MLFlow Database Schema

1-tables.md

Spin up the docker-compose stack from https://github.com/Toumash/mlflow-docker that populates a mysql instance (with root password toor)

Inside the container, verify with pip that pip install mlflow installed the latest 1.28 version:

(base) root@4900a8349bf0:/# pip show mlflow
Name: mlflow
Version: 1.28.0
Summary: MLflow: A Platform for ML Development and Productionization
Home-page: https://mlflow.org/
Author: Databricks
Author-email:
License: Apache License 2.0
Location: /opt/conda/lib/python3.9/site-packages
Requires: alembic, Flask, requests, gunicorn, importlib-metadata, sqlparse, querystring-parser, databricks-cli, protobuf, entrypoints, cloudpickle, numpy, pytz, docker, scipy, packaging, sqlalchemy, gitpython, click, pandas, prometheus-flask-exporter, pyyaml
Required-by:

Generate a full SQL dump (attached as 2-mlflow.sql) with:

docker exec -it 1b774240295c mysqldump -u root -p mlflow

tables

mysql> show tables;
+-----------------------+
| Tables_in_mlflow      |
+-----------------------+
| alembic_version       |
| experiment_tags       |
| experiments           |
| latest_metrics        |
| metrics               |
| model_version_tags    |
| model_versions        |
| params                |
| registered_model_tags |
| registered_models     |
| runs                  |
| tags                  |
+-----------------------+
12 rows in set (0.00 sec)

table structures

mysql> describe alembic_version; describe experiment_tags; describe experiments; describe latest_metrics; describe metrics; describe model_version_tags; describe model_versions; describe params; describe registered_model_tags; describe registered_models; describe runs; describe tags;

| alembic_version           |
+-------------+-------------+------+-----+---------+-------+
| Field       | Type        | Null | Key | Default | Extra |
+-------------+-------------+------+-----+---------+-------+
| version_num | varchar(32) | NO   | PRI | NULL    |       |
+-------------+-------------+------+-----+---------+-------+
1 row in set (0.00 sec)

| experiment_tags               |
+---------------+---------------+------+-----+---------+-------+
| Field         | Type          | Null | Key | Default | Extra |
+---------------+---------------+------+-----+---------+-------+
| key           | varchar(250)  | NO   | PRI | NULL    |       |
| value         | varchar(5000) | YES  |     | NULL    |       |
| experiment_id | int(11)       | NO   | PRI | NULL    |       |
+---------------+---------------+------+-----+---------+-------+
3 rows in set (0.00 sec)

| experiments       |
+-------------------+--------------+------+-----+---------+----------------+
| Field             | Type         | Null | Key | Default | Extra          |
+-------------------+--------------+------+-----+---------+----------------+
| experiment_id     | int(11)      | NO   | PRI | NULL    | auto_increment |
| name              | varchar(256) | NO   | UNI | NULL    |                |
| artifact_location | varchar(256) | YES  |     | NULL    |                |
| lifecycle_stage   | varchar(32)  | YES  |     | NULL    |                |
+-------------------+--------------+------+-----+---------+----------------+
4 rows in set (0.00 sec)

| latest_metrics           |
+-----------+--------------+------+-----+---------+-------+
| Field     | Type         | Null | Key | Default | Extra |
+-----------+--------------+------+-----+---------+-------+
| key       | varchar(250) | NO   | PRI | NULL    |       |
| value     | double       | NO   |     | NULL    |       |
| timestamp | bigint(20)   | YES  |     | NULL    |       |
| step      | bigint(20)   | NO   |     | NULL    |       |
| is_nan    | tinyint(1)   | NO   |     | NULL    |       |
| run_uuid  | varchar(32)  | NO   | PRI | NULL    |       |
+-----------+--------------+------+-----+---------+-------+
6 rows in set (0.00 sec)

| metrics   |
+-----------+--------------+------+-----+---------+-------+
| Field     | Type         | Null | Key | Default | Extra |
+-----------+--------------+------+-----+---------+-------+
| key       | varchar(250) | NO   | PRI | NULL    |       |
| value     | double       | NO   | PRI | NULL    |       |
| timestamp | bigint(20)   | NO   | PRI | NULL    |       |
| run_uuid  | varchar(32)  | NO   | PRI | NULL    |       |
| step      | bigint(20)   | NO   | PRI | 0       |       |
| is_nan    | tinyint(1)   | NO   | PRI | 0       |       |
+-----------+--------------+------+-----+---------+-------+
6 rows in set (0.00 sec)

| model_version_tags      |
+---------+---------------+------+-----+---------+-------+
| Field   | Type          | Null | Key | Default | Extra |
+---------+---------------+------+-----+---------+-------+
| key     | varchar(250)  | NO   | PRI | NULL    |       |
| value   | varchar(5000) | YES  |     | NULL    |       |
| name    | varchar(256)  | NO   | PRI | NULL    |       |
| version | int(11)       | NO   | PRI | NULL    |       |
+---------+---------------+------+-----+---------+-------+
4 rows in set (0.00 sec)

| model_versions    |
+-------------------+---------------+------+-----+---------+-------+
| Field             | Type          | Null | Key | Default | Extra |
+-------------------+---------------+------+-----+---------+-------+
| name              | varchar(256)  | NO   | PRI | NULL    |       |
| version           | int(11)       | NO   | PRI | NULL    |       |
| creation_time     | bigint(20)    | YES  |     | NULL    |       |
| last_updated_time | bigint(20)    | YES  |     | NULL    |       |
| description       | varchar(5000) | YES  |     | NULL    |       |
| user_id           | varchar(256)  | YES  |     | NULL    |       |
| current_stage     | varchar(20)   | YES  |     | NULL    |       |
| source            | varchar(500)  | YES  |     | NULL    |       |
| run_id            | varchar(32)   | YES  |     | NULL    |       |
| status            | varchar(20)   | YES  |     | NULL    |       |
| status_message    | varchar(500)  | YES  |     | NULL    |       |
| run_link          | varchar(500)  | YES  |     | NULL    |       |
+-------------------+---------------+------+-----+---------+-------+
12 rows in set (0.00 sec)

| params   |
+----------+--------------+------+-----+---------+-------+
| Field    | Type         | Null | Key | Default | Extra |
+----------+--------------+------+-----+---------+-------+
| key      | varchar(250) | NO   | PRI | NULL    |       |
| value    | varchar(500) | NO   |     | NULL    |       |
| run_uuid | varchar(32)  | NO   | PRI | NULL    |       |
+----------+--------------+------+-----+---------+-------+
3 rows in set (0.00 sec)

| registered_model_tags |
+-------+---------------+------+-----+---------+-------+
| Field | Type          | Null | Key | Default | Extra |
+-------+---------------+------+-----+---------+-------+
| key   | varchar(250)  | NO   | PRI | NULL    |       |
| value | varchar(5000) | YES  |     | NULL    |       |
| name  | varchar(256)  | NO   | PRI | NULL    |       |
+-------+---------------+------+-----+---------+-------+
3 rows in set (0.00 sec)

| registered_models |
+-------------------+---------------+------+-----+---------+-------+
| Field             | Type          | Null | Key | Default | Extra |
+-------------------+---------------+------+-----+---------+-------+
| name              | varchar(256)  | NO   | PRI | NULL    |       |
| creation_time     | bigint(20)    | YES  |     | NULL    |       |
| last_updated_time | bigint(20)    | YES  |     | NULL    |       |
| description       | varchar(5000) | YES  |     | NULL    |       |
+-------------------+---------------+------+-----+---------+-------+
4 rows in set (0.00 sec)

| runs             |
+------------------+--------------+------+-----+---------+-------+
| Field            | Type         | Null | Key | Default | Extra |
+------------------+--------------+------+-----+---------+-------+
| run_uuid         | varchar(32)  | NO   | PRI | NULL    |       |
| name             | varchar(250) | YES  |     | NULL    |       |
| source_type      | varchar(20)  | YES  |     | NULL    |       |
| source_name      | varchar(500) | YES  |     | NULL    |       |
| entry_point_name | varchar(50)  | YES  |     | NULL    |       |
| user_id          | varchar(256) | YES  |     | NULL    |       |
| status           | varchar(9)   | YES  |     | NULL    |       |
| start_time       | bigint(20)   | YES  |     | NULL    |       |
| end_time         | bigint(20)   | YES  |     | NULL    |       |
| source_version   | varchar(50)  | YES  |     | NULL    |       |
| lifecycle_stage  | varchar(20)  | YES  |     | NULL    |       |
| artifact_uri     | varchar(200) | YES  |     | NULL    |       |
| experiment_id    | int(11)      | YES  | MUL | NULL    |       |
| deleted_time     | bigint(20)   | YES  |     | NULL    |       |
+------------------+--------------+------+-----+---------+-------+
14 rows in set (0.00 sec)

| tags     |
+----------+---------------+------+-----+---------+-------+
| Field    | Type          | Null | Key | Default | Extra |
+----------+---------------+------+-----+---------+-------+
| key      | varchar(250)  | NO   | PRI | NULL    |       |
| value    | varchar(5000) | YES  |     | NULL    |       |
| run_uuid | varchar(32)   | NO   | PRI | NULL    |       |
+----------+---------------+------+-----+---------+-------+
3 rows in set (0.00 sec)

2-mlflow.sql

-- MySQL dump 10.13  Distrib 5.7.28, for Linux (x86_64)
--
-- Host: localhost    Database: mlflow
-- ------------------------------------------------------
-- Server version       5.7.28

/*!40101 SET @OLD_CHARACTER_SET_CLIENT=@@CHARACTER_SET_CLIENT */;
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CREATE TABLE `experiment_tags` (
  `key` varchar(250) NOT NULL,
  `value` varchar(5000) DEFAULT NULL,
  `experiment_id` int(11) NOT NULL,
  PRIMARY KEY (`key`,`experiment_id`),
  KEY `experiment_id` (`experiment_id`),
  CONSTRAINT `experiment_tags_ibfk_1` FOREIGN KEY (`experiment_id`) REFERENCES `experiments` (`experiment_id`)
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CREATE TABLE `experiments` (
  `experiment_id` int(11) NOT NULL AUTO_INCREMENT,
  `name` varchar(256) NOT NULL,
  `artifact_location` varchar(256) DEFAULT NULL,
  `lifecycle_stage` varchar(32) DEFAULT NULL,
  PRIMARY KEY (`experiment_id`),
  UNIQUE KEY `name` (`name`)
) ENGINE=InnoDB DEFAULT CHARSET=latin1;
/*!40101 SET character_set_client = @saved_cs_client */;

--
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INSERT INTO `experiments` VALUES (0,'Default','s3://mlflow/0','active');
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UNLOCK TABLES;

--
-- Table structure for table `latest_metrics`
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/*!40101 SET @saved_cs_client     = @@character_set_client */;
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CREATE TABLE `latest_metrics` (
  `key` varchar(250) NOT NULL,
  `value` double NOT NULL,
  `timestamp` bigint(20) DEFAULT NULL,
  `step` bigint(20) NOT NULL,
  `is_nan` tinyint(1) NOT NULL,
  `run_uuid` varchar(32) NOT NULL,
  PRIMARY KEY (`key`,`run_uuid`),
  KEY `index_latest_metrics_run_uuid` (`run_uuid`),
  CONSTRAINT `latest_metrics_ibfk_1` FOREIGN KEY (`run_uuid`) REFERENCES `runs` (`run_uuid`)
) ENGINE=InnoDB DEFAULT CHARSET=latin1;
/*!40101 SET character_set_client = @saved_cs_client */;

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--
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CREATE TABLE `metrics` (
  `key` varchar(250) NOT NULL,
  `value` double NOT NULL,
  `timestamp` bigint(20) NOT NULL,
  `run_uuid` varchar(32) NOT NULL,
  `step` bigint(20) NOT NULL DEFAULT '0',
  `is_nan` tinyint(1) NOT NULL DEFAULT '0',
  PRIMARY KEY (`key`,`timestamp`,`step`,`run_uuid`,`value`,`is_nan`),
  KEY `index_metrics_run_uuid` (`run_uuid`),
  CONSTRAINT `metrics_ibfk_1` FOREIGN KEY (`run_uuid`) REFERENCES `runs` (`run_uuid`)
) ENGINE=InnoDB DEFAULT CHARSET=latin1;
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--
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CREATE TABLE `model_version_tags` (
  `key` varchar(250) NOT NULL,
  `value` varchar(5000) DEFAULT NULL,
  `name` varchar(256) NOT NULL,
  `version` int(11) NOT NULL,
  PRIMARY KEY (`key`,`name`,`version`),
  KEY `name` (`name`,`version`),
  CONSTRAINT `model_version_tags_ibfk_1` FOREIGN KEY (`name`, `version`) REFERENCES `model_versions` (`name`, `version`) ON UPDATE CASCADE
) ENGINE=InnoDB DEFAULT CHARSET=latin1;
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--
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  `name` varchar(256) NOT NULL,
  `version` int(11) NOT NULL,
  `creation_time` bigint(20) DEFAULT NULL,
  `last_updated_time` bigint(20) DEFAULT NULL,
  `description` varchar(5000) DEFAULT NULL,
  `user_id` varchar(256) DEFAULT NULL,
  `current_stage` varchar(20) DEFAULT NULL,
  `source` varchar(500) DEFAULT NULL,
  `run_id` varchar(32) DEFAULT NULL,
  `status` varchar(20) DEFAULT NULL,
  `status_message` varchar(500) DEFAULT NULL,
  `run_link` varchar(500) DEFAULT NULL,
  PRIMARY KEY (`name`,`version`),
  CONSTRAINT `model_versions_ibfk_1` FOREIGN KEY (`name`) REFERENCES `registered_models` (`name`) ON UPDATE CASCADE
) ENGINE=InnoDB DEFAULT CHARSET=latin1;
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--
-- Table structure for table `params`
--

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/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `params` (
  `key` varchar(250) NOT NULL,
  `value` varchar(500) NOT NULL,
  `run_uuid` varchar(32) NOT NULL,
  PRIMARY KEY (`key`,`run_uuid`),
  KEY `index_params_run_uuid` (`run_uuid`),
  CONSTRAINT `params_ibfk_1` FOREIGN KEY (`run_uuid`) REFERENCES `runs` (`run_uuid`)
) ENGINE=InnoDB DEFAULT CHARSET=latin1;
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CREATE TABLE `registered_model_tags` (
  `key` varchar(250) NOT NULL,
  `value` varchar(5000) DEFAULT NULL,
  `name` varchar(256) NOT NULL,
  PRIMARY KEY (`key`,`name`),
  KEY `name` (`name`),
  CONSTRAINT `registered_model_tags_ibfk_1` FOREIGN KEY (`name`) REFERENCES `registered_models` (`name`) ON UPDATE CASCADE
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  `name` varchar(256) NOT NULL,
  `creation_time` bigint(20) DEFAULT NULL,
  `last_updated_time` bigint(20) DEFAULT NULL,
  `description` varchar(5000) DEFAULT NULL,
  PRIMARY KEY (`name`),
  UNIQUE KEY `name` (`name`)
) ENGINE=InnoDB DEFAULT CHARSET=latin1;
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  `run_uuid` varchar(32) NOT NULL,
  `name` varchar(250) DEFAULT NULL,
  `source_type` varchar(20) DEFAULT NULL,
  `source_name` varchar(500) DEFAULT NULL,
  `entry_point_name` varchar(50) DEFAULT NULL,
  `user_id` varchar(256) DEFAULT NULL,
  `status` varchar(9) DEFAULT NULL,
  `start_time` bigint(20) DEFAULT NULL,
  `end_time` bigint(20) DEFAULT NULL,
  `source_version` varchar(50) DEFAULT NULL,
  `lifecycle_stage` varchar(20) DEFAULT NULL,
  `artifact_uri` varchar(200) DEFAULT NULL,
  `experiment_id` int(11) DEFAULT NULL,
  `deleted_time` bigint(20) DEFAULT NULL,
  PRIMARY KEY (`run_uuid`),
  KEY `experiment_id` (`experiment_id`),
  CONSTRAINT `runs_ibfk_1` FOREIGN KEY (`experiment_id`) REFERENCES `experiments` (`experiment_id`)
) ENGINE=InnoDB DEFAULT CHARSET=latin1;
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--
-- Table structure for table `tags`
--

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/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `tags` (
  `key` varchar(250) NOT NULL,
  `value` varchar(5000) DEFAULT NULL,
  `run_uuid` varchar(32) NOT NULL,
  PRIMARY KEY (`key`,`run_uuid`),
  KEY `index_tags_run_uuid` (`run_uuid`),
  CONSTRAINT `tags_ibfk_1` FOREIGN KEY (`run_uuid`) REFERENCES `runs` (`run_uuid`)
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-- Dump completed on 2022-09-15 22:01:52