From 4489d16386274da228dfc09028ea708c21060d25 Mon Sep 17 00:00:00 2001
From: Abhinav Gyawali <22275402+abhizer@users.noreply.github.com>
Date: Thu, 4 Jul 2024 19:35:16 +0545
Subject: [PATCH 1/9] demo: Hopsworks Tiktok RecSys pipeline

This pipeline might not be a 1 to 1 translation of the Flink version.
It should be possible to optimize the queries to be more performant.

Actual Flink Pipeline can be found here:
https://github.com/davitbzh/tiktok-recsys/blob/main/java/src/main/java/ai/hopsworks/tutorials/flink/tiktok/pipelines/TikTokStreamFeatureAggregations.java

The generator we use is taken from:
https://github.com/davitbzh/tiktok-recsys/tree/main/python/Jupyter/features

It was difficult to import it as a dependency, therefore copied it over.

Signed-off-by: Abhinav Gyawali <22275402+abhizer@users.noreply.github.com>
---
 .../.gitignore                                |   3 +
 .../0_prepare_data.py                         |  61 +++++
 .../1_pipeline.py                             | 143 ++++++++++++
 .../config.py                                 |  17 ++
 .../features/interactions.py                  | 213 ++++++++++++++++++
 .../features/users.py                         |  42 ++++
 .../features/videos.py                        |  52 +++++
 .../requirements.txt                          |   8 +
 8 files changed, 539 insertions(+)
 create mode 100644 demo/project_demo12-HopsworksTikTokRecSys/.gitignore
 create mode 100644 demo/project_demo12-HopsworksTikTokRecSys/0_prepare_data.py
 create mode 100644 demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py
 create mode 100644 demo/project_demo12-HopsworksTikTokRecSys/config.py
 create mode 100644 demo/project_demo12-HopsworksTikTokRecSys/features/interactions.py
 create mode 100644 demo/project_demo12-HopsworksTikTokRecSys/features/users.py
 create mode 100644 demo/project_demo12-HopsworksTikTokRecSys/features/videos.py
 create mode 100644 demo/project_demo12-HopsworksTikTokRecSys/requirements.txt

diff --git a/demo/project_demo12-HopsworksTikTokRecSys/.gitignore b/demo/project_demo12-HopsworksTikTokRecSys/.gitignore
new file mode 100644
index 000000000..c07f7de39
--- /dev/null
+++ b/demo/project_demo12-HopsworksTikTokRecSys/.gitignore
@@ -0,0 +1,3 @@
+.venv
+venv
+__pycache__
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/0_prepare_data.py b/demo/project_demo12-HopsworksTikTokRecSys/0_prepare_data.py
new file mode 100644
index 000000000..7a006649e
--- /dev/null
+++ b/demo/project_demo12-HopsworksTikTokRecSys/0_prepare_data.py
@@ -0,0 +1,61 @@
+import json
+import pandas as pd
+from kafka import KafkaAdminClient, KafkaProducer
+from kafka.admin import NewTopic
+
+import config
+from features.users import generate_users
+from features.videos import generate_video_content
+from features.interactions import generate_interactions
+
+def simulate_interactions(step=100):
+    # Generate data for users
+    user_data = generate_users(config.USERS_AMOUNT_PIPELINE)
+
+    # Generate data for videos
+    video_data = generate_video_content(config.VIDEO_AMOUNT_PIPELINE)
+
+    # Generate interactions
+    interactions = generate_interactions(
+        config.INTERACTIONS_AMOUNT_PIPELINE, 
+        user_data, 
+        video_data,
+    )
+
+    for i in range(0, len(interactions), step):
+        data_interactions_df = pd.DataFrame(interactions[i:i+step])
+        data_interactions_df['json'] = data_interactions_df.apply(lambda x: x.to_json(), axis=1)
+        yield [json.loads(i) for i in data_interactions_df.json.values]
+
+admin_client = KafkaAdminClient(
+    bootstrap_servers=config.KAFKA_SERVER,
+    client_id="blah"
+)
+
+existing_topics = set(admin_client.list_topics())
+
+if config.KAFKA_TOPIC_NAME in existing_topics:
+    print("Kafka topic already exists, removing it")
+    admin_client.delete_topics([config.KAFKA_TOPIC_NAME])
+
+if config.KAFKA_TOPIC_NAME not in existing_topics:
+    print("Creating a Kafka new topic")
+    admin_client.create_topics([
+        NewTopic(config.KAFKA_TOPIC_NAME, num_partitions=2, replication_factor=1)
+    ])
+
+producer = KafkaProducer(
+    bootstrap_servers=config.KAFKA_SERVER,
+    client_id="blah",
+)
+
+print("Simulating Data")
+interactions = simulate_interactions()
+
+counter = 0
+for interaction in interactions:
+    counter += len(interaction)
+    msg = b"\n".join([json.dumps(v).encode("utf-8") for v in interaction])
+    producer.send(config.KAFKA_TOPIC_NAME, value=msg)
+    print(f"Sent {counter} data points to kafka")
+
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py b/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py
new file mode 100644
index 000000000..ec984bdb0
--- /dev/null
+++ b/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py
@@ -0,0 +1,143 @@
+from feldera import FelderaClient, SQLContext, SQLSchema
+from feldera.formats import JSONFormat, JSONUpdateFormat
+import config
+
+client = FelderaClient("http://localhost:8080")
+sql = SQLContext("mil", client)
+
+sql.register_table("interactions",
+    SQLSchema({
+        "interaction_id": "STRING",
+        "user_id": "STRING",
+        "video_id": "STRING",
+        "category_id": "INT",
+        "interaction_type": "STRING",
+        "watch_time": "INT",
+        "interaction_date": "TIMESTAMP LATENESS INTERVAL '10' SECONDS",
+        "previous_interaction_date": "TIMESTAMP",
+        "interaction_month": "TIMESTAMP",
+    })
+)
+
+sql.register_local_view("interaction_type_groupby_video_id_count", """
+    SELECT
+        video_id,
+        interaction_type,
+        count(interaction_type) as interaction_type_count
+    FROM
+        interactions
+    GROUP BY (interaction_type, video_id)
+""")
+
+sql.register_local_view("interaction_type_groupby_user_id_count", """
+    SELECT
+        user_id,
+        interaction_type,
+        count(interaction_type) as interaction_type_count
+    FROM
+        interactions
+    GROUP BY (interaction_type, user_id)
+""")
+
+sql.register_local_view("video_id_with_interactions_type_pivot", """
+    SELECT
+        *
+    FROM
+        interaction_type_groupby_video_id_count
+    PIVOT (
+        SUM(interaction_type_count) FOR interaction_type IN (
+            'like' as like_ct,
+            'dislike' as dislike_ct,
+            'view' as view_ct,
+            'comment' as comment_ct,
+            'share' as share_ct,
+            'skip' as skip_ct
+        )
+    )
+""")
+
+sql.register_local_view("video_id_with_interactions_type_pivot", """
+    SELECT
+        *
+    FROM
+        interaction_type_groupby_video_id_count
+    PIVOT (
+        SUM(interaction_type_count) FOR interaction_type IN (
+            'like' as like_ct,
+            'dislike' as dislike_ct,
+            'view' as view_ct,
+            'comment' as comment_ct,
+            'share' as share_ct,
+            'skip' as skip_ct
+        )
+    )
+""")
+
+sql.register_local_view("user_id_with_interactions_type_pivot", """
+    SELECT
+        *
+    FROM
+        interaction_type_groupby_user_id_count
+    PIVOT (
+        SUM(interaction_type_count) FOR interaction_type IN (
+            'like' as like_ct,
+            'dislike' as dislike_ct,
+            'view' as view_ct,
+            'comment' as comment_ct,
+            'share' as share_ct,
+            'skip' as skip_ct
+        )
+    )
+""")
+
+sql.register_materialized_view("video_agg", """
+    SELECT
+        T1.video_id,
+        count(*) OVER week as interaction_len,
+        avg(watch_time) OVER week as average_watch_time,
+        interaction_date as week_start,
+        like_ct,
+        dislike_ct,
+        view_ct,
+        comment_ct,
+        share_ct,
+        skip_ct
+    FROM interactions T1 JOIN video_id_with_interactions_type_pivot T2
+        ON T1.video_id = T2.video_id
+    WINDOW
+        week AS (PARTITION BY T1.video_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '7' DAY PRECEDING AND CURRENT ROW)
+""")
+
+sql.register_materialized_view("user_agg", """
+    SELECT
+        T1.user_id,
+        count(*) OVER week as interaction_len,
+        avg(watch_time) OVER week as average_watch_time,
+        interaction_date as week_start,
+        like_ct,
+        dislike_ct,
+        view_ct,
+        comment_ct,
+        share_ct,
+        skip_ct
+    FROM interactions T1 JOIN user_id_with_interactions_type_pivot T2
+        ON T1.user_id = T2.user_id
+    WINDOW
+        week AS (PARTITION BY T1.user_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '7' DAY PRECEDING AND CURRENT ROW)
+""")
+
+in_fmt = JSONFormat().with_array(False).with_update_format(JSONUpdateFormat.Raw)
+sql.connect_source_kafka("interactions", "kafka_conn_in_interactions", {
+   "topics": [config.KAFKA_TOPIC_NAME],
+    "bootstrap.servers": config.KAFKA_SERVER_FROM_PIPELINE,
+    "auto.offset.reset": "earliest",
+}, in_fmt)
+
+print("Starting Feldera Pipeline")
+sql.start()
+print("Pipeline started")
+
+sql.wait_for_idle()
+print("Found pipeline to be idle, shutting down...")
+
+sql.shutdown()
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/config.py b/demo/project_demo12-HopsworksTikTokRecSys/config.py
new file mode 100644
index 000000000..a015be24b
--- /dev/null
+++ b/demo/project_demo12-HopsworksTikTokRecSys/config.py
@@ -0,0 +1,17 @@
+USERS_AMOUNT_HISTORICAL = 100_000
+VIDEO_AMOUNT_HISTORICAL = 100_000
+INTERACTIONS_AMOUNT_HISTORICAL = 2_000_000
+
+USERS_AMOUNT_PIPELINE = 1_000
+VIDEO_AMOUNT_PIPELINE = 1_000
+INTERACTIONS_AMOUNT_PIPELINE = 5_000_000
+
+DATE_TIME_FORMAT = '%Y-%m-%d %H:%M:%S'
+DAY_FORMAT = '%Y-%m-%d'
+MONTH_FORMAT = '%Y-%m-01 00:00:00'
+
+KAFKA_TOPIC_NAME = "interactions_streaming_test_trial2"
+SCHEMA_NAME = "interactions_streaming_test_trial_schema1"
+
+KAFKA_SERVER = "localhost:19092"
+KAFKA_SERVER_FROM_PIPELINE = "redpanda:9092"
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/features/interactions.py b/demo/project_demo12-HopsworksTikTokRecSys/features/interactions.py
new file mode 100644
index 000000000..0d1b2ce64
--- /dev/null
+++ b/demo/project_demo12-HopsworksTikTokRecSys/features/interactions.py
@@ -0,0 +1,213 @@
+from mimesis import Generic
+from mimesis.locales import Locale
+import random
+from datetime import datetime, timedelta
+from typing import List, Dict, Any
+import config
+import numpy as np
+
+def generate_interactions(num_interactions: int, users: List[Dict[str, str]], videos: List[Dict[str, str]]) -> List[
+    Dict[str, Any]]:
+    """
+    Generate a list of dictionaries, each representing an interaction between a user and a video.
+
+    This function creates interaction data by randomly pairing users with videos and assigning
+    interaction details like interaction type, watch time, and whether the video was watched till the end.
+    The likelihood of a video being watched till the end is inversely proportional to its length.
+
+    Args:
+        num_interactions (int): The number of interactions to generate.
+        users (List[Dict[str, str]]): A list of dictionaries, where each dictionary contains user data.
+        videos (List[Dict[str, str]]): A list of dictionaries, where each dictionary contains video data.
+
+    Returns:
+        List[Dict[str, Any]]: A list of dictionaries, each containing interaction data.
+    """
+    generic = Generic(locale=Locale.EN)
+    interactions = []  # List to store generated interaction data
+
+    for _ in range(num_interactions):
+        user = random.choice(users)
+        video = random.choice(videos)
+
+        # Parse dates from strings
+        user_registration_date = datetime.strptime(user['registration_date'], config.DATE_TIME_FORMAT)
+        video_upload_date = datetime.strptime(video['upload_date'], config.DATE_TIME_FORMAT)
+
+        # Determine the earliest possible date for the interaction
+        earliest_date = max(user_registration_date, video_upload_date)
+
+        # Generate a random date for the interaction
+        days_since_earliest = (datetime.now() - earliest_date).days
+        random_days = random.randint(0, days_since_earliest)
+        interaction_date = earliest_date + timedelta(days=random_days)
+        
+        previous_interaction_date = interaction_date - timedelta(days=random.randint(0, random.randint(0, 90)))
+
+        interaction_types = ['like', 'dislike', 'view', 'comment', 'share', 'skip']
+        weights = [1.5, 0.2, 3, 0.5, 0.8, 10]
+
+        # Generate watch time and determine if the video was watched till the end
+        watch_time = random.randint(1, video['video_length'])
+
+        probability_watched_till_end = 1 - (watch_time / video['video_length'])
+        watched_till_end = random.random() < probability_watched_till_end
+
+        if watched_till_end:
+            watch_time = video['video_length']  # Adjust watch time to video length if watched till the end
+
+        # Constructing the interaction dictionary
+        interaction = {
+            'interaction_id': generic.person.identifier(mask='####-##-####'),
+            'user_id': user['user_id'],
+            'video_id': video['video_id'],
+            'category_id': video['category_id'],
+            'interaction_type': random.choices(interaction_types, weights=weights, k=1)[0],
+            'watch_time': watch_time,
+            'interaction_date': interaction_date.strftime(config.DATE_TIME_FORMAT),
+            'previous_interaction_date': previous_interaction_date.strftime(config.DATE_TIME_FORMAT),            
+            'interaction_month': interaction_date.strftime(config.MONTH_FORMAT),
+        }
+
+        interactions.append(interaction)  # Add the interaction to the list
+
+    return interactions
+
+
+def generate_user_interactions_window_agg(num_interactions: int, users: List[Dict[str, str]],
+                                          videos: List[Dict[str, str]]) -> List[Dict[str, Any]]:
+    """
+    Generate a list of dictionaries, each representing an interaction between a user and a video.
+
+    This function creates interaction data by randomly pairing users with videos and assigning
+    interaction details like interaction type, watch time, and whether the video was watched till the end.
+    The likelihood of a video being watched till the end is inversely proportional to its length.
+
+    Args:
+        num_interactions (int): The number of interactions to generate.
+        users (List[Dict[str, str]]): A list of dictionaries, where each dictionary contains user data.
+        videos (List[Dict[str, str]]): A list of dictionaries, where each dictionary contains video data.
+
+    Returns:
+        List[Dict[str, Any]]: A list of dictionaries, each containing interaction data.
+    """
+    generic = Generic(locale=Locale.EN)
+    interactions = []  # List to store generated interaction data
+
+    for _ in range(num_interactions):
+        user = random.choice(users)
+        video = random.choice(videos)
+
+        # Parse dates from strings
+        user_registration_date = datetime.strptime(user['registration_date'], config.DATE_TIME_FORMAT)
+        video_upload_date = datetime.strptime(video['upload_date'], config.DATE_TIME_FORMAT)
+
+        # Determine the earliest possible date for the interaction
+        earliest_date = max(user_registration_date, video_upload_date)
+
+        # Generate  interaction
+        interaction_types = ['like', 'dislike', 'view', 'comment', 'share', 'skip']
+        weights = [1.5, 0.2, 3, 0.5, 0.8, 10]
+
+        # Constructing the interaction dictionary
+        interaction_date = video_upload_date + timedelta(hours=random.randint(0, 100))
+        interaction = {
+            'user_id': user['user_id'],
+            'category_id': video['category_id'],
+
+            'window_end_time': interaction_date.strftime(config.DATE_TIME_FORMAT),
+            'interaction_month': interaction_date.strftime(config.MONTH_FORMAT),
+
+            "like_count": random.randint(0, 100),
+            "dislike_count": random.randint(0, 100),
+            "view_count": random.randint(0, 100),
+            "comment_count": random.randint(0, 100),
+            "share_count": random.randint(0, 100),
+            "skip_count": random.randint(0, 100),
+            "total_watch_time": random.randint(0, 100),
+        }
+
+        interactions.append(interaction)  # Add the interaction to the list
+
+    return interactions
+
+
+def generate_video_interactions_window_agg(num_interactions: int, users: List[Dict[str, str]],
+                                           videos: List[Dict[str, str]]) -> List[Dict[str, Any]]:
+    """
+    Generate a list of dictionaries, each representing an interaction between a user and a video.
+
+    This function creates interaction data by randomly pairing users with videos and assigning
+    interaction details like interaction type, watch time, and whether the video was watched till the end.
+    The likelihood of a video being watched till the end is inversely proportional to its length.
+
+    Args:
+        num_interactions (int): The number of interactions to generate.
+        users (List[Dict[str, str]]): A list of dictionaries, where each dictionary contains user data.
+        videos (List[Dict[str, str]]): A list of dictionaries, where each dictionary contains video data.
+
+    Returns:
+        List[Dict[str, Any]]: A list of dictionaries, each containing interaction data.
+    """
+    generic = Generic(locale=Locale.EN)
+    interactions = []  # List to store generated interaction data
+
+    for _ in range(num_interactions):
+        user = random.choice(users)
+        video = random.choice(videos)
+
+        # Parse dates from strings
+        user_registration_date = datetime.strptime(user['registration_date'], config.DATE_TIME_FORMAT)
+        video_upload_date = datetime.strptime(video['upload_date'], config.DATE_TIME_FORMAT)
+
+        # Determine the earliest possible date for the interaction
+        earliest_date = max(user_registration_date, video_upload_date)
+
+        # Generate  interaction
+        interaction_types = ['like', 'dislike', 'view', 'comment', 'share', 'skip']
+        weights = [1.5, 0.2, 3, 0.5, 0.8, 10]
+
+        # Constructing the interaction dictionary
+        interaction_date = video_upload_date + timedelta(hours=random.randint(0, 100))
+        interaction = {
+            'video_id': video['video_id'],
+            'category_id': video['category_id'],
+
+            'window_end_time': interaction_date.strftime(config.DATE_TIME_FORMAT),
+            'interaction_month': interaction_date.strftime(config.MONTH_FORMAT),
+
+            "like_count": random.randint(0, 100),
+            "dislike_count": random.randint(0, 100),
+            "view_count": random.randint(0, 100),
+            "comment_count": random.randint(0, 100),
+            "share_count": random.randint(0, 100),
+            "skip_count": random.randint(0, 100),
+            "total_watch_time": random.randint(0, 100),
+
+        }
+
+        interactions.append(interaction)  # Add the interaction to the list
+
+    return interactions
+
+# Calculate ondemand features the sine and cosine of the month of interaction date
+def month_sine(interaction_date):     
+        # Calculate a coefficient for adjusting the periodicity of the month
+        coef = np.random.uniform(0, 2 * np.pi) / 12
+
+        #month_of_purchase = datetime.strptime(transaction_date, "%Y-%m-%dT%H:%M:%S").month
+        month_of_interaction = interaction_date.month 
+    
+        # Calculate the sine and cosine components for the month_of_purchase
+        return float(np.sin(month_of_interaction * coef)) 
+
+def month_cosine(interaction_date):     
+        # Calculate a coefficient for adjusting the periodicity of the month
+        coef = np.random.uniform(0, 2 * np.pi) / 12
+
+        #month_of_purchase = datetime.strptime(transaction_date, "%Y-%m-%dT%H:%M:%S").month
+        month_of_interaction = interaction_date.month 
+    
+        # Calculate the sine and cosine components for the month_of_purchase
+        return float(np.cos(month_of_interaction * coef))
+
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/features/users.py b/demo/project_demo12-HopsworksTikTokRecSys/features/users.py
new file mode 100644
index 000000000..dc80caa6b
--- /dev/null
+++ b/demo/project_demo12-HopsworksTikTokRecSys/features/users.py
@@ -0,0 +1,42 @@
+from mimesis import Generic
+from mimesis.locales import Locale
+import random
+from datetime import datetime, timedelta
+from typing import List, Dict
+import config
+
+def generate_users(num_users: int, historical=False) -> List[Dict[str, str]]:
+    """
+    Generate a list of dictionaries, each representing a user with various attributes.
+
+    The function creates fake user data including user ID, gender, age, and country
+    using the mimesis library. The user ID is generated based on a specified mask.
+
+    Args:
+        num_users (int): The number of user profiles to generate.
+
+    Returns:
+        List[Dict[str, str]]: A list of dictionaries, each containing details of a user.
+    """
+    generic = Generic(locale=Locale.EN)
+    users = []  # List to store generated user data
+    
+    for _ in range(num_users):
+        if historical:
+            days_ago = random.randint(0, 730)  # Choose a random number of days up to two years
+            registration_date = datetime.now() - timedelta(days=days_ago)  # Compute the date of registration
+        else:
+            registration_date = datetime.now()
+
+            # Generate each user's details
+        user = {
+            'user_id': generic.person.identifier(mask='@@###@'),  # Unique user identifier
+            'gender': generic.person.gender(),                    # Randomly generated gender
+            'age': random.randint(12, 90),                        # Randomly generated age between 12 and 90
+            'country': generic.address.country(),                 # Randomly generated country name
+            'registration_date': registration_date.strftime(config.DATE_TIME_FORMAT),
+            'registration_month': registration_date.strftime(config.MONTH_FORMAT),
+        }
+        users.append(user)  # Add the user to the list
+
+    return users
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/features/videos.py b/demo/project_demo12-HopsworksTikTokRecSys/features/videos.py
new file mode 100644
index 000000000..ec2380267
--- /dev/null
+++ b/demo/project_demo12-HopsworksTikTokRecSys/features/videos.py
@@ -0,0 +1,52 @@
+from mimesis import Generic
+from mimesis.locales import Locale
+import random
+from datetime import datetime, timedelta
+from typing import List, Dict, Any
+import config
+
+def generate_video_content(num_videos: int, historical=False) -> List[Dict[str, str]]:
+    """
+    Generate a list of dictionaries, each representing video content with various attributes.
+
+    Each video includes details such as a unique video ID, category,
+    video length in seconds, and the upload date. The function uses the mimesis library
+    for generating random data and Python's random module for numerical attributes.
+
+    Args:
+        num_videos (int): The number of video entries to generate.
+
+    Returns:
+        List[Dict[str, str]]: A list of dictionaries, each containing details of a video.
+    """
+    generic = Generic(locale=Locale.EN)
+    videos = []  # List to store generated video data
+    
+    for _ in range(num_videos):
+        if historical:
+            days_ago = random.randint(0, 730)  # Choose a random number of days up to two years
+            upload_date = datetime.now() - timedelta(days=days_ago)  # Compute the upload date
+                        
+        else:
+            upload_date = datetime.now()
+        
+        categories = ['Education', 'Entertainment', 'Lifestyle', 'Music', 'News', 'Sports', 'Technology', 'Dance', 'Cooking', 'Comedy', 'Travel']
+        categories_dict = {'Education': 1, 'Entertainment': 2, 'Lifestyle': 3, 'Music': 4, 'News': 5, 'Sports': 6, 'Technology': 7, 'Dance': 8, 'Cooking': 9, 'Comedy': 10, 'Travel': 11}
+        
+        video_length_seconds = random.randint(10, 250)  # Video length in seconds
+        video_category = random.choice(categories)
+
+        video = {
+            'video_id': generic.person.identifier(mask='#@@##@'),  # Unique video identifier
+            'category_id': categories_dict[video_category],            
+            'category': video_category,
+            'video_length': video_length_seconds,
+            'upload_date': upload_date.strftime(config.DATE_TIME_FORMAT),
+            'upload_month': upload_date.strftime(config.MONTH_FORMAT)            
+        }
+
+        videos.append(video)  # Add the video to the list
+
+    return videos
+
+
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/requirements.txt b/demo/project_demo12-HopsworksTikTokRecSys/requirements.txt
new file mode 100644
index 000000000..3859415d9
--- /dev/null
+++ b/demo/project_demo12-HopsworksTikTokRecSys/requirements.txt
@@ -0,0 +1,8 @@
+mimesis==15.1.0
+tensorflow==2.13
+tensorflow-recommenders==0.7.2
+catboost==1.1.1
+tqdm
+kafka-python
+pandas
+lz4

From 4ec3bc593ad1d8fe74bd9ca7c467c6d0847b5d0c Mon Sep 17 00:00:00 2001
From: Abhinav Gyawali <22275402+abhizer@users.noreply.github.com>
Date: Tue, 9 Jul 2024 19:17:04 +0545
Subject: [PATCH 2/9] demo: SQL: int id & pivot on aggregated data only

- The simulator now generates integer ids for the user, video and
  interaction.
- The SQL query has been updated to only perform pivot on the aggregated
  data. This should be a lot more efficient than the previous query.
    - The spikey nature of the pipeline throughput has gone away.
      Locally now I get ~300k/s.
    - The memory usage also seems to be reduced.
- The aggregates are now rolling aggregates of 1 HOUR instead of 7 DAYs.

Signed-off-by: Abhinav Gyawali <22275402+abhizer@users.noreply.github.com>
---
 .../0_prepare_data.py                         |  30 +++--
 .../1_pipeline.py                             | 125 +++++-------------
 .../config.py                                 |  12 +-
 .../features/__init__.py                      |   7 +
 .../features/interactions.py                  |   6 +-
 .../features/users.py                         |   6 +-
 .../features/videos.py                        |   6 +-
 .../requirements.txt                          |   1 -
 8 files changed, 83 insertions(+), 110 deletions(-)
 create mode 100644 demo/project_demo12-HopsworksTikTokRecSys/features/__init__.py

diff --git a/demo/project_demo12-HopsworksTikTokRecSys/0_prepare_data.py b/demo/project_demo12-HopsworksTikTokRecSys/0_prepare_data.py
index 7a006649e..95b93ff57 100644
--- a/demo/project_demo12-HopsworksTikTokRecSys/0_prepare_data.py
+++ b/demo/project_demo12-HopsworksTikTokRecSys/0_prepare_data.py
@@ -8,16 +8,16 @@
 from features.videos import generate_video_content
 from features.interactions import generate_interactions
 
-def simulate_interactions(step=100):
+def simulate_interactions(step=100, historical=False):
     # Generate data for users
-    user_data = generate_users(config.USERS_AMOUNT_PIPELINE)
+    user_data = generate_users(config.USERS_AMOUNT_HISTORICAL if historical else config.USERS_AMOUNT_PIPELINE, historical=historical)
 
     # Generate data for videos
-    video_data = generate_video_content(config.VIDEO_AMOUNT_PIPELINE)
+    video_data = generate_video_content(config.VIDEO_AMOUNT_HISTORICAL if historical else config.VIDEO_AMOUNT_PIPELINE, historical=historical)
 
     # Generate interactions
     interactions = generate_interactions(
-        config.INTERACTIONS_AMOUNT_PIPELINE, 
+        config.INTERACTIONS_AMOUNT_HISTORICAL if historical else config.INTERACTIONS_AMOUNT_PIPELINE, 
         user_data, 
         video_data,
     )
@@ -27,6 +27,15 @@ def simulate_interactions(step=100):
         data_interactions_df['json'] = data_interactions_df.apply(lambda x: x.to_json(), axis=1)
         yield [json.loads(i) for i in data_interactions_df.json.values]
 
+def send_interactions(interactions):
+    counter = 0
+    for interaction in interactions:
+        counter += len(interaction)
+        msg = b"\n".join([json.dumps(v).encode("utf-8") for v in interaction])
+        producer.send(config.KAFKA_TOPIC_NAME, value=msg)
+        print(f"Sent {counter} data points to kafka")
+        producer.flush()
+
 admin_client = KafkaAdminClient(
     bootstrap_servers=config.KAFKA_SERVER,
     client_id="blah"
@@ -49,13 +58,10 @@ def simulate_interactions(step=100):
     client_id="blah",
 )
 
-print("Simulating Data")
-interactions = simulate_interactions()
+print("Simulating Historical Data")
+send_interactions(simulate_interactions(historical=True))
 
-counter = 0
-for interaction in interactions:
-    counter += len(interaction)
-    msg = b"\n".join([json.dumps(v).encode("utf-8") for v in interaction])
-    producer.send(config.KAFKA_TOPIC_NAME, value=msg)
-    print(f"Sent {counter} data points to kafka")
+print("Simulating Present Data")
+send_interactions(simulate_interactions())
 
+    
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py b/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py
index ec984bdb0..c5bed4fe2 100644
--- a/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py
+++ b/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py
@@ -7,9 +7,9 @@
 
 sql.register_table("interactions",
     SQLSchema({
-        "interaction_id": "STRING",
-        "user_id": "STRING",
-        "video_id": "STRING",
+        "interaction_id": "BIGINT",
+        "user_id": "INT",
+        "video_id": "INT",
         "category_id": "INT",
         "interaction_type": "STRING",
         "watch_time": "INT",
@@ -19,113 +19,58 @@
     })
 )
 
-sql.register_local_view("interaction_type_groupby_video_id_count", """
+sql.register_local_view("video_agg", """
     SELECT
         video_id,
         interaction_type,
-        count(interaction_type) as interaction_type_count
-    FROM
-        interactions
-    GROUP BY (interaction_type, video_id)
+        count(*) OVER week as interaction_len,
+        avg(watch_time) OVER week as average_watch_time,
+        interaction_date as hour_start
+    FROM interactions
+    WINDOW
+        week AS (PARTITION BY video_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '1' HOUR PRECEDING AND CURRENT ROW)
 """)
 
-sql.register_local_view("interaction_type_groupby_user_id_count", """
+sql.register_local_view("user_agg", """
     SELECT
         user_id,
         interaction_type,
-        count(interaction_type) as interaction_type_count
-    FROM
-        interactions
-    GROUP BY (interaction_type, user_id)
-""")
-
-sql.register_local_view("video_id_with_interactions_type_pivot", """
-    SELECT
-        *
-    FROM
-        interaction_type_groupby_video_id_count
-    PIVOT (
-        SUM(interaction_type_count) FOR interaction_type IN (
-            'like' as like_ct,
-            'dislike' as dislike_ct,
-            'view' as view_ct,
-            'comment' as comment_ct,
-            'share' as share_ct,
-            'skip' as skip_ct
-        )
-    )
+        count(*) OVER week as interaction_len,
+        avg(watch_time) OVER week as average_watch_time,
+        interaction_date as hour_start
+    FROM interactions
+    WINDOW
+        week AS (PARTITION BY user_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '1' HOUR PRECEDING AND CURRENT ROW)
 """)
 
-sql.register_local_view("video_id_with_interactions_type_pivot", """
-    SELECT
-        *
-    FROM
-        interaction_type_groupby_video_id_count
+sql.register_materialized_view("video_agg_1h", """
+    SELECT * FROM video_agg
     PIVOT (
-        SUM(interaction_type_count) FOR interaction_type IN (
-            'like' as like_ct,
-            'dislike' as dislike_ct,
-            'view' as view_ct,
-            'comment' as comment_ct,
-            'share' as share_ct,
-            'skip' as skip_ct
+        SUM(interaction_len) FOR interaction_type IN (
+            'like' as "like",
+            'dislike' as "dislike",
+            'view' as "view",
+            'comment' as "comment",
+            'share' as "share",
+            'skip' as "skip"
         )
     )
 """)
 
-sql.register_local_view("user_id_with_interactions_type_pivot", """
-    SELECT
-        *
-    FROM
-        interaction_type_groupby_user_id_count
+sql.register_materialized_view("user_agg_1h", """
+    SELECT * FROM user_agg
     PIVOT (
-        SUM(interaction_type_count) FOR interaction_type IN (
-            'like' as like_ct,
-            'dislike' as dislike_ct,
-            'view' as view_ct,
-            'comment' as comment_ct,
-            'share' as share_ct,
-            'skip' as skip_ct
+        SUM(interaction_len) FOR interaction_type IN (
+            'like' as "like",
+            'dislike' as "dislike",
+            'view' as "view",
+            'comment' as "comment",
+            'share' as "share",
+            'skip' as "skip"
         )
     )
 """)
 
-sql.register_materialized_view("video_agg", """
-    SELECT
-        T1.video_id,
-        count(*) OVER week as interaction_len,
-        avg(watch_time) OVER week as average_watch_time,
-        interaction_date as week_start,
-        like_ct,
-        dislike_ct,
-        view_ct,
-        comment_ct,
-        share_ct,
-        skip_ct
-    FROM interactions T1 JOIN video_id_with_interactions_type_pivot T2
-        ON T1.video_id = T2.video_id
-    WINDOW
-        week AS (PARTITION BY T1.video_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '7' DAY PRECEDING AND CURRENT ROW)
-""")
-
-sql.register_materialized_view("user_agg", """
-    SELECT
-        T1.user_id,
-        count(*) OVER week as interaction_len,
-        avg(watch_time) OVER week as average_watch_time,
-        interaction_date as week_start,
-        like_ct,
-        dislike_ct,
-        view_ct,
-        comment_ct,
-        share_ct,
-        skip_ct
-    FROM interactions T1 JOIN user_id_with_interactions_type_pivot T2
-        ON T1.user_id = T2.user_id
-    WINDOW
-        week AS (PARTITION BY T1.user_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '7' DAY PRECEDING AND CURRENT ROW)
-""")
-
 in_fmt = JSONFormat().with_array(False).with_update_format(JSONUpdateFormat.Raw)
 sql.connect_source_kafka("interactions", "kafka_conn_in_interactions", {
    "topics": [config.KAFKA_TOPIC_NAME],
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/config.py b/demo/project_demo12-HopsworksTikTokRecSys/config.py
index a015be24b..187d72f78 100644
--- a/demo/project_demo12-HopsworksTikTokRecSys/config.py
+++ b/demo/project_demo12-HopsworksTikTokRecSys/config.py
@@ -1,10 +1,14 @@
-USERS_AMOUNT_HISTORICAL = 100_000
-VIDEO_AMOUNT_HISTORICAL = 100_000
-INTERACTIONS_AMOUNT_HISTORICAL = 2_000_000
+# This code is borrowed from the Hopsworks TikTok RecSys Demo
+
+# Original source: https://github.com/davitbzh/tiktok-recsys/blob/main/python/Jupyter/streaming/config.py
+
+USERS_AMOUNT_HISTORICAL = 1_000
+VIDEO_AMOUNT_HISTORICAL = 1_000
+INTERACTIONS_AMOUNT_HISTORICAL = 4_000_000
 
 USERS_AMOUNT_PIPELINE = 1_000
 VIDEO_AMOUNT_PIPELINE = 1_000
-INTERACTIONS_AMOUNT_PIPELINE = 5_000_000
+INTERACTIONS_AMOUNT_PIPELINE = 1_000_000
 
 DATE_TIME_FORMAT = '%Y-%m-%d %H:%M:%S'
 DAY_FORMAT = '%Y-%m-%d'
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/features/__init__.py b/demo/project_demo12-HopsworksTikTokRecSys/features/__init__.py
new file mode 100644
index 000000000..eaa6adfcb
--- /dev/null
+++ b/demo/project_demo12-HopsworksTikTokRecSys/features/__init__.py
@@ -0,0 +1,7 @@
+# This module is borrowed from the Hopsworks TikTok RecSys Demo
+
+# Original Repository: https://github.com/davitbzh/tiktok-recsys
+# Original Source: https://github.com/davitbzh/tiktok-recsys/blob/main/python/Jupyter/features
+
+# Modifications made:
+# - The fields video_id, user_id, interactions_id now generate integers instead of strings
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/features/interactions.py b/demo/project_demo12-HopsworksTikTokRecSys/features/interactions.py
index 0d1b2ce64..df5b8e367 100644
--- a/demo/project_demo12-HopsworksTikTokRecSys/features/interactions.py
+++ b/demo/project_demo12-HopsworksTikTokRecSys/features/interactions.py
@@ -1,3 +1,7 @@
+# This code is borrowed from the Hopsworks TikTok RecSys Demo
+
+# Original Source: https://github.com/davitbzh/tiktok-recsys/blob/main/python/Jupyter/features/interactions.py
+
 from mimesis import Generic
 from mimesis.locales import Locale
 import random
@@ -58,7 +62,7 @@ def generate_interactions(num_interactions: int, users: List[Dict[str, str]], vi
 
         # Constructing the interaction dictionary
         interaction = {
-            'interaction_id': generic.person.identifier(mask='####-##-####'),
+            'interaction_id': int(generic.person.identifier(mask='##########')),
             'user_id': user['user_id'],
             'video_id': video['video_id'],
             'category_id': video['category_id'],
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/features/users.py b/demo/project_demo12-HopsworksTikTokRecSys/features/users.py
index dc80caa6b..ca19a13ea 100644
--- a/demo/project_demo12-HopsworksTikTokRecSys/features/users.py
+++ b/demo/project_demo12-HopsworksTikTokRecSys/features/users.py
@@ -1,3 +1,7 @@
+# This code is borrowed from the Hopsworks TikTok RecSys Demo
+
+# Original Source: https://github.com/davitbzh/tiktok-recsys/blob/main/python/Jupyter/features/users.py
+
 from mimesis import Generic
 from mimesis.locales import Locale
 import random
@@ -30,7 +34,7 @@ def generate_users(num_users: int, historical=False) -> List[Dict[str, str]]:
 
             # Generate each user's details
         user = {
-            'user_id': generic.person.identifier(mask='@@###@'),  # Unique user identifier
+            'user_id': int(generic.person.identifier(mask='#####')),  # Unique user identifier
             'gender': generic.person.gender(),                    # Randomly generated gender
             'age': random.randint(12, 90),                        # Randomly generated age between 12 and 90
             'country': generic.address.country(),                 # Randomly generated country name
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/features/videos.py b/demo/project_demo12-HopsworksTikTokRecSys/features/videos.py
index ec2380267..43b4375d0 100644
--- a/demo/project_demo12-HopsworksTikTokRecSys/features/videos.py
+++ b/demo/project_demo12-HopsworksTikTokRecSys/features/videos.py
@@ -1,3 +1,7 @@
+# This code is borrowed from the Hopsworks TikTok RecSys Demo
+
+# Original Source: https://github.com/davitbzh/tiktok-recsys/blob/main/python/Jupyter/features/videos.py
+
 from mimesis import Generic
 from mimesis.locales import Locale
 import random
@@ -37,7 +41,7 @@ def generate_video_content(num_videos: int, historical=False) -> List[Dict[str,
         video_category = random.choice(categories)
 
         video = {
-            'video_id': generic.person.identifier(mask='#@@##@'),  # Unique video identifier
+            'video_id': int(generic.person.identifier(mask='#####')),  # Unique video identifier
             'category_id': categories_dict[video_category],            
             'category': video_category,
             'video_length': video_length_seconds,
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/requirements.txt b/demo/project_demo12-HopsworksTikTokRecSys/requirements.txt
index 3859415d9..74d01abc9 100644
--- a/demo/project_demo12-HopsworksTikTokRecSys/requirements.txt
+++ b/demo/project_demo12-HopsworksTikTokRecSys/requirements.txt
@@ -5,4 +5,3 @@ catboost==1.1.1
 tqdm
 kafka-python
 pandas
-lz4

From 83a84f41351f49e73e379a163aaeb4f1a8bb12ee Mon Sep 17 00:00:00 2001
From: Leonid Ryzhyk <leonid@feldera.com>
Date: Wed, 10 Jul 2024 12:09:35 -0700
Subject: [PATCH 3/9] demo12: switch to rolling aggregates only.

* Use rolling aggregates with different time windows insteaf of hopping
  windows

* Increase the number of DBSP workers and Kafka polling threads

* Increase dataset size to 50M records (takes a while to generate)

Signed-off-by: Leonid Ryzhyk <leonid@feldera.com>
---
 .../1_pipeline.py                             | 69 +++++++++----------
 .../config.py                                 |  5 +-
 2 files changed, 34 insertions(+), 40 deletions(-)

diff --git a/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py b/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py
index c5bed4fe2..c703a9979 100644
--- a/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py
+++ b/demo/project_demo12-HopsworksTikTokRecSys/1_pipeline.py
@@ -1,9 +1,10 @@
 from feldera import FelderaClient, SQLContext, SQLSchema
 from feldera.formats import JSONFormat, JSONUpdateFormat
 import config
+import time
 
 client = FelderaClient("http://localhost:8080")
-sql = SQLContext("mil", client)
+sql = SQLContext("mil", client, workers=16)
 
 sql.register_table("interactions",
     SQLSchema({
@@ -19,70 +20,62 @@
     })
 )
 
-sql.register_local_view("video_agg", """
+sql.register_view("video_agg", """
     SELECT
         video_id,
         interaction_type,
-        count(*) OVER week as interaction_len,
-        avg(watch_time) OVER week as average_watch_time,
+        count(*) OVER hour as interaction_len_h,
+        count(*) OVER day as interaction_len_d,
+        count(*) OVER week as interaction_len_w,
+        avg(watch_time) OVER hour as average_watch_time_h,
+        avg(watch_time) OVER day as average_watch_time_d,
+        avg(watch_time) OVER week as average_watch_time_w,
         interaction_date as hour_start
     FROM interactions
     WINDOW
-        week AS (PARTITION BY video_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '1' HOUR PRECEDING AND CURRENT ROW)
+        hour AS (PARTITION BY video_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '1' HOUR PRECEDING AND CURRENT ROW),
+        day AS (PARTITION BY video_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '1' DAY PRECEDING AND CURRENT ROW),
+        week AS (PARTITION BY video_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '7' DAY PRECEDING AND CURRENT ROW)
 """)
 
-sql.register_local_view("user_agg", """
+sql.register_view("user_agg", """
     SELECT
         user_id,
         interaction_type,
-        count(*) OVER week as interaction_len,
-        avg(watch_time) OVER week as average_watch_time,
+        count(*) OVER hour as interaction_len_h,
+        count(*) OVER day as interaction_len_d,
+        count(*) OVER week as interaction_len_w,
+        avg(watch_time) OVER hour as average_watch_time_h,
+        avg(watch_time) OVER day as average_watch_time_d,
+        avg(watch_time) OVER week as average_watch_time_w,
         interaction_date as hour_start
     FROM interactions
     WINDOW
-        week AS (PARTITION BY user_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '1' HOUR PRECEDING AND CURRENT ROW)
+        hour AS (PARTITION BY user_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '1' HOUR PRECEDING AND CURRENT ROW),
+        day AS (PARTITION BY user_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '1' DAY PRECEDING AND CURRENT ROW),
+        week AS (PARTITION BY user_id ORDER BY interaction_date RANGE BETWEEN INTERVAL '7' DAY PRECEDING AND CURRENT ROW)
 """)
 
-sql.register_materialized_view("video_agg_1h", """
-    SELECT * FROM video_agg
-    PIVOT (
-        SUM(interaction_len) FOR interaction_type IN (
-            'like' as "like",
-            'dislike' as "dislike",
-            'view' as "view",
-            'comment' as "comment",
-            'share' as "share",
-            'skip' as "skip"
-        )
-    )
-""")
-
-sql.register_materialized_view("user_agg_1h", """
-    SELECT * FROM user_agg
-    PIVOT (
-        SUM(interaction_len) FOR interaction_type IN (
-            'like' as "like",
-            'dislike' as "dislike",
-            'view' as "view",
-            'comment' as "comment",
-            'share' as "share",
-            'skip' as "skip"
-        )
-    )
-""")
 
 in_fmt = JSONFormat().with_array(False).with_update_format(JSONUpdateFormat.Raw)
 sql.connect_source_kafka("interactions", "kafka_conn_in_interactions", {
    "topics": [config.KAFKA_TOPIC_NAME],
     "bootstrap.servers": config.KAFKA_SERVER_FROM_PIPELINE,
     "auto.offset.reset": "earliest",
+    "poller_threads": 8,
 }, in_fmt)
 
 print("Starting Feldera Pipeline")
 sql.start()
 print("Pipeline started")
 
-sql.wait_for_idle()
-print("Found pipeline to be idle, shutting down...")
+start_time = time.time()
+
+sql.wait_for_idle(idle_interval_s = 1)
+
+end_time = time.time()
+elapsed = end_time - start_time
+
+print(f"Pipeline finished in {elapsed}, shutting down...")
 
 sql.shutdown()
diff --git a/demo/project_demo12-HopsworksTikTokRecSys/config.py b/demo/project_demo12-HopsworksTikTokRecSys/config.py
index 187d72f78..fc75d8a1e 100644
--- a/demo/project_demo12-HopsworksTikTokRecSys/config.py
+++ b/demo/project_demo12-HopsworksTikTokRecSys/config.py
@@ -4,7 +4,7 @@
 
 USERS_AMOUNT_HISTORICAL = 1_000
 VIDEO_AMOUNT_HISTORICAL = 1_000
-INTERACTIONS_AMOUNT_HISTORICAL = 4_000_000
+INTERACTIONS_AMOUNT_HISTORICAL = 50_000_000
 
 USERS_AMOUNT_PIPELINE = 1_000
 VIDEO_AMOUNT_PIPELINE = 1_000
@@ -18,4 +18,5 @@
 SCHEMA_NAME = "interactions_streaming_test_trial_schema1"
 
 KAFKA_SERVER = "localhost:19092"
-KAFKA_SERVER_FROM_PIPELINE = "redpanda:9092"
+#KAFKA_SERVER_FROM_PIPELINE = "redpanda:9092"
+KAFKA_SERVER_FROM_PIPELINE = "localhost:19092"

From 80483606f346b3799350a3e1c7024c63d951155e Mon Sep 17 00:00:00 2001
From: Mihai Budiu <mbudiu@gmail.com>
Date: Thu, 11 Jul 2024 00:05:38 -0700
Subject: [PATCH 4/9] [SQL] Fix bugs in implementations of LIMIT (#2020)

Signed-off-by: Mihai Budiu <mbudiu@feldera.com>
---
 .../operator/DBSPAggregateOperator.java       |  2 +
 .../operator/DBSPDelayOutputOperator.java     |  3 +-
 .../circuit/operator/DBSPHopOperator.java     | 14 +++
 .../circuit/operator/DBSPJoinFilterMap.java   | 12 +++
 .../operator/DBSPStreamAggregateOperator.java |  2 +
 .../backend/rust/ToRustInnerVisitor.java      | 36 ++++---
 .../frontend/CalciteToDBSPCompiler.java       | 11 ++-
 .../visitors/inner/InnerRewriteVisitor.java   |  3 +-
 .../ir/expression/DBSPSortExpression.java     | 17 +++-
 .../simple/IncrementalRegressionTests.java    | 93 +++++++++++++++++++
 ...esssionTests.java => RegressionTests.java} | 59 +++++++++++-
 11 files changed, 229 insertions(+), 23 deletions(-)
 create mode 100644 sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/IncrementalRegressionTests.java
 rename sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/{RegresssionTests.java => RegressionTests.java} (80%)

diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPAggregateOperator.java b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPAggregateOperator.java
index b0b1bcc64..a5cd13d52 100644
--- a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPAggregateOperator.java
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPAggregateOperator.java
@@ -69,4 +69,6 @@ public DBSPOperator withInputs(List<DBSPOperator> newInputs, boolean force) {
                     this.function, this.aggregate, newInputs.get(0), this.isLinear);
         return this;
     }
+
+    // equivalent is inherited from base class
 }
diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPDelayOutputOperator.java b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPDelayOutputOperator.java
index 0e3d94d35..e52b5ea78 100644
--- a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPDelayOutputOperator.java
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPDelayOutputOperator.java
@@ -16,8 +16,7 @@
  * This operator does not have an explicit input; the input is coming implicitly from
  * the corresponding DBSPDelayOperator.  This trick makes all graphs look acyclic.
  * This looks like a source operator, but it has a "hidden" input.
- * The ToDot visitor will correct this situation when drawing them.
- */
+ * The ToDot visitor will correct this situation when drawing them. */
 @NonCoreIR
 public final class DBSPDelayOutputOperator extends DBSPSourceBaseOperator {
     public DBSPDelayOutputOperator(CalciteObject node, DBSPType outputType, boolean isMultiset,
diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPHopOperator.java b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPHopOperator.java
index d074bb2ca..ec513bb46 100644
--- a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPHopOperator.java
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPHopOperator.java
@@ -2,6 +2,7 @@
 
 import org.dbsp.sqlCompiler.compiler.frontend.calciteObject.CalciteObject;
 import org.dbsp.sqlCompiler.compiler.visitors.VisitDecision;
+import org.dbsp.sqlCompiler.compiler.visitors.inner.EquivalenceContext;
 import org.dbsp.sqlCompiler.compiler.visitors.outer.CircuitVisitor;
 import org.dbsp.sqlCompiler.ir.expression.DBSPExpression;
 import org.dbsp.sqlCompiler.ir.type.DBSPType;
@@ -40,6 +41,19 @@ public void accept(CircuitVisitor visitor) {
         visitor.pop(this);
     }
 
+    @Override
+    public boolean equivalent(DBSPOperator other) {
+        if (!super.equivalent(other))
+            return false;
+        DBSPHopOperator hop = other.as(DBSPHopOperator.class);
+        if (hop == null)
+            return false;
+        return EquivalenceContext.equiv(this.interval, hop.interval) &&
+                this.timestampIndex == hop.timestampIndex &&
+                EquivalenceContext.equiv(this.start, hop.start) &&
+                EquivalenceContext.equiv(this.size, hop.size);
+    }
+
     @Override
     public DBSPOperator withFunction(@Nullable DBSPExpression expression, DBSPType outputType) {
         return new DBSPHopOperator(
diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPJoinFilterMap.java b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPJoinFilterMap.java
index 6440006ec..bf97c95ba 100644
--- a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPJoinFilterMap.java
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPJoinFilterMap.java
@@ -2,6 +2,7 @@
 
 import org.dbsp.sqlCompiler.compiler.frontend.calciteObject.CalciteObject;
 import org.dbsp.sqlCompiler.compiler.visitors.VisitDecision;
+import org.dbsp.sqlCompiler.compiler.visitors.inner.EquivalenceContext;
 import org.dbsp.sqlCompiler.compiler.visitors.outer.CircuitVisitor;
 import org.dbsp.sqlCompiler.ir.expression.DBSPExpression;
 import org.dbsp.sqlCompiler.ir.type.DBSPType;
@@ -52,6 +53,17 @@ public DBSPOperator withInputs(List<DBSPOperator> newInputs, boolean force) {
         return this;
     }
 
+    @Override
+    public boolean equivalent(DBSPOperator other) {
+        if (!super.equivalent(other))
+            return false;
+        DBSPJoinFilterMap jfm = other.as(DBSPJoinFilterMap.class);
+        if (jfm == null)
+            return false;
+        return EquivalenceContext.equiv(this.filter, jfm.filter) &&
+                EquivalenceContext.equiv(this.map, jfm.map);
+    }
+
     @Override
     public void accept(CircuitVisitor visitor) {
         visitor.push(this);
diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPStreamAggregateOperator.java b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPStreamAggregateOperator.java
index 00541feb3..225f12ed8 100644
--- a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPStreamAggregateOperator.java
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/circuit/operator/DBSPStreamAggregateOperator.java
@@ -69,4 +69,6 @@ public DBSPOperator withInputs(List<DBSPOperator> newInputs, boolean force) {
                     this.function, this.aggregate, newInputs.get(0), this.isLinear);
         return this;
     }
+
+    // equivalent inherited from base class
 }
diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/backend/rust/ToRustInnerVisitor.java b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/backend/rust/ToRustInnerVisitor.java
index 096a64e50..d3e129a09 100644
--- a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/backend/rust/ToRustInnerVisitor.java
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/backend/rust/ToRustInnerVisitor.java
@@ -54,6 +54,7 @@
 import org.dbsp.sqlCompiler.ir.expression.DBSPForExpression;
 import org.dbsp.sqlCompiler.ir.expression.DBSPIfExpression;
 import org.dbsp.sqlCompiler.ir.expression.DBSPIsNullExpression;
+import org.dbsp.sqlCompiler.ir.expression.DBSPNoComparatorExpression;
 import org.dbsp.sqlCompiler.ir.expression.DBSPOpcode;
 import org.dbsp.sqlCompiler.ir.expression.DBSPPathExpression;
 import org.dbsp.sqlCompiler.ir.expression.DBSPQualifyTypeExpression;
@@ -182,19 +183,28 @@ public VisitDecision preorder(DBSPSortExpression expression) {
         this.builder.append(">)| -> Vec<");
         expression.elementType.accept(this);
         this.builder.append("> {").increase();
-        this.builder.append("let ec = ");
-        expression.comparator.accept(this);
-        this.builder.append(";").newline();
-        this.builder.append("let comp = move |a: &");
-        expression.elementType.accept(this);
-        this.builder.append(", b: &");
-        expression.elementType.accept(this);
-        this.builder.append("| { ec.compare(a, b) };");
-        this.builder.append("let mut v = v.clone();").newline()
-                // we don't use sort_unstable_by because it is
-                // non-deterministic
-                .append("v.sort_by(comp);").newline()
-                .append("v").newline()
+        if (!expression.comparator.is(DBSPNoComparatorExpression.class)) {
+            this.builder.append("let ec = ");
+            expression.comparator.accept(this);
+            this.builder.append(";").newline();
+            this.builder.append("let comp = move |a: &");
+            expression.elementType.accept(this);
+            this.builder.append(", b: &");
+            expression.elementType.accept(this);
+            this.builder.append("| { ec.compare(a, b) };").newline();
+            this.builder.append("let mut v = v.clone();").newline()
+                    // we don't use sort_unstable_by because it is
+                    // non-deterministic
+                    .append("v.sort_by(comp);").newline();
+        } // otherwise the vector doesn't need to be sorted at all
+        if (expression.limit != null) {
+            this.builder.append("let mut v = v.clone();").newline();
+            this.builder.append("v.truncate(");
+            expression.limit.accept(this);
+            this.builder.append(");").newline();
+        }
+        this.builder.append("v");
+        this.builder.newline()
                 .decrease()
                 .append("}");
         return VisitDecision.STOP;
diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/frontend/CalciteToDBSPCompiler.java b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/frontend/CalciteToDBSPCompiler.java
index 0da95e41a..a58c298ed 100644
--- a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/frontend/CalciteToDBSPCompiler.java
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/frontend/CalciteToDBSPCompiler.java
@@ -166,6 +166,7 @@
 import org.dbsp.sqlCompiler.ir.type.primitive.DBSPTypeInteger;
 import org.dbsp.sqlCompiler.ir.type.primitive.DBSPTypeMillisInterval;
 import org.dbsp.sqlCompiler.ir.type.primitive.DBSPTypeTimestamp;
+import org.dbsp.sqlCompiler.ir.type.primitive.DBSPTypeUSize;
 import org.dbsp.sqlCompiler.ir.type.primitive.DBSPTypeVoid;
 import org.dbsp.sqlCompiler.ir.type.user.DBSPTypeIndexedZSet;
 import org.dbsp.sqlCompiler.ir.type.user.DBSPTypeUser;
@@ -1944,10 +1945,14 @@ void visitSort(LogicalSort sort) {
             if (!this.ancestors.isEmpty()) {
                 RelNode last = Utilities.last(this.ancestors);
                 if (last instanceof LogicalAggregate ||
-                    last instanceof LogicalProject) {
+                        last instanceof LogicalProject ||
+                        last instanceof LogicalJoin) {
                     done = true;
                 }
             }
+            if (sort.getCollation().getFieldCollations().isEmpty())
+                // We don't really need to sort; this is just a limit operator
+                done = true;
             if (done) {
                 // We must drop the index we built.
                 DBSPDeindexOperator deindex = new DBSPDeindexOperator(node, integral);
@@ -1987,7 +1992,9 @@ void visitSort(LogicalSort sort) {
                 folder, null, index, false);
         this.circuit.addOperator(agg);
 
-        DBSPSortExpression sorter = new DBSPSortExpression(node, inputRowType, comparator);
+        if (limit != null)
+            limit = limit.cast(new DBSPTypeUSize(node, false));
+        DBSPSortExpression sorter = new DBSPSortExpression(node, inputRowType, comparator, limit);
         DBSPOperator result = new DBSPMapOperator(
                 node, sorter, this.makeZSet(vecType), agg);
         this.assignOperator(sort, result);
diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/visitors/inner/InnerRewriteVisitor.java b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/visitors/inner/InnerRewriteVisitor.java
index 847477724..19286c69b 100644
--- a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/visitors/inner/InnerRewriteVisitor.java
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/compiler/visitors/inner/InnerRewriteVisitor.java
@@ -960,9 +960,10 @@ public VisitDecision preorder(DBSPSortExpression expression) {
         this.push(expression);
         DBSPExpression comparator = this.transform(expression.comparator);
         DBSPType elementType = this.transform(expression.elementType);
+        @Nullable DBSPExpression limit = this.transformN(expression.limit);
         this.pop(expression);
         DBSPExpression result = new DBSPSortExpression(
-                expression.getNode(), elementType, comparator.to(DBSPComparatorExpression.class));
+                expression.getNode(), elementType, comparator.to(DBSPComparatorExpression.class), limit);
         this.map(expression, result);
         return VisitDecision.STOP;
     }
diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/ir/expression/DBSPSortExpression.java b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/ir/expression/DBSPSortExpression.java
index bd58ed581..d39f97e19 100644
--- a/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/ir/expression/DBSPSortExpression.java
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/main/java/org/dbsp/sqlCompiler/ir/expression/DBSPSortExpression.java
@@ -34,6 +34,8 @@
 import org.dbsp.sqlCompiler.ir.type.user.DBSPTypeVec;
 import org.dbsp.util.IIndentStream;
 
+import javax.annotation.Nullable;
+
 /**
  * Represents a closure that sorts an IndexedZSet with empty keys and
  * a Vector of tuples as a value.
@@ -45,8 +47,12 @@
 public final class DBSPSortExpression extends DBSPExpression {
     public final DBSPComparatorExpression comparator;
     public final DBSPType elementType;
+    @Nullable
+    public final DBSPExpression limit;
 
-    public DBSPSortExpression(CalciteObject node, DBSPType elementType, DBSPComparatorExpression comparator) {
+    public DBSPSortExpression(
+            CalciteObject node, DBSPType elementType,
+            DBSPComparatorExpression comparator, @Nullable DBSPExpression limit) {
         super(node, new DBSPTypeFunction(
                 // Return type
                 new DBSPTypeVec(elementType, false),
@@ -56,6 +62,7 @@ public DBSPSortExpression(CalciteObject node, DBSPType elementType, DBSPComparat
                         new DBSPTypeVec(elementType, false).ref())));
         this.comparator = comparator;
         this.elementType = elementType;
+        this.limit = limit;
     }
 
     @Override
@@ -75,7 +82,8 @@ public boolean sameFields(IDBSPNode other) {
         if (o == null)
             return false;
         return this.comparator == o.comparator &&
-                this.elementType == o.elementType;
+                this.elementType == o.elementType &&
+                this.limit == o.limit;
     }
 
     @Override
@@ -88,7 +96,7 @@ public IIndentStream toString(IIndentStream builder) {
     @Override
     public DBSPExpression deepCopy() {
         return new DBSPSortExpression(this.getNode(), this.elementType,
-                this.comparator.deepCopy().to(DBSPComparatorExpression.class));
+                this.comparator.deepCopy().to(DBSPComparatorExpression.class), this.limit);
     }
 
     @Override
@@ -96,6 +104,7 @@ public boolean equivalent(EquivalenceContext context, DBSPExpression other) {
         DBSPSortExpression otherExpression = other.as(DBSPSortExpression.class);
         if (otherExpression == null)
             return false;
-        return this.comparator.equivalent(context, otherExpression.comparator);
+        return this.comparator.equivalent(context, otherExpression.comparator) &&
+                EquivalenceContext.equiv(this.limit, otherExpression.limit);
     }
 }
diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/IncrementalRegressionTests.java b/sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/IncrementalRegressionTests.java
new file mode 100644
index 000000000..0ff072a43
--- /dev/null
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/IncrementalRegressionTests.java
@@ -0,0 +1,93 @@
+package org.dbsp.sqlCompiler.compiler.sql.simple;
+
+import org.dbsp.sqlCompiler.compiler.CompilerOptions;
+import org.dbsp.sqlCompiler.compiler.DBSPCompiler;
+import org.dbsp.sqlCompiler.compiler.sql.SqlIoTest;
+import org.junit.Test;
+
+/** Regression tests that fail in incremental mode */
+public class IncrementalRegressionTests extends SqlIoTest {
+    @Override
+    public DBSPCompiler testCompiler() {
+        CompilerOptions options = this.testOptions(true, true);
+        return new DBSPCompiler(options);
+    }
+
+    @Test
+    public void issue2018() {
+        String sql = """
+                CREATE TABLE customer (
+                    c_id INT,
+                    c_d_id INT,
+                    c_w_id INT,
+                    c_first VARCHAR(16),
+                    c_middle CHAR(2),
+                    c_last VARCHAR(16),
+                    c_street_1 VARCHAR(20),
+                    c_street_2 VARCHAR(20),
+                    c_city VARCHAR(20),
+                    c_state CHAR(2),
+                    c_zip CHAR(9),
+                    c_phone CHAR(16),
+                    c_since TIMESTAMP,
+                    c_credit CHAR(2),
+                    c_credit_lim DECIMAL(12,2),
+                    c_discount DECIMAL(4,4),
+                    c_balance DECIMAL(12,2),
+                    c_ytd_payment DECIMAL(12,2),
+                    c_payment_cnt INT,
+                    c_delivery_cnt INT,
+                    c_data VARCHAR(500),
+                    PRIMARY KEY (c_w_id, c_d_id, c_id),
+                    FOREIGN KEY (c_w_id, c_d_id) REFERENCES district(d_w_id, d_id)
+                );
+                
+                CREATE TABLE transaction_parameters (
+                    txn_id INT PRIMARY KEY,
+                    w_id INT,
+                    d_id INT,
+                    c_id INT,
+                    c_w_id INT,
+                    c_d_id INT,
+                    c_last VARCHAR(20), -- TODO check
+                    h_amount DECIMAL(5,2),
+                    h_date TIMESTAMP,
+                    datetime_ TIMESTAMP
+                );
+                
+                -- incremental fails with this query present
+                CREATE VIEW cust_enum AS
+                SELECT c.c_first, c.c_middle, c.c_id,
+                    c.c_street_1, c.c_street_2, c.c_city, c.c_state, c.c_zip,
+                    c.c_phone, c.c_credit, c.c_credit_lim,
+                    c.c_discount, c.c_balance, c.c_since
+                FROM customer AS c,
+                     transaction_parameters AS t
+                WHERE c.c_last = t.c_last
+                  AND c.c_d_id = t.c_d_id
+                  AND c.c_w_id = t.c_w_id
+                ORDER BY c_first;
+                
+                CREATE VIEW cust_agg AS
+                SELECT ARRAY_AGG(c_id ORDER BY c_first) AS cust_array
+                FROM (SELECT c.c_id, c.c_first
+                      FROM customer AS c,
+                          transaction_parameters AS t
+                      WHERE c.c_last = t.c_last
+                        AND c.c_d_id = t.c_d_id
+                        AND c.c_w_id = t.c_w_id
+                      ORDER BY c_first);
+                
+                CREATE VIEW cust_med AS
+                SELECT c.c_first, c.c_middle, c.c_id,
+                    c.c_street_1, c.c_street_2, c.c_city, c.c_state, c.c_zip,
+                    c.c_phone, c.c_credit, c.c_credit_lim,
+                    c.c_discount, c.c_balance, c.c_since
+                FROM customer as c,
+                     cust_agg as a,
+                     transaction_parameters as t
+                WHERE c.c_id = a.cust_array[(ARRAY_LENGTH(a.cust_array) / 2) + 1];
+                """;
+        this.compileRustTestCase(sql);
+    }
+}
diff --git a/sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/RegresssionTests.java b/sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/RegressionTests.java
similarity index 80%
rename from sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/RegresssionTests.java
rename to sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/RegressionTests.java
index bf3fcfa01..d4251a9ff 100644
--- a/sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/RegresssionTests.java
+++ b/sql-to-dbsp-compiler/SQL-compiler/src/test/java/org/dbsp/sqlCompiler/compiler/sql/simple/RegressionTests.java
@@ -12,7 +12,64 @@
 import org.junit.Ignore;
 import org.junit.Test;
 
-public class RegresssionTests extends SqlIoTest {
+public class RegressionTests extends SqlIoTest {
+    @Test
+    public void issue2017() {
+        String sql = """
+                CREATE TABLE customer (
+                    c_id INT,
+                    c_d_id INT,
+                    c_w_id INT,
+                    c_first VARCHAR(16),
+                    c_middle CHAR(2),
+                    c_last VARCHAR(16),
+                    c_street_1 VARCHAR(20),
+                    c_street_2 VARCHAR(20),
+                    c_city VARCHAR(20),
+                    c_state CHAR(2),
+                    c_zip CHAR(9),
+                    c_phone CHAR(16),
+                    c_since TIMESTAMP,
+                    c_credit CHAR(2),
+                    c_credit_lim DECIMAL(12,2),
+                    c_discount DECIMAL(4,4),
+                    c_balance DECIMAL(12,2),
+                    c_ytd_payment DECIMAL(12,2),
+                    c_payment_cnt INT,
+                    c_delivery_cnt INT,
+                    c_data VARCHAR(500),
+                    PRIMARY KEY (c_w_id, c_d_id, c_id),
+                    FOREIGN KEY (c_w_id, c_d_id) REFERENCES district(d_w_id, d_id)
+                );
+                
+                CREATE TABLE transaction_parameters (
+                    txn_id INT PRIMARY KEY,
+                    w_id INT,
+                    d_id INT,
+                    c_id INT,
+                    c_w_id INT,
+                    c_d_id INT,
+                    c_last VARCHAR(20), -- TODO check
+                    h_amount DECIMAL(5,2),
+                    h_date TIMESTAMP,
+                    datetime_ TIMESTAMP
+                );
+                
+                CREATE VIEW cust_max AS
+                SELECT c.c_first, c.c_middle, c.c_id,
+                    c.c_street_1, c.c_street_2, c.c_city, c.c_state, c.c_zip,
+                    c.c_phone, c.c_credit, c.c_credit_lim,
+                    c.c_discount, c.c_balance, c.c_since
+                FROM customer AS c,
+                     transaction_parameters AS t
+                WHERE c.c_last = t.c_last
+                  AND c.c_d_id = t.c_d_id
+                  AND c.c_w_id = t.c_w_id
+                  AND c_first = (select max(c_first) from customer LIMIT 1)
+                LIMIT 1;""";
+        this.compileRustTestCase(sql);
+    }
+
     @Test
     public void issue1868() {
         String sql = """

From ab835100b6fac552949ca3fe695603ac0b9ae35c Mon Sep 17 00:00:00 2001
From: George <bulakh.96@gmail.com>
Date: Thu, 11 Jul 2024 07:45:22 +0000
Subject: [PATCH 5/9] Add docs for the new WebConsole project

Signed-off-by: George <bulakh.96@gmail.com>
---
 CONTRIBUTING.md                 |  7 +--
 docs/contributors/dev-flow.md   |  2 +-
 web-console-sveltekit/README.md | 84 +++++++++++++++++++++++++--------
 web-console/README.md           | 12 ++---
 4 files changed, 76 insertions(+), 29 deletions(-)

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 35c99a665..bd9bc59df 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -25,14 +25,15 @@ Our known dependencies are:
   - a Java Virtual Machine (at least Java 19)
     - maven
   - graphviz
-- Cloud and UI
+- Cloud
   - Python 3
-  - typescript
   - Redpanda or Kafka
   - Earthly (https://earthly.dev/get-earthly)
+- Web Console
+  - Bun
 
 Additional dependencies are automatically installed by the Rust,
-maven, Python, and typescript build tools.
+maven, Python, and TypeScript build tools.
 
 ## Contribution Flow
 
diff --git a/docs/contributors/dev-flow.md b/docs/contributors/dev-flow.md
index db8e0ca2d..2baa189d4 100644
--- a/docs/contributors/dev-flow.md
+++ b/docs/contributors/dev-flow.md
@@ -32,7 +32,7 @@ You should now be able to access the Web Console at http://localhost:8080/, conn
 You can also open Web Console in dev mode to be able to see your changes to it live:
 
 ```bash
-cd web-console && yarn install && yarn dev
+cd web-console-sveltekit && bun install && bun run dev
 ```
 
 The Web Console in dev mode is available at http://localhost:3000/
diff --git a/web-console-sveltekit/README.md b/web-console-sveltekit/README.md
index 5ce676612..9602192d8 100644
--- a/web-console-sveltekit/README.md
+++ b/web-console-sveltekit/README.md
@@ -1,38 +1,84 @@
-# create-svelte
+# Feldera Web Console
 
-Everything you need to build a Svelte project, powered by [`create-svelte`](https://github.com/sveltejs/kit/tree/main/packages/create-svelte).
+This is the GUI for managing the Feldera deployment.
 
-## Creating a project
-
-If you're seeing this, you've probably already done this step. Congrats!
+## Setup
 
 ```bash
-# create a new project in the current directory
-npm create svelte@latest
+# Install Node on Ubuntu (optional)
+sudo apt-get update
+sudo apt-get install -y ca-certificates curl gnupg
+sudo mkdir -p /etc/apt/keyrings
+curl -fsSL https://deb.nodesource.com/gpgkey/nodesource-repo.gpg.key | sudo gpg --dearmor -o /etc/apt/keyrings/nodesource.gpg
+NODE_MAJOR=20
+echo "deb [signed-by=/etc/apt/keyrings/nodesource.gpg] https://deb.nodesource.com/node_$NODE_MAJOR.x nodistro main" | sudo tee /etc/apt/sources.list.d/nodesource.list
+sudo apt-get update
+sudo apt-get install nodejs -y
+# If you don't run Ubuntu: [other binary distributions for node.js](https://github.com/nodesource/distributions)
+
+# Install Bun
+sudo apt-get update
+sudo apt-get install -y ca-certificates curl gnupg unzip
+sudo curl -fsSL https://bun.sh/install | bash
 
-# create a new project in my-app
-npm create svelte@latest my-app
+# Install OpenAPI typings generator
+sudo bun install --global @hey-api/openapi-ts
+
+# Clone the repo for the UI
+git clone https://github.com/feldera/feldera.git
+cd dbsp/web-console-sveltekit
 ```
 
-## Developing
+## Development
 
-Once you've created a project and installed dependencies with `npm install` (or `pnpm install` or `yarn`), start a development server:
+Install dependencies (needs to be done whenever package.json depencies change):
 
 ```bash
-npm run dev
+bun install
+```
 
-# or start the server and open the app in a new browser tab
-npm run dev -- --open
+Start the development server:
+
+```bash
+bun run dev
 ```
 
-## Building
+Build & export static website:
+
+```bash
+bun build
+```
+
+Format the code & linting:
+
+```bash
+bun run format
+bun run lint
+bun run check
+```
+
+## OpenAPI bindings
+
+The bindings for OpenAPI (under $lib/services/manager) are generated using
+[openapi typescript codegen](https://www.npmjs.com/package/@hey-api/openapi-ts).
 
-To create a production version of your app:
+If you change the API, execute the following steps to update the bindings:
 
 ```bash
-npm run build
+bun run build-openapi # If you need to generate a new openapi.json
+bun run generate-openapi
 ```
 
-You can preview the production build with `npm run preview`.
+## File Organization
 
-> To deploy your app, you may need to install an [adapter](https://kit.svelte.dev/docs/adapters) for your target environment.
+- `src/assets/`: Static assets referenced in UI components, but not served as-is
+- `src/hooks.server.ts`: Point of injection of HTTP request and page load middleware
+- `src/lib/`: Imported modules
+- `src/lib/components/`: Reusable Svelte components
+- `src/lib/compositions/`: Stateful functions that app state management
+- `src/lib/functions/`: Pure functions, or functions that perform side effects through dependency injection
+- `src/lib/functions/common`: Utility functions that are not specific to this project
+- `src/lib/services/`: Functions that describe side effects (persistent storage, networking etc.)
+- `src/lib/types/`: Types used throughout the app
+- `src/routes/`: Web app pages used in file-based routing
+- `static/`: Static assets served as-is
\ No newline at end of file
diff --git a/web-console/README.md b/web-console/README.md
index b21d5ef87..f7d5bc437 100644
--- a/web-console/README.md
+++ b/web-console/README.md
@@ -1,11 +1,12 @@
-# DBSP Web UI
+# Feldera Web Console
 
-This is the web UI for the DBSP project.
+This is the GUI for managing the Feldera deployment.
 
 ## Setup
 
 ```bash
-# Install nodejs
+# Install nodejs on Ubuntu
+
 sudo apt-get update
 sudo apt-get install -y ca-certificates curl gnupg
 sudo mkdir -p /etc/apt/keyrings
@@ -14,6 +15,7 @@ NODE_MAJOR=20
 echo "deb [signed-by=/etc/apt/keyrings/nodesource.gpg] https://deb.nodesource.com/node_$NODE_MAJOR.x nodistro main" | sudo tee /etc/apt/sources.list.d/nodesource.list
 sudo apt-get update
 sudo apt-get install nodejs -y
+# If you don't run Ubuntu: [other binary distributions for node.js](https://github.com/nodesource/distributions)
 
 # Install yarn/openapi generator
 sudo npm install --global yarn
@@ -24,8 +26,6 @@ git clone https://github.com/feldera/feldera.git
 cd dbsp/web-console
 ```
 
-If you don't run ubuntu: [other binary distributions for node.js](https://github.com/nodesource/distributions)
-
 ## Development
 
 Install dependencies (needs to be done whenever package.json depencies change):
@@ -87,4 +87,4 @@ regenerating the API bindings.
 - `lib/functions/common`: Utility functions that are not specific to this project
 - `lib/services/`: Functions that describe side effects (persistent storage, networking etc.)
 - `lib/types/`: Types used throughout the app, OpenAPI generated types.
-- `pages/`: Webapp pages used by file-based routing
+- `pages/`: Webapp pages used in file-based routing

From 040160c817d96f76df811abf0068503c296a4d0a Mon Sep 17 00:00:00 2001
From: George <bulakh.96@gmail.com>
Date: Thu, 11 Jul 2024 15:58:18 +0000
Subject: [PATCH 6/9] Disable sveltekit build

Signed-off-by: George <bulakh.96@gmail.com>
---
 crates/pipeline_manager/build.rs       | 18 +++++++++---------
 crates/pipeline_manager/src/api/mod.rs | 16 ++++++++--------
 2 files changed, 17 insertions(+), 17 deletions(-)

diff --git a/crates/pipeline_manager/build.rs b/crates/pipeline_manager/build.rs
index ad25a35bd..c260e6824 100644
--- a/crates/pipeline_manager/build.rs
+++ b/crates/pipeline_manager/build.rs
@@ -1,7 +1,7 @@
 use change_detection::ChangeDetection;
 use static_files::{resource_dir, NpmBuild};
 use std::path::{Path, PathBuf};
-use std::{env, fs};
+use std::{env /* fs */};
 
 // These are touched during the build, so it would re-build every time if we
 // don't exclude them from change detection:
@@ -11,12 +11,12 @@ const EXCLUDE_LIST: [&str; 4] = [
     "../../web-console/.next",
     "../../web-console/pipeline-manager-",
 ];
-const SVELTEKIT_EXCLUDE_LIST: [&str; 4] = [
-    "../../web-console-sveltekit/node_modules",
-    "../../web-console-sveltekit/build",
-    "../../web-console-sveltekit/.svelte-kit",
-    "../../web-console-sveltekit/pipeline-manager-",
-];
+// const SVELTEKIT_EXCLUDE_LIST: [&str; 4] = [
+//     "../../web-console-sveltekit/node_modules",
+//     "../../web-console-sveltekit/build",
+//     "../../web-console-sveltekit/.svelte-kit",
+//     "../../web-console-sveltekit/pipeline-manager-",
+// ];
 
 /// The build script has two modes:
 ///
@@ -76,7 +76,7 @@ fn main() {
             .unwrap();
     }
 
-    {
+    /*{
         // sveltekit
         if let Ok(webui_out_folder) = env::var("WEBCONSOLE_BUILD_DIR") {
             ChangeDetection::path(&webui_out_folder)
@@ -122,5 +122,5 @@ fn main() {
             let _ = resource_dir.with_generated_filename(out_dir.join("v2").join("generated.rs"));
             resource_dir.build().expect("SvelteKit app failed to build");
         };
-    }
+    }*/
 }
diff --git a/crates/pipeline_manager/src/api/mod.rs b/crates/pipeline_manager/src/api/mod.rs
index 621937818..deab738f6 100644
--- a/crates/pipeline_manager/src/api/mod.rs
+++ b/crates/pipeline_manager/src/api/mod.rs
@@ -277,9 +277,9 @@ pub struct ApiDoc;
 // `static_files` magic.
 include!(concat!(env!("OUT_DIR"), "/generated.rs"));
 
-mod web_v2 {
-    include!(concat!(env!("OUT_DIR"), "/v2/generated.rs"));
-}
+// mod web_v2 {
+//     include!(concat!(env!("OUT_DIR"), "/v2/generated.rs"));
+// }
 
 // The scope for all unauthenticated API endpoints
 fn public_scope() -> Scope {
@@ -295,10 +295,10 @@ fn public_scope() -> Scope {
         .service(ResourceFiles::new("/", generate()))
 }
 
-fn new_scope() -> Scope {
-    web::scope("/new")
-        .service(ResourceFiles::new("/", web_v2::generate()).resolve_not_found_to_root())
-}
+// fn new_scope() -> Scope {
+//     web::scope("/new")
+//         .service(ResourceFiles::new("/", web_v2::generate()).resolve_not_found_to_root())
+// }
 
 // The scope for all authenticated API endpoints
 fn api_scope() -> Scope {
@@ -464,7 +464,7 @@ pub async fn run(db: Arc<Mutex<ProjectDB>>, api_config: ApiServerConfig) -> AnyR
                         let req = crate::auth::tag_with_default_tenant_id(req);
                         srv.call(req)
                     }))
-                    .service(new_scope())
+                    // .service(new_scope())
                     .service(public_scope())
             });
             server.listen(listener)?.run()

From 6dc35e69b10bc8dcc6995df9e5d08641d68729db Mon Sep 17 00:00:00 2001
From: Chris Douglas <chris_douglas@berkeley.edu>
Date: Thu, 11 Jul 2024 18:11:31 +0000
Subject: [PATCH 7/9] Hm. Not getting output from cust_agg

---
 .../tpcc/graphs/byname_max_sql.rs.png         | Bin 61570 -> 61778 bytes
 .../graphs/byname_max_sql_incremental.rs.png  | Bin 53234 -> 54564 bytes
 .../tpcc/graphs/byname_sql.rs.png             | Bin 115197 -> 113961 bytes
 .../tpcc/graphs/byname_sql_incremental.rs.png | Bin 132361 -> 130461 bytes
 .../tpcc/src/byname_max_sql.rs                |  43 ++++---
 .../tpcc/src/byname_max_sql_incremental.rs    |  51 ++++----
 .../tpcc/src/byname_sql.rs                    |  72 +++++------
 .../tpcc/src/byname_sql_incremental.rs        |  88 ++++++-------
 incremental_transactions/tpcc/src/lib.rs      | 119 ++++++++++++++----
 9 files changed, 223 insertions(+), 150 deletions(-)

diff --git a/incremental_transactions/tpcc/graphs/byname_max_sql.rs.png b/incremental_transactions/tpcc/graphs/byname_max_sql.rs.png
index 685eefb41dfb5b764887609818167e93f0842693..fc063dd4c121a64d0dbd6cd429597f328082c5fc 100644
GIT binary patch
delta 40809
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diff --git a/incremental_transactions/tpcc/graphs/byname_max_sql_incremental.rs.png b/incremental_transactions/tpcc/graphs/byname_max_sql_incremental.rs.png
index b2b6b5616308632764bd758d9f789a3fd22642c4..a16c7401af94af898fad0985e07c18ca941109f8 100644
GIT binary patch
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diff --git a/incremental_transactions/tpcc/graphs/byname_sql_incremental.rs.png b/incremental_transactions/tpcc/graphs/byname_sql_incremental.rs.png
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z>~JW5L!_xV7QJb@EED3h7{|g!j&oFhvImOJBGmomLtd>8(4aSC%|_|fub}&doGuJ^
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zwFQxM?b~JwmPo4O=R}TMAonApGep9H$!zpz@cx-SrZf6q(p~!h-%t6^vNJz^mDw)M
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en}*Z}&bT=a8$7eqC-Bl;WvOayj^1eY*Z%`wb^mk#

diff --git a/incremental_transactions/tpcc/src/byname_max_sql.rs b/incremental_transactions/tpcc/src/byname_max_sql.rs
index f6336e04b..10451b669 100644
--- a/incremental_transactions/tpcc/src/byname_max_sql.rs
+++ b/incremental_transactions/tpcc/src/byname_max_sql.rs
@@ -154,23 +154,23 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
             (Tup3::new(cast_to_s_sN((*t_4).6.clone(), 16, false), cast_to_i32_i32N((*t_4).5), cast_to_i32_i32N((*t_4).4)), Tup10::new((*t_4).0, (*t_4).1, (*t_4).2, (*t_4).3, (*t_4).4, (*t_4).5, (*t_4).6.clone(), (*t_4).7.clone(), (*t_4).8, (*t_4).9), )
         });
         // rel#82:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPStreamJoinOperator 5321(840)
-        let stream5321: Stream<_, WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream672.stream_join(&stream717, move |t_5: &Tup3<String, i32, i32>, t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPStreamJoinOperator 5323(840)
+        let stream5323: Stream<_, WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream672.stream_join(&stream717, move |t_5: &Tup3<String, i32, i32>, t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>> {
             Tup14::new((*t_3).3.clone().clone(), (*t_3).4.clone().clone(), (*t_3).0, (*t_3).6.clone().clone(), (*t_3).7.clone().clone(), (*t_3).8.clone().clone(), (*t_3).9.clone().clone(), (*t_3).10.clone().clone(), (*t_3).11.clone().clone(), (*t_3).13.clone().clone(), (*t_3).14.clone().clone(), (*t_3).15.clone().clone(), (*t_3).16.clone().clone(), (*t_3).12)
         });
         // rel#86:LogicalSort.(input=LogicalProject#84,sort0=$0,dir0=DESC,fetch=1)
-        // DBSPMapIndexOperator 5323(929)
-        let stream5323: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5321.map_index(move |t_8: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, | -> 
+        // DBSPMapIndexOperator 5325(929)
+        let stream5325: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5323.map_index(move |t_8: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, | -> 
         ((), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, ) {
             ((), Tup14::new((*t_8).0.clone(), (*t_8).1.clone(), (*t_8).2, (*t_8).3.clone(), (*t_8).4.clone(), (*t_8).5.clone(), (*t_8).6.clone(), (*t_8).7.clone(), (*t_8).8.clone(), (*t_8).9.clone(), (*t_8).10.clone(), (*t_8).11.clone(), (*t_8).12.clone(), (*t_8).13), )
         });
         // rel#86:LogicalSort.(input=LogicalProject#84,sort0=$0,dir0=DESC,fetch=1)
-        // DBSPDifferentiateOperator 5327(937)
-        let stream5327: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5323.differentiate();
+        // DBSPDifferentiateOperator 5329(937)
+        let stream5329: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5325.differentiate();
         // rel#86:LogicalSort.(input=LogicalProject#84,sort0=$0,dir0=DESC,fetch=1)
-        struct Cmpstream5329;
-        impl CmpFunc<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>> for Cmpstream5329 {
+        struct Cmpstream5331;
+        impl CmpFunc<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>> for Cmpstream5331 {
             fn cmp(left: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, right: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>) -> std::cmp::Ordering {
                 let ord = left.0.cmp(&right.0);
                 if ord != Ordering::Equal { return ord.reverse() };
@@ -203,22 +203,25 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
                 return Ordering::Equal;
             }
         }
-        // DBSPIndexedTopKOperator 5329(939)
-        let stream5329: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5327.topk_custom_order::<Cmpstream5329>(cast_to_u_i32(1i32));
+        // DBSPIndexedTopKOperator 5331(939)
+        let stream5331: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5329.topk_custom_order::<Cmpstream5331>(cast_to_u_i32(1i32));
         // rel#86:LogicalSort.(input=LogicalProject#84,sort0=$0,dir0=DESC,fetch=1)
-        // DBSPIntegrateOperator 5331(941)
-        let stream5331: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5329.integrate();
+        // DBSPIntegrateOperator 5333(941)
+        let stream5333: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5331.integrate();
         // rel#86:LogicalSort.(input=LogicalProject#84,sort0=$0,dir0=DESC,fetch=1)
-        // DBSPStreamAggregateOperator 8501(980)
-        let stream8501: Stream<_, IndexedWSet<(), Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>>> = stream5331.stream_aggregate(Fold::<_, _, UnimplementedSemigroup<_>, _, _>::new(Vec::new(), move |t_9: &mut Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>, t_10: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, t_0: Weight, | {
+        // DBSPStreamAggregateOperator 8513(980)
+        let stream8513: Stream<_, IndexedWSet<(), Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>>> = stream5333.stream_aggregate(Fold::<_, _, UnimplementedSemigroup<_>, _, _>::new(Vec::new(), move |t_9: &mut Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>, t_10: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, t_0: Weight, | {
             weighted_push(t_9, t_10, t_0)
         }));
         // rel#86:LogicalSort.(input=LogicalProject#84,sort0=$0,dir0=DESC,fetch=1)
-        // DBSPMapOperator 8503(991)
-        let stream8503: Stream<_, WSet<Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>>> = stream8501.map(move |(k, v): (&(), &Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>)| -> Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>> {
+        // DBSPMapOperator 8515(993)
+        let stream8515: Stream<_, WSet<Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>>> = stream8513.map(move |(k, v): (&(), &Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>)| -> Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>> {
             let ec = Extract::new(move |r: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>| r.0.clone()).rev();
-            let comp = move |a: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, b: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>| { ec.compare(a, b) };let mut v = v.clone();
+            let comp = move |a: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, b: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>| { ec.compare(a, b) };
+            let mut v = v.clone();
             v.sort_by(comp);
+            let mut v = v.clone();
+            v.truncate(cast_to_u_i32(1i32));
             v
         });
         // CREATE VIEW `CUST_MAX_ORDER_BY` AS
@@ -230,10 +233,10 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
         // FETCH NEXT 1 ROWS ONLY
         // ORDER BY `C_FIRST` DESC
         // FETCH NEXT 1 ROWS ONLY
-        // DBSPSinkOperator 8508(1033)
-        let handle8508 = stream8503.output();
+        // DBSPSinkOperator 8520(1035)
+        let handle8520 = stream8515.output();
 
-        Ok((handle49, handle67, handle120, handle143, handle166, handle279, handle337, handle8508, ))
+        Ok((handle49, handle67, handle120, handle143, handle166, handle279, handle337, handle8520, ))
     })?;
     Ok((circuit, streams))
 }
diff --git a/incremental_transactions/tpcc/src/byname_max_sql_incremental.rs b/incremental_transactions/tpcc/src/byname_max_sql_incremental.rs
index 2143b7b38..5c20a3680 100644
--- a/incremental_transactions/tpcc/src/byname_max_sql_incremental.rs
+++ b/incremental_transactions/tpcc/src/byname_max_sql_incremental.rs
@@ -130,44 +130,44 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
         let (stream337, handle337) = circuit.add_input_zset::<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>();
 
         // rel#82:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPFilterOperator 1105(1056)
-        let stream1105: Stream<_, WSet<Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.filter(move |t_1: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
+        // DBSPFilterOperator 1107(1058)
+        let stream1107: Stream<_, WSet<Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.filter(move |t_1: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
         bool {
             (!or_b_b(or_b_b((*t_1).1.is_none(), (*t_1).2.is_none()), (*t_1).5.is_none()))
         });
         // rel#82:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPFilterOperator 1110(1059)
-        let stream1110: Stream<_, WSet<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.filter(move |t_2: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPFilterOperator 1112(1061)
+        let stream1112: Stream<_, WSet<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.filter(move |t_2: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         bool {
             (!or_b_b(or_b_b((*t_2).4.is_none(), (*t_2).5.is_none()), (*t_2).6.is_none()))
         });
         // rel#82:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPMapIndexOperator 1115(1062)
-        let stream1115: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream1105.map_index(move |t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
+        // DBSPMapIndexOperator 1117(1064)
+        let stream1117: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream1107.map_index(move |t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
         (Tup3<String, i32, i32>, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, ) {
             (Tup3::new(cast_to_s_sN((*t_3).5.clone(), 16, false), cast_to_i32_i32N((*t_3).1), cast_to_i32_i32N((*t_3).2)), Tup21::new((*t_3).0, (*t_3).1, (*t_3).2, (*t_3).3.clone(), (*t_3).4.clone(), (*t_3).5.clone(), (*t_3).6.clone(), (*t_3).7.clone(), (*t_3).8.clone(), (*t_3).9.clone(), (*t_3).10.clone(), (*t_3).11.clone(), (*t_3).12, (*t_3).13.clone(), (*t_3).14.clone(), (*t_3).15.clone(), (*t_3).16.clone(), (*t_3).17.clone(), (*t_3).18, (*t_3).19, (*t_3).20.clone()), )
         });
         // rel#82:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPMapIndexOperator 1121(1066)
-        let stream1121: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream1110.map_index(move |t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPMapIndexOperator 1123(1068)
+        let stream1123: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream1112.map_index(move |t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         (Tup3<String, i32, i32>, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, ) {
             (Tup3::new(cast_to_s_sN((*t_4).6.clone(), 16, false), cast_to_i32_i32N((*t_4).5), cast_to_i32_i32N((*t_4).4)), Tup10::new((*t_4).0, (*t_4).1, (*t_4).2, (*t_4).3, (*t_4).4, (*t_4).5, (*t_4).6.clone(), (*t_4).7.clone(), (*t_4).8, (*t_4).9), )
         });
         // rel#82:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPJoinOperator 5493(1072)
-        let stream5493: Stream<_, WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream1115.join(&stream1121, move |t_5: &Tup3<String, i32, i32>, t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPJoinOperator 5495(1074)
+        let stream5495: Stream<_, WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream1117.join(&stream1123, move |t_5: &Tup3<String, i32, i32>, t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>> {
             Tup14::new((*t_3).3.clone().clone(), (*t_3).4.clone().clone(), (*t_3).0, (*t_3).6.clone().clone(), (*t_3).7.clone().clone(), (*t_3).8.clone().clone(), (*t_3).9.clone().clone(), (*t_3).10.clone().clone(), (*t_3).11.clone().clone(), (*t_3).13.clone().clone(), (*t_3).14.clone().clone(), (*t_3).15.clone().clone(), (*t_3).16.clone().clone(), (*t_3).12)
         });
         // rel#86:LogicalSort.(input=LogicalProject#84,sort0=$0,dir0=DESC,fetch=1)
-        // DBSPMapIndexOperator 5495(1075)
-        let stream5495: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5493.map_index(move |t_8: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, | -> 
+        // DBSPMapIndexOperator 5497(1077)
+        let stream5497: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5495.map_index(move |t_8: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, | -> 
         ((), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, ) {
             ((), Tup14::new((*t_8).0.clone(), (*t_8).1.clone(), (*t_8).2, (*t_8).3.clone(), (*t_8).4.clone(), (*t_8).5.clone(), (*t_8).6.clone(), (*t_8).7.clone(), (*t_8).8.clone(), (*t_8).9.clone(), (*t_8).10.clone(), (*t_8).11.clone(), (*t_8).12.clone(), (*t_8).13), )
         });
         // rel#86:LogicalSort.(input=LogicalProject#84,sort0=$0,dir0=DESC,fetch=1)
-        struct Cmpstream5499;
-        impl CmpFunc<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>> for Cmpstream5499 {
+        struct Cmpstream5501;
+        impl CmpFunc<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>> for Cmpstream5501 {
             fn cmp(left: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, right: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>) -> std::cmp::Ordering {
                 let ord = left.0.cmp(&right.0);
                 if ord != Ordering::Equal { return ord.reverse() };
@@ -200,19 +200,22 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
                 return Ordering::Equal;
             }
         }
-        // DBSPIndexedTopKOperator 5499(939)
-        let stream5499: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5495.topk_custom_order::<Cmpstream5499>(cast_to_u_i32(1i32));
+        // DBSPIndexedTopKOperator 5501(939)
+        let stream5501: Stream<_, IndexedWSet<(), Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream5497.topk_custom_order::<Cmpstream5501>(cast_to_u_i32(1i32));
         // rel#86:LogicalSort.(input=LogicalProject#84,sort0=$0,dir0=DESC,fetch=1)
-        // DBSPAggregateOperator 5501(1085)
-        let stream5501: Stream<_, IndexedWSet<(), Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>>> = stream5499.aggregate(Fold::<_, _, UnimplementedSemigroup<_>, _, _>::new(Vec::new(), move |t_9: &mut Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>, t_10: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, t_0: Weight, | {
+        // DBSPAggregateOperator 5503(1087)
+        let stream5503: Stream<_, IndexedWSet<(), Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>>> = stream5501.aggregate(Fold::<_, _, UnimplementedSemigroup<_>, _, _>::new(Vec::new(), move |t_9: &mut Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>, t_10: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, t_0: Weight, | {
             weighted_push(t_9, t_10, t_0)
         }));
         // rel#86:LogicalSort.(input=LogicalProject#84,sort0=$0,dir0=DESC,fetch=1)
-        // DBSPMapOperator 5503(1087)
-        let stream5503: Stream<_, WSet<Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>>> = stream5501.map(move |(k, v): (&(), &Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>)| -> Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>> {
+        // DBSPMapOperator 5505(1089)
+        let stream5505: Stream<_, WSet<Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>>> = stream5503.map(move |(k, v): (&(), &Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>)| -> Vec<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>> {
             let ec = Extract::new(move |r: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>| r.0.clone()).rev();
-            let comp = move |a: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, b: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>| { ec.compare(a, b) };let mut v = v.clone();
+            let comp = move |a: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>, b: &Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>| { ec.compare(a, b) };
+            let mut v = v.clone();
             v.sort_by(comp);
+            let mut v = v.clone();
+            v.truncate(cast_to_u_i32(1i32));
             v
         });
         // CREATE VIEW `CUST_MAX_ORDER_BY` AS
@@ -224,10 +227,10 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
         // FETCH NEXT 1 ROWS ONLY
         // ORDER BY `C_FIRST` DESC
         // FETCH NEXT 1 ROWS ONLY
-        // DBSPSinkOperator 6195(1033)
-        let handle6195 = stream5503.output();
+        // DBSPSinkOperator 6199(1035)
+        let handle6199 = stream5505.output();
 
-        Ok((handle49, handle67, handle120, handle143, handle166, handle279, handle337, handle6195, ))
+        Ok((handle49, handle67, handle120, handle143, handle166, handle279, handle337, handle6199, ))
     })?;
     Ok((circuit, streams))
 }
diff --git a/incremental_transactions/tpcc/src/byname_sql.rs b/incremental_transactions/tpcc/src/byname_sql.rs
index f300da257..70e290756 100644
--- a/incremental_transactions/tpcc/src/byname_sql.rs
+++ b/incremental_transactions/tpcc/src/byname_sql.rs
@@ -170,20 +170,20 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
             (Tup3::new(cast_to_s_sN((*t_4).6.clone(), 16, false), cast_to_i32_i32N((*t_4).5), cast_to_i32_i32N((*t_4).4)), Tup10::new((*t_4).0, (*t_4).1, (*t_4).2, (*t_4).3, (*t_4).4, (*t_4).5, (*t_4).6.clone(), (*t_4).7.clone(), (*t_4).8, (*t_4).9), )
         });
         // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPStreamJoinOperator 3078(801)
-        let stream3078: Stream<_, WSet<Tup2<Option<i32>, Option<String>>>> = stream672.stream_join(&stream717, move |t_5: &Tup3<String, i32, i32>, t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPStreamJoinOperator 2466(781)
+        let stream2466: Stream<_, WSet<Tup2<Option<i32>, Option<String>>>> = stream672.stream_join(&stream717, move |t_5: &Tup3<String, i32, i32>, t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         Tup2<Option<i32>, Option<String>> {
-            Tup2::new(plus_i32N_i32N(plus_i32N_i32N((*t_3).0, (*t_3).2), (*t_3).1), (*t_3).3.clone().clone())
+            Tup2::new((*t_3).0, (*t_3).3.clone().clone())
         });
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapIndexOperator 3080(862)
-        let stream3080: Stream<_, IndexedWSet<Tup0, Tup2<Option<i32>, Option<String>>>> = stream3078.map_index(move |t_8: &Tup2<Option<i32>, Option<String>>, | -> 
+        // DBSPMapIndexOperator 2468(842)
+        let stream2468: Stream<_, IndexedWSet<Tup0, Tup2<Option<i32>, Option<String>>>> = stream2466.map_index(move |t_8: &Tup2<Option<i32>, Option<String>>, | -> 
         (Tup0, Tup2<Option<i32>, Option<String>>, ) {
             (Tup0::new(), Tup2::new((*t_8).0, (*t_8).1.clone()), )
         });
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPStreamAggregateOperator 14148(867)
-        let stream14148: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream3080.stream_aggregate(Fold::<_, _, Semigroup1<Vec<Option<i32>>, ConcatSemigroup<Vec<Option<i32>>>>, _, _>::with_output(Tup1::new(vec!(
+        // DBSPStreamAggregateOperator 13482(847)
+        let stream13482: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream2468.stream_aggregate(Fold::<_, _, Semigroup1<Vec<Option<i32>>, ConcatSemigroup<Vec<Option<i32>>>>, _, _>::with_output(Tup1::new(vec!(
         )), move |t_32: &mut Tup1<Vec<Option<i32>>>, t_9: &Tup2<Option<i32>, Option<String>>, t_34: Weight, | {
             (*t_32) = Tup1::new(array_agg(&mut (*t_32).0, (*t_9).0, t_34, false))
         }, move |t_33: Tup1<Vec<Option<i32>>>, | -> 
@@ -191,79 +191,79 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
             Tup1::new(t_33.0)
         }));
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapOperator 14150(884)
-        let stream14150: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream14148.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
+        // DBSPMapOperator 13484(864)
+        let stream13484: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream13482.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
         Tup1<Vec<Option<i32>>> {
             Tup1::new((*t_11.1).0.clone())
         });
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapOperator 14155(897)
-        let stream14155: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream14148.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
+        // DBSPMapOperator 13489(877)
+        let stream13489: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream13482.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
         Tup1<Vec<Option<i32>>> {
             Tup1::new(vec!(
             ))
         });
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPNegateOperator 14160(900)
-        let stream14160: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream14155.neg();
+        // DBSPNegateOperator 13494(880)
+        let stream13494: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream13489.neg();
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        let stream906 = circuit.add_source(Generator::new(|| if Runtime::worker_index() == 0 {zset!(
+        let stream886 = circuit.add_source(Generator::new(|| if Runtime::worker_index() == 0 {zset!(
             Tup1::new(vec!(
             )) => 1,
         )} else {zset!(
         )}));
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPSumOperator 14162(910)
-        let stream14162: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream906.sum([&stream14160, &stream14150]);
+        // DBSPSumOperator 13496(890)
+        let stream13496: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream886.sum([&stream13494, &stream13484]);
         // CREATE VIEW `CUST_AGG` AS
-        // SELECT ARRAY_AGG(`EXPR$0`.`C_ID` + `EXPR$0`.`C_W_ID` + `EXPR$0`.`C_D_ID` ORDER BY `EXPR$0`.`C_FIRST`) AS `CUST_ARRAY`
+        // SELECT ARRAY_AGG(`EXPR$0`.`C_ID` ORDER BY `EXPR$0`.`C_FIRST`) AS `CUST_ARRAY`
         // FROM (SELECT `C`.`C_ID`, `C`.`C_W_ID`, `C`.`C_D_ID`, `C`.`C_FIRST`
         // FROM `schema`.`CUSTOMER` AS `C`,
         // `schema`.`TRANSACTION_PARAMETERS` AS `T`
         // WHERE `C`.`C_LAST` = `T`.`C_LAST` AND `C`.`C_D_ID` = `T`.`C_D_ID` AND `C`.`C_W_ID` = `T`.`C_W_ID`
         // ORDER BY `C_FIRST`) AS `EXPR$0`
-        // DBSPSinkOperator 14164(924)
-        let handle14164 = stream14162.output();
+        // DBSPSinkOperator 13498(904)
+        let handle13498 = stream13496.output();
 
         // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPMapIndexOperator 1201
-        let stream1201: Stream<_, IndexedWSet<Tup0, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.map_index(move |t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
+        // DBSPMapIndexOperator 1181
+        let stream1181: Stream<_, IndexedWSet<Tup0, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.map_index(move |t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
         (Tup0, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, ) {
             (Tup0::new(), Tup21::new((*t_13).0, (*t_13).1, (*t_13).2, (*t_13).3.clone(), (*t_13).4.clone(), (*t_13).5.clone(), (*t_13).6.clone(), (*t_13).7.clone(), (*t_13).8.clone(), (*t_13).9.clone(), (*t_13).10.clone(), (*t_13).11.clone(), (*t_13).12, (*t_13).13.clone(), (*t_13).14.clone(), (*t_13).15.clone(), (*t_13).16.clone(), (*t_13).17.clone(), (*t_13).18, (*t_13).19, (*t_13).20.clone()), )
         });
         // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPMapIndexOperator 14166(1218)
-        let stream14166: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream14162.map_index(move |t_14: &Tup1<Vec<Option<i32>>>, | -> 
+        // DBSPMapIndexOperator 13500(1198)
+        let stream13500: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream13496.map_index(move |t_14: &Tup1<Vec<Option<i32>>>, | -> 
         (Tup0, Tup1<Vec<Option<i32>>>, ) {
             (Tup0::new(), Tup1::new((*t_14).0.clone()), )
         });
         // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPStreamJoinOperator 14170(1228)
-        let stream14170: Stream<_, WSet<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream1201.stream_join(&stream14166, move |t_16: &Tup0, t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_14: &Tup1<Vec<Option<i32>>>, | -> 
+        // DBSPStreamJoinOperator 13504(1208)
+        let stream13504: Stream<_, WSet<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream1181.stream_join(&stream13500, move |t_16: &Tup0, t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_14: &Tup1<Vec<Option<i32>>>, | -> 
         Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>> {
             Tup22::new((*t_13).0, (*t_13).1, (*t_13).2, (*t_13).3.clone(), (*t_13).4.clone(), (*t_13).5.clone(), (*t_13).6.clone(), (*t_13).7.clone(), (*t_13).8.clone(), (*t_13).9.clone(), (*t_13).10.clone(), (*t_13).11.clone(), (*t_13).12, (*t_13).13.clone(), (*t_13).14.clone(), (*t_13).15.clone(), (*t_13).16.clone(), (*t_13).17.clone(), (*t_13).18, (*t_13).19, (*t_13).20.clone(), (*t_14).0.clone())
         });
         // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPFilterOperator 14175(1230)
-        let stream14175: Stream<_, WSet<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream14170.filter(move |t_15: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, | -> 
+        // DBSPFilterOperator 13509(1210)
+        let stream13509: Stream<_, WSet<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream13504.filter(move |t_15: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, | -> 
         bool {
             wrap_bool(eq_i32N_i32N(plus_i32N_i32N(plus_i32N_i32N((*t_15).0, (*t_15).2), (*t_15).1), index__N_((*t_15).21.clone(), cast_to_u_i32(plus_i32_i32(div_i32_i32(cardinality((*t_15).21.clone()), 2i32), 1i32)) - 1)))
         });
         // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPMapIndexOperator 14178(1498)
-        let stream14178: Stream<_, IndexedWSet<Tup0, Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream14175.map_index(move |t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, | -> 
+        // DBSPMapIndexOperator 13512(1478)
+        let stream13512: Stream<_, IndexedWSet<Tup0, Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream13509.map_index(move |t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, | -> 
         (Tup0, Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, ) {
             (Tup0::new(), Tup22::new((*t_18).0, (*t_18).1, (*t_18).2, (*t_18).3.clone(), (*t_18).4.clone(), (*t_18).5.clone(), (*t_18).6.clone(), (*t_18).7.clone(), (*t_18).8.clone(), (*t_18).9.clone(), (*t_18).10.clone(), (*t_18).11.clone(), (*t_18).12, (*t_18).13.clone(), (*t_18).14.clone(), (*t_18).15.clone(), (*t_18).16.clone(), (*t_18).17.clone(), (*t_18).18, (*t_18).19, (*t_18).20.clone(), (*t_18).21.clone()), )
         });
         // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPMapIndexOperator 1543
-        let stream1543: Stream<_, IndexedWSet<Tup0, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.map_index(move |t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPMapIndexOperator 1523
+        let stream1523: Stream<_, IndexedWSet<Tup0, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.map_index(move |t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         (Tup0, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, ) {
             (Tup0::new(), Tup10::new((*t_19).0, (*t_19).1, (*t_19).2, (*t_19).3, (*t_19).4, (*t_19).5, (*t_19).6.clone(), (*t_19).7.clone(), (*t_19).8, (*t_19).9), )
         });
         // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPStreamJoinOperator 14182(1668)
-        let stream14182: Stream<_, WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream14178.stream_join(&stream1543, move |t_21: &Tup0, t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPStreamJoinOperator 13516(1648)
+        let stream13516: Stream<_, WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream13512.stream_join(&stream1523, move |t_21: &Tup0, t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>> {
             Tup14::new((*t_18).3.clone().clone(), (*t_18).4.clone().clone(), (*t_18).0, (*t_18).6.clone().clone(), (*t_18).7.clone().clone(), (*t_18).8.clone().clone(), (*t_18).9.clone().clone(), (*t_18).10.clone().clone(), (*t_18).11.clone().clone(), (*t_18).13.clone().clone(), (*t_18).14.clone().clone(), (*t_18).15.clone().clone(), (*t_18).16.clone().clone(), (*t_18).12)
         });
@@ -273,10 +273,10 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
         // `schema`.`CUST_AGG` AS `A`,
         // `schema`.`TRANSACTION_PARAMETERS` AS `T`
         // WHERE `C`.`C_ID` + `C`.`C_W_ID` + `C`.`C_D_ID` = `A`.`CUST_ARRAY`[ARRAY_LENGTH(`A`.`CUST_ARRAY`) / 2 + 1]
-        // DBSPSinkOperator 14184(1708)
-        let handle14184 = stream14182.output();
+        // DBSPSinkOperator 13518(1688)
+        let handle13518 = stream13516.output();
 
-        Ok((handle49, handle67, handle120, handle143, handle166, handle279, handle337, handle14164, handle14184, ))
+        Ok((handle49, handle67, handle120, handle143, handle166, handle279, handle337, handle13498, handle13518, ))
     })?;
     Ok((circuit, streams))
 }
diff --git a/incremental_transactions/tpcc/src/byname_sql_incremental.rs b/incremental_transactions/tpcc/src/byname_sql_incremental.rs
index 108da885b..fbeb586a7 100644
--- a/incremental_transactions/tpcc/src/byname_sql_incremental.rs
+++ b/incremental_transactions/tpcc/src/byname_sql_incremental.rs
@@ -146,44 +146,44 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
         let (stream337, handle337) = circuit.add_input_zset::<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>();
 
         // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPFilterOperator 1858(1771)
-        let stream1858: Stream<_, WSet<Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.filter(move |t_1: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
+        // DBSPFilterOperator 1838(1751)
+        let stream1838: Stream<_, WSet<Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.filter(move |t_1: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
         bool {
             (!or_b_b(or_b_b((*t_1).1.is_none(), (*t_1).2.is_none()), (*t_1).5.is_none()))
         });
         // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPFilterOperator 1863(1774)
-        let stream1863: Stream<_, WSet<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.filter(move |t_2: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPFilterOperator 1843(1754)
+        let stream1843: Stream<_, WSet<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.filter(move |t_2: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         bool {
             (!or_b_b(or_b_b((*t_2).4.is_none(), (*t_2).5.is_none()), (*t_2).6.is_none()))
         });
         // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPMapIndexOperator 1868(1777)
-        let stream1868: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream1858.map_index(move |t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
+        // DBSPMapIndexOperator 1848(1757)
+        let stream1848: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream1838.map_index(move |t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
         (Tup3<String, i32, i32>, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, ) {
             (Tup3::new(cast_to_s_sN((*t_3).5.clone(), 16, false), cast_to_i32_i32N((*t_3).1), cast_to_i32_i32N((*t_3).2)), Tup21::new((*t_3).0, (*t_3).1, (*t_3).2, (*t_3).3.clone(), (*t_3).4.clone(), (*t_3).5.clone(), (*t_3).6.clone(), (*t_3).7.clone(), (*t_3).8.clone(), (*t_3).9.clone(), (*t_3).10.clone(), (*t_3).11.clone(), (*t_3).12, (*t_3).13.clone(), (*t_3).14.clone(), (*t_3).15.clone(), (*t_3).16.clone(), (*t_3).17.clone(), (*t_3).18, (*t_3).19, (*t_3).20.clone()), )
         });
         // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPMapIndexOperator 1874(1781)
-        let stream1874: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream1863.map_index(move |t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPMapIndexOperator 1854(1761)
+        let stream1854: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream1843.map_index(move |t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         (Tup3<String, i32, i32>, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, ) {
             (Tup3::new(cast_to_s_sN((*t_4).6.clone(), 16, false), cast_to_i32_i32N((*t_4).5), cast_to_i32_i32N((*t_4).4)), Tup10::new((*t_4).0, (*t_4).1, (*t_4).2, (*t_4).3, (*t_4).4, (*t_4).5, (*t_4).6.clone(), (*t_4).7.clone(), (*t_4).8, (*t_4).9), )
         });
         // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPJoinOperator 3427(1787)
-        let stream3427: Stream<_, WSet<Tup2<Option<i32>, Option<String>>>> = stream1868.join(&stream1874, move |t_5: &Tup3<String, i32, i32>, t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPJoinOperator 2815(1767)
+        let stream2815: Stream<_, WSet<Tup2<Option<i32>, Option<String>>>> = stream1848.join(&stream1854, move |t_5: &Tup3<String, i32, i32>, t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         Tup2<Option<i32>, Option<String>> {
-            Tup2::new(plus_i32N_i32N(plus_i32N_i32N((*t_3).0, (*t_3).2), (*t_3).1), (*t_3).3.clone().clone())
+            Tup2::new((*t_3).0, (*t_3).3.clone().clone())
         });
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapIndexOperator 3429(1790)
-        let stream3429: Stream<_, IndexedWSet<Tup0, Tup2<Option<i32>, Option<String>>>> = stream3427.map_index(move |t_8: &Tup2<Option<i32>, Option<String>>, | -> 
+        // DBSPMapIndexOperator 2817(1770)
+        let stream2817: Stream<_, IndexedWSet<Tup0, Tup2<Option<i32>, Option<String>>>> = stream2815.map_index(move |t_8: &Tup2<Option<i32>, Option<String>>, | -> 
         (Tup0, Tup2<Option<i32>, Option<String>>, ) {
             (Tup0::new(), Tup2::new((*t_8).0, (*t_8).1.clone()), )
         });
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPAggregateOperator 13452(1794)
-        let stream13452: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream3429.aggregate(Fold::<_, _, Semigroup1<Vec<Option<i32>>, ConcatSemigroup<Vec<Option<i32>>>>, _, _>::with_output(Tup1::new(vec!(
+        // DBSPAggregateOperator 12792(1774)
+        let stream12792: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream2817.aggregate(Fold::<_, _, Semigroup1<Vec<Option<i32>>, ConcatSemigroup<Vec<Option<i32>>>>, _, _>::with_output(Tup1::new(vec!(
         )), move |t_32: &mut Tup1<Vec<Option<i32>>>, t_9: &Tup2<Option<i32>, Option<String>>, t_34: Weight, | {
             (*t_32) = Tup1::new(array_agg(&mut (*t_32).0, (*t_9).0, t_34, false))
         }, move |t_33: Tup1<Vec<Option<i32>>>, | -> 
@@ -191,58 +191,58 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
             Tup1::new(t_33.0)
         }));
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapOperator 13454(1796)
-        let stream13454: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream13452.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
+        // DBSPMapOperator 12794(1776)
+        let stream12794: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream12792.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
         Tup1<Vec<Option<i32>>> {
             Tup1::new((*t_11.1).0.clone())
         });
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapOperator 13459(1801)
-        let stream13459: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream13452.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
+        // DBSPMapOperator 12799(1781)
+        let stream12799: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream12792.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
         Tup1<Vec<Option<i32>>> {
             Tup1::new(vec!(
             ))
         });
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPNegateOperator 13464(1804)
-        let stream13464: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream13459.neg();
+        // DBSPNegateOperator 12804(1784)
+        let stream12804: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream12799.neg();
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        let stream906 = circuit.add_source(Generator::new(|| if Runtime::worker_index() == 0 {zset!(
+        let stream886 = circuit.add_source(Generator::new(|| if Runtime::worker_index() == 0 {zset!(
             Tup1::new(vec!(
             )) => 1,
         )} else {zset!(
         )}));
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPDifferentiateOperator 1915(906)
-        let stream1915: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream906.differentiate();
+        // DBSPDifferentiateOperator 1895(886)
+        let stream1895: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream886.differentiate();
         // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPSumOperator 13466(1806)
-        let stream13466: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream1915.sum([&stream13464, &stream13454]);
+        // DBSPSumOperator 12806(1786)
+        let stream12806: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream1895.sum([&stream12804, &stream12794]);
         // CREATE VIEW `CUST_AGG` AS
-        // SELECT ARRAY_AGG(`EXPR$0`.`C_ID` + `EXPR$0`.`C_W_ID` + `EXPR$0`.`C_D_ID` ORDER BY `EXPR$0`.`C_FIRST`) AS `CUST_ARRAY`
+        // SELECT ARRAY_AGG(`EXPR$0`.`C_ID` ORDER BY `EXPR$0`.`C_FIRST`) AS `CUST_ARRAY`
         // FROM (SELECT `C`.`C_ID`, `C`.`C_W_ID`, `C`.`C_D_ID`, `C`.`C_FIRST`
         // FROM `schema`.`CUSTOMER` AS `C`,
         // `schema`.`TRANSACTION_PARAMETERS` AS `T`
         // WHERE `C`.`C_LAST` = `T`.`C_LAST` AND `C`.`C_D_ID` = `T`.`C_D_ID` AND `C`.`C_W_ID` = `T`.`C_W_ID`
         // ORDER BY `C_FIRST`) AS `EXPR$0`
-        // DBSPSinkOperator 13468(924)
-        let handle13468 = stream13466.output();
+        // DBSPSinkOperator 12808(904)
+        let handle12808 = stream12806.output();
 
         // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPMapIndexOperator 1934(1819)
-        let stream1934: Stream<_, IndexedWSet<Tup0, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.map_index(move |t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
+        // DBSPMapIndexOperator 1914(1799)
+        let stream1914: Stream<_, IndexedWSet<Tup0, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.map_index(move |t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
         (Tup0, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, ) {
             (Tup0::new(), Tup21::new((*t_13).0, (*t_13).1, (*t_13).2, (*t_13).3.clone(), (*t_13).4.clone(), (*t_13).5.clone(), (*t_13).6.clone(), (*t_13).7.clone(), (*t_13).8.clone(), (*t_13).9.clone(), (*t_13).10.clone(), (*t_13).11.clone(), (*t_13).12, (*t_13).13.clone(), (*t_13).14.clone(), (*t_13).15.clone(), (*t_13).16.clone(), (*t_13).17.clone(), (*t_13).18, (*t_13).19, (*t_13).20.clone()), )
         });
         // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPMapIndexOperator 13470(1823)
-        let stream13470: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream13466.map_index(move |t_14: &Tup1<Vec<Option<i32>>>, | -> 
+        // DBSPMapIndexOperator 12810(1803)
+        let stream12810: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream12806.map_index(move |t_14: &Tup1<Vec<Option<i32>>>, | -> 
         (Tup0, Tup1<Vec<Option<i32>>>, ) {
             (Tup0::new(), Tup1::new((*t_14).0.clone()), )
         });
         // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPJoinFilterMap 14116(1829)
-        let stream14116: Stream<_, WSet<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream1934.join_flatmap(&stream13470, move |t_16: &Tup0, t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_14: &Tup1<Vec<Option<i32>>>, | -> 
+        // DBSPJoinFilterMap 13450(1809)
+        let stream13450: Stream<_, WSet<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream1914.join_flatmap(&stream12810, move |t_16: &Tup0, t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_14: &Tup1<Vec<Option<i32>>>, | -> 
         Option<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>> {
             let tmp: Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>> = Tup22::new((*t_13).0, (*t_13).1, (*t_13).2, (*t_13).3.clone(), (*t_13).4.clone(), (*t_13).5.clone(), (*t_13).6.clone(), (*t_13).7.clone(), (*t_13).8.clone(), (*t_13).9.clone(), (*t_13).10.clone(), (*t_13).11.clone(), (*t_13).12, (*t_13).13.clone(), (*t_13).14.clone(), (*t_13).15.clone(), (*t_13).16.clone(), (*t_13).17.clone(), (*t_13).18, (*t_13).19, (*t_13).20.clone(), (*t_14).0.clone());
             (if wrap_bool(eq_i32N_i32N(plus_i32N_i32N(plus_i32N_i32N((*&tmp).0, (*&tmp).2), (*&tmp).1), index__N_((*&tmp).21.clone(), cast_to_u_i32(plus_i32_i32(div_i32_i32(cardinality((*&tmp).21.clone()), 2i32), 1i32)) - 1))) {
@@ -252,20 +252,20 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
             })
         });
         // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPMapIndexOperator 14194(1832)
-        let stream14194: Stream<_, IndexedWSet<Tup0, Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream14116.map_index(move |t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, | -> 
+        // DBSPMapIndexOperator 13528(1812)
+        let stream13528: Stream<_, IndexedWSet<Tup0, Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream13450.map_index(move |t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, | -> 
         (Tup0, Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, ) {
             (Tup0::new(), Tup22::new((*t_18).0, (*t_18).1, (*t_18).2, (*t_18).3.clone(), (*t_18).4.clone(), (*t_18).5.clone(), (*t_18).6.clone(), (*t_18).7.clone(), (*t_18).8.clone(), (*t_18).9.clone(), (*t_18).10.clone(), (*t_18).11.clone(), (*t_18).12, (*t_18).13.clone(), (*t_18).14.clone(), (*t_18).15.clone(), (*t_18).16.clone(), (*t_18).17.clone(), (*t_18).18, (*t_18).19, (*t_18).20.clone(), (*t_18).21.clone()), )
         });
         // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPMapIndexOperator 1961(1836)
-        let stream1961: Stream<_, IndexedWSet<Tup0, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.map_index(move |t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPMapIndexOperator 1941(1816)
+        let stream1941: Stream<_, IndexedWSet<Tup0, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.map_index(move |t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         (Tup0, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, ) {
             (Tup0::new(), Tup10::new((*t_19).0, (*t_19).1, (*t_19).2, (*t_19).3, (*t_19).4, (*t_19).5, (*t_19).6.clone(), (*t_19).7.clone(), (*t_19).8, (*t_19).9), )
         });
         // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPJoinOperator 14302(1842)
-        let stream14302: Stream<_, WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream14194.join(&stream1961, move |t_21: &Tup0, t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
+        // DBSPJoinOperator 13636(1822)
+        let stream13636: Stream<_, WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream13528.join(&stream1941, move |t_21: &Tup0, t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
         Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>> {
             Tup14::new((*t_18).3.clone().clone(), (*t_18).4.clone().clone(), (*t_18).0, (*t_18).6.clone().clone(), (*t_18).7.clone().clone(), (*t_18).8.clone().clone(), (*t_18).9.clone().clone(), (*t_18).10.clone().clone(), (*t_18).11.clone().clone(), (*t_18).13.clone().clone(), (*t_18).14.clone().clone(), (*t_18).15.clone().clone(), (*t_18).16.clone().clone(), (*t_18).12)
         });
@@ -275,10 +275,10 @@ pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Opt
         // `schema`.`CUST_AGG` AS `A`,
         // `schema`.`TRANSACTION_PARAMETERS` AS `T`
         // WHERE `C`.`C_ID` + `C`.`C_W_ID` + `C`.`C_D_ID` = `A`.`CUST_ARRAY`[ARRAY_LENGTH(`A`.`CUST_ARRAY`) / 2 + 1]
-        // DBSPSinkOperator 14321(1708)
-        let handle14321 = stream14302.output();
+        // DBSPSinkOperator 13655(1688)
+        let handle13655 = stream13636.output();
 
-        Ok((handle49, handle67, handle120, handle143, handle166, handle279, handle337, handle13468, handle14321, ))
+        Ok((handle49, handle67, handle120, handle143, handle166, handle279, handle337, handle12808, handle13655, ))
     })?;
     Ok((circuit, streams))
 }
diff --git a/incremental_transactions/tpcc/src/lib.rs b/incremental_transactions/tpcc/src/lib.rs
index 4c37cf959..a30054fc6 100644
--- a/incremental_transactions/tpcc/src/lib.rs
+++ b/incremental_transactions/tpcc/src/lib.rs
@@ -7,9 +7,10 @@ pub mod payment_sql_incremental;
 mod test {
     use super::*;
     use dbsp::circuit::CircuitConfig;
-    use rust_decimal::Decimal;
+    // use rust_decimal::Decimal;
 
     #[test]
+    #[allow(unused_variables)]
     fn test_payment_sql() {
         let cconf = CircuitConfig::with_workers(1);
         let (mut circuit, handles) = payment_sql::circuit(cconf).unwrap();
@@ -40,6 +41,7 @@ mod test {
     }
 
     #[test]
+    #[allow(unused_variables)]
     fn test_payment_sql_incremental() {
         let cconf = CircuitConfig::with_workers(1);
         let (mut circuit, handles) = payment_sql_incremental::circuit(cconf).unwrap();
@@ -65,6 +67,7 @@ mod test {
     }
 
     #[test]
+    #[allow(unused_variables)]
     fn test_byname_sql() {
         let cconf = CircuitConfig::with_workers(1);
         let (mut circuit, handles) = byname_sql::circuit(cconf).unwrap();
@@ -79,36 +82,100 @@ mod test {
             out_cust_agg,
             out_cust_byname,
         ) = handles;
-        in_customer.push(
+        let mut customers: Vec<_> = (0..5)
+            .into_iter()
+            .map(|i| {
+                (
+                    (
+                        Some(i),             // c_id
+                        Some(1),             // c_d_id
+                        Some(1),             // c_w_id
+                        Some(i.to_string()), // c_first
+                        None,
+                        Some("Public".to_string()), // c_last
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                    )
+                        .into(),
+                    1,
+                )
+                    .into()
+            })
+            .collect();
+        in_customer.append(&mut customers);
+
+        circuit.step().unwrap();
+        let byname = out_cust_byname.consolidate();
+        let agg = out_cust_agg.consolidate();
+
+        println!("Loaded customers (nothing to join, should be empty):");
+        byname
+            .iter()
+            .for_each(|(tup, _, z_weight)| println!("{:?}: {:?}", tup.0.unwrap(), z_weight));
+        println!("cust_agg:");
+        agg.iter().for_each(|(tup, _, z_weight)| {
+            println!(
+                "{:?}: {:?}",
+                tup.0
+                    .iter()
+                    .map(|x| match x {
+                        Some(value) => format!("{:?}, ", value),
+                        None => "_,".to_string(),
+                    })
+                    .collect::<String>(),
+                z_weight
+            )
+        });
+
+        in_transaction_parameters.push(
             (
-                Some(1),
-                Some(43),
-                Some(44),
-                Some("Alice"),
-                None,
-                Some("Public"),
-                None,
-                None,
-                None,
-                None,
-                None,
-                None,
-                None,
-                None,
-                None,
-                None,
-                None,
-                None,
-                None,
-                None,
-                None,
+                Some(4344),                 // txn_id
+                None,                       // w_id
+                None,                       // d_id
+                None,                       // c_id
+                Some(1),                    // c_w_id
+                Some(1),                    // c_w_id
+                Some("Public".to_string()), // c_last
+                None,                       // h_amount
+                None,                       // h_date
+                None,                       // datetime_
             )
                 .into(),
             1,
         );
-
         circuit.step().unwrap();
+        let byname = out_cust_byname.consolidate().merge(&byname);
+        let agg = out_cust_agg.consolidate().merge(&agg);
+        println!("Result");
+        byname
+            .iter()
+            .for_each(|(tup, _, z_weight)| println!("{:?}: {:?}", tup.0.unwrap(), z_weight));
+        println!("cust_agg:");
+        agg.iter().for_each(|(tup, _, z_weight)| {
+            println!(
+                "{:?}: {:?}",
+                tup.0
+                    .iter()
+                    .map(|x| match x {
+                        Some(value) => format!("{:?}, ", value),
+                        None => "_,".to_string(),
+                    })
+                    .collect::<String>(),
+                z_weight
+            )
+        });
     }
-
-    fn customer(id: i32, w_id: i32,
 }

From 7e7d80cbe9d331b2e9349c9b853925a5b847ce9b Mon Sep 17 00:00:00 2001
From: Chris Douglas <chris_douglas@berkeley.edu>
Date: Fri, 12 Jul 2024 16:05:29 +0000
Subject: [PATCH 8/9] fix byname query

---
 incremental_transactions/tpcc/sql/byname.sql |  12 +-
 incremental_transactions/tpcc/src/lib.rs     | 184 +++++++++++++++----
 2 files changed, 157 insertions(+), 39 deletions(-)

diff --git a/incremental_transactions/tpcc/sql/byname.sql b/incremental_transactions/tpcc/sql/byname.sql
index d72003f5e..6e0871fd9 100644
--- a/incremental_transactions/tpcc/sql/byname.sql
+++ b/incremental_transactions/tpcc/sql/byname.sql
@@ -1,19 +1,21 @@
 CREATE VIEW cust_agg AS
-SELECT ARRAY_AGG((c_id + c_w_id + c_d_id) ORDER BY c_first) AS cust_array
+SELECT c_w_id, c_d_id, ARRAY_AGG(c_id ORDER BY c_first) AS cust_array
 FROM (SELECT c.c_id, c.c_w_id, c.c_d_id, c.c_first
       FROM customer AS c,
           transaction_parameters AS t
       WHERE c.c_last = t.c_last
         AND c.c_d_id = t.c_d_id
-        AND c.c_w_id = t.c_w_id
-      ORDER BY c_first);
+        AND c.c_w_id = t.c_w_id)
+GROUP BY c_w_id, c_d_id;
 
 CREATE VIEW cust_byname AS
-SELECT c.c_first, c.c_middle, c.c_id,
+SELECT c.c_first, c.c_middle, c.c_last, c.c_id, c.c_w_id, c.c_d_id,
     c.c_street_1, c.c_street_2, c.c_city, c.c_state, c.c_zip,
     c.c_phone, c.c_credit, c.c_credit_lim,
     c.c_discount, c.c_balance, c.c_since
 FROM customer as c,
      cust_agg as a,
      transaction_parameters as t
-WHERE (c.c_id + c.c_w_id + c.c_d_id) = a.cust_array[(ARRAY_LENGTH(a.cust_array) / 2) + 1];
+WHERE c.c_w_id = a.c_w_id
+  AND c.c_d_id = a.c_d_id
+  AND c.c_id = a.cust_array[(ARRAY_LENGTH(a.cust_array) / 2) + 1];
diff --git a/incremental_transactions/tpcc/src/lib.rs b/incremental_transactions/tpcc/src/lib.rs
index a30054fc6..6c73f1a65 100644
--- a/incremental_transactions/tpcc/src/lib.rs
+++ b/incremental_transactions/tpcc/src/lib.rs
@@ -68,9 +68,9 @@ mod test {
 
     #[test]
     #[allow(unused_variables)]
-    fn test_byname_sql() {
+    fn test_byname_sql_inc() {
         let cconf = CircuitConfig::with_workers(1);
-        let (mut circuit, handles) = byname_sql::circuit(cconf).unwrap();
+        let (mut circuit, handles) = byname_sql_incremental::circuit(cconf).unwrap();
         let (
             in_warehouse_static,
             in_warehouse,
@@ -88,8 +88,8 @@ mod test {
                 (
                     (
                         Some(i),             // c_id
-                        Some(1),             // c_d_id
-                        Some(1),             // c_w_id
+                        Some(10),             // c_d_id
+                        Some(20),             // c_w_id
                         Some(i.to_string()), // c_first
                         None,
                         Some("Public".to_string()), // c_last
@@ -118,27 +118,143 @@ mod test {
         in_customer.append(&mut customers);
 
         circuit.step().unwrap();
-        let byname = out_cust_byname.consolidate();
         let agg = out_cust_agg.consolidate();
+        let byname = out_cust_byname.consolidate();
 
         println!("Loaded customers (nothing to join, should be empty):");
         byname
             .iter()
             .for_each(|(tup, _, z_weight)| println!("{:?}: {:?}", tup.0.unwrap(), z_weight));
-        println!("cust_agg:");
-        agg.iter().for_each(|(tup, _, z_weight)| {
-            println!(
-                "{:?}: {:?}",
-                tup.0
-                    .iter()
-                    .map(|x| match x {
-                        Some(value) => format!("{:?}, ", value),
-                        None => "_,".to_string(),
-                    })
-                    .collect::<String>(),
-                z_weight
+        // agg.iter().for_each(|(tup, _, z_weight)| {
+        //     println!(
+        //         "{:?}: {:?}",
+        //         tup.0
+        //             .iter()
+        //             .map(|x| match x {
+        //                 Some(value) => format!("{:?}, ", value),
+        //                 None => "_,".to_string(),
+        //             })
+        //             .collect::<String>(),
+        //         z_weight
+        //     )
+        // });
+
+        in_transaction_parameters.push(
+            (
+                Some(4344),                 // txn_id
+                None,                       // w_id
+                None,                       // d_id
+                None,                       // c_id
+                Some(20),                    // c_w_id
+                Some(10),                    // c_w_id
+                Some("Public".to_string()), // c_last
+                None,                       // h_amount
+                None,                       // h_date
+                None,                       // datetime_
             )
-        });
+                .into(),
+            1,
+        );
+        circuit.step().unwrap();
+        let agg = out_cust_agg.consolidate(); // .merge(&agg);
+        let byname = out_cust_byname.consolidate(); // .merge(&byname);
+        println!("Result");
+        byname
+            .iter()
+            // .for_each(|(tup, _, z_weight)| println!("{:?}: {:?}", tup, z_weight));
+            .for_each(|(tup, _, z_weight)| println!("{:?} {:?}", tup, z_weight));
+            // .for_each(|(tup, _, z_weight)| println!("{:?} {:?} {:?} {:?} {:?} {:?}", tup.0.unwrap(), tup.2.unwrap(), tup.3.unwrap(), tup.4.unwrap(), tup.5.unwrap(), z_weight));
+        println!("cust_agg:");
+        agg.iter().for_each(|(tup, _, z_weight)| println!("{:?}: {:?}", tup.0.unwrap(), z_weight));
+        // println!("cust_agg:");
+        // agg.iter().for_each(|(tup, _, z_weight)| {
+        //     println!(
+        //         "{:?}: {:?}",
+        //         tup.0
+        //             .iter()
+        //             .map(|x| match x {
+        //                 Some(value) => format!("{:?}, ", value),
+        //                 None => "_,".to_string(),
+        //             })
+        //             .collect::<String>(),
+        //         z_weight
+        //     )
+        // });
+    }
+
+    #[test]
+    #[allow(unused_variables)]
+    fn test_byname_sql() {
+        let cconf = CircuitConfig::with_workers(1);
+        let (mut circuit, handles) = byname_sql::circuit(cconf).unwrap();
+        let (
+            in_warehouse_static,
+            in_warehouse,
+            in_district_static,
+            in_district_next_id,
+            in_district_ytd,
+            in_customer,
+            in_transaction_parameters,
+            out_cust_agg,
+            out_cust_byname,
+        ) = handles;
+        let mut customers: Vec<_> = (0..5)
+            .into_iter()
+            .map(|i| {
+                (
+                    (
+                        Some(i),             // c_id
+                        Some(1),             // c_d_id
+                        Some(1),             // c_w_id
+                        Some(i.to_string()), // c_first
+                        None,
+                        Some("Public".to_string()), // c_last
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                        None,
+                    )
+                        .into(),
+                    1,
+                )
+                    .into()
+            })
+            .collect();
+        in_customer.append(&mut customers);
+
+        // circuit.step().unwrap();
+        // let byname = out_cust_byname.consolidate();
+        // let agg = out_cust_agg.consolidate();
+
+        // println!("Loaded customers (nothing to join, should be empty):");
+        // byname
+        //     .iter()
+        //     .for_each(|(tup, _, z_weight)| println!("{:?}: {:?}", tup.0.unwrap(), z_weight));
+        // println!("cust_agg:");
+        // agg.iter().for_each(|(tup, _, z_weight)| {
+        //     println!(
+        //         "{:?}: {:?}",
+        //         tup.0
+        //             .iter()
+        //             .map(|x| match x {
+        //                 Some(value) => format!("{:?}, ", value),
+        //                 None => "_,".to_string(),
+        //             })
+        //             .collect::<String>(),
+        //         z_weight
+        //     )
+        // });
 
         in_transaction_parameters.push(
             (
@@ -157,25 +273,25 @@ mod test {
             1,
         );
         circuit.step().unwrap();
-        let byname = out_cust_byname.consolidate().merge(&byname);
-        let agg = out_cust_agg.consolidate().merge(&agg);
+        let byname = out_cust_byname.consolidate(); // .merge(&byname);
+        let agg = out_cust_agg.consolidate(); // .merge(&agg);
         println!("Result");
         byname
             .iter()
             .for_each(|(tup, _, z_weight)| println!("{:?}: {:?}", tup.0.unwrap(), z_weight));
-        println!("cust_agg:");
-        agg.iter().for_each(|(tup, _, z_weight)| {
-            println!(
-                "{:?}: {:?}",
-                tup.0
-                    .iter()
-                    .map(|x| match x {
-                        Some(value) => format!("{:?}, ", value),
-                        None => "_,".to_string(),
-                    })
-                    .collect::<String>(),
-                z_weight
-            )
-        });
+        // println!("cust_agg:");
+        // agg.iter().for_each(|(tup, _, z_weight)| {
+        //     println!(
+        //         "{:?}: {:?}",
+        //         tup.0
+        //             .iter()
+        //             .map(|x| match x {
+        //                 Some(value) => format!("{:?}, ", value),
+        //                 None => "_,".to_string(),
+        //             })
+        //             .collect::<String>(),
+        //         z_weight
+        //     )
+        // });
     }
 }

From 78f669ed831de0ddf170b0b3ac38465e4a7bb07a Mon Sep 17 00:00:00 2001
From: Chris Douglas <chris_douglas@berkeley.edu>
Date: Fri, 12 Jul 2024 16:07:29 +0000
Subject: [PATCH 9/9] ignore generated artifacts

---
 incremental_transactions/tpcc/.gitignore      |   5 +
 .../tpcc/graphs/byname_max_sql.rs.png         | Bin 61778 -> 0 bytes
 .../graphs/byname_max_sql_incremental.rs.png  | Bin 54564 -> 0 bytes
 .../tpcc/graphs/byname_sql.rs.png             | Bin 113961 -> 0 bytes
 .../tpcc/graphs/byname_sql_incremental.rs.png | Bin 130461 -> 0 bytes
 .../tpcc/src/byname_sql.rs                    | 284 -----------------
 .../tpcc/src/byname_sql_incremental.rs        | 286 ------------------
 7 files changed, 5 insertions(+), 570 deletions(-)
 create mode 100644 incremental_transactions/tpcc/.gitignore
 delete mode 100644 incremental_transactions/tpcc/graphs/byname_max_sql.rs.png
 delete mode 100644 incremental_transactions/tpcc/graphs/byname_max_sql_incremental.rs.png
 delete mode 100644 incremental_transactions/tpcc/graphs/byname_sql.rs.png
 delete mode 100644 incremental_transactions/tpcc/graphs/byname_sql_incremental.rs.png
 delete mode 100644 incremental_transactions/tpcc/src/byname_sql.rs
 delete mode 100644 incremental_transactions/tpcc/src/byname_sql_incremental.rs

diff --git a/incremental_transactions/tpcc/.gitignore b/incremental_transactions/tpcc/.gitignore
new file mode 100644
index 000000000..714c1b123
--- /dev/null
+++ b/incremental_transactions/tpcc/.gitignore
@@ -0,0 +1,5 @@
+graphs/
+handles/
+
+src/byname_sql.rs
+src/byname_sql_incremental.rs
diff --git a/incremental_transactions/tpcc/graphs/byname_max_sql.rs.png b/incremental_transactions/tpcc/graphs/byname_max_sql.rs.png
deleted file mode 100644
index fc063dd4c121a64d0dbd6cd429597f328082c5fc..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/incremental_transactions/tpcc/graphs/byname_max_sql_incremental.rs.png b/incremental_transactions/tpcc/graphs/byname_max_sql_incremental.rs.png
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diff --git a/incremental_transactions/tpcc/graphs/byname_sql.rs.png b/incremental_transactions/tpcc/graphs/byname_sql.rs.png
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diff --git a/incremental_transactions/tpcc/src/byname_sql.rs b/incremental_transactions/tpcc/src/byname_sql.rs
deleted file mode 100644
index 70e290756..000000000
--- a/incremental_transactions/tpcc/src/byname_sql.rs
+++ /dev/null
@@ -1,284 +0,0 @@
-// Automatically-generated file
-#![allow(dead_code)]
-#![allow(non_snake_case)]
-#![allow(unused_imports)]
-#![allow(unused_parens)]
-#![allow(unused_variables)]
-#![allow(unused_mut)]
-#![allow(unconditional_panic)]
-
-#![allow(non_camel_case_types)]
-
-#[cfg(test)]
-use hashing::*;
-use dbsp::{
-    algebra::{ZSet, MulByRef, F32, F64, Semigroup, SemigroupValue, ZRingValue,
-         UnimplementedSemigroup, DefaultSemigroup, HasZero, AddByRef, NegByRef,
-         AddAssignByRef,
-    },
-    circuit::{checkpointer::Checkpoint, Circuit, CircuitConfig, Stream},
-    operator::{
-        Generator,
-        FilterMap,
-        Fold,
-        time_series::{RelRange, RelOffset, OrdPartitionedIndexedZSet},
-        MaxSemigroup,
-        MinSemigroup,
-        CmpFunc,
-    },
-    OrdIndexedZSet, OrdZSet,
-    TypedBox,
-    utils::*,
-    zset,
-    indexed_zset,
-    DBWeight,
-    DBData,
-    DBSPHandle,
-    Error,
-    Runtime,
-    NumEntries,
-    MapHandle, ZSetHandle, OutputHandle,
-    dynamic::{DynData,DynDataTyped},
-};
-use dbsp_adapters::Catalog;
-use pipeline_types::{deserialize_table_record, serialize_table_record};
-use size_of::*;
-use ::serde::{Deserialize,Serialize};
-use compare::{Compare, Extract};
-use std::{
-    collections::BTreeMap,
-    convert::identity,
-    ops::Neg,
-    fmt::{Debug, Formatter, Result as FmtResult},
-    path::Path,
-    marker::PhantomData,
-};
-use core::cmp::Ordering;
-use rust_decimal::Decimal;
-use dbsp::declare_tuples;
-use json::*;
-use sqllib::{
-    *,
-    array::*,
-    casts::*,
-    binary::*,
-    geopoint::*,
-    timestamp::*,
-    interval::*,
-    string::*,
-    operators::*,
-    aggregates::*,
-};
-use sqlvalue::*;
-#[cfg(test)]
-use readers::*;
-#[cfg(test)]
-use sqlx::{AnyConnection, any::AnyRow, Row};
-
-
-
-#[derive(Clone)]
-pub struct Semigroup1<T0, TS0>(PhantomData<(T0, TS0)>);
-
-impl<T0, TS0> Semigroup<Tup1<T0, >> for Semigroup1<T0, TS0>
-where
-    TS0: Semigroup<T0>
-{
-    fn combine(left: &Tup1<T0, >, right:&Tup1<T0, >) -> Tup1<T0, > {
-        Tup1::new(
-            TS0::combine(&left.0, &right.0),
-        )
-    }
-}
-declare_tuples! {
-    Tup21<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20>,
-    Tup22<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21>,
-    Tup14<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13>,
-}
-
-pipeline_types::deserialize_without_context!(Tup21, T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20);
-pipeline_types::deserialize_without_context!(Tup22, T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21);
-pipeline_types::deserialize_without_context!(Tup14, T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13);
-
-sqlvalue::to_sql_row_impl! {
-    Tup21<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20>,
-    Tup22<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21>,
-    Tup14<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13>,
-}
-
-
-pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>>>, ZSetHandle<Tup2<Option<i32>, Option<Decimal>>>, ZSetHandle<Tup9<Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>>>, ZSetHandle<Tup3<Option<i32>, Option<i32>, Option<i32>>>, ZSetHandle<Tup3<Option<i32>, Option<i32>, Option<Decimal>>>, ZSetHandle<Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>, ZSetHandle<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>, OutputHandle<WSet<Tup1<Vec<Option<i32>>>>>, OutputHandle<WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>>, )), Error> {
-
-    let (circuit, streams) = Runtime::init_circuit(cconf, |circuit| {
-        // CREATE TABLE `WAREHOUSE_STATIC` (`W_ID` INTEGER PRIMARY KEY, `W_NAME` VARCHAR(10), `W_STREET_1` VARCHAR(20), `W_STREET_2` VARCHAR(20), `W_CITY` VARCHAR(20), `W_STATE` CHAR(2), `W_ZIP` CHAR(9), `W_TAX` DECIMAL(4, 4))
-        // DBSPSourceMultisetOperator 49
-        // CREATE TABLE `WAREHOUSE_STATIC` (`W_ID` INTEGER PRIMARY KEY, `W_NAME` VARCHAR(10), `W_STREET_1` VARCHAR(20), `W_STREET_2` VARCHAR(20), `W_CITY` VARCHAR(20), `W_STATE` CHAR(2), `W_ZIP` CHAR(9), `W_TAX` DECIMAL(4, 4))
-        let (stream49, handle49) = circuit.add_input_zset::<Tup8<Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>>>();
-
-        // CREATE TABLE `WAREHOUSE` (`W_ID` INTEGER PRIMARY KEY, `W_YTD` DECIMAL(12, 2))
-        // DBSPSourceMultisetOperator 67
-        // CREATE TABLE `WAREHOUSE` (`W_ID` INTEGER PRIMARY KEY, `W_YTD` DECIMAL(12, 2))
-        let (stream67, handle67) = circuit.add_input_zset::<Tup2<Option<i32>, Option<Decimal>>>();
-
-        // CREATE TABLE `DISTRICT_STATIC` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_NAME` VARCHAR(10), `D_STREET_1` VARCHAR(20), `D_STREET_2` VARCHAR(20), `D_CITY` VARCHAR(20), `D_STATE` CHAR(2), `D_ZIP` CHAR(9), `D_TAX` DECIMAL(4, 4), PRIMARY KEY (`D_W_ID`, `D_ID`))
-        // DBSPSourceMultisetOperator 120
-        // CREATE TABLE `DISTRICT_STATIC` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_NAME` VARCHAR(10), `D_STREET_1` VARCHAR(20), `D_STREET_2` VARCHAR(20), `D_CITY` VARCHAR(20), `D_STATE` CHAR(2), `D_ZIP` CHAR(9), `D_TAX` DECIMAL(4, 4), PRIMARY KEY (`D_W_ID`, `D_ID`))
-        let (stream120, handle120) = circuit.add_input_zset::<Tup9<Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>>>();
-
-        // CREATE TABLE `DISTRICT_NEXT_ID` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_NEXT_O_ID` INTEGER, PRIMARY KEY (`D_W_ID`, `D_ID`))
-        // DBSPSourceMultisetOperator 143
-        // CREATE TABLE `DISTRICT_NEXT_ID` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_NEXT_O_ID` INTEGER, PRIMARY KEY (`D_W_ID`, `D_ID`))
-        let (stream143, handle143) = circuit.add_input_zset::<Tup3<Option<i32>, Option<i32>, Option<i32>>>();
-
-        // CREATE TABLE `DISTRICT_YTD` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_YTD` DECIMAL(12, 2), PRIMARY KEY (`D_W_ID`, `D_ID`))
-        // DBSPSourceMultisetOperator 166
-        // CREATE TABLE `DISTRICT_YTD` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_YTD` DECIMAL(12, 2), PRIMARY KEY (`D_W_ID`, `D_ID`))
-        let (stream166, handle166) = circuit.add_input_zset::<Tup3<Option<i32>, Option<i32>, Option<Decimal>>>();
-
-        // CREATE TABLE `CUSTOMER` (`C_ID` INTEGER, `C_D_ID` INTEGER, `C_W_ID` INTEGER, `C_FIRST` VARCHAR(16), `C_MIDDLE` CHAR(2), `C_LAST` VARCHAR(16), `C_STREET_1` VARCHAR(20), `C_STREET_2` VARCHAR(20), `C_CITY` VARCHAR(20), `C_STATE` CHAR(2), `C_ZIP` CHAR(9), `C_PHONE` CHAR(16), `C_SINCE` TIMESTAMP, `C_CREDIT` CHAR(2), `C_CREDIT_LIM` DECIMAL(12, 2), `C_DISCOUNT` DECIMAL(4, 4), `C_BALANCE` DECIMAL(12, 2), `C_YTD_PAYMENT` DECIMAL(12, 2), `C_PAYMENT_CNT` INTEGER, `C_DELIVERY_CNT` INTEGER, `C_DATA` VARCHAR(500), PRIMARY KEY (`C_W_ID`, `C_D_ID`, `C_ID`))
-        // DBSPSourceMultisetOperator 279
-        // CREATE TABLE `CUSTOMER` (`C_ID` INTEGER, `C_D_ID` INTEGER, `C_W_ID` INTEGER, `C_FIRST` VARCHAR(16), `C_MIDDLE` CHAR(2), `C_LAST` VARCHAR(16), `C_STREET_1` VARCHAR(20), `C_STREET_2` VARCHAR(20), `C_CITY` VARCHAR(20), `C_STATE` CHAR(2), `C_ZIP` CHAR(9), `C_PHONE` CHAR(16), `C_SINCE` TIMESTAMP, `C_CREDIT` CHAR(2), `C_CREDIT_LIM` DECIMAL(12, 2), `C_DISCOUNT` DECIMAL(4, 4), `C_BALANCE` DECIMAL(12, 2), `C_YTD_PAYMENT` DECIMAL(12, 2), `C_PAYMENT_CNT` INTEGER, `C_DELIVERY_CNT` INTEGER, `C_DATA` VARCHAR(500), PRIMARY KEY (`C_W_ID`, `C_D_ID`, `C_ID`))
-        let (stream279, handle279) = circuit.add_input_zset::<Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>();
-
-        // CREATE TABLE `TRANSACTION_PARAMETERS` (`TXN_ID` INTEGER PRIMARY KEY, `W_ID` INTEGER, `D_ID` INTEGER, `C_ID` INTEGER, `C_W_ID` INTEGER, `C_D_ID` INTEGER, `C_LAST` VARCHAR(16), `H_AMOUNT` DECIMAL(5, 2), `H_DATE` TIMESTAMP, `DATETIME_` TIMESTAMP)
-        // DBSPSourceMultisetOperator 337
-        // CREATE TABLE `TRANSACTION_PARAMETERS` (`TXN_ID` INTEGER PRIMARY KEY, `W_ID` INTEGER, `D_ID` INTEGER, `C_ID` INTEGER, `C_W_ID` INTEGER, `C_D_ID` INTEGER, `C_LAST` VARCHAR(16), `H_AMOUNT` DECIMAL(5, 2), `H_DATE` TIMESTAMP, `DATETIME_` TIMESTAMP)
-        let (stream337, handle337) = circuit.add_input_zset::<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>();
-
-        // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPFilterOperator 405
-        let stream405: Stream<_, WSet<Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.filter(move |t_1: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
-        bool {
-            (!or_b_b(or_b_b((*t_1).1.is_none(), (*t_1).2.is_none()), (*t_1).5.is_none()))
-        });
-        // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPFilterOperator 430
-        let stream430: Stream<_, WSet<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.filter(move |t_2: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
-        bool {
-            (!or_b_b(or_b_b((*t_2).4.is_none(), (*t_2).5.is_none()), (*t_2).6.is_none()))
-        });
-        // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPMapIndexOperator 672
-        let stream672: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream405.map_index(move |t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
-        (Tup3<String, i32, i32>, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, ) {
-            (Tup3::new(cast_to_s_sN((*t_3).5.clone(), 16, false), cast_to_i32_i32N((*t_3).1), cast_to_i32_i32N((*t_3).2)), Tup21::new((*t_3).0, (*t_3).1, (*t_3).2, (*t_3).3.clone(), (*t_3).4.clone(), (*t_3).5.clone(), (*t_3).6.clone(), (*t_3).7.clone(), (*t_3).8.clone(), (*t_3).9.clone(), (*t_3).10.clone(), (*t_3).11.clone(), (*t_3).12, (*t_3).13.clone(), (*t_3).14.clone(), (*t_3).15.clone(), (*t_3).16.clone(), (*t_3).17.clone(), (*t_3).18, (*t_3).19, (*t_3).20.clone()), )
-        });
-        // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPMapIndexOperator 717
-        let stream717: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream430.map_index(move |t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
-        (Tup3<String, i32, i32>, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, ) {
-            (Tup3::new(cast_to_s_sN((*t_4).6.clone(), 16, false), cast_to_i32_i32N((*t_4).5), cast_to_i32_i32N((*t_4).4)), Tup10::new((*t_4).0, (*t_4).1, (*t_4).2, (*t_4).3, (*t_4).4, (*t_4).5, (*t_4).6.clone(), (*t_4).7.clone(), (*t_4).8, (*t_4).9), )
-        });
-        // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPStreamJoinOperator 2466(781)
-        let stream2466: Stream<_, WSet<Tup2<Option<i32>, Option<String>>>> = stream672.stream_join(&stream717, move |t_5: &Tup3<String, i32, i32>, t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
-        Tup2<Option<i32>, Option<String>> {
-            Tup2::new((*t_3).0, (*t_3).3.clone().clone())
-        });
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapIndexOperator 2468(842)
-        let stream2468: Stream<_, IndexedWSet<Tup0, Tup2<Option<i32>, Option<String>>>> = stream2466.map_index(move |t_8: &Tup2<Option<i32>, Option<String>>, | -> 
-        (Tup0, Tup2<Option<i32>, Option<String>>, ) {
-            (Tup0::new(), Tup2::new((*t_8).0, (*t_8).1.clone()), )
-        });
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPStreamAggregateOperator 13482(847)
-        let stream13482: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream2468.stream_aggregate(Fold::<_, _, Semigroup1<Vec<Option<i32>>, ConcatSemigroup<Vec<Option<i32>>>>, _, _>::with_output(Tup1::new(vec!(
-        )), move |t_32: &mut Tup1<Vec<Option<i32>>>, t_9: &Tup2<Option<i32>, Option<String>>, t_34: Weight, | {
-            (*t_32) = Tup1::new(array_agg(&mut (*t_32).0, (*t_9).0, t_34, false))
-        }, move |t_33: Tup1<Vec<Option<i32>>>, | -> 
-        Tup1<Vec<Option<i32>>> {
-            Tup1::new(t_33.0)
-        }));
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapOperator 13484(864)
-        let stream13484: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream13482.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
-        Tup1<Vec<Option<i32>>> {
-            Tup1::new((*t_11.1).0.clone())
-        });
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapOperator 13489(877)
-        let stream13489: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream13482.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
-        Tup1<Vec<Option<i32>>> {
-            Tup1::new(vec!(
-            ))
-        });
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPNegateOperator 13494(880)
-        let stream13494: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream13489.neg();
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        let stream886 = circuit.add_source(Generator::new(|| if Runtime::worker_index() == 0 {zset!(
-            Tup1::new(vec!(
-            )) => 1,
-        )} else {zset!(
-        )}));
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPSumOperator 13496(890)
-        let stream13496: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream886.sum([&stream13494, &stream13484]);
-        // CREATE VIEW `CUST_AGG` AS
-        // SELECT ARRAY_AGG(`EXPR$0`.`C_ID` ORDER BY `EXPR$0`.`C_FIRST`) AS `CUST_ARRAY`
-        // FROM (SELECT `C`.`C_ID`, `C`.`C_W_ID`, `C`.`C_D_ID`, `C`.`C_FIRST`
-        // FROM `schema`.`CUSTOMER` AS `C`,
-        // `schema`.`TRANSACTION_PARAMETERS` AS `T`
-        // WHERE `C`.`C_LAST` = `T`.`C_LAST` AND `C`.`C_D_ID` = `T`.`C_D_ID` AND `C`.`C_W_ID` = `T`.`C_W_ID`
-        // ORDER BY `C_FIRST`) AS `EXPR$0`
-        // DBSPSinkOperator 13498(904)
-        let handle13498 = stream13496.output();
-
-        // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPMapIndexOperator 1181
-        let stream1181: Stream<_, IndexedWSet<Tup0, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.map_index(move |t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
-        (Tup0, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, ) {
-            (Tup0::new(), Tup21::new((*t_13).0, (*t_13).1, (*t_13).2, (*t_13).3.clone(), (*t_13).4.clone(), (*t_13).5.clone(), (*t_13).6.clone(), (*t_13).7.clone(), (*t_13).8.clone(), (*t_13).9.clone(), (*t_13).10.clone(), (*t_13).11.clone(), (*t_13).12, (*t_13).13.clone(), (*t_13).14.clone(), (*t_13).15.clone(), (*t_13).16.clone(), (*t_13).17.clone(), (*t_13).18, (*t_13).19, (*t_13).20.clone()), )
-        });
-        // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPMapIndexOperator 13500(1198)
-        let stream13500: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream13496.map_index(move |t_14: &Tup1<Vec<Option<i32>>>, | -> 
-        (Tup0, Tup1<Vec<Option<i32>>>, ) {
-            (Tup0::new(), Tup1::new((*t_14).0.clone()), )
-        });
-        // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPStreamJoinOperator 13504(1208)
-        let stream13504: Stream<_, WSet<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream1181.stream_join(&stream13500, move |t_16: &Tup0, t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_14: &Tup1<Vec<Option<i32>>>, | -> 
-        Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>> {
-            Tup22::new((*t_13).0, (*t_13).1, (*t_13).2, (*t_13).3.clone(), (*t_13).4.clone(), (*t_13).5.clone(), (*t_13).6.clone(), (*t_13).7.clone(), (*t_13).8.clone(), (*t_13).9.clone(), (*t_13).10.clone(), (*t_13).11.clone(), (*t_13).12, (*t_13).13.clone(), (*t_13).14.clone(), (*t_13).15.clone(), (*t_13).16.clone(), (*t_13).17.clone(), (*t_13).18, (*t_13).19, (*t_13).20.clone(), (*t_14).0.clone())
-        });
-        // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPFilterOperator 13509(1210)
-        let stream13509: Stream<_, WSet<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream13504.filter(move |t_15: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, | -> 
-        bool {
-            wrap_bool(eq_i32N_i32N(plus_i32N_i32N(plus_i32N_i32N((*t_15).0, (*t_15).2), (*t_15).1), index__N_((*t_15).21.clone(), cast_to_u_i32(plus_i32_i32(div_i32_i32(cardinality((*t_15).21.clone()), 2i32), 1i32)) - 1)))
-        });
-        // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPMapIndexOperator 13512(1478)
-        let stream13512: Stream<_, IndexedWSet<Tup0, Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream13509.map_index(move |t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, | -> 
-        (Tup0, Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, ) {
-            (Tup0::new(), Tup22::new((*t_18).0, (*t_18).1, (*t_18).2, (*t_18).3.clone(), (*t_18).4.clone(), (*t_18).5.clone(), (*t_18).6.clone(), (*t_18).7.clone(), (*t_18).8.clone(), (*t_18).9.clone(), (*t_18).10.clone(), (*t_18).11.clone(), (*t_18).12, (*t_18).13.clone(), (*t_18).14.clone(), (*t_18).15.clone(), (*t_18).16.clone(), (*t_18).17.clone(), (*t_18).18, (*t_18).19, (*t_18).20.clone(), (*t_18).21.clone()), )
-        });
-        // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPMapIndexOperator 1523
-        let stream1523: Stream<_, IndexedWSet<Tup0, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.map_index(move |t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
-        (Tup0, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, ) {
-            (Tup0::new(), Tup10::new((*t_19).0, (*t_19).1, (*t_19).2, (*t_19).3, (*t_19).4, (*t_19).5, (*t_19).6.clone(), (*t_19).7.clone(), (*t_19).8, (*t_19).9), )
-        });
-        // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPStreamJoinOperator 13516(1648)
-        let stream13516: Stream<_, WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream13512.stream_join(&stream1523, move |t_21: &Tup0, t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
-        Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>> {
-            Tup14::new((*t_18).3.clone().clone(), (*t_18).4.clone().clone(), (*t_18).0, (*t_18).6.clone().clone(), (*t_18).7.clone().clone(), (*t_18).8.clone().clone(), (*t_18).9.clone().clone(), (*t_18).10.clone().clone(), (*t_18).11.clone().clone(), (*t_18).13.clone().clone(), (*t_18).14.clone().clone(), (*t_18).15.clone().clone(), (*t_18).16.clone().clone(), (*t_18).12)
-        });
-        // CREATE VIEW `CUST_BYNAME` AS
-        // SELECT `C`.`C_FIRST`, `C`.`C_MIDDLE`, `C`.`C_ID`, `C`.`C_STREET_1`, `C`.`C_STREET_2`, `C`.`C_CITY`, `C`.`C_STATE`, `C`.`C_ZIP`, `C`.`C_PHONE`, `C`.`C_CREDIT`, `C`.`C_CREDIT_LIM`, `C`.`C_DISCOUNT`, `C`.`C_BALANCE`, `C`.`C_SINCE`
-        // FROM `schema`.`CUSTOMER` AS `C`,
-        // `schema`.`CUST_AGG` AS `A`,
-        // `schema`.`TRANSACTION_PARAMETERS` AS `T`
-        // WHERE `C`.`C_ID` + `C`.`C_W_ID` + `C`.`C_D_ID` = `A`.`CUST_ARRAY`[ARRAY_LENGTH(`A`.`CUST_ARRAY`) / 2 + 1]
-        // DBSPSinkOperator 13518(1688)
-        let handle13518 = stream13516.output();
-
-        Ok((handle49, handle67, handle120, handle143, handle166, handle279, handle337, handle13498, handle13518, ))
-    })?;
-    Ok((circuit, streams))
-}
-
-
diff --git a/incremental_transactions/tpcc/src/byname_sql_incremental.rs b/incremental_transactions/tpcc/src/byname_sql_incremental.rs
deleted file mode 100644
index fbeb586a7..000000000
--- a/incremental_transactions/tpcc/src/byname_sql_incremental.rs
+++ /dev/null
@@ -1,286 +0,0 @@
-// Automatically-generated file
-#![allow(dead_code)]
-#![allow(non_snake_case)]
-#![allow(unused_imports)]
-#![allow(unused_parens)]
-#![allow(unused_variables)]
-#![allow(unused_mut)]
-#![allow(unconditional_panic)]
-
-#![allow(non_camel_case_types)]
-
-#[cfg(test)]
-use hashing::*;
-use dbsp::{
-    algebra::{ZSet, MulByRef, F32, F64, Semigroup, SemigroupValue, ZRingValue,
-         UnimplementedSemigroup, DefaultSemigroup, HasZero, AddByRef, NegByRef,
-         AddAssignByRef,
-    },
-    circuit::{checkpointer::Checkpoint, Circuit, CircuitConfig, Stream},
-    operator::{
-        Generator,
-        FilterMap,
-        Fold,
-        time_series::{RelRange, RelOffset, OrdPartitionedIndexedZSet},
-        MaxSemigroup,
-        MinSemigroup,
-        CmpFunc,
-    },
-    OrdIndexedZSet, OrdZSet,
-    TypedBox,
-    utils::*,
-    zset,
-    indexed_zset,
-    DBWeight,
-    DBData,
-    DBSPHandle,
-    Error,
-    Runtime,
-    NumEntries,
-    MapHandle, ZSetHandle, OutputHandle,
-    dynamic::{DynData,DynDataTyped},
-};
-use dbsp_adapters::Catalog;
-use pipeline_types::{deserialize_table_record, serialize_table_record};
-use size_of::*;
-use ::serde::{Deserialize,Serialize};
-use compare::{Compare, Extract};
-use std::{
-    collections::BTreeMap,
-    convert::identity,
-    ops::Neg,
-    fmt::{Debug, Formatter, Result as FmtResult},
-    path::Path,
-    marker::PhantomData,
-};
-use core::cmp::Ordering;
-use rust_decimal::Decimal;
-use dbsp::declare_tuples;
-use json::*;
-use sqllib::{
-    *,
-    array::*,
-    casts::*,
-    binary::*,
-    geopoint::*,
-    timestamp::*,
-    interval::*,
-    string::*,
-    operators::*,
-    aggregates::*,
-};
-use sqlvalue::*;
-#[cfg(test)]
-use readers::*;
-#[cfg(test)]
-use sqlx::{AnyConnection, any::AnyRow, Row};
-
-
-
-#[derive(Clone)]
-pub struct Semigroup1<T0, TS0>(PhantomData<(T0, TS0)>);
-
-impl<T0, TS0> Semigroup<Tup1<T0, >> for Semigroup1<T0, TS0>
-where
-    TS0: Semigroup<T0>
-{
-    fn combine(left: &Tup1<T0, >, right:&Tup1<T0, >) -> Tup1<T0, > {
-        Tup1::new(
-            TS0::combine(&left.0, &right.0),
-        )
-    }
-}
-declare_tuples! {
-    Tup21<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20>,
-    Tup22<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21>,
-    Tup14<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13>,
-}
-
-pipeline_types::deserialize_without_context!(Tup21, T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20);
-pipeline_types::deserialize_without_context!(Tup22, T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21);
-pipeline_types::deserialize_without_context!(Tup14, T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13);
-
-sqlvalue::to_sql_row_impl! {
-    Tup21<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20>,
-    Tup22<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13, T14, T15, T16, T17, T18, T19, T20, T21>,
-    Tup14<T0, T1, T2, T3, T4, T5, T6, T7, T8, T9, T10, T11, T12, T13>,
-}
-
-
-pub fn circuit(cconf: CircuitConfig) -> Result<(DBSPHandle, (ZSetHandle<Tup8<Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>>>, ZSetHandle<Tup2<Option<i32>, Option<Decimal>>>, ZSetHandle<Tup9<Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>>>, ZSetHandle<Tup3<Option<i32>, Option<i32>, Option<i32>>>, ZSetHandle<Tup3<Option<i32>, Option<i32>, Option<Decimal>>>, ZSetHandle<Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>, ZSetHandle<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>, OutputHandle<WSet<Tup1<Vec<Option<i32>>>>>, OutputHandle<WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>>, )), Error> {
-
-    let (circuit, streams) = Runtime::init_circuit(cconf, |circuit| {
-        // CREATE TABLE `WAREHOUSE_STATIC` (`W_ID` INTEGER PRIMARY KEY, `W_NAME` VARCHAR(10), `W_STREET_1` VARCHAR(20), `W_STREET_2` VARCHAR(20), `W_CITY` VARCHAR(20), `W_STATE` CHAR(2), `W_ZIP` CHAR(9), `W_TAX` DECIMAL(4, 4))
-        // DBSPSourceMultisetOperator 49
-        // CREATE TABLE `WAREHOUSE_STATIC` (`W_ID` INTEGER PRIMARY KEY, `W_NAME` VARCHAR(10), `W_STREET_1` VARCHAR(20), `W_STREET_2` VARCHAR(20), `W_CITY` VARCHAR(20), `W_STATE` CHAR(2), `W_ZIP` CHAR(9), `W_TAX` DECIMAL(4, 4))
-        let (stream49, handle49) = circuit.add_input_zset::<Tup8<Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>>>();
-
-        // CREATE TABLE `WAREHOUSE` (`W_ID` INTEGER PRIMARY KEY, `W_YTD` DECIMAL(12, 2))
-        // DBSPSourceMultisetOperator 67
-        // CREATE TABLE `WAREHOUSE` (`W_ID` INTEGER PRIMARY KEY, `W_YTD` DECIMAL(12, 2))
-        let (stream67, handle67) = circuit.add_input_zset::<Tup2<Option<i32>, Option<Decimal>>>();
-
-        // CREATE TABLE `DISTRICT_STATIC` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_NAME` VARCHAR(10), `D_STREET_1` VARCHAR(20), `D_STREET_2` VARCHAR(20), `D_CITY` VARCHAR(20), `D_STATE` CHAR(2), `D_ZIP` CHAR(9), `D_TAX` DECIMAL(4, 4), PRIMARY KEY (`D_W_ID`, `D_ID`))
-        // DBSPSourceMultisetOperator 120
-        // CREATE TABLE `DISTRICT_STATIC` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_NAME` VARCHAR(10), `D_STREET_1` VARCHAR(20), `D_STREET_2` VARCHAR(20), `D_CITY` VARCHAR(20), `D_STATE` CHAR(2), `D_ZIP` CHAR(9), `D_TAX` DECIMAL(4, 4), PRIMARY KEY (`D_W_ID`, `D_ID`))
-        let (stream120, handle120) = circuit.add_input_zset::<Tup9<Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>>>();
-
-        // CREATE TABLE `DISTRICT_NEXT_ID` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_NEXT_O_ID` INTEGER, PRIMARY KEY (`D_W_ID`, `D_ID`))
-        // DBSPSourceMultisetOperator 143
-        // CREATE TABLE `DISTRICT_NEXT_ID` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_NEXT_O_ID` INTEGER, PRIMARY KEY (`D_W_ID`, `D_ID`))
-        let (stream143, handle143) = circuit.add_input_zset::<Tup3<Option<i32>, Option<i32>, Option<i32>>>();
-
-        // CREATE TABLE `DISTRICT_YTD` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_YTD` DECIMAL(12, 2), PRIMARY KEY (`D_W_ID`, `D_ID`))
-        // DBSPSourceMultisetOperator 166
-        // CREATE TABLE `DISTRICT_YTD` (`D_ID` INTEGER, `D_W_ID` INTEGER, `D_YTD` DECIMAL(12, 2), PRIMARY KEY (`D_W_ID`, `D_ID`))
-        let (stream166, handle166) = circuit.add_input_zset::<Tup3<Option<i32>, Option<i32>, Option<Decimal>>>();
-
-        // CREATE TABLE `CUSTOMER` (`C_ID` INTEGER, `C_D_ID` INTEGER, `C_W_ID` INTEGER, `C_FIRST` VARCHAR(16), `C_MIDDLE` CHAR(2), `C_LAST` VARCHAR(16), `C_STREET_1` VARCHAR(20), `C_STREET_2` VARCHAR(20), `C_CITY` VARCHAR(20), `C_STATE` CHAR(2), `C_ZIP` CHAR(9), `C_PHONE` CHAR(16), `C_SINCE` TIMESTAMP, `C_CREDIT` CHAR(2), `C_CREDIT_LIM` DECIMAL(12, 2), `C_DISCOUNT` DECIMAL(4, 4), `C_BALANCE` DECIMAL(12, 2), `C_YTD_PAYMENT` DECIMAL(12, 2), `C_PAYMENT_CNT` INTEGER, `C_DELIVERY_CNT` INTEGER, `C_DATA` VARCHAR(500), PRIMARY KEY (`C_W_ID`, `C_D_ID`, `C_ID`))
-        // DBSPSourceMultisetOperator 279
-        // CREATE TABLE `CUSTOMER` (`C_ID` INTEGER, `C_D_ID` INTEGER, `C_W_ID` INTEGER, `C_FIRST` VARCHAR(16), `C_MIDDLE` CHAR(2), `C_LAST` VARCHAR(16), `C_STREET_1` VARCHAR(20), `C_STREET_2` VARCHAR(20), `C_CITY` VARCHAR(20), `C_STATE` CHAR(2), `C_ZIP` CHAR(9), `C_PHONE` CHAR(16), `C_SINCE` TIMESTAMP, `C_CREDIT` CHAR(2), `C_CREDIT_LIM` DECIMAL(12, 2), `C_DISCOUNT` DECIMAL(4, 4), `C_BALANCE` DECIMAL(12, 2), `C_YTD_PAYMENT` DECIMAL(12, 2), `C_PAYMENT_CNT` INTEGER, `C_DELIVERY_CNT` INTEGER, `C_DATA` VARCHAR(500), PRIMARY KEY (`C_W_ID`, `C_D_ID`, `C_ID`))
-        let (stream279, handle279) = circuit.add_input_zset::<Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>();
-
-        // CREATE TABLE `TRANSACTION_PARAMETERS` (`TXN_ID` INTEGER PRIMARY KEY, `W_ID` INTEGER, `D_ID` INTEGER, `C_ID` INTEGER, `C_W_ID` INTEGER, `C_D_ID` INTEGER, `C_LAST` VARCHAR(16), `H_AMOUNT` DECIMAL(5, 2), `H_DATE` TIMESTAMP, `DATETIME_` TIMESTAMP)
-        // DBSPSourceMultisetOperator 337
-        // CREATE TABLE `TRANSACTION_PARAMETERS` (`TXN_ID` INTEGER PRIMARY KEY, `W_ID` INTEGER, `D_ID` INTEGER, `C_ID` INTEGER, `C_W_ID` INTEGER, `C_D_ID` INTEGER, `C_LAST` VARCHAR(16), `H_AMOUNT` DECIMAL(5, 2), `H_DATE` TIMESTAMP, `DATETIME_` TIMESTAMP)
-        let (stream337, handle337) = circuit.add_input_zset::<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>();
-
-        // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPFilterOperator 1838(1751)
-        let stream1838: Stream<_, WSet<Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.filter(move |t_1: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
-        bool {
-            (!or_b_b(or_b_b((*t_1).1.is_none(), (*t_1).2.is_none()), (*t_1).5.is_none()))
-        });
-        // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPFilterOperator 1843(1754)
-        let stream1843: Stream<_, WSet<Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.filter(move |t_2: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
-        bool {
-            (!or_b_b(or_b_b((*t_2).4.is_none(), (*t_2).5.is_none()), (*t_2).6.is_none()))
-        });
-        // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPMapIndexOperator 1848(1757)
-        let stream1848: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream1838.map_index(move |t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
-        (Tup3<String, i32, i32>, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, ) {
-            (Tup3::new(cast_to_s_sN((*t_3).5.clone(), 16, false), cast_to_i32_i32N((*t_3).1), cast_to_i32_i32N((*t_3).2)), Tup21::new((*t_3).0, (*t_3).1, (*t_3).2, (*t_3).3.clone(), (*t_3).4.clone(), (*t_3).5.clone(), (*t_3).6.clone(), (*t_3).7.clone(), (*t_3).8.clone(), (*t_3).9.clone(), (*t_3).10.clone(), (*t_3).11.clone(), (*t_3).12, (*t_3).13.clone(), (*t_3).14.clone(), (*t_3).15.clone(), (*t_3).16.clone(), (*t_3).17.clone(), (*t_3).18, (*t_3).19, (*t_3).20.clone()), )
-        });
-        // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPMapIndexOperator 1854(1761)
-        let stream1854: Stream<_, IndexedWSet<Tup3<String, i32, i32>, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream1843.map_index(move |t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
-        (Tup3<String, i32, i32>, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, ) {
-            (Tup3::new(cast_to_s_sN((*t_4).6.clone(), 16, false), cast_to_i32_i32N((*t_4).5), cast_to_i32_i32N((*t_4).4)), Tup10::new((*t_4).0, (*t_4).1, (*t_4).2, (*t_4).3, (*t_4).4, (*t_4).5, (*t_4).6.clone(), (*t_4).7.clone(), (*t_4).8, (*t_4).9), )
-        });
-        // rel#83:LogicalJoin.(left=LogicalTableScan#1,right=LogicalTableScan#3,condition=AND(=($5, $27), =($1, $26), =($2, $25)),joinType=inner)
-        // DBSPJoinOperator 2815(1767)
-        let stream2815: Stream<_, WSet<Tup2<Option<i32>, Option<String>>>> = stream1848.join(&stream1854, move |t_5: &Tup3<String, i32, i32>, t_3: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_4: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
-        Tup2<Option<i32>, Option<String>> {
-            Tup2::new((*t_3).0, (*t_3).3.clone().clone())
-        });
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapIndexOperator 2817(1770)
-        let stream2817: Stream<_, IndexedWSet<Tup0, Tup2<Option<i32>, Option<String>>>> = stream2815.map_index(move |t_8: &Tup2<Option<i32>, Option<String>>, | -> 
-        (Tup0, Tup2<Option<i32>, Option<String>>, ) {
-            (Tup0::new(), Tup2::new((*t_8).0, (*t_8).1.clone()), )
-        });
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPAggregateOperator 12792(1774)
-        let stream12792: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream2817.aggregate(Fold::<_, _, Semigroup1<Vec<Option<i32>>, ConcatSemigroup<Vec<Option<i32>>>>, _, _>::with_output(Tup1::new(vec!(
-        )), move |t_32: &mut Tup1<Vec<Option<i32>>>, t_9: &Tup2<Option<i32>, Option<String>>, t_34: Weight, | {
-            (*t_32) = Tup1::new(array_agg(&mut (*t_32).0, (*t_9).0, t_34, false))
-        }, move |t_33: Tup1<Vec<Option<i32>>>, | -> 
-        Tup1<Vec<Option<i32>>> {
-            Tup1::new(t_33.0)
-        }));
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapOperator 12794(1776)
-        let stream12794: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream12792.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
-        Tup1<Vec<Option<i32>>> {
-            Tup1::new((*t_11.1).0.clone())
-        });
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPMapOperator 12799(1781)
-        let stream12799: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream12792.map(move |t_11: (&Tup0, &Tup1<Vec<Option<i32>>>, ), | -> 
-        Tup1<Vec<Option<i32>>> {
-            Tup1::new(vec!(
-            ))
-        });
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPNegateOperator 12804(1784)
-        let stream12804: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream12799.neg();
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        let stream886 = circuit.add_source(Generator::new(|| if Runtime::worker_index() == 0 {zset!(
-            Tup1::new(vec!(
-            )) => 1,
-        )} else {zset!(
-        )}));
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPDifferentiateOperator 1895(886)
-        let stream1895: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream886.differentiate();
-        // rel#87:LogicalAggregate.(input=LogicalProject#85,group={},CUST_ARRAY=ARRAY_AGG($0) WITHIN GROUP ([1]))
-        // DBSPSumOperator 12806(1786)
-        let stream12806: Stream<_, WSet<Tup1<Vec<Option<i32>>>>> = stream1895.sum([&stream12804, &stream12794]);
-        // CREATE VIEW `CUST_AGG` AS
-        // SELECT ARRAY_AGG(`EXPR$0`.`C_ID` ORDER BY `EXPR$0`.`C_FIRST`) AS `CUST_ARRAY`
-        // FROM (SELECT `C`.`C_ID`, `C`.`C_W_ID`, `C`.`C_D_ID`, `C`.`C_FIRST`
-        // FROM `schema`.`CUSTOMER` AS `C`,
-        // `schema`.`TRANSACTION_PARAMETERS` AS `T`
-        // WHERE `C`.`C_LAST` = `T`.`C_LAST` AND `C`.`C_D_ID` = `T`.`C_D_ID` AND `C`.`C_W_ID` = `T`.`C_W_ID`
-        // ORDER BY `C_FIRST`) AS `EXPR$0`
-        // DBSPSinkOperator 12808(904)
-        let handle12808 = stream12806.output();
-
-        // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPMapIndexOperator 1914(1799)
-        let stream1914: Stream<_, IndexedWSet<Tup0, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>>> = stream279.map_index(move |t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, | -> 
-        (Tup0, Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, ) {
-            (Tup0::new(), Tup21::new((*t_13).0, (*t_13).1, (*t_13).2, (*t_13).3.clone(), (*t_13).4.clone(), (*t_13).5.clone(), (*t_13).6.clone(), (*t_13).7.clone(), (*t_13).8.clone(), (*t_13).9.clone(), (*t_13).10.clone(), (*t_13).11.clone(), (*t_13).12, (*t_13).13.clone(), (*t_13).14.clone(), (*t_13).15.clone(), (*t_13).16.clone(), (*t_13).17.clone(), (*t_13).18, (*t_13).19, (*t_13).20.clone()), )
-        });
-        // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPMapIndexOperator 12810(1803)
-        let stream12810: Stream<_, IndexedWSet<Tup0, Tup1<Vec<Option<i32>>>>> = stream12806.map_index(move |t_14: &Tup1<Vec<Option<i32>>>, | -> 
-        (Tup0, Tup1<Vec<Option<i32>>>, ) {
-            (Tup0::new(), Tup1::new((*t_14).0.clone()), )
-        });
-        // rel#186:LogicalJoin.(left=LogicalTableScan#90,right=LogicalTableScan#92,condition==(+(+($0, $2), $1), ITEM($21, +(/(ARRAY_LENGTH($21), 2), 1))),joinType=inner)
-        // DBSPJoinFilterMap 13450(1809)
-        let stream13450: Stream<_, WSet<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream1914.join_flatmap(&stream12810, move |t_16: &Tup0, t_13: &Tup21<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>>, t_14: &Tup1<Vec<Option<i32>>>, | -> 
-        Option<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>> {
-            let tmp: Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>> = Tup22::new((*t_13).0, (*t_13).1, (*t_13).2, (*t_13).3.clone(), (*t_13).4.clone(), (*t_13).5.clone(), (*t_13).6.clone(), (*t_13).7.clone(), (*t_13).8.clone(), (*t_13).9.clone(), (*t_13).10.clone(), (*t_13).11.clone(), (*t_13).12, (*t_13).13.clone(), (*t_13).14.clone(), (*t_13).15.clone(), (*t_13).16.clone(), (*t_13).17.clone(), (*t_13).18, (*t_13).19, (*t_13).20.clone(), (*t_14).0.clone());
-            (if wrap_bool(eq_i32N_i32N(plus_i32N_i32N(plus_i32N_i32N((*&tmp).0, (*&tmp).2), (*&tmp).1), index__N_((*&tmp).21.clone(), cast_to_u_i32(plus_i32_i32(div_i32_i32(cardinality((*&tmp).21.clone()), 2i32), 1i32)) - 1))) {
-                Some(tmp)
-            } else {
-                None::<Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>
-            })
-        });
-        // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPMapIndexOperator 13528(1812)
-        let stream13528: Stream<_, IndexedWSet<Tup0, Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>>> = stream13450.map_index(move |t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, | -> 
-        (Tup0, Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, ) {
-            (Tup0::new(), Tup22::new((*t_18).0, (*t_18).1, (*t_18).2, (*t_18).3.clone(), (*t_18).4.clone(), (*t_18).5.clone(), (*t_18).6.clone(), (*t_18).7.clone(), (*t_18).8.clone(), (*t_18).9.clone(), (*t_18).10.clone(), (*t_18).11.clone(), (*t_18).12, (*t_18).13.clone(), (*t_18).14.clone(), (*t_18).15.clone(), (*t_18).16.clone(), (*t_18).17.clone(), (*t_18).18, (*t_18).19, (*t_18).20.clone(), (*t_18).21.clone()), )
-        });
-        // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPMapIndexOperator 1941(1816)
-        let stream1941: Stream<_, IndexedWSet<Tup0, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>>> = stream337.map_index(move |t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
-        (Tup0, Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, ) {
-            (Tup0::new(), Tup10::new((*t_19).0, (*t_19).1, (*t_19).2, (*t_19).3, (*t_19).4, (*t_19).5, (*t_19).6.clone(), (*t_19).7.clone(), (*t_19).8, (*t_19).9), )
-        });
-        // rel#189:LogicalJoin.(left=LogicalJoin#186,right=LogicalTableScan#96,condition=true,joinType=inner)
-        // DBSPJoinOperator 13636(1822)
-        let stream13636: Stream<_, WSet<Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>>>> = stream13528.join(&stream1941, move |t_21: &Tup0, t_18: &Tup22<Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Timestamp>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<i32>, Option<i32>, Option<String>, Vec<Option<i32>>>, t_19: &Tup10<Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<i32>, Option<String>, Option<Decimal>, Option<Timestamp>, Option<Timestamp>>, | -> 
-        Tup14<Option<String>, Option<String>, Option<i32>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<String>, Option<Decimal>, Option<Decimal>, Option<Decimal>, Option<Timestamp>> {
-            Tup14::new((*t_18).3.clone().clone(), (*t_18).4.clone().clone(), (*t_18).0, (*t_18).6.clone().clone(), (*t_18).7.clone().clone(), (*t_18).8.clone().clone(), (*t_18).9.clone().clone(), (*t_18).10.clone().clone(), (*t_18).11.clone().clone(), (*t_18).13.clone().clone(), (*t_18).14.clone().clone(), (*t_18).15.clone().clone(), (*t_18).16.clone().clone(), (*t_18).12)
-        });
-        // CREATE VIEW `CUST_BYNAME` AS
-        // SELECT `C`.`C_FIRST`, `C`.`C_MIDDLE`, `C`.`C_ID`, `C`.`C_STREET_1`, `C`.`C_STREET_2`, `C`.`C_CITY`, `C`.`C_STATE`, `C`.`C_ZIP`, `C`.`C_PHONE`, `C`.`C_CREDIT`, `C`.`C_CREDIT_LIM`, `C`.`C_DISCOUNT`, `C`.`C_BALANCE`, `C`.`C_SINCE`
-        // FROM `schema`.`CUSTOMER` AS `C`,
-        // `schema`.`CUST_AGG` AS `A`,
-        // `schema`.`TRANSACTION_PARAMETERS` AS `T`
-        // WHERE `C`.`C_ID` + `C`.`C_W_ID` + `C`.`C_D_ID` = `A`.`CUST_ARRAY`[ARRAY_LENGTH(`A`.`CUST_ARRAY`) / 2 + 1]
-        // DBSPSinkOperator 13655(1688)
-        let handle13655 = stream13636.output();
-
-        Ok((handle49, handle67, handle120, handle143, handle166, handle279, handle337, handle12808, handle13655, ))
-    })?;
-    Ok((circuit, streams))
-}
-
-