TiDB Lightning Backends
The backend determines how TiDB Lightning imports data into the target cluster.
TiDB Lightning supports the following backends:
The Importer-backend (default): tidb-lightning
first encodes the SQL or CSV data into KV pairs, and relies on the external tikv-importer
program to sort these KV pairs and ingest directly into the TiKV nodes.
The Local-backend: tidb-lightning
first encodes data into key-value pairs, sorts and stores them in a local temporary directory, and upload these key-value pairs to each TiKV node as SST files. Then, TiKV ingests these SST files into the cluster. The implementation of Local-backend is the same with that of Importer-backend but does not rely on the external tikv-importer
component.
The TiDB-backend: tidb-lightning
first encodes these data into SQL INSERT
statements, and has these statements executed directly on the TiDB node.
Backend | Local-backend | Importer-backend | TiDB-backend |
---|---|---|---|
Speed | Fast (~500 GB/hr) | Fast (~300 GB/hr) | Slow (~50 GB/hr) |
Resource usage | High | High | Low |
Network bandwidth usage | High | Medium | Low |
ACID respected while importing | No | No | Yes |
Target tables | Must be empty | Must be empty | Can be populated |
Additional component required | No | tikv-importer | No |
TiDB versions supported | >= v4.0.0 | All | All |
TiDB services impacted | Yes | Yes | No |
How to choose the backend modes
- If the target cluster of data import is v4.0 or later versions, consider using the Local-backend mode first, which is easier to use and has higher performance than that of the other two modes.
- If the target cluster of data import is v3.x or earlier versions, it is recommended to use the Importer-backend mode.
- If the target cluster of data import is in the online production environment, or if the target table of data import already has data on it, it is recommended to use the TiDB-backend mode.
TiDB Lightning Local-backend
The Local-backend feature is introduced to TiDB Lightning since TiDB v4.0.3. You can use this feature to import data to TiDB clusters of v4.0.0 or above.
Deployment for Local-backend
To deploy TiDB Lightning in the Local-backend mode, see TiDB Lightning Deployment.
TiDB Lightning TiDB-backend
Deployment for TiDB-backend
When using the TiDB-backend, deploying tikv-importer
is not necessary. Compared with the standard deployment procedure, the TiDB-backend deployment has the following two differences:
- All steps involving
tikv-importer
can be skipped. - The configuration must be changed to declare that the TiDB-backend is used.
Hardware requirements
The speed of TiDB Lightning using TiDB-backend is limited by the SQL processing speed of TiDB. Therefore, even a lower-end machine may max out the possible performance. The recommended hardware configuration is:
- 16 logical cores CPU
- An SSD large enough to store the entire data source, preferring higher read speed
- 1 Gigabit network card
Deploy TiDB Lightning using TiDB Ansible
The
[importer_server]
section ininventory.ini
can be left blank.... [importer_server] # keep empty [lightning_server] 192.168.20.10 ...The
tikv_importer_port
setting ingroup_vars/all.yml
is ignored, and the filegroup_vars/importer_server.yml
does not need to be changed. But you need to editconf/tidb-lightning.yml
and change thebackend
setting totidb
.... tikv_importer: backend: "tidb" # <-- change this ...Bootstrap and deploy the cluster as usual.
Mount the data source for TiDB Lightning as usual.
Start
tidb-lightning
as usual.
Manual deployment
You do not need to download and configure tikv-importer
. You can download TiDB Lightning from here.
Before running tidb-lightning
, add the following lines into the configuration file:
[tikv-importer]
backend = "tidb"
or supplying the --backend tidb
arguments when executing tidb-lightning
.
Conflict resolution
The TiDB-backend supports importing to an already-populated table. However, the new data might cause a unique key conflict with the old data. You can control how to resolve the conflict by using this task configuration.
[tikv-importer]
backend = "tidb"
on-duplicate = "replace" # or "error" or "ignore"
Setting | Behavior on conflict | Equivalent SQL statement |
---|---|---|
replace | New entries replace old ones | REPLACE INTO ... |
ignore | Keep old entries and ignore new ones | INSERT IGNORE INTO ... |
error | Abort import | INSERT INTO ... |
Migrating from Loader to TiDB Lightning TiDB-backend
If you need to import data into a TiDB cluster, TiDB Lightning using the TiDB-backend can completely replace the functionalities of Loader. The following list shows how to translate Loader configurations into TiDB Lightning configurations.
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TiDB Lightning Importer-backend
Deployment for Importer-backend mode
This section describes two deployment methods of TiDB Lightning in the Importer-backend mode:
Hardware requirements
tidb-lightning
and tikv-importer
are both resource-intensive programs. It is recommended to deploy them into two separate machines.
To achieve the best performance, it is recommended to use the following hardware configuration:
tidb-lightning
:- 32+ logical cores CPU
- An SSD large enough to store the entire data source, preferring higher read speed
- 10 Gigabit network card (capable of transferring at ≥300 MB/s)
tidb-lightning
fully consumes all CPU cores when running, and deploying on a dedicated machine is highly recommended. If not possible,tidb-lightning
could be deployed together with other components liketidb-server
, and the CPU usage could be limited via theregion-concurrency
setting.
tikv-importer
:- 32+ logical cores CPU
- 40 GB+ memory
- 1 TB+ SSD, preferring higher IOPS (≥ 8000 is recommended)
- The disk should be larger than the total size of the top N tables, where
N
=max(index-concurrency, table-concurrency)
.
- The disk should be larger than the total size of the top N tables, where
- 10 Gigabit network card (capable of transferring at ≥300 MB/s)
tikv-importer
fully consumes all CPU, disk I/O and network bandwidth when running, and deploying on a dedicated machine is strongly recommended.
If you have sufficient machines, you can deploy multiple tidb lightning
+ tikv importer
servers, with each working on a distinct set of tables, to import the data in parallel.
Deploy TiDB Lightning using TiDB Ansible
You can deploy TiDB Lightning using TiDB Ansible together with the deployment of the TiDB cluster itself using TiDB Ansible.
Edit
inventory.ini
to add the addresses of thetidb-lightning
andtikv-importer
servers.... [importer_server] 192.168.20.9 [lightning_server] 192.168.20.10 ...Configure these tools by editing the settings under
group_vars/*.yml
.group_vars/all.yml
... # The listening port of tikv-importer. Should be open to the tidb-lightning server. tikv_importer_port: 8287 ...group_vars/lightning_server.yml
--- dummy: # The listening port for metrics gathering. Should be open to the monitoring servers. tidb_lightning_pprof_port: 8289 # The file path that tidb-lightning reads the data source (Mydumper SQL dump or CSV) from. data_source_dir: "{{ deploy_dir }}/mydumper"group_vars/importer_server.yml
--- dummy: # The file path to store engine files. Should reside on a partition with a large capacity. import_dir: "{{ deploy_dir }}/data.import"
Deploy the cluster.
ansible-playbook bootstrap.yml && ansible-playbook deploy.ymlMount the data source to the path specified in the
data_source_dir
setting.Log in to the
tikv-importer
server, and manually run the following command to start Importer.scripts/start_importer.shLog in to the
tidb-lightning
server, and manually run the following command to start Lightning and import the data into the TiDB cluster.scripts/start_lightning.shAfter completion, run
scripts/stop_importer.sh
on thetikv-importer
server to stop Importer.
Deploy TiDB Lightning manually
Step 1: Deploy a TiDB cluster
Before importing data, you need to have a deployed TiDB cluster, with the cluster version 2.0.9 or above. It is highly recommended to use the latest version.
You can find deployment instructions in TiDB Quick Start Guide.
Step 2: Download the TiDB Lightning installation package
Refer to the TiDB enterprise tools download page to download the TiDB Lightning package (choose the same version as that of the TiDB cluster).
Step 3: Start tikv-importer
Upload
bin/tikv-importer
from the installation package.Configure
tikv-importer.toml
.# TiKV Importer configuration file template # Log file log-file = "tikv-importer.log" # Log level: trace, debug, info, warn, error, off. log-level = "info" # Listening address of the status server. status-server-address = "0.0.0.0:8286" [server] # The listening address of tikv-importer. tidb-lightning needs to connect to # this address to write data. addr = "0.0.0.0:8287" [import] # The directory to store engine files. import-dir = "/mnt/ssd/data.import/"The above only shows the essential settings. See the Configuration section for the full list of settings.
Run
tikv-importer
.nohup ./tikv-importer -C tikv-importer.toml > nohup.out &
Step 4: Start tidb-lightning
Upload
bin/tidb-lightning
andbin/tidb-lightning-ctl
from the tool set.Mount the data source onto the same machine.
Configure
tidb-lightning.toml
. For configurations that do not appear in the template below, TiDB Lightning writes a configuration error to the log file and exits.[lightning] # The concurrency number of data. It is set to the number of logical CPU # cores by default. When deploying together with other components, you can # set it to 75% of the size of logical CPU cores to limit the CPU usage. # region-concurrency = # Logging level = "info" file = "tidb-lightning.log" [tikv-importer] # The listening address of tikv-importer. Change it to the actual address. addr = "172.16.31.10:8287" [mydumper] # mydumper local source data directory data-source-dir = "/data/my_database" [tidb] # Configuration of any TiDB server from the cluster host = "172.16.31.1" port = 4000 user = "root" password = "" # Table schema information is fetched from TiDB via this status-port. status-port = 10080The above only shows the essential settings. See the Configuration section for the full list of settings.
Run
tidb-lightning
. If you directly run the command in the command-line, the process might exit because of the SIGHUP signal received. Instead, it's preferable to run a bash script that contains thenohup
command:nohup ./tidb-lightning -config tidb-lightning.toml > nohup.out &