OpenTSDB JSON Protocol
Introduction
A JSON string is used in OpenTSDB JSON to represent one or more rows of data, for example:
[
{
"metric": "sys.cpu.nice",
"timestamp": 1346846400,
"value": 18,
"tags": {
"host": "web01",
"dc": "lga"
}
},
{
"metric": "sys.cpu.nice",
"timestamp": 1346846400,
"value": 9,
"tags": {
"host": "web02",
"dc": "lga"
}
}
]
Similar to OpenTSDB line protocol, metric will be used as the STable name, timestamp is the timestamp to be used, value represents the metric collected, tags are the tag sets.
Please refer to OpenTSDB HTTP API for more details.
note
- In JSON protocol, strings will be converted to nchar type and numeric values will be converted to double type.
- Only data in array format is accepted and so an array must be used even if there is only one row.
Examples
- Java
- Python
- Go
- Rust
- Node.js
- C#
- C
package com.taos.example;
import com.taosdata.jdbc.SchemalessWriter;
import com.taosdata.jdbc.enums.SchemalessProtocolType;
import com.taosdata.jdbc.enums.SchemalessTimestampType;
import java.sql.Connection;
import java.sql.DriverManager;
import java.sql.SQLException;
import java.sql.Statement;
public class JSONProtocolExample {
private static Connection getConnection() throws SQLException {
String jdbcUrl = "jdbc:TAOS://localhost:6030?user=root&password=taosdata";
return DriverManager.getConnection(jdbcUrl);
}
private static void createDatabase(Connection conn) throws SQLException {
try (Statement stmt = conn.createStatement()) {
stmt.execute("CREATE DATABASE IF NOT EXISTS test");
stmt.execute("USE test");
}
}
private static String getJSONData() {
return "[{\"metric\": \"meters.current\", \"timestamp\": 1648432611249, \"value\": 10.3, \"tags\": {\"location\": \"California.SanFrancisco\", \"groupid\": 2}}," +
" {\"metric\": \"meters.voltage\", \"timestamp\": 1648432611249, \"value\": 219, \"tags\": {\"location\": \"California.LosAngeles\", \"groupid\": 1}}, " +
"{\"metric\": \"meters.current\", \"timestamp\": 1648432611250, \"value\": 12.6, \"tags\": {\"location\": \"California.SanFrancisco\", \"groupid\": 2}}," +
" {\"metric\": \"meters.voltage\", \"timestamp\": 1648432611250, \"value\": 221, \"tags\": {\"location\": \"California.LosAngeles\", \"groupid\": 1}}]";
}
public static void main(String[] args) throws SQLException {
try (Connection conn = getConnection()) {
createDatabase(conn);
SchemalessWriter writer = new SchemalessWriter(conn);
String jsonData = getJSONData();
writer.write(jsonData, SchemalessProtocolType.JSON, SchemalessTimestampType.NOT_CONFIGURED);
}
}
}
import json
import taos
from taos import SmlProtocol, SmlPrecision
lines = [{"metric": "meters.current", "timestamp": 1648432611249, "value": 10.3, "tags": {"location": "California.SanFrancisco", "groupid": 2}},
{"metric": "meters.voltage", "timestamp": 1648432611249, "value": 219,
"tags": {"location": "California.LosAngeles", "groupid": 1}},
{"metric": "meters.current", "timestamp": 1648432611250, "value": 12.6,
"tags": {"location": "California.SanFrancisco", "groupid": 2}},
{"metric": "meters.voltage", "timestamp": 1648432611250, "value": 221, "tags": {"location": "California.LosAngeles", "groupid": 1}}]
def get_connection():
return taos.connect()
def create_database(conn):
conn.execute("CREATE DATABASE test")
conn.execute("USE test")
def insert_lines(conn):
global lines
lines = json.dumps(lines)
# note: the first parameter must be a list with only one element.
affected_rows = conn.schemaless_insert(
[lines], SmlProtocol.JSON_PROTOCOL, SmlPrecision.NOT_CONFIGURED)
print(affected_rows) # 4
if __name__ == '__main__':
connection = get_connection()
try:
create_database(connection)
insert_lines(connection)
finally:
connection.close()
package main
import (
"fmt"
"github.com/taosdata/driver-go/v2/af"
)
func prepareDatabase(conn *af.Connector) {
_, err := conn.Exec("CREATE DATABASE test")
if err != nil {
panic(err)
}
_, err = conn.Exec("USE test")
if err != nil {
panic(err)
}
}
func main() {
conn, err := af.Open("localhost", "root", "taosdata", "", 6030)
if err != nil {
fmt.Println("fail to connect, err:", err)
}
defer conn.Close()
prepareDatabase(conn)
payload := `[{"metric": "meters.current", "timestamp": 1648432611249, "value": 10.3, "tags": {"location": "California.SanFrancisco", "groupid": 2}},
{"metric": "meters.voltage", "timestamp": 1648432611249, "value": 219, "tags": {"location": "California.LosAngeles", "groupid": 1}},
{"metric": "meters.current", "timestamp": 1648432611250, "value": 12.6, "tags": {"location": "California.SanFrancisco", "groupid": 2}},
{"metric": "meters.voltage", "timestamp": 1648432611250, "value": 221, "tags": {"location": "California.LosAngeles", "groupid": 1}}]`
err = conn.OpenTSDBInsertJsonPayload(payload)
if err != nil {
fmt.Println("insert error:", err)
}
}
use libtaos::schemaless::*;
use libtaos::*;
fn main() {
let taos = TaosCfg::default().connect().expect("fail to connect");
taos.raw_query("CREATE DATABASE test").unwrap();
taos.raw_query("USE test").unwrap();
let lines = [
r#"[{"metric": "meters.current", "timestamp": 1648432611249, "value": 10.3, "tags": {"location": "California.SanFrancisco", "groupid": 2}},
{"metric": "meters.voltage", "timestamp": 1648432611249, "value": 219, "tags": {"location": "California.LosAngeles", "groupid": 1}},
{"metric": "meters.current", "timestamp": 1648432611250, "value": 12.6, "tags": {"location": "California.SanFrancisco", "groupid": 2}},
{"metric": "meters.voltage", "timestamp": 1648432611250, "value": 221, "tags": {"location": "California.LosAngeles", "groupid": 1}}]"#,
];
let affected_rows = taos
.schemaless_insert(
&lines,
TSDB_SML_JSON_PROTOCOL,
TSDB_SML_TIMESTAMP_NOT_CONFIGURED,
)
.unwrap();
println!("affected_rows={}", affected_rows); // affected_rows=4
}
// run with: cargo run --example opentsdb_json_example
const taos = require("td2.0-connector");
const conn = taos.connect({
host: "localhost",
});
const cursor = conn.cursor();
function createDatabase() {
cursor.execute("CREATE DATABASE test");
cursor.execute("USE test");
}
function insertData() {
const lines = [
{
metric: "meters.current",
timestamp: 1648432611249,
value: 10.3,
tags: { location: "California.SanFrancisco", groupid: 2 },
},
{
metric: "meters.voltage",
timestamp: 1648432611249,
value: 219,
tags: { location: "California.LosAngeles", groupid: 1 },
},
{
metric: "meters.current",
timestamp: 1648432611250,
value: 12.6,
tags: { location: "California.SanFrancisco", groupid: 2 },
},
{
metric: "meters.voltage",
timestamp: 1648432611250,
value: 221,
tags: { location: "California.LosAngeles", groupid: 1 },
},
];
cursor.schemalessInsert(
[JSON.stringify(lines)],
taos.SCHEMALESS_PROTOCOL.TSDB_SML_JSON_PROTOCOL,
taos.SCHEMALESS_PRECISION.TSDB_SML_TIMESTAMP_NOT_CONFIGURED
);
}
try {
createDatabase();
insertData();
} finally {
cursor.close();
conn.close();
}
using TDengineDriver;
namespace TDengineExample
{
internal class OptsJsonExample
{
static void Main()
{
IntPtr conn = GetConnection();
PrepareDatabase(conn);
string[] lines = { "[{\"metric\": \"meters.current\", \"timestamp\": 1648432611249, \"value\": 10.3, \"tags\": {\"location\": \"California.SanFrancisco\", \"groupid\": 2}}," +
" {\"metric\": \"meters.voltage\", \"timestamp\": 1648432611249, \"value\": 219, \"tags\": {\"location\": \"California.LosAngeles\", \"groupid\": 1}}, " +
"{\"metric\": \"meters.current\", \"timestamp\": 1648432611250, \"value\": 12.6, \"tags\": {\"location\": \"California.SanFrancisco\", \"groupid\": 2}}," +
" {\"metric\": \"meters.voltage\", \"timestamp\": 1648432611250, \"value\": 221, \"tags\": {\"location\": \"California.LosAngeles\", \"groupid\": 1}}]"
};
IntPtr res = TDengine.SchemalessInsert(conn, lines, 1, (int)TDengineSchemalessProtocol.TSDB_SML_JSON_PROTOCOL, (int)TDengineSchemalessPrecision.TSDB_SML_TIMESTAMP_NOT_CONFIGURED);
if (TDengine.ErrorNo(res) != 0)
{
Console.WriteLine("SchemalessInsert failed since " + TDengine.Error(res));
ExitProgram(conn, 1);
}
else
{
int affectedRows = TDengine.AffectRows(res);
Console.WriteLine($"SchemalessInsert success, affected {affectedRows} rows");
}
TDengine.FreeResult(res);
ExitProgram(conn, 0);
}
static IntPtr GetConnection()
{
string host = "localhost";
short port = 6030;
string username = "root";
string password = "taosdata";
string dbname = "";
var conn = TDengine.Connect(host, username, password, dbname, port);
if (conn == IntPtr.Zero)
{
Console.WriteLine("Connect to TDengine failed");
TDengine.Cleanup();
Environment.Exit(1);
}
else
{
Console.WriteLine("Connect to TDengine success");
}
return conn;
}
static void PrepareDatabase(IntPtr conn)
{
IntPtr res = TDengine.Query(conn, "CREATE DATABASE test");
if (TDengine.ErrorNo(res) != 0)
{
Console.WriteLine("failed to create database, reason: " + TDengine.Error(res));
ExitProgram(conn, 1);
}
res = TDengine.Query(conn, "USE test");
if (TDengine.ErrorNo(res) != 0)
{
Console.WriteLine("failed to change database, reason: " + TDengine.Error(res));
ExitProgram(conn, 1);
}
}
static void ExitProgram(IntPtr conn, int exitCode)
{
TDengine.Close(conn);
TDengine.Cleanup();
Environment.Exit(exitCode);
}
}
}
int main() {
TAOS *taos = taos_connect("localhost", "root", "taosdata", "", 6030);
if (taos == NULL) {
printf("failed to connect to server\n");
exit(EXIT_FAILURE);
}
executeSQL(taos, "DROP DATABASE IF EXISTS test");
executeSQL(taos, "CREATE DATABASE test");
executeSQL(taos, "USE test");
char *line =
"[{\"metric\": \"meters.current\", \"timestamp\": 1648432611249, \"value\": 10.3, \"tags\": {\"location\": "
"\"California.SanFrancisco\", \"groupid\": 2}},{\"metric\": \"meters.voltage\", \"timestamp\": 1648432611249, "
"\"value\": 219, \"tags\": {\"location\": \"California.LosAngeles\", \"groupid\": 1}},{\"metric\": \"meters.current\", "
"\"timestamp\": 1648432611250, \"value\": 12.6, \"tags\": {\"location\": \"California.SanFrancisco\", \"groupid\": "
"2}},{\"metric\": \"meters.voltage\", \"timestamp\": 1648432611250, \"value\": 221, \"tags\": {\"location\": "
"\"California.LosAngeles\", \"groupid\": 1}}]";
char *lines[] = {line};
TAOS_RES *res = taos_schemaless_insert(taos, lines, 1, TSDB_SML_JSON_PROTOCOL, TSDB_SML_TIMESTAMP_NOT_CONFIGURED);
if (taos_errno(res) != 0) {
printf("failed to insert schema-less data, reason: %s\n", taos_errstr(res));
} else {
int affectedRow = taos_affected_rows(res);
printf("successfully inserted %d rows\n", affectedRow);
}
taos_free_result(res);
taos_close(taos);
taos_cleanup();
}
// output:
// successfully inserted 4 rows
The above sample code will created 2 STables automatically while each STable has 2 rows of data.
taos> use test;
Database changed.
taos> show STables;
name | created_time | columns | tags | tables |
============================================================================================
meters.current | 2022-03-29 16:05:25.193 | 2 | 2 | 1 |
meters.voltage | 2022-03-29 16:05:25.200 | 2 | 2 | 1 |
Query OK, 2 row(s) in set (0.001954s)
taos> select * from `meters.current`;
ts | value | groupid | location |
===================================================================================================================
2022-03-28 09:56:51.249 | 10.300000000 | 2.000000000 | California.SanFrancisco |
2022-03-28 09:56:51.250 | 12.600000000 | 2.000000000 | California.SanFrancisco |
Query OK, 2 row(s) in set (0.004076s)
