is_updating()) @@ -326,7 +338,7 @@ impl ConnectorTable { fn timestamp_override(&self) -> Result> { if let Some(field_name) = &self.event_time_field { - if self.is_update() { + if self.is_updating() { return plan_err!("can't use event_time_field with update mode."); } @@ -383,7 +395,7 @@ impl ConnectorTable { } fn processing_mode(&self) -> ProcessingMode { - if self.is_update() { + if self.is_updating() { ProcessingMode::Update } else { ProcessingMode::Append @@ -398,7 +410,7 @@ impl ConnectorTable { } }; - if self.is_update() && self.has_virtual_fields() { + if self.is_updating() && self.has_virtual_fields() { return plan_err!("can't read from a source with virtual fields and update mode."); } @@ -427,13 +439,6 @@ impl ConnectorTable { watermark_column, }) } - - pub(crate) fn is_updating(&self) -> bool { - matches!( - &self.format, - Some(Format::Json(JsonFormat { debezium: true, .. })) - ) - } } #[derive(Debug, Clone)] @@ -593,6 +598,22 @@ impl Table { let connector = with_map.remove("connector"); let fields = Self::schema_from_columns(columns, schema_provider)?; + let primary_keys = columns + .iter() + .filter(|c| { + c.options.iter().any(|opt| { + matches!( + opt.option, + ColumnOption::Unique { + is_primary: true, + .. + } + ) + }) + }) + .map(|c| c.name.value.clone()) + .collect(); + match connector.as_deref() { Some("memory") | None => { if fields.iter().any(|f| f.is_virtual()) { @@ -636,6 +657,7 @@ impl Table { &name, connector, fields, + primary_keys, &mut with_map, connection_profile, ) diff --git a/crates/arroyo-planner/src/test/plan_tests.rs b/crates/arroyo-planner/src/test/plan_tests.rs index 36caae64c..ced179e03 100644 --- a/crates/arroyo-planner/src/test/plan_tests.rs +++ b/crates/arroyo-planner/src/test/plan_tests.rs @@ -57,7 +57,8 @@ async fn validate_query(path: &Path) { err ); } - } else { - result.unwrap(); + } else if let Err(e) = result { + println!("{}", e); + panic!("{}", e); } } diff --git a/crates/arroyo-planner/src/test/queries/error_no_aggregate_over_debezium.sql b/crates/arroyo-planner/src/test/queries/error_no_aggregate_over_debezium.sql index dbb966049..75867b45a 100644 --- a/crates/arroyo-planner/src/test/queries/error_no_aggregate_over_debezium.sql +++ b/crates/arroyo-planner/src/test/queries/error_no_aggregate_over_debezium.sql @@ -1,7 +1,8 @@ --fail=Error during planning: can't currently nest updating aggregates CREATE TABLE debezium_input ( + id int PRIMARY KEY, count int - ) WITH ( +) WITH ( connector = 'kafka', bootstrap_servers = 'localhost:9092', type = 'source', diff --git a/crates/arroyo-planner/src/test/queries/merge_updates.sql b/crates/arroyo-planner/src/test/queries/merge_updates.sql new file mode 100644 index 000000000..17fe2c5ff --- /dev/null +++ b/crates/arroyo-planner/src/test/queries/merge_updates.sql @@ -0,0 +1,7 @@ +create table impulse with ( + connector = 'impulse', + event_rate = '10' +); + +select counter % 10, count(*) from impulse +group by counter % 10; \ No newline at end of file diff --git a/crates/arroyo-planner/src/test/queries/no_inserting_updates_into_non_updating.sql b/crates/arroyo-planner/src/test/queries/no_inserting_updates_into_non_updating.sql index 01d54f904..1bfd2b8fe 100644 --- a/crates/arroyo-planner/src/test/queries/no_inserting_updates_into_non_updating.sql +++ b/crates/arroyo-planner/src/test/queries/no_inserting_updates_into_non_updating.sql @@ -1,6 +1,7 @@ CREATE table debezium_source ( + id INT PRIMARY KEY, count int - ) WITH ( +) WITH ( connector = 'kafka', bootstrap_servers = 'localhost:9092', type = 'source', @@ -19,4 +20,4 @@ CREATE table sink ( ); INSERT into sink -SELECT * FROM debezium_source \ No newline at end of file +SELECT count FROM debezium_source \ No newline at end of file diff --git a/crates/arroyo-planner/src/utils.rs b/crates/arroyo-planner/src/utils.rs new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/crates/arroyo-planner/src/utils.rs @@ -0,0 +1 @@ + diff --git a/crates/arroyo-rpc/proto/api.proto b/crates/arroyo-rpc/proto/api.proto index 5054e6d7a..a20a2c4cd 100644 --- a/crates/arroyo-rpc/proto/api.proto +++ b/crates/arroyo-rpc/proto/api.proto @@ -193,6 +193,7 @@ message UnnestExecNode { message DebeziumDecodeNode { // json-encoded string schema = 1; + repeated uint64 primary_keys = 2; } message DebeziumEncodeNode { diff --git a/crates/arroyo-rpc/src/lib.rs b/crates/arroyo-rpc/src/lib.rs index 5f3d3b861..a6013f4e0 100644 --- a/crates/arroyo-rpc/src/lib.rs +++ b/crates/arroyo-rpc/src/lib.rs @@ -14,7 +14,7 @@ use crate::grpc::rpc::{LoadCompactedDataReq, SubtaskCheckpointMetadata}; use anyhow::Result; use arrow::row::{OwnedRow, RowConverter, Rows, SortField}; use arrow_array::{Array, ArrayRef, BooleanArray}; -use arrow_schema::DataType; +use arrow_schema::{DataType, Field, Fields}; use arroyo_types::{CheckpointBarrier, HASH_SEEDS}; use grpc::rpc::{StopMode, TableCheckpointMetadata, TaskCheckpointEventType}; use serde::{Deserialize, Serialize}; @@ -214,7 +214,34 @@ pub fn error_chain(e: anyhow::Error) -> String { } pub const TIMESTAMP_FIELD: &str = "_timestamp"; -pub const IS_RETRACT_FIELD: &str = "_is_retract"; +pub const UPDATING_META_FIELD: &str = "_updating_meta"; + +pub fn updating_meta_fields() -> Fields { + static UPDATING_META_FIELDS: OnceLock = OnceLock::new(); + + UPDATING_META_FIELDS + .get_or_init(|| { + Fields::from(vec![ + Field::new("is_retract", DataType::Boolean, true), + Field::new("id", DataType::FixedSizeBinary(16), true), + ]) + }) + .clone() +} + +pub fn updating_meta_field() -> Arc { + static UPDATING_META_DATATYPE: OnceLock> = OnceLock::new(); + + UPDATING_META_DATATYPE + .get_or_init(|| { + Arc::new(Field::new( + UPDATING_META_FIELD, + DataType::Struct(updating_meta_fields()), + false, + )) + }) + .clone() +} // need to handle the empty case as a row converter without sort fields emits empty Rows. #[derive(Debug)] pub enum Converter { diff --git a/crates/arroyo-sql-testing/golden_outputs/debezium_pass_through.json b/crates/arroyo-sql-testing/golden_outputs/debezium_pass_through.json index 915584e08..45f8318d9 100644 --- a/crates/arroyo-sql-testing/golden_outputs/debezium_pass_through.json +++ b/crates/arroyo-sql-testing/golden_outputs/debezium_pass_through.json @@ -1,199 +1,1566 @@ -{"before":null,"after":{"min":0,"max":0,"sum":0,"count":1,"avg":0.0},"op":"c"} -{"before":{"min":0,"max":0,"sum":0,"count":1,"avg":0.0},"after":null,"op":"d"} -{"before":null,"after":{"min":0,"max":1,"sum":1,"count":2,"avg":0.5},"op":"c"} -{"before":{"min":0,"max":1,"sum":1,"count":2,"avg":0.5},"after":null,"op":"d"} -{"before":null,"after":{"min":0,"max":2,"sum":3,"count":3,"avg":1.0},"op":"c"} -{"before":{"min":0,"max":2,"sum":3,"count":3,"avg":1.0},"after":null,"op":"d"} -{"before":null,"after":{"min":0,"max":3,"sum":6,"count":4,"avg":1.5},"op":"c"} -{"before":{"min":0,"max":3,"sum":6,"count":4,"avg":1.5},"after":null,"op":"d"} -{"before":null,"after":{"min":0,"max":4,"sum":10,"count":5,"avg":2.0},"op":"c"} -{"before":{"min":0,"max":4,"sum":10,"count":5,"avg":2.0},"after":null,"op":"d"} -{"before":null,"after":{"min":0,"max":5,"sum":15,"count":6,"avg":2.5},"op":"c"} -{"before":{"min":0,"max":5,"sum":15,"count":6,"avg":2.5},"after":null,"op":"d"} -{"before":null,"after":{"min":0,"max":6,"sum":21,"count":7,"avg":3.0},"op":"c"} -{"before":{"min":0,"max":6,"sum":21,"count":7,"avg":3.0},"after":null,"op":"d"} -{"before":null,"after":{"min":0,"max":7,"sum":28,"count":8,"avg":3.5},"op":"c"} -{"before":{"min":0,"max":7,"sum":28,"count":8,"avg":3.5},"after":null,"op":"d"} -{"before":null,"after":{"min":0,"max":8,"sum":36,"count":9,"avg":4.0},"op":"c"} 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b/crates/arroyo-sql-testing/src/smoke_tests.rs index 02392fdf3..b1db2f309 100644 --- a/crates/arroyo-sql-testing/src/smoke_tests.rs +++ b/crates/arroyo-sql-testing/src/smoke_tests.rs @@ -1,4 +1,4 @@ -use anyhow::{bail, Result}; +use anyhow::Result; use arroyo_datastream::logical::{ LogicalEdge, LogicalEdgeType, LogicalGraph, LogicalNode, LogicalProgram, OperatorName, }; @@ -15,6 +15,7 @@ use std::{env, time::SystemTime}; use tokio::sync::mpsc::Receiver; use crate::udfs::get_udfs; +use arroyo_rpc::config; use arroyo_rpc::grpc::rpc::{StopMode, TaskCheckpointCompletedReq, TaskCheckpointEventReq}; use arroyo_rpc::{CompactionResult, ControlMessage, ControlResp}; use arroyo_state::checkpoint_state::CheckpointState; @@ -41,6 +42,12 @@ fn for_each_file(#[files("src/test/queries/*.sql")] path: PathBuf) { } async fn run_smoketest(path: &Path) { + config::config(); + config::update(|c| { + // reduce the batch size to increase consistency + c.pipeline.source_batch_size = 32; + }); + // read text at path let test_name = path .file_name() @@ -62,8 +69,22 @@ async fn run_smoketest(path: &Path) { .1 .trim() }); + + let pk = query.starts_with("--pk=").then(|| { + query + .lines() + .next() + .unwrap() + .split_once('=') + .unwrap() + .1 + .trim() + .split(',') + .collect::>() + }); + match ( - correctness_run_codegen(test_name, query.clone(), 20).await, + correctness_run_codegen(test_name, query.clone(), pk.as_deref(), 20).await, fail, ) { (Ok(_), false) => { @@ -317,6 +338,7 @@ async fn run_pipeline_and_assert_outputs( output_location: String, golden_output_location: String, udfs: &[LocalUdf], + primary_keys: Option<&[&str]>, ) { // remove output_location before running the pipeline if std::path::Path::new(&output_location).exists() { @@ -331,10 +353,15 @@ async fn run_pipeline_and_assert_outputs( get_program(&graph), output_location.clone(), golden_output_location.clone(), + primary_keys, ) .await; - set_internal_parallelism(&mut graph, 2); + // debezium sources can't be arbitrarily split because they are effectively stateful + // and ordering matters + if primary_keys.is_none() { + set_internal_parallelism(&mut graph, 2); + } run_and_checkpoint( Arc::new(job_id.to_string()), @@ -343,7 +370,9 @@ async fn run_pipeline_and_assert_outputs( ) .await; - set_internal_parallelism(&mut graph, 3); + if primary_keys.is_none() { + set_internal_parallelism(&mut graph, 3); + } finish_from_checkpoint(job_id, get_program(&graph)).await; @@ -351,6 +380,7 @@ async fn run_pipeline_and_assert_outputs( "resuming from checkpointing", output_location, golden_output_location, + primary_keys, ) .await; } @@ -360,6 +390,7 @@ async fn run_completely( program: Program, output_location: String, golden_output_location: String, + primary_keys: Option<&[&str]>, ) { let engine = Engine::for_local(program, job_id.to_string()); let (running_engine, mut control_rx) = engine @@ -374,6 +405,7 @@ async fn run_completely( "initial run", output_location.clone(), golden_output_location, + primary_keys, ) .await; if std::path::Path::new(&output_location).exists() { @@ -381,17 +413,66 @@ async fn run_completely( } } -// return the inner value and whether it is a retract -fn decode_debezium(value: &Value) -> Result<(Value, bool)> { - if !is_debezium(value) { - bail!("not a debezium record"); +fn get_key(v: &str, primary_keys: Option<&[&str]>) -> Vec { + let v: Value = serde_json::from_str(v).unwrap(); + + match primary_keys { + Some(pks) => pks + .iter() + .map(|pk| v.get(pk).expect("primary key not found in row").to_string()) + .collect::>(), + None => { + vec![v.to_string()] + } } - let op = value.get("op").unwrap().as_str().unwrap(); - match op { - "c" => Ok((value.get("after").unwrap().clone(), false)), - "d" => Ok((value.get("before").unwrap().clone(), true)), - _ => bail!("unknown op {}", op), +} + +fn merge_debezium(rows: Vec, primary_keys: Option<&[&str]>) -> HashSet { + let mut state = HashMap::new(); + for r in rows { + let before = r.get("before").map(roundtrip); + let after = r.get("after").map(roundtrip); + let op = r.get("op").expect("no 'op' for debezium"); + + match op.as_str().expect("op isn't string") { + "c" => { + let key = get_key(after.as_ref().expect("no after for c"), primary_keys); + assert!( + state.insert(key, after.expect("no after for c")).is_none(), + "'c' for existing row" + ); + } + "u" => { + let key = get_key(&before.expect("no before for 'u'"), primary_keys); + assert!( + state.remove(&key).is_some(), + "'u' for non-existent row ({})", + r + ); + let key = get_key(after.as_ref().expect("no after for 'u'"), primary_keys); + assert!( + state + .insert(key, after.expect("no after for 'u'")) + .is_none(), + "'u' overwrote existing row" + ); + } + "d" => { + let key = get_key(&before.expect("no before for 'd'"), primary_keys); + assert!( + state.remove(&key).is_some(), + "'d' for non-existent row: {} ({:?})", + r, + primary_keys + ); + } + c => { + panic!("unknown debezium op '{}'", c); + } + } } + + state.into_values().collect() } fn is_debezium(value: &Value) -> bool { @@ -402,39 +483,25 @@ fn is_debezium(value: &Value) -> bool { } fn check_debezium( + name: &str, output_location: String, golden_output_location: String, output_lines: Vec, golden_output_lines: Vec, + primary_keys: Option<&[&str]>, ) { - let output_deduped = dedup_debezium(output_lines); - let golden_output_deduped = dedup_debezium(golden_output_lines); + let output_merged = merge_debezium(output_lines, primary_keys); + let golden_output_medged = merge_debezium(golden_output_lines, primary_keys); assert_eq!( - output_deduped, golden_output_deduped, - "failed to check debezium equality for\noutput: {}\ngolden: {}", - output_location, golden_output_location + output_merged, golden_output_medged, + "failed to check debezium equality ({}) for\noutput: {}\ngolden: {}", + name, output_location, golden_output_location ); } - -fn dedup_debezium(values: Vec) -> HashMap { - let mut deduped = HashMap::new(); - for value in &values { - let (row_data, value) = decode_debezium(value).unwrap(); - let row_data_str = roundtrip(&row_data); - let count = deduped.entry(row_data_str.clone()).or_insert(0); - if value { - *count -= 1; - } else { - *count += 1; - } - if *count == 0 { - deduped.remove(&row_data_str); - } - } - deduped -} - fn roundtrip(v: &Value) -> String { + if v.is_null() { + return "null".to_string(); + } // round trip string through a btreemap to get consistent key ordering serde_json::to_string(&serde_json::from_value::>(v.clone()).unwrap()) .unwrap() @@ -444,6 +511,7 @@ async fn check_output_files( check_name: &str, output_location: String, golden_output_location: String, + primary_keys: Option<&[&str]>, ) { let mut output_lines: Vec = read_to_string(output_location.clone()) .await @@ -476,10 +544,12 @@ async fn check_output_files( }; if is_debezium(first_output) { check_debezium( + check_name, output_location, golden_output_location, output_lines, golden_output_lines, + primary_keys, ); return; } @@ -512,6 +582,7 @@ async fn check_output_files( pub async fn correctness_run_codegen( test_name: impl Into, query: impl Into, + primary_keys: Option<&[&str]>, checkpoint_interval: i32, ) -> Result<()> { let test_name = test_name.into(); @@ -558,6 +629,7 @@ pub async fn correctness_run_codegen( physical_output, golden_output_location, &udfs, + primary_keys, ) .await; Ok(()) diff --git a/crates/arroyo-sql-testing/src/test/queries/aggregates.sql b/crates/arroyo-sql-testing/src/test/queries/aggregates.sql index 4df559ac6..d66c41ddf 100644 --- a/crates/arroyo-sql-testing/src/test/queries/aggregates.sql +++ b/crates/arroyo-sql-testing/src/test/queries/aggregates.sql @@ -1,24 +1,32 @@ CREATE TABLE impulse_source ( - timestamp TIMESTAMP, - counter bigint unsigned not null, - subtask_index bigint unsigned not null - ) WITH ( - connector = 'single_file', - path = '$input_dir/impulse.json', - format = 'json', - type = 'source' - ); - CREATE TABLE aggregates ( - min BIGINT, - max BIGINT, - sum BIGINT, - count BIGINT, - avg DOUBLE - ) WITH ( - connector = 'single_file', - path = '$output_path', - format = 'debezium_json', - type = 'sink' - ); + timestamp TIMESTAMP, + counter BIGINT UNSIGNED NOT NULL, + subtask_index BIGINT UNSIGNED NOT NULL +) WITH ( + connector = 'single_file', + path = '$input_dir/impulse.json', + format = 'json', + type = 'source' +); -INSERT INTO aggregates SELECT min(counter), max(counter), sum(counter), count(*), avg(counter) FROM impulse_source \ No newline at end of file +CREATE TABLE aggregates ( + min BIGINT, + max BIGINT, + sum BIGINT, + count BIGINT, + avg DOUBLE +) WITH ( + connector = 'single_file', + path = '$output_path', + format = 'debezium_json', + type = 'sink' +); + +INSERT INTO aggregates +SELECT + MIN(counter), + MAX(counter), + SUM(counter), + COUNT(*), + AVG(counter) +FROM impulse_source; diff --git a/crates/arroyo-sql-testing/src/test/queries/debezium_coercion.sql b/crates/arroyo-sql-testing/src/test/queries/debezium_coercion.sql index 84ef47626..0d45f3802 100644 --- a/crates/arroyo-sql-testing/src/test/queries/debezium_coercion.sql +++ b/crates/arroyo-sql-testing/src/test/queries/debezium_coercion.sql @@ -1,24 +1,23 @@ -CREATE TABLE impulse_source -( - timestamp TIMESTAMP, - counter bigint unsigned not null, - subtask_index bigint unsigned not null +CREATE TABLE impulse_source ( + timestamp TIMESTAMP, + counter BIGINT UNSIGNED NOT NULL, + subtask_index BIGINT UNSIGNED NOT NULL ) WITH ( - connector = 'single_file', - path = '$input_dir/impulse.json', - format = 'json', - type = 'source' - ); -CREATE TABLE output -( - counter bigint + connector = 'single_file', + path = '$input_dir/impulse.json', + format = 'json', + type = 'source' +); + +CREATE TABLE output ( + counter BIGINT ) WITH ( - connector = 'single_file', - path = '$output_path', - format = 'debezium_json', - type = 'sink' + connector = 'single_file', + path = '$output_path', + format = 'debezium_json', + type = 'sink' ); INSERT INTO output SELECT counter -FROM impulse_source; \ No newline at end of file +FROM impulse_source; diff --git a/crates/arroyo-sql-testing/src/test/queries/debezium_pass_through.sql b/crates/arroyo-sql-testing/src/test/queries/debezium_pass_through.sql index a6987f90b..1d078d5c2 100644 --- a/crates/arroyo-sql-testing/src/test/queries/debezium_pass_through.sql +++ b/crates/arroyo-sql-testing/src/test/queries/debezium_pass_through.sql @@ -1,29 +1,34 @@ +--pk=id CREATE TABLE debezium_source ( - min BIGINT, - max BIGINT, - sum BIGINT, - count BIGINT, - avg DOUBLE - ) WITH ( - connector = 'single_file', - path = '$input_dir/aggregate_updates.json', - format = 'debezium_json', - type = 'source' - ); + id INT PRIMARY KEY, + customer_name TEXT, + product_name TEXT, + quantity INTEGER, + price FLOAT, + order_date TIMESTAMP, + status TEXT +) WITH ( + connector = 'single_file', + path = '$input_dir/aggregate_updates.json', + format = 'debezium_json', + type = 'source' +); CREATE TABLE output ( - min BIGINT, - max BIGINT, - sum BIGINT, - count BIGINT, - avg DOUBLE - ) WITH ( - connector = 'single_file', - path = '$output_path', - format = 'debezium_json', - type = 'sink' - ); + id INT PRIMARY KEY, + customer_name TEXT, + product_name TEXT, + quantity INTEGER, + price FLOAT, + order_date TIMESTAMP, + status TEXT +) WITH ( + connector = 'single_file', + path = '$output_path', + format = 'debezium_json', + type = 'sink' +); - INSERT INTO output - SELECT * - FROM debezium_source \ No newline at end of file +INSERT INTO output +SELECT * +FROM debezium_source; diff --git a/crates/arroyo-worker/src/arrow/mod.rs b/crates/arroyo-worker/src/arrow/mod.rs index 1dbdd3733..c1c369cac 100644 --- a/crates/arroyo-worker/src/arrow/mod.rs +++ b/crates/arroyo-worker/src/arrow/mod.rs @@ -14,7 +14,7 @@ use datafusion::execution::runtime_env::RuntimeConfig; use datafusion::execution::runtime_env::RuntimeEnv; use datafusion::execution::{SendableRecordBatchStream, TaskContext}; use datafusion::physical_plan::memory::MemoryStream; -use datafusion::physical_plan::ExecutionPlan; +use datafusion::physical_plan::{displayable, ExecutionPlan}; use datafusion::physical_plan::{DisplayAs, PlanProperties}; use datafusion_proto::physical_plan::AsExecutionPlan; use datafusion_proto::protobuf::PhysicalPlanNode; @@ -240,7 +240,13 @@ impl StatelessPhysicalExecutor { self.plan.reset().expect("reset execution plan"); self.plan .execute(0, self.task_context.clone()) - .expect("successfully computed?") + .unwrap_or_else(|e| { + panic!( + "failed to compute plan: {}\n{}", + e, + displayable(&*self.plan).indent(false) + ) + }) } pub async fn process_single(&mut self, batch: RecordBatch) -> RecordBatch { diff --git a/crates/arroyo-worker/src/arrow/updating_aggregator.rs b/crates/arroyo-worker/src/arrow/updating_aggregator.rs index feb88c3c3..157857e5e 100644 --- a/crates/arroyo-worker/src/arrow/updating_aggregator.rs +++ b/crates/arroyo-worker/src/arrow/updating_aggregator.rs @@ -1,6 +1,5 @@ use anyhow::{anyhow, Result}; use arrow::compute::concat_batches; -use arrow_array::RecordBatch; use std::borrow::Cow; use std::{ any::Any, @@ -9,26 +8,31 @@ use std::{ sync::{Arc, RwLock}, }; +use arrow_array::{Array, BooleanArray, RecordBatch, StructArray}; + +use arrow_array::cast::AsArray; +use arrow_schema::SchemaRef; +use arroyo_df::physical::{ArroyoPhysicalExtensionCodec, DecodingContext}; use arroyo_operator::{ context::ArrowContext, - operator::{ArrowOperator, OperatorConstructor, OperatorNode}, + operator::{ + ArrowOperator, AsDisplayable, DisplayableOperator, OperatorConstructor, OperatorNode, + Registry, + }, }; +use arroyo_rpc::df::ArroyoSchemaRef; use arroyo_rpc::grpc::{api::UpdatingAggregateOperator, rpc::TableConfig}; +use arroyo_rpc::{updating_meta_fields, UPDATING_META_FIELD}; use arroyo_state::timestamp_table_config; use arroyo_types::{CheckpointBarrier, SignalMessage, Watermark}; -use datafusion::{execution::context::SessionContext, physical_plan::ExecutionPlan}; - -use arroyo_df::physical::{ArroyoPhysicalExtensionCodec, DecodingContext}; -use arroyo_operator::operator::{AsDisplayable, DisplayableOperator, Registry}; -use arroyo_rpc::df::ArroyoSchemaRef; -use datafusion::common::ScalarValue; use datafusion::execution::{ runtime_env::{RuntimeConfig, RuntimeEnv}, SendableRecordBatchStream, }; -use datafusion::logical_expr::ColumnarValue; +use datafusion::{execution::context::SessionContext, physical_plan::ExecutionPlan}; use datafusion_proto::{physical_plan::AsExecutionPlan, protobuf::PhysicalPlanNode}; use futures::{lock::Mutex, Future}; +use itertools::Itertools; use prost::Message; use std::time::Duration; use tokio::sync::mpsc::{unbounded_channel, UnboundedReceiver, UnboundedSender}; @@ -125,6 +129,8 @@ impl UpdatingAggregatingFunc { let mut batches_to_write = vec![]; + let out_schema = ctx.out_schema.as_ref().unwrap().schema.clone(); + while let Some(results) = final_exec.next().await { let results = results?; let renamed_results = RecordBatch::try_new( @@ -135,38 +141,55 @@ impl UpdatingAggregatingFunc { if let Some((prior_batch, _filter)) = final_output_table.get_current_matching_values(&renamed_results)? { - let is_retract = ColumnarValue::Scalar(ScalarValue::Boolean(Some(true))) - .into_array(prior_batch.num_rows()) - .unwrap(); - let mut columns = prior_batch.columns().to_vec(); - columns.push(is_retract); - let retract_batch = - RecordBatch::try_new(ctx.out_schema.as_ref().unwrap().schema.clone(), columns)?; - batches_to_write.push(retract_batch); + batches_to_write.push(Self::set_retract_metadata( + out_schema.clone(), + prior_batch, + true, + )?); } final_output_table .insert_batch(renamed_results.clone()) .await?; - let is_retract = ColumnarValue::Scalar(ScalarValue::Boolean(Some(false))) - .into_array(results.num_rows())?; - - let mut columns = results.columns().to_vec(); - columns.push(is_retract); - - let result_batch = - RecordBatch::try_new(ctx.out_schema.as_ref().unwrap().schema.clone(), columns)?; + // Update the is_retract field within the _updating_meta struct for additions + let result_batch = Self::set_retract_metadata(out_schema.clone(), results, false)?; batches_to_write.push(result_batch); } - for batch in batches_to_write.into_iter() { - ctx.collect(batch).await; + if !batches_to_write.is_empty() { + ctx.collect(concat_batches( + &batches_to_write[0].schema(), + batches_to_write.iter(), + )?) + .await; } Ok(()) } + fn set_retract_metadata( + out_schema: SchemaRef, + mut batch: RecordBatch, + is_retract: bool, + ) -> Result { + let updating_idx = batch.schema().index_of(UPDATING_META_FIELD)?; + let c = batch.remove_column(updating_idx); + let metadata = c.as_struct(); + let len = metadata.len(); + + let arrays: Vec> = vec![ + Arc::new(BooleanArray::from(vec![is_retract; len])), + metadata.column(1).clone(), + ]; + let metadata = Arc::new(StructArray::new(updating_meta_fields(), arrays, None)); + + let mut columns = batch.columns().iter().cloned().collect_vec(); + columns.push(metadata); + + Ok(RecordBatch::try_new(out_schema, columns)?) + } + fn init_exec(&mut self) { let (sender, receiver) = unbounded_channel(); { @@ -309,7 +332,7 @@ impl ArrowOperator for UpdatingAggregatingFunc { } async fn handle_future_result(&mut self, _result: Box, _: &mut ArrowContext) { - unreachable!("should not have future result") + //unreachable!("should not have future result") } async fn on_close(&mut self, final_mesage: &Option, ctx: &mut ArrowContext) { diff --git a/crates/arroyo/src/run.rs b/crates/arroyo/src/run.rs index f2293b474..f6ea10fda 100644 --- a/crates/arroyo/src/run.rs +++ b/crates/arroyo/src/run.rs @@ -391,7 +391,10 @@ pub async fn run(args: RunArgs) { c.api.http_port = 0; } c.controller.rpc_port = 0; - c.controller.scheduler = Scheduler::Process; + + if c.controller.scheduler != Scheduler::Embedded { + c.controller.scheduler = Scheduler::Process; + } c.pipeline.default_sink = DefaultSink::Stdout; });