| title | summary |
|---|---|
Use Physical Import Mode |
Learn how to use the physical import mode in TiDB Lightning. |
This document introduces how to use the physical import mode in TiDB Lightning, including writing the configuration file, tuning performance, and configuring disk quota.
There are limitations on the physical import mode. Before using the physical import mode, make sure to read Limitations.
You can use the following configuration file to execute data import using the physical import mode:
[lightning]
# log
level = "info"
file = "tidb-lightning.log"
max-size = 128 # MB
max-days = 28
max-backups = 14
# Checks the cluster minimum requirements before start.
check-requirements = true
[mydumper]
# The local data source directory or the URI of the external storage. For more information about the URI of the external storage, see https://docs.pingcap.com/tidb/v6.6/backup-and-restore-storages#uri-format.
data-source-dir = "/data/my_database"
[conflict]
# Starting from v7.3.0, a new version of strategy is introduced to handle conflicting data. The default value is "". Starting from v8.0.0, TiDB Lightning optimizes the conflict strategy for both physical and logical import modes.
# - "": TiDB Lightning does not detect or handle conflicting data. If the source file contains conflicting primary or unique key records, the subsequent step reports an error.
# - "error": when detecting conflicting primary or unique key records in the imported data, TiDB Lightning terminates the import and reports an error.
# - "replace": when encountering conflicting primary or unique key records, TiDB Lightning retains the latest data and overwrites the old data.
# The conflicting data are recorded in the `lightning_task_info.conflict_view` view of the target TiDB cluster.
# In the `lightning_task_info.conflict_view` view, if the `is_precheck_conflict` field for a row is `0`, it means that the conflicting data recorded in that row is detected by postprocess conflict detection; if the `is_precheck_conflict` field for a row is `1`, it means that conflicting data recorded in that row is detected by pre-import conflict detection.
# You can manually insert the correct records into the target table based on your application requirements. Note that the target TiKV must be v5.2.0 or later versions.
strategy = ""
# Controls whether to enable pre-import conflict detection, which checks conflicts in data before importing it to TiDB. The default value is false, indicating that TiDB Lightning only checks conflicts after the import. If you set it to true, TiDB Lightning checks conflicts both before and after the import. This parameter can be used only in the physical import mode. In scenarios where the number of conflict records is greater than 1,000,000, it is recommended to set `precheck-conflict-before-import = true` for better performance in conflict detection. In other scenarios, it is recommended to disable it.
# precheck-conflict-before-import = false
# threshold = 10000
# Starting from v8.1.0, there is no need to configure `max-record-rows` manually, because TiDB Lightning automatically assigns the value of `max-record-rows` with the value of `threshold`, regardless of the user input. `max-record-rows` will be deprecated in a future release.
# max-record-rows = 10000
[tikv-importer]
# Import mode. "local" means using the physical import mode.
backend = "local"
# The `duplicate-resolution` parameter is deprecated starting from v8.0.0 and will be removed in a future release. For more information, see <https://docs.pingcap.com/tidb/stable/tidb-lightning-physical-import-mode-usage#the-old-version-of-conflict-detection-deprecated-in-v800>.
# If you set `duplicate-resolution = 'none'` and do not set `conflict.strategy`, TiDB Lightning will automatically assign `""` to `conflict.strategy`.
# If you set `duplicate-resolution = 'remove'` and do not set `conflict.strategy`, TiDB Lightning will automatically assign "replace" to `conflict.strategy` and enable the new version of conflict detection.
# The method to resolve the conflicting data.
duplicate-resolution = 'none'
# The directory of local KV sorting.
sorted-kv-dir = "./some-dir"
# Limits the bandwidth in which TiDB Lightning writes data into each TiKV
# node in the physical import mode. 0 by default, which means no limit.
# store-write-bwlimit = "128MiB"
# Specifies whether Physical Import Mode adds indexes via SQL. The default value is `false`, which means that TiDB Lightning will encode both row data and index data into KV pairs and import them into TiKV together. This mechanism is consistent with that of the historical versions. If you set it to `true`, it means that TiDB Lightning adds indexes via SQL after importing the row data.
# The benefit of adding indexes via SQL is that you can separately import data and import indexes, and import data more quickly. After the data is imported, even if the indexes fail to be added, it does not affect the consistency of the imported data.
# add-index-by-sql = false
[tidb]
# The information of the target cluster. The address of any tidb-server from the cluster.
host = "172.16.31.1"
port = 4000
user = "root"
# Configure the password to connect to TiDB. Either plaintext or Base64 encoded.
password = ""
# Required. Table schema information is fetched from TiDB via this status-port.
status-port = 10080
# Required. The address of any pd-server from the cluster. Starting from v7.6.0, TiDB supports setting multiple PD addresses.
pd-addr = "172.16.31.4:2379,56.78.90.12:3456"
# tidb-lightning imports the TiDB library, and generates some logs.
# Set the log level of the TiDB library.
log-level = "error"
[post-restore]
# Specifies whether to perform `ADMIN CHECKSUM TABLE <table>` for each table to verify data integrity after importing.
# The following options are available:
# - "required" (default): Perform admin checksum after importing. If checksum fails, TiDB Lightning will exit with failure.
# - "optional": Perform admin checksum. If checksum fails, TiDB Lightning will report a WARN log but ignore any error.
# - "off": Do not perform checksum after importing.
# Note that since v4.0.8, the default value has changed from "true" to "required".
#
# Note:
# 1. Checksum failure usually means import exception (data loss or data inconsistency), so it is recommended to always enable Checksum.
# 2. For backward compatibility, bool values "true" and "false" are also allowed for this field.
# "true" is equivalent to "required" and "false" is equivalent to "off".
checksum = "required"
# Specifies whether to perform `ANALYZE TABLE <table>` for each table after checksum is done.
# Options available for this field are the same as `checksum`. However, the default value for this field is "optional".
analyze = "optional"For the complete configuration file, refer to the configuration file and command line parameters.
Conflicting data refers to two or more records with the same primary key or unique key column data. When the data source contains conflicting data and conflict detection feature is not turned on, the actual number of rows in the table is different from the total number of rows returned by the query using unique index.
There are two versions for conflict detection:
- The new version of conflict detection, controlled by the
conflictconfiguration item. - The old version of conflict detection (deprecated in v8.0.0 and will be removed in a future release), controlled by the
tikv-importer.duplicate-resolutionconfiguration item.
The meanings of configuration values are as follows:
| Strategy | Default behavior of conflicting data | The corresponding SQL statement |
|---|---|---|
"replace" |
Retaining the latest data and overwriting the old data | REPLACE INTO ... |
"error" |
Terminating the import and reporting an error. | INSERT INTO ... |
"" |
TiDB Lightning does not detect or handle conflicting data. If data with primary and unique key conflicts exists, the subsequent checksum step reports an error. | None |
Note:
The conflict detection result in the physical import mode might differ from SQL-based import due to internal implementation and limitation of TiDB Lightning.
When the strategy is "error" and conflicting data is detected, TiDB Lightning reports an error and exits the import. When the strategy is "replace", conflicting data is treated as conflict errors. If the conflict.threshold value is greater than 0, TiDB Lightning tolerates the specified number of conflict errors. The default value is 9223372036854775807, which means that almost all errors are tolerant. For more information, see error resolution.
The new version of conflict detection has the following limitations:
- Before importing, TiDB Lightning prechecks potential conflicting data by reading all data and encoding it. During the detection process, TiDB Lightning uses
tikv-importer.sorted-kv-dirto store temporary files. After the detection is complete, TiDB Lightning retains the results for import phase. This introduces additional overhead for time consumption, disk space usage, and API requests to read the data. - The new version of conflict detection only works in a single node, and does not apply to parallel imports and scenarios where the
disk-quotaparameter is enabled.
The new version of conflict detection controls whether to enable pre-import conflict detection via the precheck-conflict-before-import parameter. In cases where the original data contains a lot of conflicting data, the total time consumed by conflict detection before and after the import is less than that of the old version. Therefore, it is recommended to enable pre-import conflict detection in scenarios where the ratio of conflict records is greater than or equal to 1% and the local disk space is sufficient.
Starting from v8.0.0, the old version of conflict detection (tikv-importer.duplicate-resolution) is deprecated. The tikv-importer.duplicate-resolution parameter will be removed in a future release. If tikv-importer.duplicate-resolution is remove and conflict.strategy is not configured, TiDB Lightning automatically enables the new version of conflict detection by assigning the value of conflict.strategy to "replace". Note that tikv-importer.duplicate-resolution and conflict.strategy cannot be configured at the same time, as it will result in an error.
- For versions between v7.3.0 and v7.6.0, TiDB Lightning enables the old version of conflict detection when
tikv-importer.duplicate-resolutionis not an empty string. - For v7.2.0 and earlier versions, TiDB Lightning only supports the old version of conflict detection.
In the old version of conflict detection, TiDB Lightning offers two strategies:
remove(recommended): records and removes all conflicting records from the target table to ensure a consistent state in the target TiDB.none: does not detect duplicate records.nonehas the best performance in the two strategies, but might lead to inconsistent data in the target TiDB.
Before v5.3, TiDB Lightning does not support conflict detection. If there is conflicting data, the import process fails at the checksum step. When conflict detection is enabled, if there is conflicting data, TiDB Lightning skips the checksum step (because it always fails).
Suppose an order_line table has the following schema:
CREATE TABLE IF NOT EXISTS `order_line` (
`ol_o_id` int(11) NOT NULL,
`ol_d_id` int(11) NOT NULL,
`ol_w_id` int(11) NOT NULL,
`ol_number` int(11) NOT NULL,
`ol_i_id` int(11) NOT NULL,
`ol_supply_w_id` int(11) DEFAULT NULL,
`ol_delivery_d` datetime DEFAULT NULL,
`ol_quantity` int(11) DEFAULT NULL,
`ol_amount` decimal(6,2) DEFAULT NULL,
`ol_dist_info` char(24) DEFAULT NULL,
PRIMARY KEY (`ol_w_id`,`ol_d_id`,`ol_o_id`,`ol_number`)
) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4 COLLATE=utf8mb4_bin;If Lightning detects conflicting data during the import, you can query the lightning_task_info.conflict_error_v3 table as follows:
mysql> select table_name,index_name,key_data,row_data from conflict_error_v3 limit 10;
+---------------------+------------+----------+-----------------------------------------------------------------------------+
| table_name | index_name | key_data | row_data |
+---------------------+------------+----------+-----------------------------------------------------------------------------+
| `tpcc`.`order_line` | PRIMARY | 21829216 | (2677, 10, 10, 11, 75656, 10, NULL, 5, 5831.97, "HT5DN3EVb6kWTd4L37bsbogj") |
| `tpcc`.`order_line` | PRIMARY | 49931672 | (2677, 10, 10, 11, 75656, 10, NULL, 5, 5831.97, "HT5DN3EVb6kWTd4L37bsbogj") |
| `tpcc`.`order_line` | PRIMARY | 21829217 | (2677, 10, 10, 12, 76007, 10, NULL, 5, 9644.36, "bHuVoRfidQ0q2rJ6ZC9Hd12E") |
| `tpcc`.`order_line` | PRIMARY | 49931673 | (2677, 10, 10, 12, 76007, 10, NULL, 5, 9644.36, "bHuVoRfidQ0q2rJ6ZC9Hd12E") |
| `tpcc`.`order_line` | PRIMARY | 21829218 | (2677, 10, 10, 13, 85618, 10, NULL, 5, 7427.98, "t3rsesgi9rVAKi9tf6an5Rpv") |
| `tpcc`.`order_line` | PRIMARY | 49931674 | (2677, 10, 10, 13, 85618, 10, NULL, 5, 7427.98, "t3rsesgi9rVAKi9tf6an5Rpv") |
| `tpcc`.`order_line` | PRIMARY | 21829219 | (2677, 10, 10, 14, 15873, 10, NULL, 5, 133.21, "z1vH0e31tQydJGhfNYNa4ScD") |
| `tpcc`.`order_line` | PRIMARY | 49931675 | (2677, 10, 10, 14, 15873, 10, NULL, 5, 133.21, "z1vH0e31tQydJGhfNYNa4ScD") |
| `tpcc`.`order_line` | PRIMARY | 21829220 | (2678, 10, 10, 1, 44644, 10, NULL, 5, 8463.76, "TWKJBt5iJA4eF7FIVxnugNmz") |
| `tpcc`.`order_line` | PRIMARY | 49931676 | (2678, 10, 10, 1, 44644, 10, NULL, 5, 8463.76, "TWKJBt5iJA4eF7FIVxnugNmz") |
+---------------------+------------+----------------------------------------------------------------------------------------+
10 rows in set (0.14 sec)You can manually identify the records that need to be retained and insert these records into the table.
Starting from v6.2.0, TiDB Lightning implements a mechanism to limit the impact of data import on online applications. With the new mechanism, TiDB Lightning does not pause the global scheduling, but only pauses scheduling for the Region that stores the target table data. This significantly reduces the impact of the import on online applications.
Starting from v7.1.0, you can control the scope of pausing scheduling by using the TiDB Lightning parameter pause-pd-scheduler-scope. The default value is "table", which means that the scheduling is paused only for the Region that stores the target table data. When there is no business traffic in the cluster, it is recommended to set this parameter to "global" to avoid interference from other scheduling during the import.
TiDB Lightning does not support importing data into a table that already contains data.
The TiDB cluster must be v6.1.0 or later versions. For earlier versions, TiDB Lightning keeps the old behavior, which pauses scheduling globally and severely impacts the online application during the import.
By default, TiDB Lightning pauses the cluster scheduling for the minimum range possible. However, under the default configuration, the cluster performance still might be affected by fast import. To avoid this, you can configure the following options to control the import speed and other factors that might impact the cluster performance:
[tikv-importer]
# Limits the bandwidth in which TiDB Lightning writes data into each TiKV node in the physical import mode.
store-write-bwlimit = "128MiB"
[tidb]
# Use smaller concurrency to reduce the impact of Checksum and Analyze on the transaction latency.
distsql-scan-concurrency = 3You can measure the impact of data import on TPCC results by simulating the online application using TPCC and importing data into a TiDB cluster using TiDB Lightning. The test result is as follows:
| Concurrency | TPM | P99 | P90 | AVG |
|---|---|---|---|---|
| 1 | 20%~30% | 60%~80% | 30%~50% | 30%~40% |
| 8 | 15%~25% | 70%~80% | 35%~45% | 20%~35% |
| 16 | 20%~25% | 55%~85% | 35%~40% | 20%~30% |
| 64 | No significant impact | |||
| 256 | No significant impact |
The percentage in the preceding table indicates the impact of data import on TPCC results.
- For the TPM column, the number indicates the percentage of TPM decrease.
- For the P99, P90, and AVG columns, the number indicates the percentage of latency increase.
The test results show that the smaller the concurrency, the larger the impact of data import on TPCC results. When the concurrency is 64 or more, the impact of data import on TPCC results is negligible.
Therefore, if your TiDB cluster has a latency-sensitive application and a low concurrency, it is strongly recommended not to use TiDB Lightning to import data into the cluster. This will cause a significant impact on the online application.
The most direct and effective ways to improve import performance of the physical import mode are as follows:
- Upgrade the hardware of the node where Lightning is deployed, especially the CPU and the storage device of
sorted-key-dir. - Use the parallel import feature to achieve horizontal scaling.
TiDB Lightning provides some concurrency-related configurations to affect import performance in the physical import mode. However, from long-term experience, it is recommended to keep the following four configuration items in the default value. Adjusting the four configuration items does not bring significant performance boost.
[lightning]
# The maximum concurrency of engine files.
# Each table is split into one "index engine" to store indices, and multiple
# "data engines" to store row data. These settings control the maximum
# concurrent number for each type of engines.
# The two settings controls the maximum concurrency of the two engine files.
index-concurrency = 2
table-concurrency = 6
# The concurrency of data. The default value is the number of logical CPUs.
region-concurrency =
# The maximum concurrency of I/O. When the concurrency is too high, the disk
# cache may be frequently refreshed, causing the cache miss and read speed
# to slow down. For different storage mediums, this parameter may need to be
# adjusted to achieve the best performance.
io-concurrency = 5
During the import, each table is split into one "index engine" to store indices, and multiple "data engines" to store row data.
index-concurrency controls the maximum concurrency of the index engine. When you adjust index-concurrency, make sure that index-concurrency * the number of source files of each table > region-concurrency to ensure that the CPU is fully utilized. The ratio is usually between 1.5 ~ 2. Do not set index-concurrency too high and not lower than 2 (default). Too high index-concurrency causes too many pipelines to be built, which causes the index-engine import stage to pile up.
The same goes for table-concurrency. Make sure that table-concurrency * the number of source files of each table > region-concurrency to ensure that the CPU is fully utilized. A recommended value is around region-concurrency * 4 / the number of source files of each table and not lower than 4.
If the table is large, Lightning will split the table into multiple batches of 100 GiB. The concurrency is controlled by table-concurrency.
index-concurrency and table-concurrency has little effect on the import speed. You can leave them in the default value.
io-concurrency controls the concurrency of file read. The default value is 5. At any given time, only 5 handles are performing read operations. Because the file read speed is usually not a bottleneck, you can leave this configuration in the default value.
After the file data is read, Lightning needs to do some post-processing, such as encoding and sorting the data locally. The concurrency of these operations is controlled by region-concurrency. The default value is the number of CPU cores. You can leave this configuration in the default value. It is recommended to deploy Lightning on a separate server from other components. If you must deploy Lightning together with other components, you need to lower the value of region-concurrency according to the load.
The num-threads configuration of TiKV can also affect the performance. For new clusters, it is recommended to set num-threads to the number of CPU cores.
When you import data in the physical import mode, TiDB Lightning creates a large number of temporary files on the local disk to encode, sort, and split the original data. When the local disk space is insufficient, TiDB Lightning reports an error and exits because of write failure.
To avoid this situation, you can configure disk quota for TiDB Lightning. When the size of the temporary files exceeds the disk quota, TiDB Lightning pauses the process of reading the source data and writing temporary files. TiDB Lightning prioritizes writing the sorted key-value pairs to TiKV. After deleting the local temporary files, TiDB Lightning continues the import process.
To enable disk quota, add the following configuration to your configuration file:
[tikv-importer]
# MaxInt64 by default, which is 9223372036854775807 bytes.
disk-quota = "10GB"
backend = "local"
[cron]
# The interval of checking disk quota. 60 seconds by default.
check-disk-quota = "30s"disk-quota limits the storage space used by TiDB Lightning. The default value is MaxInt64, which is 9223372036854775807 bytes. This value is much larger than the disk space you might need for the import, so leaving it as the default value is equivalent to not setting the disk quota.
check-disk-quota is the interval of checking disk quota. The default value is 60 seconds. When TiDB Lightning checks the disk quota, it acquires an exclusive lock for the relevant data, which blocks all the import threads. Therefore, if TiDB Lightning checks the disk quota before every write, it significantly slows down the write efficiency (as slow as a single-thread write). To achieve efficient write, disk quota is not checked before every write; instead, TiDB Lightning pauses all the import threads and checks the disk quota every check-disk-quota interval. That is, if the value of check-disk-quota is set to a large value, the disk space used by TiDB Lightning might exceed the disk quota you set, which leaves the disk quota ineffective. Therefore, it is recommended to set the value of check-disk-quota to a small value. The specific value of this item is determined by the environment in which TiDB Lightning is running. In different environments, TiDB Lightning writes temporary files at different speeds. Theoretically, the faster the speed, the smaller the value of check-disk-quota should be.