Installing the Snowflake Native App

In just four easy steps, you can install Kumo as a native Snowflake app to generate high-quality predictions, while keeping your data safely inside your Snowflake environment.

Get access to Kumo from the Snowflake Marketplace
Install Kumo
Setup Kumo (create necessary databases, roles, network rules, and privileges for Kumo)
Launch and start using Kumo!

1. Get access to the Kumo Native app

Customers can access the Kumo Native app using

(a) the 30-day Free trial listing

(b) Request access for a full version to enterprise use. Click the Get button, and then click Request.

Note that the user needs to use the role ACCOUNTADMIN or a role with IMPORT SHARE and CREATE DATABASE privileges to request the app.

2. Install Kumo

Prerequisites

Before installing and configuring Kumo as a native Snowflake application, ensure that you have completed the following:

Accept the Consumer terms of service for Snowflake marketplace. This needs to be done by a user with an ORGADMIN role.
Accept terms of service to enable third party python packages. This needs to be done by a user with an ORGADMIN role.
An account-level event table is configured. This can be verified by running SHOW PARAMETERS LIKE 'event_table' IN ACCOUNT. If an event table is not configured, follow the steps to create an event table and associate it with your account.

Currently supported settings for Kumo’s Native App:

Private link is not enabled
If SSO is configured, it must be using SAML2 and not legacy SAML (see Migrating to SAML2)

Install the Kumo Native App

Note that the following steps can only be done using the ACCOUNTADMIN role or by an user/role with the appropriate privileges

You should see Kumo shared with you when navigating to “Data Products” → “Apps” in SnowSight. Click the Get button.

Choose a warehouse to download the app and click Get in the next prompt. This warehouse is used to only install the app.

The app will start installing and take 2-5 mins to complete.

Once the installation is completed, click on Done and setup Kumo using the instructions in the next section.

3. Setting up the Kumo Native app

The Kumo Native app needs to be installed/set up by a Snowflake account administrator or a user who has ACCOUNTADMIN privileges on the account. It can be set up either using (a) Snowsight or (b) SQL (preferable for automation). The following describes both ways of setting up the native app.

Setup using Snowsight

Kumo can be set up using Snowsight using the following steps:

Click “Grant” to grant the required privileges to the app.

Click “Review” and “Connect” to create the external access integrations required for Kumo.

Click “Activate” to start the Kumo app. This step can take 20 to 30 mins.

Navigate to the “Access management” tab on the application and click “Add” to grant access to users who will be using the app.

Setup using SQL

Create required objects and roles

The following SQL script creates the databases, roles, network rules and privileges required to setup Kumo in your account. It uses the ACCOUNTADMIN role and a user with that role should execute it.

You are required to provide the warehouse name. Note that ACCOUNTADMIN must have USAGE privilege on the warehouse provided.
Set the name of the Kumo Native app if a different name was used when the app was installed from the marketplace. The app name defaults to KUMO .

-----------------------------
---  USER INPUT REQUIRED  ---
-----------------------------
SET USER_WAREHOUSE = '<ADD WAREHOUSE TO USE>';

-- (Optional) Modify the following if a different name was used to install the app.
SET KUMOAPP_NAME = 'KUMO';
SET KUMOAPP_DB = 'KUMO_APP_DB';

SET KUMOAPP_USR = CONCAT(($KUMOAPP_NAME),'.APP_USER');

USE ROLE ACCOUNTADMIN;
USE WAREHOUSE IDENTIFIER($USER_WAREHOUSE);

-- Grant BIND SERVICE ENDPOINT privilege to the Kumo application to enable
-- network ingress and access to the Kumo UI for users of Kumo in your account.
-- Details of the privilige can be found here
-- https://other-docs.snowflake.com/LIMITEDACCESS/native-apps/na-spcs-consumer#set-up-access-to-network-objects
GRANT BIND SERVICE ENDPOINT ON ACCOUNT TO APPLICATION IDENTIFIER($KUMOAPP_NAME);

-- Grant CREATE COMPUTE POOL privilege to allow the Kumo application to create compute pools
-- This allows for efficient management of compute pools by Kumo.
GRANT CREATE COMPUTE POOL ON ACCOUNT TO APPLICATION IDENTIFIER($KUMOAPP_NAME);

-- Share events from the application with the provider, KUMO.AI
ALTER APPLICATION IDENTIFIER($KUMOAPP_NAME) SET AUTHORIZE_TELEMETRY_EVENT_SHARING=true;

-- Database and schema to hold network rules for the Kumo application along
-- with usage for the Kumo application.
CREATE DATABASE IF NOT EXISTS IDENTIFIER($KUMOAPP_DB);
USE DATABASE IDENTIFIER($KUMOAPP_DB);
CREATE SCHEMA IF NOT EXISTS KUMO_SCHEMA;
USE SCHEMA KUMO_SCHEMA;

---------------------
-- EGRESS RULES FOR KUMO
---------------------

CREATE OR REPLACE PROCEDURE CREATE_EGRESS_RULES(kumo_app_name varchar)
RETURNS STRING
LANGUAGE PYTHON
RUNTIME_VERSION = '3.10'
PACKAGES = ('snowflake-snowpark-python')
HANDLER = 'create_egress_rule'
EXECUTE AS CALLER
AS
$$
import json


def create_egress_rule(session, kumo_app_name):
df = session.sql(f"CALL {kumo_app_name}.PROCEDURES.GET_CONFIGURATION('KUMO_EXTERNAL_ACCESS_INTEGRATION')").collect()
result = json.loads(df[0][0])
if "payload" not in result or "host_ports" not in result["payload"] or len(result["payload"]["host_ports"]) == 0:
  raise RuntimeError(f'Error creating egress rules: {result}')

hosts = result["payload"]["host_ports"]
session.sql(f"""CREATE OR REPLACE NETWORK RULE kumo_network_rule
    MODE = EGRESS
    TYPE = HOST_PORT
    VALUE_LIST = ({', '.join(f"'{item}'" for item in hosts)})
  """).collect()

session.sql("""CREATE OR REPLACE EXTERNAL ACCESS INTEGRATION KUMO_EXTERNAL_ACCESS_INTEGRATION
  ALLOWED_NETWORK_RULES = (kumo_network_rule)
  ENABLED = true""").collect()
session.sql(f"GRANT USAGE ON INTEGRATION KUMO_EXTERNAL_ACCESS_INTEGRATION TO APPLICATION {kumo_app_name}").collect()
session.sql(f"CALL {kumo_app_name}.PROCEDURES.register_single_callback('KUMO_EXTERNAL_ACCESS_INTEGRATION', 'ADD', SYSTEM$REFERENCE('external_access_integration', 'KUMO_EXTERNAL_ACCESS_INTEGRATION_APP', 'PERSISTENT'))").collect()
return f"Created egress rules and external access integration for {hosts}"
$$;

CALL CREATE_EGRESS_RULES($KUMOAPP_NAME);

------------------------

-- Create KUMO_USER_ROLE and grant necessary privileges. This role can be assigned to
-- any Snowflake user who is expected to use the Kumo application.
CREATE ROLE IF NOT EXISTS KUMO_USER_ROLE;

-- Grant the Application role to KUMO_USER_ROLE.
GRANT APPLICATION ROLE IDENTIFIER($KUMOAPP_USR) TO ROLE KUMO_USER_ROLE;

-- Grant USAGE on the database, schema and warehouse to KUMO_USER_ROLE.
GRANT USAGE ON DATABASE IDENTIFIER($KUMOAPP_DB) TO ROLE KUMO_USER_ROLE;
GRANT USAGE ON ALL SCHEMAS IN DATABASE IDENTIFIER($KUMOAPP_DB) TO ROLE KUMO_USER_ROLE;
GRANT USAGE ON WAREHOUSE IDENTIFIER($USER_WAREHOUSE) TO ROLE KUMO_USER_ROLE;

Grant user(s) privilege to use Kumo

The Snowflake administrator can provide access to the Kumo app to other users with the following commands. Modify <DEFAULT_USER_ROLE> to the role used by the user to start and use Kumo.

-----------------------------
---  USER INPUT REQUIRED  ---
-----------------------------
USE ROLE ACCOUNTADMIN;
-- Grant the KUMO_USER_ROLE to the DEFAULT_ROLE of any user who are expected to use the Kumo application.
GRANT ROLE KUMO_USER_ROLE TO ROLE <DEFAULT_USER_ROLE>;

4. Launch and Use Kumo

This can be done by any user who has been granted access to the Kumo app (using the steps above with sql or step 4 using Snowsight).

Using Snowsight

Navigate to the app from “Data products” -> “Apps” -> “Kumo” and click on “Activate”. This step can take 20 to 30mins.

Once the activation is complete in (3), you can access Kumo by clicking the “Launch” button. You will be re-directed to a URL where you can login with your snowflake credentials.

Using SQL

Launch the Kumo app using the following commands. Note that KUMO_USER_ROLE should have privileges to use the warehouse provided in the command below.

-----------------------------
---  USER INPUT REQUIRED  ---
-----------------------------
-- Note that KUMO_USER_ROLE should be granted usage on this warehouse.
SET USER_WAREHOUSE = '<ADD WAREHOUSE TO USE>';
-- Modify the following if a different name was used to install the app.
SET KUMOAPP_NAME = 'KUMO';

USE ROLE KUMO_USER_ROLE;

USE WAREHOUSE IDENTIFIER($USER_WAREHOUSE);
SET KUMOAPP_COMPUTE = CONCAT(($KUMOAPP_NAME),'.PROCEDURES.START_APP');
CALL IDENTIFIER($KUMOAPP_COMPUTE)('USER_SCHEMA');

The above command returns the URL to use to access Kumo and can take 20-30 minutes to complete. DO NOT abort this command as this might leave the app in an inconsistent state.

Navigate to the URL from the above command in your preferred browser. Login using your Snowflake credentials and you will see the Kumo UI.

Using Kumo

For guidelines on how to use Kumo, visit the Kumo Quick Start Guide.

Managing the Kumo app

The following steps can be used to manage the lifecycle of the Kumo Native app. Users can invoke these based on the specific operations they need to perform.

Shutting down Kumo

Once you are done using Kumo, you can stop the Kumo application using the following command:

SET KUMOAPP_NAME = 'KUMO';
SET KUMOAPP_STOP = CONCAT(($KUMOAPP_NAME),'.PROCEDURES.SHUTDOWN_APP');
CALL IDENTIFIER($KUMOAPP_STOP)('USER_SCHEMA');

Note: Once the app is shutdown, it can restarted using the START_APP procedure above. Note that restarting the Kumo app will generate a new url to access it.

Updating Kumo

If the Kumo app is running and needs to be updated (to get the latest version of Kumo published), you can run the following:

SET KUMOAPP_NAME = 'KUMO';
SET KUMOAPP_STOP = CONCAT(($KUMOAPP_NAME),'.PROCEDURES.UPDATE_APP');
CALL IDENTIFIER($KUMOAPP_STOP)('USER_SCHEMA');

This procedure returns the URL used tp access Kumo.

Note: Updating the app using the above command preserves the URL used to access it unlike the restart above using SHUTDOWN_APP and START_APP above.

Retrieving the Kumo access URL

The URL to access the Kumo native app once it is started can be retrieved using the following:

SET KUMOAPP_NAME = 'KUMO';
SET KUMOAPP_STOP = CONCAT(($KUMOAPP_NAME),'.PROCEDURES.GET_END_POINT');
CALL IDENTIFIER($KUMOAPP_STOP)('USER_SCHEMA');

Appendix

Deleting the Kumo Native app

You can reset your account and remove all objects associated with Kumo using the following script. Note that this will permanently delete all metadata, data and models trained with the Kumo Native app and this cannot be reverted. Please reach out to Kumo support if you have any questions regarding the deletion of your Kumo app.

-- Description: This script is used to reset the account to the initial state before the Kumo app setup.

-- NOTE: All the objects created for the Kumo app will be deleted.
--       Any models trained or data stored in the Kumo app will be lost.

USE ROLE ACCOUNTADMIN;
-----------------------------
---  USER INPUT REQUIRED  ---
-----------------------------

SET USER_WAREHOUSE = '<ADD WAREHOUSE TO USE>';
SET KUMOAPP_NAME = 'KUMO';
SET KUMOAPP_DB = 'KUMO_APP_DB';

USE WAREHOUSE IDENTIFIER($USER_WAREHOUSE);

-- Delete the Kumo application and all associated objects.
DROP APPLICATION IF EXISTS IDENTIFIER($KUMOAPP_NAME) CASCADE;

-- Drop the role created for the user of Kumo app.
DROP ROLE IF EXISTS KUMO_USER_ROLE;

-- Drop the external access rule created for the Kump app.
DROP EXTERNAL ACCESS INTEGRATION IF EXISTS KUMO_EXTERNAL_ACCESS_INTEGRATION;

USE DATABASE IDENTIFIER($KUMOAPP_DB);

CREATE OR REPLACE PROCEDURE DROP_ALL_NETWORK_RULES(db_name varchar)
RETURNS STRING
LANGUAGE PYTHON
RUNTIME_VERSION = '3.8'
PACKAGES = ('snowflake-snowpark-python')
HANDLER = 'main'
AS
$$

def main(session, db_name):
    """
    Method to drop all network egress rules created for Kumo.
    """
    # get allow list and 
    db_names = session.sql(f"SHOW DATABASES like '{db_name}'").collect()
    if len(db_names) == 0:
        return f"No Database found with name {db_name}. No rules to delete"

    rows = session.sql(f"SHOW NETWORK RULES IN DATABASE {db_name}").collect()
    dropped_rules = []
    for row in rows:
        row_dict = row.as_dict()
        if 'name' in row_dict:
            rule = f"{db_name}.{row_dict['schema_name']}.{row_dict['name']}"
            session.sql(f"DROP NETWORK RULE IF EXISTS {rule}").collect()
            dropped_rules.append(rule)
    return f"Successfully deleted {len(rows)} network rules in Database {db_name}: {', '.join(dropped_rules)}"
$$;

CALL DROP_ALL_NETWORK_RULES($KUMOAPP_DB);

-- Drop Database created for the Kumo app
DROP DATABASE IF EXISTS IDENTIFIER($KUMOAPP_DB);

Be sure to share ALL events from the native app so that Kumo can provide any necessary operational support—this is required when using Kumo’s Snowflake native app. You can examine the logs and events shared with Kumo using the event table configured for your account. See Snowflake’s documentation for more details about event sharing.

Instructions to configure event sharing is below. Note that in both cases an event table must be configured for your Snowflake account. See Setting up an event table for details.

Configuring an existing Kumo Native App

Using Snowsight: If you have an existing Kumo app installation, you can easily enable mandatory events in Snowsight by going to Data Products -> Apps -> Kumo -> Events and Logs. On the Events and Logstab, toggle the All events button in the Events and logs sharing section.

Using SQL: The above event sharing can also be enabled using the following commands:

-- Set app name if it's different from the default.
SET KUMOAPP_NAME = 'KUMO';
-- Enables event sharing for the Native app.
ALTER APPLICATION IDENTIFIER($KUMOAPP_NAME) SET AUTHORIZE_TELEMETRY_EVENT_SHARING=true;

Configuring a New Kumo installation

All mandatory events will be enabled by default when installing Kumo. You will be notified of this when attempting to install the Kumo app. Note that an event table must be configured for your account to ensure installation can proceed.

Using Kumo without granting CREATE COMPUTE POOL privileges

We strongly recommend granting the CREATE COMPUTE POOL privilege to the Kumo native app as described above. This allows the app to intelligently manage the required compute pools — for example, as the Kumo platform evolves, we will change the types of compute pools used to building models in a cost-efficient manner. To control costs, usage limits can be set on the native app using Snowflake budgets.

However, if you intend to manage the compute pools yourself, the Kumo application can be started using the following commands instead of the commands in Step 4 above depending on the underlying cloud platform where your Snowflake account is hosted.

For legacy users who use a single GPU compute pool on AWS, see instructions below.

AWS

-- Use the ACCOUNTADMIN role or any role that has the privileges to create compute pools.
USE ROLE ACCOUNTADMIN;

SET USER_WAREHOUSE = '<ADD WAREHOUSE TO USE>';

-----------------------------
---  USER INPUT REQUIRED  ---
-----------------------------

USE WAREHOUSE IDENTIFIER($USER_WAREHOUSE);

-- Modify the following if a different name was used to install the app.
SET KUMOAPP_NAME = 'KUMO';

CREATE COMPUTE POOL IF NOT EXISTS KUMO_CONTROL_PLANE_POOL
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
        min_nodes = 1
        max_nodes = 1
        instance_family = 'CPU_X64_L'
        INITIALLY_SUSPENDED = TRUE
        AUTO_SUSPEND_SECS = 600;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_GPU_NV_S
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'GPU_NV_S'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_GPU_NV_M
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'GPU_NV_M'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_S
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'HIGHMEM_X64_S'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_M
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'HIGHMEM_X64_M'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_L
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'HIGHMEM_X64_L'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;

GRANT USAGE ON COMPUTE POOL KUMO_CONTROL_PLANE_POOL to APPLICATION IDENTIFIER($KUMOAPP_NAME);
GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_GPU_NV_S to APPLICATION IDENTIFIER($KUMOAPP_NAME);
GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_GPU_NV_M to APPLICATION IDENTIFIER($KUMOAPP_NAME);
GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_S to APPLICATION IDENTIFIER($KUMOAPP_NAME);
GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_M to APPLICATION IDENTIFIER($KUMOAPP_NAME);
GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_L to APPLICATION IDENTIFIER($KUMOAPP_NAME);

SET KUMOAPP_COMPUTE = CONCAT(($KUMOAPP_NAME),'.PROCEDURES.START_APP');

CALL IDENTIFIER($KUMOAPP_COMPUTE)('USER_SCHEMA', 'KUMO_CONTROL_PLANE_POOL',
    ARRAY_CONSTRUCT(
        ARRAY_CONSTRUCT('GPU_NV_S', 'KUMO_COMPUTE_PLANE_POOL_GPU_NV_S'),
        ARRAY_CONSTRUCT('GPU_NV_M', 'KUMO_COMPUTE_PLANE_POOL_GPU_NV_M'),
        ARRAY_CONSTRUCT('HIGHMEM_X64_S', 'KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_S'),
        ARRAY_CONSTRUCT('HIGHMEM_X64_M', 'KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_M'),
        ARRAY_CONSTRUCT('HIGHMEM_X64_L', 'KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_L'))
);

Azure

-----------------------------
---  USER INPUT REQUIRED  ---
-----------------------------
-- Note that KUMO_USER_ROLE should be granted usage on this warehouse.
SET USER_WAREHOUSE = '<ADD WAREHOUSE TO USE>';
USE WAREHOUSE IDENTIFIER($USER_WAREHOUSE);
-- Modify the following if a different name was used to install the app.
SET KUMOAPP_NAME = 'KUMO';

-- Use the ACCOUNTADMIN role or any role that has the privileges to create compute pools.
USE ROLE ACCOUNTADMIN;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_CONTROL_PLANE_POOL
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
        min_nodes = 1
        max_nodes = 1
        instance_family = 'CPU_X64_L'
        INITIALLY_SUSPENDED = TRUE
        AUTO_SUSPEND_SECS = 600;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_GPU_NV_SM
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'GPU_NV_SM'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_GPU_NV_2M
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'GPU_NV_2M'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_S
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'HIGHMEM_X64_S'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_M
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'HIGHMEM_X64_M'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_SL
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'HIGHMEM_X64_SL'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;

GRANT USAGE ON COMPUTE POOL KUMO_CONTROL_PLANE_POOL to APPLICATION IDENTIFIER($KUMOAPP_NAME);
GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_GPU_NV_SM to APPLICATION IDENTIFIER($KUMOAPP_NAME);
GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_GPU_NV_2M to APPLICATION IDENTIFIER($KUMOAPP_NAME);
GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_S to APPLICATION IDENTIFIER($KUMOAPP_NAME);
GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_M to APPLICATION IDENTIFIER($KUMOAPP_NAME);
GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_SL to APPLICATION IDENTIFIER($KUMOAPP_NAME);

SET KUMOAPP_COMPUTE = CONCAT(($KUMOAPP_NAME),'.PROCEDURES.START_APP');

CALL IDENTIFIER($KUMOAPP_COMPUTE)('USER_SCHEMA', 'KUMO_CONTROL_PLANE_POOL',
    ARRAY_CONSTRUCT(
        ARRAY_CONSTRUCT('GPU_NV_SM', 'KUMO_COMPUTE_PLANE_POOL_GPU_NV_SM'),
        ARRAY_CONSTRUCT('GPU_NV_2M', 'KUMO_COMPUTE_PLANE_POOL_GPU_NV_2M'),
        ARRAY_CONSTRUCT('HIGHMEM_X64_S', 'KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_S'),
        ARRAY_CONSTRUCT('HIGHMEM_X64_M', 'KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_M'),
        ARRAY_CONSTRUCT('HIGHMEM_X64_SL', 'KUMO_COMPUTE_PLANE_POOL_HIGHMEM_X64_SL'))
);

Legacy AWS users using a single compute pool

For legacy users where a single compute pool is used, the Kumo app can be started using the following commands:

-- Modify the following if a different name was used to install the app.
SET KUMOAPP_NAME = 'KUMO';

CREATE COMPUTE POOL IF NOT EXISTS KUMO_COMPUTE_PLANE_POOL_GPU_NV_M
    FOR APPLICATION IDENTIFIER($KUMOAPP_NAME)
    min_nodes = 1
    max_nodes = 1
    instance_family = 'GPU_NV_M'
    INITIALLY_SUSPENDED = TRUE
    AUTO_SUSPEND_SECS = 600;


GRANT USAGE ON COMPUTE POOL KUMO_COMPUTE_PLANE_POOL_GPU_NV_M to APPLICATION IDENTIFIER($KUMOAPP_NAME);

CALL IDENTIFIER($KUMOAPP_COMPUTE)('KUMO_COMPUTE_PLANE_POOL_GPU_NV_M', 'USER_SCHEMA', 'GPU_NV_M');

Get Started

Connect Data

Train Model

Run Models

Admin & Setup

Installing the Snowflake Native App

1. Get access to the Kumo Native app

2. Install Kumo

Prerequisites

Install the Kumo Native App

3. Setting up the Kumo Native app

Setup using Snowsight

Setup using SQL

Create required objects and roles

Grant user(s) privilege to use Kumo

4. Launch and Use Kumo

Using Snowsight

Using SQL

Using Kumo

Managing the Kumo app

Shutting down Kumo

Updating Kumo

Retrieving the Kumo access URL

Appendix

Deleting the Kumo Native app

Configuring an existing Kumo Native App

Configuring a New Kumo installation

Using Kumo without granting CREATE COMPUTE POOL privileges

AWS

Azure

Legacy AWS users using a single compute pool

Get Started

Connect Data

Train Model

Run Models

Admin & Setup

​1. Get access to the Kumo Native app

​2. Install Kumo

​Prerequisites

​Install the Kumo Native App

​3. Setting up the Kumo Native app

​Setup using Snowsight

​Setup using SQL

​Create required objects and roles

​Grant user(s) privilege to use Kumo

​4. Launch and Use Kumo

​Using Snowsight

​Using SQL

​Using Kumo

​Managing the Kumo app

​Shutting down Kumo

​Updating Kumo

​Retrieving the Kumo access URL

​Appendix

​Deleting the Kumo Native app

​Enabling mandatory event sharing for Kumo

​Configuring an existing Kumo Native App

​Configuring a New Kumo installation

​Using Kumo without granting CREATE COMPUTE POOL privileges

​AWS

​Azure

​Legacy AWS users using a single compute pool

1. Get access to the Kumo Native app

2. Install Kumo

Prerequisites

Install the Kumo Native App

3. Setting up the Kumo Native app

Setup using Snowsight

Setup using SQL

Create required objects and roles

Grant user(s) privilege to use Kumo

4. Launch and Use Kumo

Using Snowsight

Using SQL

Using Kumo

Managing the Kumo app

Shutting down Kumo

Updating Kumo

Retrieving the Kumo access URL

Appendix

Deleting the Kumo Native app

Enabling mandatory event sharing for Kumo

Configuring an existing Kumo Native App

Configuring a New Kumo installation

Using Kumo without granting CREATE COMPUTE POOL privileges

AWS

Azure

Legacy AWS users using a single compute pool