title: Deploying ML Models as API Using FastAPI and Heroku
  - link: https://jarmos.netlify.app/posts/using-github-actions-to-deploy-a-fastapi-project-to-heroku/
    title: Using GitHub Actions to Deploy a FastAPI Project to Heroku
    author_link: https://jarmos.netlify.app/
    author: Somraj Saha
  - author: "@pystar"
    author_link: https://pystar.substack.com/

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	NATSJetStream = "jetstream"

	EnvNATSEnable        = "MINIO_NOTIFY_NATS_ENABLE"
	EnvNATSAddress       = "MINIO_NOTIFY_NATS_ADDRESS"
	EnvNATSSubject       = "MINIO_NOTIFY_NATS_SUBJECT"
	EnvNATSUsername      = "MINIO_NOTIFY_NATS_USERNAME"
	NATSUserCredentials  = "MINIO_NOTIFY_NATS_USER_CREDENTIALS"
	EnvNATSPassword      = "MINIO_NOTIFY_NATS_PASSWORD"
	EnvNATSToken         = "MINIO_NOTIFY_NATS_TOKEN"
	EnvNATSTLS           = "MINIO_NOTIFY_NATS_TLS"

	EnvKafkaEnable                   = "MINIO_NOTIFY_KAFKA_ENABLE"
	EnvKafkaBrokers                  = "MINIO_NOTIFY_KAFKA_BROKERS"
	EnvKafkaTopic                    = "MINIO_NOTIFY_KAFKA_TOPIC"
	EnvKafkaQueueDir                 = "MINIO_NOTIFY_KAFKA_QUEUE_DIR"
	EnvKafkaQueueLimit               = "MINIO_NOTIFY_KAFKA_QUEUE_LIMIT"
	EnvKafkaTLS                      = "MINIO_NOTIFY_KAFKA_TLS"

        }

        public String getGroupId() {
            return nullify(metadata.getGroupId());
        }

        public String getArtifactId() {
            return nullify(metadata.getArtifactId());
        }

        public String getBaseVersion() {
            return nullify(metadata.getVersion());
        }

        private String nullify(String str) {

}

// BatchJobKeyRotateFlags various configurations for replication job definition currently includes
// - filter
// - notify
// - retry
type BatchJobKeyRotateFlags struct {
	Filter BatchKeyRotateFilter `yaml:"filter" json:"filter"`
	Notify BatchJobNotification `yaml:"notify" json:"notify"`
	Retry  BatchJobRetry        `yaml:"retry" json:"retry"`
}

// BatchJobKeyRotateV1 v1 of batch key rotation job

	EnvElasticEnable     = "MINIO_NOTIFY_ELASTICSEARCH_ENABLE"
	EnvElasticFormat     = "MINIO_NOTIFY_ELASTICSEARCH_FORMAT"
	EnvElasticURL        = "MINIO_NOTIFY_ELASTICSEARCH_URL"
	EnvElasticIndex      = "MINIO_NOTIFY_ELASTICSEARCH_INDEX"
	EnvElasticQueueDir   = "MINIO_NOTIFY_ELASTICSEARCH_QUEUE_DIR"
	EnvElasticQueueLimit = "MINIO_NOTIFY_ELASTICSEARCH_QUEUE_LIMIT"
	EnvElasticUsername   = "MINIO_NOTIFY_ELASTICSEARCH_USERNAME"

	EnvPostgresEnable             = "MINIO_NOTIFY_POSTGRES_ENABLE"
	EnvPostgresFormat             = "MINIO_NOTIFY_POSTGRES_FORMAT"
	EnvPostgresConnectionString   = "MINIO_NOTIFY_POSTGRES_CONNECTION_STRING"
	EnvPostgresTable              = "MINIO_NOTIFY_POSTGRES_TABLE"
	EnvPostgresHost               = "MINIO_NOTIFY_POSTGRES_HOST"
	EnvPostgresPort               = "MINIO_NOTIFY_POSTGRES_PORT"

	// immediately one last time before we exit this method.
	xioutil.SafeClose(saverQuitCh)

	// Notify expire jobs final status to the configured endpoint
	buf, _ := json.Marshal(ri)
	if err := r.Notify(context.Background(), bytes.NewReader(buf)); err != nil {
		batchLogIf(context.Background(), fmt.Errorf("unable to notify %v", err))
	}

	return nil
}

//msgp:ignore batchExpireJobError

		config.NotifyAMQPSubSys:     notify.HelpAMQP,
		config.NotifyKafkaSubSys:    notify.HelpKafka,
		config.NotifyMQTTSubSys:     notify.HelpMQTT,
		config.NotifyNATSSubSys:     notify.HelpNATS,
		config.NotifyNSQSubSys:      notify.HelpNSQ,
		config.NotifyMySQLSubSys:    notify.HelpMySQL,
		config.NotifyPostgresSubSys: notify.HelpPostgres,
		config.NotifyRedisSubSys:    notify.HelpRedis,