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href=\"/apache/tsfile/blob/develop/README-zh.md\"\u003e中文\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTsFile Document\u003c/h1\u003e\u003ca id=\"user-content-tsfile-document\" class=\"anchor\" aria-label=\"Permalink: TsFile Document\" href=\"#tsfile-document\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cpre\u003e___________ ___________.__.__ \n\\__ ___/____\\_ _____/|__| | ____ \n | | / ___/| __) | | | _/ __ \\ \n | | \\___ \\ | \\ | | |_\\ ___/ \n |____|/____ \u0026gt;\\___ / |__|____/\\___ \u0026gt; version 1.0.0\n \\/ \\/ \\/ \n\u003c/pre\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://codecov.io/github/apache/tsfile\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/40dbf9d720c2e2fd474fe65a4200d064c8e2668c4eca254630106c35075cef7e/68747470733a2f2f636f6465636f762e696f2f6769746875622f6170616368652f747366696c652f67726170682f62616467652e7376673f746f6b656e3d3059384d564142334b31\" alt=\"codecov\" data-canonical-src=\"https://codecov.io/github/apache/tsfile/graph/badge.svg?token=0Y8MVAB3K1\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"http://search.maven.org/#search%7Cgav%7C1%7Cg:%22org.apache.tsfile%22\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/00c6bb1a5ff89cbbcf3c2d55c54cc81ee7cb624257801a428edc61c7a177947d/68747470733a2f2f6d6176656e2d6261646765732e6865726f6b756170702e636f6d2f6d6176656e2d63656e7472616c2f6f72672e6170616368652e747366696c652f747366696c652d706172656e742f62616467652e737667\" alt=\"Maven Version\" data-canonical-src=\"https://maven-badges.herokuapp.com/maven-central/org.apache.tsfile/tsfile-parent/badge.svg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eIntroduction\u003c/h2\u003e\u003ca id=\"user-content-introduction\" class=\"anchor\" aria-label=\"Permalink: Introduction\" href=\"#introduction\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTsFile is a columnar storage file format designed for time series data, which supports efficient compression, high throughput of read and write, and compatibility with various frameworks, such as Spark and Flink. It is easy to integrate TsFile into IoT big data processing frameworks.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eTime series data is becoming increasingly important in a wide range of applications, including IoT, intelligent control, finance, log analysis, and monitoring systems.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eTsFile is the first existing standard file format for time series data. Despite the widespread presence and significance of temporal data, there has been a longstanding absence of standardized file formats for its management. The advent of TsFile introduces a unified file format to facilitate users in managing temporal data.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://www.timecho-global.com/archives/apache-tsfile-time-series-data-storage-redefined\" rel=\"nofollow\"\u003eClick for More Information\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTsFile Features\u003c/h2\u003e\u003ca id=\"user-content-tsfile-features\" class=\"anchor\" aria-label=\"Permalink: TsFile Features\" href=\"#tsfile-features\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTsFile offers several distinctive features and benefits:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eMulti Language Independent Use: Multiple language SDK can be used to directly read and write TsFile, making it possible for some lightweight data reading and writing scenarios.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEfficient Writing and Compression: A column storage format tailored for time series, organizing data by device and ensuring continuous storage of data for each sequence, minimizing storage space. Compared to CSV, the compression ratio can be increased by more than 90%.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eHigh Query Performance: By indexing devices, measurement, and time dimensions, TsFile implements fast filtering and querying of temporal data based on specific time ranges. Compared to general file formats, query throughput can be increased by 2-10 times.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eOpen Integration: TsFile is the underlying storage file format of the temporal database IoTDB, which can form a pluggable storage computing separation architecture with IoTDB. TsFile supports compatibility with Spark Flink and other big data software establish seamless ecosystem integration to ensure compatibility and interoperability across different data processing environments, and achieve deep analysis of temporal data across ecosystems.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTsFile Basic Concepts\u003c/h2\u003e\u003ca id=\"user-content-tsfile-basic-concepts\" class=\"anchor\" aria-label=\"Permalink: TsFile Basic Concepts\" href=\"#tsfile-basic-concepts\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTsFile can manage the time series data of multiple devices. Each device can have different measurement.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eEach measurement of each device corresponds to a time series.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe TsFile Scheme defines a set of measurement for all devices, as shown in the table below (m1~m5)\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eTime\u003c/th\u003e\n\u003cth\u003edeviceId\u003c/th\u003e\n\u003cth\u003em1\u003c/th\u003e\n\u003cth\u003em2\u003c/th\u003e\n\u003cth\u003em3\u003c/th\u003e\n\u003cth\u003em4\u003c/th\u003e\n\u003cth\u003em5\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e1\u003c/td\u003e\n\u003ctd\u003edevice1\u003c/td\u003e\n\u003ctd\u003e1\u003c/td\u003e\n\u003ctd\u003e2\u003c/td\u003e\n\u003ctd\u003e3\u003c/td\u003e\n\u003ctd\u003e\u003c/td\u003e\n\u003ctd\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e2\u003c/td\u003e\n\u003ctd\u003edevice1\u003c/td\u003e\n\u003ctd\u003e1\u003c/td\u003e\n\u003ctd\u003e2\u003c/td\u003e\n\u003ctd\u003e3\u003c/td\u003e\n\u003ctd\u003e\u003c/td\u003e\n\u003ctd\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e3\u003c/td\u003e\n\u003ctd\u003edevice2\u003c/td\u003e\n\u003ctd\u003e1\u003c/td\u003e\n\u003ctd\u003e\u003c/td\u003e\n\u003ctd\u003e3\u003c/td\u003e\n\u003ctd\u003e4\u003c/td\u003e\n\u003ctd\u003e5\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e4\u003c/td\u003e\n\u003ctd\u003edevice2\u003c/td\u003e\n\u003ctd\u003e1\u003c/td\u003e\n\u003ctd\u003e\u003c/td\u003e\n\u003ctd\u003e3\u003c/td\u003e\n\u003ctd\u003e4\u003c/td\u003e\n\u003ctd\u003e5\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e5\u003c/td\u003e\n\u003ctd\u003edevice3\u003c/td\u003e\n\u003ctd\u003e1\u003c/td\u003e\n\u003ctd\u003e2\u003c/td\u003e\n\u003ctd\u003e3\u003c/td\u003e\n\u003ctd\u003e4\u003c/td\u003e\n\u003ctd\u003e5\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003eAmong them, Time and deviceId are built-in fields that do not need to be defined and can be written directly.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTsFile Design\u003c/h2\u003e\u003ca id=\"user-content-tsfile-design\" class=\"anchor\" aria-label=\"Permalink: TsFile Design\" href=\"#tsfile-design\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFile Structure\u003c/h3\u003e\u003ca id=\"user-content-file-structure\" class=\"anchor\" aria-label=\"Permalink: File Structure\" href=\"#file-structure\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTsFile adopts a columnar storage design, similar to other file formats, primarily to optimize time-series data's storage efficiency and query performance. This design aligns with the nature of time series data, which often involves large volumes of similar data types recorded over time. However, TsFile was developed particularly with a structure of page, chunk, chunk group, and index:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003ePage: The basic unit for storing time series data, sorted by time in ascending order with separate columns for timestamps and values.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eChunk: Comprising metadata headers and several pages, each chunk belongs to one time series, with variable sizes allowing for different compression and encoding methods.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eChunk Group: Multiple chunks within a chunk group belong to one or multiple series of a device written in the same period, facilitating efficient query processing.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eIndex: The file metadata at the end of TsFile contains a chunk-level index and file-level statistics for efficient data access.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/92692aa6dbe9ec5064755aaea7a9456a34d2dcb5cc89c6216bc162a6fb63bbae/68747470733a2f2f616c696f73732e74696d6563686f2e636f6d2f646f63732f696d672f747366696c652e6a706567\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/92692aa6dbe9ec5064755aaea7a9456a34d2dcb5cc89c6216bc162a6fb63bbae/68747470733a2f2f616c696f73732e74696d6563686f2e636f6d2f646f63732f696d672f747366696c652e6a706567\" alt=\"TsFile Architecture\" data-canonical-src=\"https://alioss.timecho.com/docs/img/tsfile.jpeg\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eEncoding and Compression\u003c/h2\u003e\u003ca id=\"user-content-encoding-and-compression\" class=\"anchor\" aria-label=\"Permalink: Encoding and Compression\" href=\"#encoding-and-compression\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTsFile employs advanced encoding and compression techniques to optimize storage and access for time series data. It uses methods like run-length encoding (RLE), bit-packing, and Snappy for efficient compression, allowing separate encoding of timestamp and value columns for better data processing. Its unique encoding algorithms are designed specifically for the characteristics of time series data in IoT scenarios, focusing on regular time intervals and the correlation among series.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIts uniqueness lies in the encoding algorithm designed specifically for time series data characteristics, focusing on the correlation between time attributes and data.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe table below compares 3 file formats in different dimensions.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eTsFile, CSV and Parquet in Comparison\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eDimension\u003c/th\u003e\n\u003cth\u003eTsFile\u003c/th\u003e\n\u003cth\u003eCSV\u003c/th\u003e\n\u003cth\u003eParquet\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003eData Model\u003c/td\u003e\n\u003ctd\u003eIoT\u003c/td\u003e\n\u003ctd\u003ePlain\u003c/td\u003e\n\u003ctd\u003eNested\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWrite Mode\u003c/td\u003e\n\u003ctd\u003eTablet, Line\u003c/td\u003e\n\u003ctd\u003eLine\u003c/td\u003e\n\u003ctd\u003eLine\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eCompression\u003c/td\u003e\n\u003ctd\u003eYes\u003c/td\u003e\n\u003ctd\u003eNo\u003c/td\u003e\n\u003ctd\u003eYes\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eRead Mode\u003c/td\u003e\n\u003ctd\u003eQuery, Scan\u003c/td\u003e\n\u003ctd\u003eScan\u003c/td\u003e\n\u003ctd\u003eQuery\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eIndex on Series\u003c/td\u003e\n\u003ctd\u003eYes\u003c/td\u003e\n\u003ctd\u003eNo\u003c/td\u003e\n\u003ctd\u003eNo\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eIndex on Time\u003c/td\u003e\n\u003ctd\u003eYes\u003c/td\u003e\n\u003ctd\u003eNo\u003c/td\u003e\n\u003ctd\u003eNo\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003eIts development facilitates efficient data encoding, compression, and access, reflecting a deep understanding of industry needs, pioneering a path toward efficient, scalable, and flexible data analytics platforms.\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eData Type\u003c/th\u003e\n\u003cth\u003eRecommended Encoding\u003c/th\u003e\n\u003cth\u003eRecommended Compression\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003eINT32\u003c/td\u003e\n\u003ctd\u003eTS_2DIFF\u003c/td\u003e\n\u003ctd\u003eLZ4\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eINT64\u003c/td\u003e\n\u003ctd\u003eTS_2DIFF\u003c/td\u003e\n\u003ctd\u003eLZ4\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFLOAT\u003c/td\u003e\n\u003ctd\u003eGORILLA\u003c/td\u003e\n\u003ctd\u003eLZ4\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eDOUBLE\u003c/td\u003e\n\u003ctd\u003eGORILLA\u003c/td\u003e\n\u003ctd\u003eLZ4\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eBOOLEAN\u003c/td\u003e\n\u003ctd\u003eRLE\u003c/td\u003e\n\u003ctd\u003eLZ4\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eTEXT\u003c/td\u003e\n\u003ctd\u003eDICTIONARY\u003c/td\u003e\n\u003ctd\u003eLZ4\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003emore see \u003ca href=\"https://iotdb.apache.org/UserGuide/latest/Basic-Concept/Encoding-and-Compression.html\" rel=\"nofollow\"\u003eDocs\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBuild and Use TsFile\u003c/h2\u003e\u003ca id=\"user-content-build-and-use-tsfile\" class=\"anchor\" aria-label=\"Permalink: Build and Use TsFile\" href=\"#build-and-use-tsfile\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"/apache/tsfile/blob/develop/java/tsfile/README.md\"\u003eJava\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"/apache/tsfile/blob/develop/cpp/README.md\"\u003eC++\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"/apache/tsfile/blob/develop/python/README.md\"\u003ePython\u003c/a\u003e\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"TsFile Document","anchor":"tsfile-document","htmlText":"TsFile Document"},{"level":2,"text":"Introduction","anchor":"introduction","htmlText":"Introduction"},{"level":2,"text":"TsFile Features","anchor":"tsfile-features","htmlText":"TsFile 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js-snippet-clipboard-copy-unpositioned" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"> <p dir="auto"><a href="/apache/tsfile/blob/develop/README.md">English</a> | <a href="/apache/tsfile/blob/develop/README-zh.md">中文</a></p> <div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">TsFile Document</h1><a id="user-content-tsfile-document" class="anchor" aria-label="Permalink: TsFile Document" href="#tsfile-document"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <pre>___________ ___________.__.__ \__ ___/____\_ _____/|__| | ____ | | / ___/| __) | | | _/ __ \ | | \___ \ | \ | | |_\ ___/ |____|/____ >\___ / |__|____/\___ > version 1.0.0 \/ \/ \/ </pre> <p dir="auto"><a href="https://codecov.io/github/apache/tsfile" rel="nofollow"><img src="https://camo.githubusercontent.com/40dbf9d720c2e2fd474fe65a4200d064c8e2668c4eca254630106c35075cef7e/68747470733a2f2f636f6465636f762e696f2f6769746875622f6170616368652f747366696c652f67726170682f62616467652e7376673f746f6b656e3d3059384d564142334b31" alt="codecov" data-canonical-src="https://codecov.io/github/apache/tsfile/graph/badge.svg?token=0Y8MVAB3K1" style="max-width: 100%;"></a> <a href="http://search.maven.org/#search%7Cgav%7C1%7Cg:%22org.apache.tsfile%22" rel="nofollow"><img src="https://camo.githubusercontent.com/00c6bb1a5ff89cbbcf3c2d55c54cc81ee7cb624257801a428edc61c7a177947d/68747470733a2f2f6d6176656e2d6261646765732e6865726f6b756170702e636f6d2f6d6176656e2d63656e7472616c2f6f72672e6170616368652e747366696c652f747366696c652d706172656e742f62616467652e737667" alt="Maven Version" data-canonical-src="https://maven-badges.herokuapp.com/maven-central/org.apache.tsfile/tsfile-parent/badge.svg" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Introduction</h2><a id="user-content-introduction" class="anchor" aria-label="Permalink: Introduction" href="#introduction"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">TsFile is a columnar storage file format designed for time series data, which supports efficient compression, high throughput of read and write, and compatibility with various frameworks, such as Spark and Flink. It is easy to integrate TsFile into IoT big data processing frameworks.</p> <p dir="auto">Time series data is becoming increasingly important in a wide range of applications, including IoT, intelligent control, finance, log analysis, and monitoring systems.</p> <p dir="auto">TsFile is the first existing standard file format for time series data. Despite the widespread presence and significance of temporal data, there has been a longstanding absence of standardized file formats for its management. The advent of TsFile introduces a unified file format to facilitate users in managing temporal data.</p> <p dir="auto"><a href="https://www.timecho-global.com/archives/apache-tsfile-time-series-data-storage-redefined" rel="nofollow">Click for More Information</a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">TsFile Features</h2><a id="user-content-tsfile-features" class="anchor" aria-label="Permalink: TsFile Features" href="#tsfile-features"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">TsFile offers several distinctive features and benefits:</p> <ul dir="auto"> <li> <p dir="auto">Multi Language Independent Use: Multiple language SDK can be used to directly read and write TsFile, making it possible for some lightweight data reading and writing scenarios.</p> </li> <li> <p dir="auto">Efficient Writing and Compression: A column storage format tailored for time series, organizing data by device and ensuring continuous storage of data for each sequence, minimizing storage space. Compared to CSV, the compression ratio can be increased by more than 90%.</p> </li> <li> <p dir="auto">High Query Performance: By indexing devices, measurement, and time dimensions, TsFile implements fast filtering and querying of temporal data based on specific time ranges. Compared to general file formats, query throughput can be increased by 2-10 times.</p> </li> <li> <p dir="auto">Open Integration: TsFile is the underlying storage file format of the temporal database IoTDB, which can form a pluggable storage computing separation architecture with IoTDB. TsFile supports compatibility with Spark Flink and other big data software establish seamless ecosystem integration to ensure compatibility and interoperability across different data processing environments, and achieve deep analysis of temporal data across ecosystems.</p> </li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">TsFile Basic Concepts</h2><a id="user-content-tsfile-basic-concepts" class="anchor" aria-label="Permalink: TsFile Basic Concepts" href="#tsfile-basic-concepts"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">TsFile can manage the time series data of multiple devices. Each device can have different measurement.</p> <p dir="auto">Each measurement of each device corresponds to a time series.</p> <p dir="auto">The TsFile Scheme defines a set of measurement for all devices, as shown in the table below (m1~m5)</p> <markdown-accessiblity-table><table> <thead> <tr> <th>Time</th> <th>deviceId</th> <th>m1</th> <th>m2</th> <th>m3</th> <th>m4</th> <th>m5</th> </tr> </thead> <tbody> <tr> <td>1</td> <td>device1</td> <td>1</td> <td>2</td> <td>3</td> <td></td> <td></td> </tr> <tr> <td>2</td> <td>device1</td> <td>1</td> <td>2</td> <td>3</td> <td></td> <td></td> </tr> <tr> <td>3</td> <td>device2</td> <td>1</td> <td></td> <td>3</td> <td>4</td> <td>5</td> </tr> <tr> <td>4</td> <td>device2</td> <td>1</td> <td></td> <td>3</td> <td>4</td> <td>5</td> </tr> <tr> <td>5</td> <td>device3</td> <td>1</td> <td>2</td> <td>3</td> <td>4</td> <td>5</td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto">Among them, Time and deviceId are built-in fields that do not need to be defined and can be written directly.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">TsFile Design</h2><a id="user-content-tsfile-design" class="anchor" aria-label="Permalink: TsFile Design" href="#tsfile-design"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">File Structure</h3><a id="user-content-file-structure" class="anchor" aria-label="Permalink: File Structure" href="#file-structure"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">TsFile adopts a columnar storage design, similar to other file formats, primarily to optimize time-series data's storage efficiency and query performance. This design aligns with the nature of time series data, which often involves large volumes of similar data types recorded over time. However, TsFile was developed particularly with a structure of page, chunk, chunk group, and index:</p> <ul dir="auto"> <li> <p dir="auto">Page: The basic unit for storing time series data, sorted by time in ascending order with separate columns for timestamps and values.</p> </li> <li> <p dir="auto">Chunk: Comprising metadata headers and several pages, each chunk belongs to one time series, with variable sizes allowing for different compression and encoding methods.</p> </li> <li> <p dir="auto">Chunk Group: Multiple chunks within a chunk group belong to one or multiple series of a device written in the same period, facilitating efficient query processing.</p> </li> <li> <p dir="auto">Index: The file metadata at the end of TsFile contains a chunk-level index and file-level statistics for efficient data access.</p> </li> </ul> <p dir="auto"><a target="_blank" rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/92692aa6dbe9ec5064755aaea7a9456a34d2dcb5cc89c6216bc162a6fb63bbae/68747470733a2f2f616c696f73732e74696d6563686f2e636f6d2f646f63732f696d672f747366696c652e6a706567"><img src="https://camo.githubusercontent.com/92692aa6dbe9ec5064755aaea7a9456a34d2dcb5cc89c6216bc162a6fb63bbae/68747470733a2f2f616c696f73732e74696d6563686f2e636f6d2f646f63732f696d672f747366696c652e6a706567" alt="TsFile Architecture" data-canonical-src="https://alioss.timecho.com/docs/img/tsfile.jpeg" style="max-width: 100%;"></a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Encoding and Compression</h2><a id="user-content-encoding-and-compression" class="anchor" aria-label="Permalink: Encoding and Compression" href="#encoding-and-compression"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">TsFile employs advanced encoding and compression techniques to optimize storage and access for time series data. It uses methods like run-length encoding (RLE), bit-packing, and Snappy for efficient compression, allowing separate encoding of timestamp and value columns for better data processing. Its unique encoding algorithms are designed specifically for the characteristics of time series data in IoT scenarios, focusing on regular time intervals and the correlation among series.</p> <p dir="auto">Its uniqueness lies in the encoding algorithm designed specifically for time series data characteristics, focusing on the correlation between time attributes and data.</p> <p dir="auto">The table below compares 3 file formats in different dimensions.</p> <p dir="auto">TsFile, CSV and Parquet in Comparison</p> <markdown-accessiblity-table><table> <thead> <tr> <th>Dimension</th> <th>TsFile</th> <th>CSV</th> <th>Parquet</th> </tr> </thead> <tbody> <tr> <td>Data Model</td> <td>IoT</td> <td>Plain</td> <td>Nested</td> </tr> <tr> <td>Write Mode</td> <td>Tablet, Line</td> <td>Line</td> <td>Line</td> </tr> <tr> <td>Compression</td> <td>Yes</td> <td>No</td> <td>Yes</td> </tr> <tr> <td>Read Mode</td> <td>Query, Scan</td> <td>Scan</td> <td>Query</td> </tr> <tr> <td>Index on Series</td> <td>Yes</td> <td>No</td> <td>No</td> </tr> <tr> <td>Index on Time</td> <td>Yes</td> <td>No</td> <td>No</td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto">Its development facilitates efficient data encoding, compression, and access, reflecting a deep understanding of industry needs, pioneering a path toward efficient, scalable, and flexible data analytics platforms.</p> <markdown-accessiblity-table><table> <thead> <tr> <th>Data Type</th> <th>Recommended Encoding</th> <th>Recommended Compression</th> </tr> </thead> <tbody> <tr> <td>INT32</td> <td>TS_2DIFF</td> <td>LZ4</td> </tr> <tr> <td>INT64</td> <td>TS_2DIFF</td> <td>LZ4</td> </tr> <tr> <td>FLOAT</td> <td>GORILLA</td> <td>LZ4</td> </tr> <tr> <td>DOUBLE</td> <td>GORILLA</td> <td>LZ4</td> </tr> <tr> <td>BOOLEAN</td> <td>RLE</td> <td>LZ4</td> </tr> <tr> <td>TEXT</td> <td>DICTIONARY</td> <td>LZ4</td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto">more see <a href="https://iotdb.apache.org/UserGuide/latest/Basic-Concept/Encoding-and-Compression.html" rel="nofollow">Docs</a></p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Build and Use TsFile</h2><a id="user-content-build-and-use-tsfile" class="anchor" aria-label="Permalink: Build and Use TsFile" href="#build-and-use-tsfile"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><a href="/apache/tsfile/blob/develop/java/tsfile/README.md">Java</a></p> <p dir="auto"><a href="/apache/tsfile/blob/develop/cpp/README.md">C++</a></p> <p dir="auto"><a href="/apache/tsfile/blob/develop/python/README.md">Python</a></p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="Pe+nVpn6k24aXmnHMsiJyYhmqyeYQZRpq+uFDJbu48FE7hvFBv7JT8xtOyn/W/M4VSjSE98LuOuWteLipehDgQ==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> Apache TsFile </p> <div class="my-3 d-flex flex-items-center"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" 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1-.154.838l-.53-.53.529.531-.001.002-.002.002-.006.006-.016.015-.045.04c-.21.176-.441.327-.686.45C4.556 10.78 3.88 11 3 11a4.498 4.498 0 0 1-2.023-.454 3.544 3.544 0 0 1-.686-.45l-.045-.04-.016-.015-.006-.006-.004-.004v-.001a.75.75 0 0 1-.154-.838L2.178 4.5H1.75a.75.75 0 0 1 0-1.5h2.234a.249.249 0 0 0 .125-.033l1.288-.737c.265-.15.564-.23.869-.23h.984V.75a.75.75 0 0 1 1.5 0Zm2.945 8.477c.285.135.718.273 1.305.273s1.02-.138 1.305-.273L13 6.327Zm-10 0c.285.135.718.273 1.305.273s1.02-.138 1.305-.273L3 6.327Z"></path> </svg> Security policy </a> </div> <include-fragment src="/apache/tsfile/hovercards/citation/sidebar_partial?tree_name=develop"> </include-fragment> <div class="mt-2"> <a href="/apache/tsfile/activity" data-view-component="true" class="Link Link--muted"> <svg text="gray" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-pulse mr-2"> <path d="M6 2c.306 0 .582.187.696.471L10 10.731l1.304-3.26A.751.751 0 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class="mt-2"> <a href="/apache/tsfile/stargazers" data-view-component="true" class="Link Link--muted"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star mr-2"> <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg> <strong>105</strong> stars </a> </div> <h3 class="sr-only">Watchers</h3> <div class="mt-2"> <a href="/apache/tsfile/watchers" data-view-component="true" class="Link Link--muted"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" 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