From 454af54552edd4d4356ebb395cb80c4238846f4b Mon Sep 17 00:00:00 2001
From: Adam Hendel <ChuckHend@users.noreply.github.com>
Date: Mon, 29 Jan 2024 14:38:52 -0600
Subject: [PATCH] Realtime embedding updates (#38)

- Implements triggers to the table applied in vectorize.table that handle row updates.
- changes default schedule parameter to realtime
---
 .github/workflows/extension_ci.yml |   19 +-
 Cargo.lock                         | 3238 ++++++++++++++++++++++++++++
 Cargo.toml                         |    6 +-
 Trunk.toml                         |    2 +-
 sql/vectorize--0.8.0--0.8.1.sql    |    0
 sql/vectorize--0.8.1--0.9.0.sql    |   19 +
 src/api.rs                         |   94 +-
 src/executor.rs                    |   81 +-
 src/job.rs                         |  206 ++
 src/lib.rs                         |   11 +-
 src/transformers/http_handler.rs   |    7 +-
 src/workers/mod.rs                 |   21 +-
 src/workers/pg_bgw.rs              |   25 +-
 tests/integration_tests.rs         |  132 +-
 tests/util.rs                      |   28 +-
 15 files changed, 3749 insertions(+), 140 deletions(-)
 create mode 100644 Cargo.lock
 create mode 100644 sql/vectorize--0.8.0--0.8.1.sql
 create mode 100644 sql/vectorize--0.8.1--0.9.0.sql
 create mode 100644 src/job.rs

diff --git a/.github/workflows/extension_ci.yml b/.github/workflows/extension_ci.yml
index f4284cb..269e527 100644
--- a/.github/workflows/extension_ci.yml
+++ b/.github/workflows/extension_ci.yml
@@ -80,6 +80,12 @@ jobs:
     name: Run tests
     needs: dependencies
     runs-on: ubuntu-22.04
+    services:
+      # Label used to access the service container
+      vector-serve:
+        image: quay.io/tembo/vector-serve:latest
+        ports:
+          - 3000:3000
     steps:
       - uses: actions/checkout@v2
       - name: Install Rust stable toolchain
@@ -104,16 +110,23 @@ jobs:
           key: ${{ runner.os }}-bins-${{ github.sha }}
           restore-keys: |
             ${{ runner.os }}-bins-
-      - name: test
+      - name: setup-tests
         run: |
           pgrx15_config=$(/usr/local/bin/stoml ~/.pgrx/config.toml configs.pg15)
           ~/.cargo/bin/trunk install pgvector --pg-config ${pgrx15_config}
           ~/.cargo/bin/trunk install pgmq --pg-config ${pgrx15_config}
           ~/.cargo/bin/trunk install pg_cron --pg-config ${pgrx15_config}
+          echo "shared_preload_libraries = 'pg_cron, vectorize'" >> ~/.pgrx/data-15/postgresql.conf
           rm -rf ./target/pgrx-test-data-* || true
+      - name: unit-test
+        run: |
+          cargo pgrx test
+      - name: integration-test
+        run: |
+          pgrx15_config=$(/usr/local/bin/stoml ~/.pgrx/config.toml configs.pg15)
           pg_version=$(/usr/local/bin/stoml Cargo.toml features.default)
-          cargo pgrx run ${pg_version} --pgcli || true
-          cargo pgrx test ${pg_version}
+          echo "\q" | make run
+          cargo test -- --ignored --test-threads=1
 
   publish:
     if: github.event_name == 'release'
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index 0000000..1c20adb
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+]
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+ "windows_aarch64_gnullvm 0.48.5",
+ "windows_aarch64_msvc 0.48.5",
+ "windows_i686_gnu 0.48.5",
+ "windows_i686_msvc 0.48.5",
+ "windows_x86_64_gnu 0.48.5",
+ "windows_x86_64_gnullvm 0.48.5",
+ "windows_x86_64_msvc 0.48.5",
+]
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+ "windows_aarch64_gnullvm 0.52.0",
+ "windows_aarch64_msvc 0.52.0",
+ "windows_i686_gnu 0.52.0",
+ "windows_i686_msvc 0.52.0",
+ "windows_x86_64_gnu 0.52.0",
+ "windows_x86_64_gnullvm 0.52.0",
+ "windows_x86_64_msvc 0.52.0",
+]
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+
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+
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+checksum = "b7cf47b659b318dccbd69cc4797a39ae128f533dce7902a1096044d1967b9c16"
+dependencies = [
+ "memchr",
+]
+
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+checksum = "524e57b2c537c0f9b1e69f1965311ec12182b4122e45035b1508cd24d2adadb1"
+dependencies = [
+ "cfg-if",
+ "windows-sys 0.48.0",
+]
+
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "05f360fc0b24296329c78fda852a1e9ae82de9cf7b27dae4b7f62f118f77b9ed"
+dependencies = [
+ "tap",
+]
+
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "74d4d3961e53fa4c9a25a8637fc2bfaf2595b3d3ae34875568a5cf64787716be"
+dependencies = [
+ "zerocopy-derive",
+]
+
+[[package]]
+name = "zerocopy-derive"
+version = "0.7.32"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9ce1b18ccd8e73a9321186f97e46f9f04b778851177567b1975109d26a08d2a6"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.48",
+]
+
+[[package]]
+name = "zeroize"
+version = "1.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
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diff --git a/Cargo.toml b/Cargo.toml
index cf1deb3..d8d3b71 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "vectorize"
-version = "0.8.1"
+version = "0.9.0"
 edition = "2021"
 publish = false
 
@@ -20,7 +20,7 @@ chrono = {version = "0.4.26", features = ["serde"] }
 lazy_static = "1.4.0"
 log = "0.4.19"
 pgmq = "0.26.1"
-pgrx = "0.11.2"
+pgrx = "0.11.3"
 postgres-types = "0.2.5"
 regex = "1.9.2"
 reqwest = {version = "0.11.18", features = ["json"] }
@@ -37,7 +37,7 @@ tokio = {version = "1.29.1", features = ["rt-multi-thread"] }
 url = "2.4.0"
 
 [dev-dependencies]
-pgrx-tests = "0.11.2"
+pgrx-tests = "0.11.3"
 rand = "0.8.5"
 whoami = "1.4.1"
 
diff --git a/Trunk.toml b/Trunk.toml
index aed42af..36eeb3c 100644
--- a/Trunk.toml
+++ b/Trunk.toml
@@ -6,7 +6,7 @@ description = "The simplest way to orchestrate vector search on Postgres."
 homepage = "https://github.com/tembo-io/pg_vectorize"
 documentation = "https://github.com/tembo-io/pg_vectorize"
 categories = ["orchestration", "machine_learning"]
-version = "0.8.1"
+version = "0.9.0"
 
 [build]
 postgres_version = "15"
diff --git a/sql/vectorize--0.8.0--0.8.1.sql b/sql/vectorize--0.8.0--0.8.1.sql
new file mode 100644
index 0000000..e69de29
diff --git a/sql/vectorize--0.8.1--0.9.0.sql b/sql/vectorize--0.8.1--0.9.0.sql
new file mode 100644
index 0000000..cf6f84b
--- /dev/null
+++ b/sql/vectorize--0.8.1--0.9.0.sql
@@ -0,0 +1,19 @@
+-- src/api.rs:15
+-- vectorize::api::table
+DROP FUNCTION IF EXISTS vectorize."table"(TEXT, TEXT[], TEXT, TEXT, json, TEXT, TEXT, TEXT, vectorize.SimilarityAlg, vectorize.TableMethod, TEXT);
+CREATE  FUNCTION vectorize."table"(
+        "table" TEXT, /* &str */
+        "columns" TEXT[], /* alloc::vec::Vec<alloc::string::String> */
+        "job_name" TEXT, /* alloc::string::String */
+        "primary_key" TEXT, /* alloc::string::String */
+        "args" json DEFAULT '{}', /* pgrx::datum::json::Json */
+        "schema" TEXT DEFAULT 'public', /* alloc::string::String */
+        "update_col" TEXT DEFAULT 'last_updated_at', /* alloc::string::String */
+        "transformer" TEXT DEFAULT 'text-embedding-ada-002', /* alloc::string::String */
+        "search_alg" vectorize.SimilarityAlg DEFAULT 'pgv_cosine_similarity', /* vectorize::types::SimilarityAlg */
+        "table_method" vectorize.TableMethod DEFAULT 'append', /* vectorize::types::TableMethod */
+        "schedule" TEXT DEFAULT 'realtime' /* alloc::string::String */
+) RETURNS TEXT /* core::result::Result<alloc::string::String, anyhow::Error> */
+STRICT
+LANGUAGE c /* Rust */
+AS 'MODULE_PATHNAME', 'table_wrapper';
\ No newline at end of file
diff --git a/src/api.rs b/src/api.rs
index 37ff031..e5b9ced 100644
--- a/src/api.rs
+++ b/src/api.rs
@@ -1,14 +1,16 @@
-use crate::executor::VectorizeMeta;
-use crate::guc;
-use crate::init;
+use crate::executor::{create_batches, new_rows_query, JobMessage, VectorizeMeta};
+use crate::guc::{self, BATCH_SIZE};
+use crate::init::{self, VECTORIZE_QUEUE};
+use crate::job::{create_insert_trigger, create_trigger_handler, create_update_trigger};
 use crate::search::cosine_similarity_search;
 use crate::transformers::http_handler::sync_get_model_info;
+use crate::transformers::types::Inputs;
 use crate::transformers::{openai, transform};
 use crate::types;
-use crate::types::JobParams;
 use crate::util;
 use anyhow::Result;
 use pgrx::prelude::*;
+use tiktoken_rs::cl100k_base;
 
 #[allow(clippy::too_many_arguments)]
 #[pg_extern]
@@ -23,7 +25,8 @@ fn table(
     transformer: default!(String, "'text-embedding-ada-002'"),
     search_alg: default!(types::SimilarityAlg, "'pgv_cosine_similarity'"),
     table_method: default!(types::TableMethod, "'append'"),
-    schedule: default!(String, "'* * * * *'"),
+    // cron-like for a cron based update model, or 'realtime' for a trigger-based
+    schedule: default!(String, "'realtime'"),
 ) -> Result<String> {
     let job_type = types::JobType::Columns;
 
@@ -68,12 +71,13 @@ fn table(
         columns: columns.clone(),
         update_time_col: update_col,
         table_method: table_method.clone(),
-        primary_key,
+        primary_key: primary_key.clone(),
         pkey_type,
         api_key: api_key
             .map(|k| serde_json::from_value::<String>(k.clone()).expect("error parsing api key")),
     };
-    let params = pgrx::JsonB(serde_json::to_value(valid_params).expect("error serializing params"));
+    let params =
+        pgrx::JsonB(serde_json::to_value(valid_params.clone()).expect("error serializing params"));
 
     // using SPI here because it is unlikely that this code will be run anywhere but inside the extension.
     // background worker will likely be moved to an external container or service in near future
@@ -120,9 +124,77 @@ fn table(
     if let Err(e) = ran {
         error!("error creating embedding table: {}", e);
     }
-    // TODO: first batch update
-    // initialize cron
-    let _ = init::init_cron(&schedule, &job_name); // handle this error
+    match schedule.as_ref() {
+        "realtime" => {
+            // setup triggers
+            // create the trigger if not exists
+            let trigger_handler = create_trigger_handler(&job_name, &columns, &primary_key);
+            let insert_trigger = create_insert_trigger(&job_name, table);
+            let update_trigger = create_update_trigger(&job_name, table, &columns);
+
+            let _: Result<_, spi::Error> = Spi::connect(|mut c| {
+                let _r = c.update(&trigger_handler, None, None)?;
+                let _r = c.update(&insert_trigger, None, None)?;
+                let _r = c.update(&update_trigger, None, None)?;
+                Ok(())
+            });
+
+            // start with initial batch load
+            let rows_need_update_query: String = new_rows_query(&job_name, &valid_params);
+            let mut inputs: Vec<Inputs> = Vec::new();
+            let bpe = cl100k_base().unwrap();
+            let _: Result<_, spi::Error> = Spi::connect(|c| {
+                let rows = c.select(&rows_need_update_query, None, None)?;
+                for row in rows {
+                    let ipt = row["input_text"]
+                        .value::<String>()?
+                        .expect("input_text is null");
+                    let token_estimate = bpe.encode_with_special_tokens(&ipt).len() as i32;
+                    inputs.push(Inputs {
+                        record_id: row["record_id"]
+                            .value::<String>()?
+                            .expect("record_id is null"),
+                        inputs: ipt,
+                        token_estimate,
+                    });
+                }
+                Ok(())
+            });
+            let max_batch_size = BATCH_SIZE.get();
+            let batches = create_batches(inputs, max_batch_size);
+            let vectorize_meta = VectorizeMeta {
+                name: job_name.clone(),
+                // TODO: in future, lookup job id once this gets put into use
+                // job_id is currently not used, job_name is unique
+                job_id: 0,
+                job_type: job_type.clone(),
+                params: serde_json::to_value(valid_params.clone()).unwrap(),
+                transformer: transformer.clone(),
+                search_alg: search_alg.clone(),
+                last_completion: None,
+            };
+            for b in batches {
+                let job_message = JobMessage {
+                    job_name: job_name.clone(),
+                    job_meta: vectorize_meta.clone(),
+                    inputs: b,
+                };
+                let query = format!(
+                    "select pgmq.send('{VECTORIZE_QUEUE}', '{}');",
+                    serde_json::to_string(&job_message).unwrap()
+                );
+                let _ran: Result<_, spi::Error> = Spi::connect(|mut c| {
+                    let _r = c.update(&query, None, None)?;
+                    Ok(())
+                });
+            }
+        }
+        _ => {
+            // initialize cron
+            init::init_cron(&schedule, &job_name)?;
+            log!("Initialized cron job");
+        }
+    }
     Ok(format!("Successfully created job: {job_name}"))
 }
 
@@ -139,7 +211,7 @@ fn search(
     } else {
         error!("failed to get project metadata");
     };
-    let proj_params: JobParams = serde_json::from_value(
+    let proj_params: types::JobParams = serde_json::from_value(
         serde_json::to_value(project_meta.params).unwrap_or_else(|e| {
             error!("failed to serialize metadata: {}", e);
         }),
diff --git a/src/executor.rs b/src/executor.rs
index 175cb7f..8634b2b 100644
--- a/src/executor.rs
+++ b/src/executor.rs
@@ -6,14 +6,14 @@ use crate::init::VECTORIZE_QUEUE;
 use crate::query::check_input;
 use crate::transformers::types::Inputs;
 use crate::types;
-use crate::util::{from_env_default, get_pg_conn};
+use crate::util::get_pg_conn;
 use chrono::serde::ts_seconds_option::deserialize as from_tsopt;
 use chrono::TimeZone;
 use serde::{Deserialize, Serialize};
 use sqlx::error::Error;
 use sqlx::postgres::PgRow;
 use sqlx::types::chrono::Utc;
-use sqlx::{FromRow, PgPool, Pool, Postgres, Row};
+use sqlx::{FromRow, Pool, Postgres, Row};
 use tiktoken_rs::cl100k_base;
 
 // schema for every job
@@ -32,7 +32,7 @@ pub struct VectorizeMeta {
 
 // creates batches based on total token count
 // batch_size is the max token count per batch
-fn create_batches(data: Vec<Inputs>, batch_size: i32) -> Vec<Vec<Inputs>> {
+pub fn create_batches(data: Vec<Inputs>, batch_size: i32) -> Vec<Vec<Inputs>> {
     let mut groups: Vec<Vec<Inputs>> = Vec::new();
     let mut current_group: Vec<Inputs> = Vec::new();
     let mut current_token_count = 0;
@@ -146,18 +146,12 @@ pub async fn get_vectorize_meta(
     Ok(row)
 }
 
-// queries a table and returns rows that need new embeddings
-// used for the TableMethod::append, which has source and embedding on the same table
-pub async fn get_new_updates_append(
-    pool: &Pool<Postgres>,
-    job_name: &str,
-    job_params: types::JobParams,
-) -> Result<Option<Vec<Inputs>>, DatabaseError> {
+pub fn new_rows_query(job_name: &str, job_params: &types::JobParams) -> String {
     let cols = collapse_to_csv(&job_params.columns);
 
     // query source and return any new rows that need transformation
     // return any row where last updated embedding is also null (never populated)
-    let new_rows_query = format!(
+    format!(
         "
         SELECT 
             {record_id}::text as record_id,
@@ -173,9 +167,19 @@ pub async fn get_new_updates_append(
         schema = job_params.schema,
         table = job_params.table,
         updated_at_col = job_params.update_time_col,
-    );
+    )
+}
 
-    let rows: Result<Vec<PgRow>, Error> = sqlx::query(&new_rows_query).fetch_all(pool).await;
+// queries a table and returns rows that need new embeddings
+// used for the TableMethod::append, which has source and embedding on the same table
+pub async fn get_new_updates_append(
+    pool: &Pool<Postgres>,
+    job_name: &str,
+    job_params: types::JobParams,
+) -> Result<Option<Vec<Inputs>>, DatabaseError> {
+    let query = new_rows_query(job_name, &job_params);
+
+    let rows: Result<Vec<PgRow>, Error> = sqlx::query(&query).fetch_all(pool).await;
     match rows {
         Ok(rows) => {
             if !rows.is_empty() {
@@ -201,57 +205,6 @@ pub async fn get_new_updates_append(
     }
 }
 
-// queries a table and returns rows that need new embeddings
-#[allow(dead_code)]
-pub async fn get_new_updates_shared(
-    job_params: types::JobParams,
-    last_completion: chrono::DateTime<Utc>,
-) -> Result<Option<Vec<Inputs>>, DatabaseError> {
-    let pool = PgPool::connect(&from_env_default(
-        "DATABASE_URL",
-        "postgres:://postgres:postgres@localhost:5432/",
-    ))
-    .await?;
-
-    let cols = collapse_to_csv(&job_params.columns);
-
-    // query source and return any new rows that need transformation
-    let new_rows_query = format!(
-        "
-        SELECT 
-            {record_id}::text as record_id,
-            {cols} as input_text
-        FROM {schema}.{table}
-        WHERE {updated_at_col} > '{last_completion}'::timestamp;
-    ",
-        record_id = job_params.primary_key,
-        schema = job_params.schema,
-        table = job_params.table,
-        updated_at_col = job_params.update_time_col,
-    );
-
-    let mut new_inputs: Vec<Inputs> = Vec::new();
-
-    let rows: Result<Vec<PgRow>, Error> = sqlx::query(&new_rows_query).fetch_all(&pool).await;
-    match rows {
-        Ok(rows) => {
-            let bpe = cl100k_base().unwrap();
-            for r in rows {
-                let ipt: String = r.get("input_text");
-                let token_estimate = bpe.encode_with_special_tokens(&ipt).len() as i32;
-                new_inputs.push(Inputs {
-                    record_id: r.get("record_id"),
-                    inputs: ipt,
-                    token_estimate,
-                })
-            }
-            Ok(Some(new_inputs))
-        }
-        Err(sqlx::error::Error::RowNotFound) => Ok(None),
-        Err(e) => Err(e)?,
-    }
-}
-
 fn collapse_to_csv(strings: &[String]) -> String {
     strings
         .iter()
diff --git a/src/job.rs b/src/job.rs
new file mode 100644
index 0000000..a0959dd
--- /dev/null
+++ b/src/job.rs
@@ -0,0 +1,206 @@
+use anyhow::Result;
+
+use crate::init::VECTORIZE_QUEUE;
+use pgrx::prelude::*;
+
+use crate::executor::{JobMessage, VectorizeMeta};
+use crate::transformers::types::Inputs;
+use crate::util;
+use tiktoken_rs::cl100k_base;
+
+/// called by the trigger function when a table is updated
+/// handles enqueueing the embedding transform jobs
+#[pg_extern]
+fn _handle_table_update(job_name: &str, record_ids: Vec<String>, inputs: Vec<String>) {
+    // get the job metadata
+    if record_ids.len() != inputs.len() {
+        error!("record_ids and inputs must be the same length");
+    }
+    let project_meta: VectorizeMeta = if let Ok(Some(js)) = util::get_vectorize_meta_spi(job_name) {
+        js
+    } else {
+        error!("failed to get project metadata");
+    };
+
+    // create Input objects
+    let bpe = cl100k_base().unwrap();
+    let mut new_inputs: Vec<Inputs> = Vec::new();
+    for (record_id, input) in record_ids.into_iter().zip(inputs.into_iter()) {
+        let token_estimate = bpe.encode_with_special_tokens(&input).len() as i32;
+        new_inputs.push(Inputs {
+            record_id,
+            inputs: input,
+            token_estimate,
+        })
+    }
+
+    // create the job message
+    let job_message = JobMessage {
+        job_name: job_name.to_string(),
+        job_meta: project_meta,
+        inputs: new_inputs,
+    };
+
+    // send the job message to the queue
+    let query = format!(
+        "select pgmq.send('{VECTORIZE_QUEUE}', '{}');",
+        serde_json::to_string(&job_message).unwrap()
+    );
+    let _ran: Result<_, spi::Error> = Spi::connect(|mut c| {
+        let _r = c.update(&query, None, None)?;
+        Ok(())
+    });
+}
+
+static TRIGGER_FN_PREFIX: &str = "vectorize.handle_update_";
+
+/// creates a function that can be called by trigger
+pub fn create_trigger_handler(job_name: &str, input_columns: &[String], pkey: &str) -> String {
+    let input_concat = generate_input_concat(input_columns);
+    format!(
+        "
+CREATE OR REPLACE FUNCTION {TRIGGER_FN_PREFIX}{job_name}()
+RETURNS trigger AS $$
+BEGIN
+    PERFORM vectorize._handle_table_update(
+        '{job_name}',
+        ARRAY[NEW.{pkey}::text],
+        ARRAY[{input_concat}]
+    );
+    RETURN NEW;
+END;
+$$ LANGUAGE plpgsql;    
+"
+    )
+}
+
+// creates the trigger for a row update
+pub fn create_update_trigger(job_name: &str, table_name: &str, input_columns: &[String]) -> String {
+    let trigger_condition = generate_trigger_condition(input_columns);
+    format!(
+        "
+CREATE OR REPLACE TRIGGER vectorize_update_trigger_{job_name}
+AFTER UPDATE ON {table_name}
+FOR EACH ROW
+WHEN ( {trigger_condition} )
+EXECUTE FUNCTION vectorize.handle_update_{job_name}();"
+    )
+}
+
+pub fn create_insert_trigger(job_name: &str, table_name: &str) -> String {
+    format!(
+        "
+CREATE OR REPLACE TRIGGER vectorize_insert_trigger_{job_name}
+AFTER INSERT ON {table_name}
+FOR EACH ROW
+EXECUTE FUNCTION vectorize.handle_update_{job_name}();"
+    )
+}
+
+// takes in arbitrary number of columns to evaluate for changes and returns the trigger condition
+fn generate_trigger_condition(inputs: &[String]) -> String {
+    inputs
+        .iter()
+        .map(|item| format!("OLD.{item} IS DISTINCT FROM NEW.{item}"))
+        .collect::<Vec<String>>()
+        .join(" OR ")
+}
+
+// concatenates the input columns into a single string
+fn generate_input_concat(inputs: &[String]) -> String {
+    inputs
+        .iter()
+        .map(|item| format!("NEW.{item}"))
+        .collect::<Vec<String>>()
+        .join(" || ' ' || ")
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_generate_input_concat_multi() {
+        let input = vec!["column1".to_string(), "column2".to_string()];
+        let result = generate_input_concat(&input);
+        let expected = "NEW.column1 || ' ' || NEW.column2";
+        assert_eq!(result, expected);
+    }
+
+    #[test]
+    fn test_generate_input_concat_single() {
+        let input = vec!["column1".to_string()];
+        let result = generate_input_concat(&input);
+        let expected = "NEW.column1";
+        assert_eq!(result, expected);
+    }
+
+    #[test]
+    fn test_generate_trigger_condition_multi() {
+        let input = vec!["column1".to_string(), "column2".to_string()];
+        let result = generate_trigger_condition(&input);
+        let expected =
+            "OLD.column1 IS DISTINCT FROM NEW.column1 OR OLD.column2 IS DISTINCT FROM NEW.column2";
+        assert_eq!(result, expected);
+    }
+
+    #[test]
+    fn test_generate_trigger_condition_single() {
+        let input = vec!["column1".to_string()];
+        let result = generate_trigger_condition(&input);
+        let expected = "OLD.column1 IS DISTINCT FROM NEW.column1";
+        assert_eq!(result, expected);
+    }
+
+    #[test]
+    fn test_create_update_trigger_multi() {
+        let job_name = "example_job";
+        let table_name = "example_table";
+        let input_columns = vec!["column1".to_string(), "column2".to_string()];
+
+        let expected = format!(
+            "
+CREATE OR REPLACE TRIGGER vectorize_update_trigger_example_job
+AFTER UPDATE ON example_table
+FOR EACH ROW
+WHEN ( OLD.column1 IS DISTINCT FROM NEW.column1 OR OLD.column2 IS DISTINCT FROM NEW.column2 )
+EXECUTE FUNCTION vectorize.handle_update_example_job();"
+        );
+        let result = create_update_trigger(job_name, table_name, &input_columns);
+        assert_eq!(expected, result);
+    }
+
+    #[test]
+    fn test_create_update_trigger_single() {
+        let job_name = "another_job";
+        let table_name = "another_table";
+        let input_columns = vec!["column1".to_string()];
+
+        let expected = format!(
+            "
+CREATE OR REPLACE TRIGGER vectorize_update_trigger_another_job
+AFTER UPDATE ON another_table
+FOR EACH ROW
+WHEN ( OLD.column1 IS DISTINCT FROM NEW.column1 )
+EXECUTE FUNCTION vectorize.handle_update_another_job();"
+        );
+        let result = create_update_trigger(job_name, table_name, &input_columns);
+        assert_eq!(expected, result);
+    }
+
+    #[test]
+    fn test_create_insert_trigger_single() {
+        let job_name = "another_job";
+        let table_name = "another_table";
+
+        let expected = format!(
+            "
+CREATE OR REPLACE TRIGGER vectorize_insert_trigger_another_job
+AFTER INSERT ON another_table
+FOR EACH ROW
+EXECUTE FUNCTION vectorize.handle_update_another_job();"
+        );
+        let result = create_insert_trigger(job_name, table_name);
+        assert_eq!(expected, result);
+    }
+}
diff --git a/src/lib.rs b/src/lib.rs
index 318c959..59bd272 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -5,6 +5,7 @@ mod errors;
 mod executor;
 mod guc;
 mod init;
+mod job;
 mod query;
 mod search;
 mod transformers;
@@ -15,19 +16,9 @@ mod workers;
 pgrx::pg_module_magic!();
 
 extension_sql_file!("../sql/meta.sql");
-
 // example dataset
 extension_sql_file!("../sql/example.sql");
 
-#[cfg(any(test, feature = "pg_test"))]
-#[pg_schema]
-mod tests {
-    // #[pg_test]
-    // fn test_hello_tembo() {
-    //     assert_eq!("Hello, tembo", crate::hello_tembo());
-    // }
-}
-
 /// This module is required by `cargo pgrx test` invocations.
 /// It must be visible at the root of your extension crate.
 #[cfg(test)]
diff --git a/src/transformers/http_handler.rs b/src/transformers/http_handler.rs
index ed5f642..7f67d51 100644
--- a/src/transformers/http_handler.rs
+++ b/src/transformers/http_handler.rs
@@ -1,3 +1,5 @@
+use super::generic::get_generic_svc_url;
+use super::types::TransformerMetadata;
 use anyhow::Result;
 
 use crate::transformers::types::{
@@ -5,9 +7,6 @@ use crate::transformers::types::{
 };
 use pgrx::prelude::*;
 
-use super::generic::get_generic_svc_url;
-use super::types::TransformerMetadata;
-
 pub async fn handle_response<T: for<'de> serde::Deserialize<'de>>(
     resp: reqwest::Response,
     method: &'static str,
@@ -29,7 +28,7 @@ pub async fn handle_response<T: for<'de> serde::Deserialize<'de>>(
 // handle an OpenAI compatible embedding transform request
 pub async fn openai_embedding_request(request: EmbeddingRequest) -> Result<Vec<Vec<f64>>> {
     log!(
-        "pg-vectorize: openai request size: {}",
+        "pg-vectorize: embedding request size: {}",
         request.payload.input.len()
     );
     let client = reqwest::Client::new();
diff --git a/src/workers/mod.rs b/src/workers/mod.rs
index c46bc3a..630552d 100644
--- a/src/workers/mod.rs
+++ b/src/workers/mod.rs
@@ -8,29 +8,20 @@ use pgmq::{Message, PGMQueueExt};
 use pgrx::*;
 use sqlx::{Pool, Postgres};
 
-pub async fn run_workers(
+pub async fn run_worker(
     queue: PGMQueueExt,
     conn: &Pool<Postgres>,
     queue_name: &str,
-) -> Result<()> {
-    if let Ok(()) = run_worker(queue.clone(), conn, queue_name).await {
-        log!("pg-vectorize: worker finished");
-    } else {
-        warning!("pg-vectorize: worker failed");
-    }
-    Ok(())
-}
-
-pub async fn run_worker(queue: PGMQueueExt, conn: &Pool<Postgres>, queue_name: &str) -> Result<()> {
+) -> Result<Option<()>> {
     let msg: Message<JobMessage> = match queue.read::<JobMessage>(queue_name, 180_i32).await {
         Ok(Some(msg)) => msg,
         Ok(None) => {
             log!("pg-vectorize: No messages in queue");
-            return Ok(());
+            return Ok(None);
         }
         Err(e) => {
             warning!("pg-vectorize: Error reading message: {e}");
-            return Ok(());
+            return Err(anyhow::anyhow!("failed to read message"));
         }
     };
 
@@ -58,7 +49,9 @@ pub async fn run_worker(queue: PGMQueueExt, conn: &Pool<Postgres>, queue_name: &
             }
         }
     }
-    Ok(())
+    // return Some(), indicating that worker consumed some message
+    // any possibly more messages on queue
+    Ok(Some(()))
 }
 
 async fn upsert_embedding_table(
diff --git a/src/workers/pg_bgw.rs b/src/workers/pg_bgw.rs
index 9325771..a65c924 100644
--- a/src/workers/pg_bgw.rs
+++ b/src/workers/pg_bgw.rs
@@ -4,9 +4,9 @@ use crate::util::get_pg_conn;
 use anyhow::Result;
 use pgrx::bgworkers::*;
 use pgrx::*;
-use std::time::Duration;
+use std::time::{Duration, Instant};
 
-use crate::workers::run_workers;
+use crate::workers::run_worker;
 
 #[pg_guard]
 pub extern "C" fn _PG_init() {
@@ -39,12 +39,27 @@ pub extern "C" fn background_worker_main(_arg: pg_sys::Datum) {
 
     log!("Starting BG Workers {}", BackgroundWorker::get_name(),);
 
-    while BackgroundWorker::wait_latch(Some(Duration::from_secs(5))) {
+    while BackgroundWorker::wait_latch(Some(Duration::from_millis(10))) {
         if BackgroundWorker::sighup_received() {
             // on SIGHUP, you might want to reload configurations and env vars
         }
-        let _: Result<()> =
-            runtime.block_on(async { run_workers(queue.clone(), &conn, VECTORIZE_QUEUE).await });
+        let _worker_ran: Result<()> = runtime.block_on(async {
+            // continue to poll without pauses
+            let start = Instant::now();
+            let duration = Duration::from_secs(6);
+            // return control to wait_latch() after `duration` has elapsed
+            while start.elapsed() < duration {
+                match run_worker(queue.clone(), &conn, VECTORIZE_QUEUE).await {
+                    // sleep for 2 seconds when no messages in the queue
+                    Ok(None) => tokio::time::sleep(Duration::from_secs(2)).await,
+                    // sleep for 6 seconds when there is an error reading messages
+                    Err(_) => tokio::time::sleep(Duration::from_secs(6)).await,
+                    // continue to poll where there was a message consumed
+                    Ok(Some(_)) => continue,
+                }
+            }
+            Ok(())
+        });
     }
     log!("pg-vectorize: shutting down");
 }
diff --git a/tests/integration_tests.rs b/tests/integration_tests.rs
index e394bd8..2b66ace 100644
--- a/tests/integration_tests.rs
+++ b/tests/integration_tests.rs
@@ -1,18 +1,20 @@
 use rand::Rng;
 mod util;
+use sqlx::FromRow;
 
 use util::common;
 
 // Integration tests are ignored by default
 #[ignore]
 #[tokio::test]
-async fn test_table() {
+async fn test_scheduled_job() {
     let conn = common::init_database().await;
     let mut rng = rand::thread_rng();
     let test_num = rng.gen_range(0..100000);
     let test_table_name = common::init_test_table(test_num, &conn).await;
     let job_name = format!("job_{}", test_num);
 
+    common::init_embedding_svc_url(&conn).await;
     println!("test_table_name: {}", test_table_name);
     println!("job_name: {}", job_name);
     // initialize a job
@@ -22,26 +24,136 @@ async fn test_table() {
         \"table\" => '{test_table_name}',
         primary_key => 'product_id',
         columns => ARRAY['product_name'],
-        transformer => 'all_MiniLM_L12_v2'
+        transformer => 'all-MiniLM-L12-v2',
+        schedule => '* * * * *'
     );"
     ))
     .execute(&conn)
     .await
     .expect("failed to init job");
 
-    // no jobs in queue at beginning
-    let rowcount = common::row_count(&format!("pgmq.q_v_all_MiniLM_L12_v2"), &conn).await;
-    assert_eq!(rowcount, 0);
-
     // manually trigger a job
     let _ = sqlx::query(&format!("SELECT vectorize.job_execute('{job_name}');"))
         .execute(&conn)
         .await
         .expect("failed to select from test_table");
 
-    // sleep 500ms
-    tokio::time::sleep(std::time::Duration::from_millis(500)).await;
     // should 1 job in the queue
-    let rowcount = common::row_count(&format!("pgmq.q_v_all_MiniLM_L12_v2"), &conn).await;
-    assert_eq!(rowcount, 1);
+    let rowcount = common::row_count(&format!("pgmq.q_vectorize_jobs"), &conn).await;
+    assert!(rowcount >= 1);
+
+    // embedding should be updated after few seconds
+    tokio::time::sleep(tokio::time::Duration::from_secs(3)).await;
+
+    let result = sqlx::query(&format!(
+        "SELECT vectorize.search(
+        job_name => '{job_name}',
+        query => 'mobile devices',
+        return_columns => ARRAY['product_name'],
+        num_results => 3
+    );"
+    ))
+    .execute(&conn)
+    .await
+    .expect("failed to select from test_table");
+    // 3 rows returned
+    assert_eq!(result.rows_affected(), 3);
+}
+
+#[ignore]
+#[tokio::test]
+async fn test_realtime_job() {
+    let conn = common::init_database().await;
+    common::init_embedding_svc_url(&conn).await;
+    let mut rng = rand::thread_rng();
+    let test_num = rng.gen_range(0..100000);
+    let test_table_name = common::init_test_table(test_num, &conn).await;
+    let job_name = format!("job_{}", test_num);
+
+    println!("test_table_name: {}", test_table_name);
+    println!("job_name: {}", job_name);
+    // initialize a job
+    let _ = sqlx::query(&format!(
+        "SELECT vectorize.table(
+        job_name => '{job_name}',
+        \"table\" => '{test_table_name}',
+        primary_key => 'product_id',
+        columns => ARRAY['product_name'],
+        transformer => 'all-MiniLM-L12-v2',
+        schedule => 'realtime'
+    );"
+    ))
+    .execute(&conn)
+    .await
+    .expect("failed to init job");
+
+    // embedding should be updated after few seconds
+    tokio::time::sleep(tokio::time::Duration::from_secs(3)).await;
+
+    let result = sqlx::query(&format!(
+        "SELECT vectorize.search(
+        job_name => '{job_name}',
+        query => 'mobile devices',
+        return_columns => ARRAY['product_name', 'product_id'],
+        num_results => 3
+    );"
+    ))
+    .execute(&conn)
+    .await
+    .expect("failed to select from test_table");
+    // 3 rows returned
+    assert_eq!(result.rows_affected(), 3);
+
+    let random_product_id = rng.gen_range(0..100000);
+
+    let insert_query = format!(
+        "INSERT INTO \"{test_table_name}\"(product_id, product_name, description)
+        VALUES ({random_product_id}, 'car tester', 'a product for testing cars');"
+    );
+
+    // insert a new row
+    let _result = sqlx::query(&insert_query)
+        .execute(&conn)
+        .await
+        .expect("failed to insert into test_table");
+
+    // embedding should be updated after few seconds
+    tokio::time::sleep(tokio::time::Duration::from_secs(3)).await;
+
+    #[allow(dead_code)]
+    #[derive(FromRow, Debug, serde::Deserialize)]
+    struct SearchResult {
+        product_id: i32,
+        product_name: String,
+        similarity_score: f64,
+    }
+
+    #[allow(dead_code)]
+    #[derive(FromRow, Debug)]
+    struct SearchJSON {
+        search_results: serde_json::Value,
+    }
+
+    let result = sqlx::query_as::<_, SearchJSON>(&format!(
+        "SELECT search_results from vectorize.search(
+        job_name => '{job_name}',
+        query => 'car testing devices',
+        return_columns => ARRAY['product_id','product_name'],
+        num_results => 3
+    ) as search_results;"
+    ))
+    .fetch_all(&conn)
+    .await
+    .expect("failed to execute search");
+
+    let mut found_it = false;
+    for row in result {
+        println!("row: {:?}", row);
+        let row: SearchResult = serde_json::from_value(row.search_results).unwrap();
+        if row.product_id == random_product_id {
+            assert_eq!(row.product_name, "car tester");
+            found_it = true;
+        }
+    }
+    assert!(found_it);
 }
diff --git a/tests/util.rs b/tests/util.rs
index 045c71a..69795fe 100644
--- a/tests/util.rs
+++ b/tests/util.rs
@@ -25,22 +25,8 @@ pub mod common {
         ))
         .await;
 
-        // DROP EXTENSION
-        let _ = sqlx::query("DROP EXTENSION IF EXISTS vectorize CASCADE")
-            .execute(&conn)
-            .await
-            .expect("failed to drop extension");
-        let _ = sqlx::query("DROP EXTENSION IF EXISTS pgmq CASCADE")
-            .execute(&conn)
-            .await
-            .expect("failed to drop extension");
-        let _ = sqlx::query("DROP EXTENSION IF EXISTS pg_cron CASCADE")
-            .execute(&conn)
-            .await
-            .expect("failed to drop extension");
-
         // CREATE EXTENSION
-        let _ = sqlx::query("CREATE EXTENSION vectorize CASCADE")
+        let _ = sqlx::query("CREATE EXTENSION IF NOT EXISTS vectorize CASCADE")
             .execute(&conn)
             .await
             .expect("failed to create extension");
@@ -98,4 +84,16 @@ pub mod common {
             .expect("failed to select from test_table")
             .get::<i64, usize>(0)
     }
+
+    pub async fn init_embedding_svc_url(conn: &Pool<Postgres>) {
+        let set_guc = format!(
+            "ALTER SYSTEM SET vectorize.embedding_service_url to 'http://0.0.0.0:3000/v1/embeddings';");
+        let reload = "SELECT pg_reload_conf();".to_string();
+        for q in vec![set_guc, reload] {
+            sqlx::query(&q)
+                .execute(conn)
+                .await
+                .expect("failed to init embedding svc url");
+        }
+    }
 }