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mkdocs.yml
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copyright: 'This work is licensed under a <a rel="license" href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</a>.<br/>Kx and kdb+ are registered trademarks of <a href="https://kx.com">Kx Systems, Inc.</a>, a subsidiary of <a href="https://www.fdtechnologies.com/">FD Technologies plc</a>.'
extra_css:
- https://code.kx.com/stylesheets/2021.css # DO NOT ALTER
- https://code.kx.com/stylesheets/prism.css # DO NOT ALTER
- https://code.kx.com/stylesheets/extra.css # MAY BE COMMENTED OUT
- https://code.kx.com/stylesheets/hide-footer-nav.css # MAY BE COMMENTED OUT
- stylesheets/q.css # site-specific style
extra_javascript:
- https://code.kx.com/scripts/prism.js
- https://code.kx.com/scripts/jquery-3.6.0.min.js # jQuery for scripts/qsearch.js
- https://code.kx.com/scripts/extra.js # DO NOT ALTER
# MathJax scripts # MAY BE COMMENTED OUT
- https://code.kx.com/scripts/mathjax.js
- https://code.kx.com/scripts/polyfill.min.js
- https://code.kx.com/scripts/tex-mml-chtml.js
- scripts/qsearch.js # site-specific search engine
markdown_extensions:
- abbr
- admonition
- attr_list
- def_list
- meta
# - mkdocs-click
- pymdownx.arithmatex:
generic: true
- pymdownx.caret
- pymdownx.details
- pymdownx.emoji:
emoji_index: !!python/name:materialx.emoji.twemoji
emoji_generator: !!python/name:materialx.emoji.to_svg
options:
custom_icons:
- custom_theme/.icons
- pymdownx.extra
- pymdownx.highlight:
use_pygments: false
- pymdownx.keys
# - pymdownx.magiclink
- pymdownx.mark
- pymdownx.smartsymbols
- pymdownx.snippets
- pymdownx.superfences:
custom_fences:
- name: mermaid
class: mermaid
format: !!python/name:pymdownx.superfences.fence_code_format
- pymdownx.tabbed:
alternate_style: true
- pymdownx.tilde
- tables
- toc:
permalink: true
title: On this page
plugins:
- search
- exclude:
glob:
- "*.tmp"
- "*.pdf"
- "*.gz"
regex:
- '.*\.(tmp|bin|tar)$'
- render_swagger
remote_branch: master
repo_name: ''
repo_url: ''
edit_uri: ""
site_description: 'Documentation for kdb+ and the q programming language'
site_name: 'kdb+ and q documentation'
site_url: https://code.kx.com/q
use_directory_urls: true
theme:
custom_dir: custom_theme/
name: material
language: en
favicon: https://code.kx.com/favicon.ico
logo: https://code.kx.com/img/kx.svg
font: false
features:
- content.code.annotate # Insiders
- content.tabs.link # Insiders
- content.code.copy
- header.autohide
- navigation.tabs
- navigation.top
palette:
- media: "(prefers-color-scheme: light)"
scheme: kx-light
toggle:
icon: material/toggle-switch-off-outline
name: Switch to dark mode
- media: "(prefers-color-scheme: dark)"
scheme: slate
toggle:
icon: material/toggle-switch
name: Switch to light mode
static_templates:
- 401.html # required by other subsites
- 404.html # required by other subsites
nav:
- Home: 'https://code.kx.com/home'
- kdb+ and q:
- About: index.md
- Getting Started:
- Install: learn/install.md
- Licenses: learn/licensing.md
- Learn:
- Overview: learn/index.md
- Mountain tour:
- Overview: learn/tour/overview.md
- Begin here: learn/tour/index.md
- The q session: learn/tour/session.md
# - Databases: learn/tour/databases.md
- Tables: learn/tour/tables.md
- CSVs: learn/tour/csvs.md
- Datatypes: learn/tour/datatypes.md
# - Dictionaries: learn/tour/dictionaries.md
# - Queries: learn/tour/queries.md
# - Functions: learn/tour/functions.md
# - Iteration: learn/tour/iteration.md
# - Files: learn/tour/files.md
# - TCP/IP: learn/tour/tcp-ip.md
# - HTTP, HTTPS: learn/tour/http.md
- Scripts: learn/tour/scripts.md
- IDE: learn/tour/ide.md
- Q for quants: learn/brief-introduction.md
- Q by Examples: learn/q-by-examples.md
- Q for All (video): learn/q-for-all.md
# - Q for Pythons:
# - Introduction: learn/python/index.md
# - Primer:
# - Datatypes: learn/python/primer/datatypes.md
# - Dictionaries: learn/python/primer/dictionaries.md
# - Tables: learn/python/primer/tables.md
# - Operations: learn/python/primer/operations.md
# - Operations on dictionaries: learn/python/primer/operations-dict.md
# - Iterators: learn/python/primer/iterators.md
# - Table operations (qSQL): learn/python/primer/table-operations.md
# - Semantic extensions to SQL: learn/python/primer/extensions-to-sql.md
# - Modifying tables: learn/python/primer/modify-tables.md
# - Temporal primitives: learn/python/primer/temporal-primitives.md
# - Execution control: learn/python/primer/control.md
# - Input/output to files: learn/python/primer/file-io.md
# - Interprocess communication: learn/python/primer/ipc.md
# - Type and cast: learn/python/primer/type-cast.md
# - Debugging: learn/python/primer/debug.md
# - Namespaces: learn/python/primer/namespace.md
- Examples from Python:
- Basic: learn/python/examples/index.md
- Array: learn/python/examples/array.md
- List: learn/python/examples/list.md
- Strings: learn/python/examples/string.md
- Dictionaries: learn/python/examples/dict.md
- Q for Mortals 3: https://code.kx.com/q4m3/
- Q by Puzzles:
- About: learn/pb/index.md
- 12 Days of Xmas: learn/pb/xmas-days.md
- ABC problem: learn/pb/abc-problem.md
- Abundant odds: learn/pb/abundant-odds.md
- Four is magic: learn/pb/four-magic.md
- Name Game: learn/pb/name-game.md
- Summarize and Say: learn/pb/sum-say.md
- Word wheel: learn/pb/word-wheel.md
- Reading room:
- Information desk: learn/reading/index.md
- Boggle: learn/reading/boggle.md
- Cats cradle: learn/reading/strings.md
- Fizz buzz: learn/reading/fizzbuzz.md
- Klondike: learn/reading/klondike.md
- Phrasebook: https://code.kx.com/phrases/
- Scrabble: learn/reading/scrabble.md
- Application examples:
- Astronomy: wp/astronomy.md
- Detecting card counters: wp/card-counters/index.md
- Corporate actions: wp/corporate-actions.md
- Disaster management: wp/disaster-management/index.md
- Exoplanets: wp/exoplanets/index.md
- Market depth: wp/market-depth/index.md
- Market fragmentation: wp/market-fragmentation/index.md
- Option pricing: wp/option-pricing/index.md
- Predicting floods: wp/disaster-floods/index.md
- Signal processing: wp/signal-processing/index.md
- Space weather: wp/space-weather/index.md
- Trading surveillance: wp/surveillance/index.md
- Transaction-cost analysis: wp/transaction-cost.md
- Trend indicators: wp/trend-indicators/index.md
- Advanced q:
- Remarks on Style: https://github.com/qbists/style
- Shifts & scans: learn/shifts-scans.md
- Technical articles: learn/blogs.md
- Views: learn/views.md
- Origins: learn/archive.md
# - Kx technology: about/kxtechnology.md
- Terminology: about/terminology.md
- Starting kdb+:
- Overview: learn/startingkdb/index.md
- The q language: learn/startingkdb/language.md
- IPC: learn/startingkdb/ipc.md
- Tables: learn/startingkdb/tables.md
- Historical database: learn/startingkdb/hdb.md
- Realtime database: learn/startingkdb/tick.md
- Language:
- Reference card: ref/index.md
- By topic: basics/by-topic.md
- Iteration:
- Overview: basics/iteration.md
- Implicit iteration: basics/implicit-iteration.md
- Iterators: ref/iterators.md
- Maps: ref/maps.md
- Accumulators: ref/accumulators.md
- Guide to iterators: wp/iterators/index.md
- Keywords:
- abs: ref/abs.md
- aj, aj0, ajf, ajf0: ref/aj.md
- all, any: ref/all-any.md
- and: ref/and.md
- asc, iasc, xasc: ref/asc.md
- asof: ref/asof.md
- attr: ref/attr.md
- avg, avgs, mavg, wavg: ref/avg.md
- bin, binr: ref/bin.md
- ceiling: ref/ceiling.md
- count, mcount: ref/count.md
- cols, xcol, xcols: ref/cols.md
- cor: ref/cor.md
- cos, acos: ref/cos.md
- cov, scov: ref/cov.md
- cross: ref/cross.md
- csv: ref/csv.md
- cut: ref/cut.md
- delete: ref/delete.md
- deltas: ref/deltas.md
- desc, idesc, xdesc: ref/desc.md
- dev, mdev, sdev: ref/dev.md
- differ: ref/differ.md
- distinct: ref/distinct.md
- div: ref/div.md
- dsave: ref/dsave.md
- each, peach: ref/each.md
- ej: ref/ej.md
- ema: ref/ema.md
- enlist: ref/enlist.md
- eval, reval: ref/eval.md
- except: ref/except.md
- exec: ref/exec.md
- exit: ref/exit.md
- exp, xexp: ref/exp.md
- fby: ref/fby.md
- fills: ref/fill.md
- first, last: ref/first.md
- fkeys: ref/fkeys.md
- flip: ref/flip.md
- floor: ref/floor.md
- get, set: ref/get.md
- getenv, setenv: ref/getenv.md
- group: ref/group.md
- gtime, ltime: ref/gtime.md
- hcount: ref/hcount.md
- hdel: ref/hdel.md
- hopen, hclose: ref/hopen.md
- hsym: ref/hsym.md
- ij, ijf: ref/ij.md
- in: ref/in.md
- insert: ref/insert.md
- inter: ref/inter.md
- inv: ref/inv.md
- key: ref/key.md
- keys, xkey: ref/keys.md
- like: ref/like.md
- lj, ljf: ref/lj.md
- load, rload: ref/load.md
- log, xlog: ref/log.md
- lower: ref/lower.md
- lsq: ref/lsq.md
- max, maxs, mmax: ref/max.md
- md5: ref/md5.md
- med: ref/med.md
- meta: ref/meta.md
- min, mins, mmin: ref/min.md
- mmu: ref/mmu.md
- mod: ref/mod.md
- neg: ref/neg.md
- next, prev, xprev: ref/next.md
- not: ref/not.md
- 'null': ref/null.md
- or: ref/or.md
- over, scan: ref/over.md
- parse: ref/parse.md
- pj: ref/pj.md
- prd, prds: ref/prd.md
- prior: ref/prior.md
- rand: ref/rand.md
- rank: ref/rank.md
- ratios: ref/ratios.md
- raze: ref/raze.md
- read0: ref/read0.md
- read1: ref/read1.md
- reciprocal: ref/reciprocal.md
- reverse: ref/reverse.md
- rotate: ref/rotate.md
- save, rsave: ref/save.md
- select: ref/select.md
- show: ref/show.md
- signum: ref/signum.md
- sin, asin: ref/sin.md
- sqrt: ref/sqrt.md
- ss, ssr: ref/ss.md
- string: ref/string.md
- sublist: ref/sublist.md
- sum, sums, msum, wsum: ref/sum.md
- sv: ref/sv.md
- system: ref/system.md
- tables: ref/tables.md
- tan, atan: ref/tan.md
- til: ref/til.md
- trim, ltrim, rtrim: ref/trim.md
- type: ref/type.md
- uj, ujf: ref/uj.md
- union: ref/union.md
- ungroup: ref/ungroup.md
- update: ref/update.md
- upsert: ref/upsert.md
- value: ref/value.md
- var, svar: ref/var.md
- view, views: ref/view.md
- vs: ref/vs.md
- where: ref/where.md
- within: ref/within.md
- wj, wj1: ref/wj.md
- xbar: ref/xbar.md
- xgroup: ref/xgroup.md
- xrank: ref/xrank.md
- Overloaded glyphs: ref/overloads.md
- Operators:
- Add: ref/add.md
- Amend: ref/amend.md
- Apply, Index, Trap: ref/apply.md
- Assign: ref/assign.md
- Cast: ref/cast.md
- Coalesce: ref/coalesce.md
- Compose: ref/compose.md
- Cut: ref/cut.md
- Deal, Roll, Permute: ref/deal.md
- Delete: ref/delete.md
- Display: ref/display.md
- Dict: ref/dict.md
- Divide: ref/divide.md
- Dynamic Load: ref/dynamic-load.md
- Drop: ref/drop.md
- Enkey, Unkey: ref/enkey.md
- Enumerate: ref/enumerate.md
- Enumeration: ref/enumeration.md
- Enum Extend: ref/enum-extend.md
- Equal: ref/equal.md
- Exec: ref/exec.md
- File Binary: ref/file-binary.md
- File Text: ref/file-text.md
- Fill: ref/fill.md
- Find: ref/find.md
- Flip Splayed: ref/flip-splayed.md
- Greater: ref/greater.md
- Greater Than: ref/greater-than.md
- Identity, Null: ref/identity.md
- Join: ref/join.md
- Less Than: ref/less-than.md
- Lesser: ref/lesser.md
- Match: ref/match.md
- Matrix Multiply: ref/mmu.md
- Multiply: ref/multiply.md
- Not Equal: ref/not-equal.md
- Pad: ref/pad.md
- Select: ref/select.md
- Set Attribute: ref/set-attribute.md
- Simple Exec: ref/simple-exec.md
- Signal: ref/signal.md
- Subtract: ref/subtract.md
- Take: ref/take.md
- Tok: ref/tok.md
- Update: ref/update.md
- Vector Conditional: ref/vector-conditional.md
- Control constructs:
- Cond: ref/cond.md
- do: ref/do.md
- if: ref/if.md
- while: ref/while.md
- Namespaces:
- .h (markup): ref/doth.md
- .j (JSON): ref/dotj.md
- .m (memory backed files): ref/dotm.md
- .Q (utils): ref/dotq.md
- .z (env, callbacks): ref/dotz.md
- Application: basics/application.md
- Atomic functions: basics/atomic.md
- Comparison: basics/comparison.md
- Conformability: basics/conformable.md
- Connection handles: basics/handles.md
- Command-line options: basics/cmdline.md
- Datatypes: basics/datatypes.md
- Dictionaries: basics/dictsandtables.md
- Enumerations: basics/enumerations.md
- Evaluation control: basics/control.md
- Exposed infrastructure: basics/exposed-infrastructure.md
- File system: basics/files.md
- Function notation: basics/function-notation.md
- Glossary: basics/glossary.md
- Internal functions: basics/internal.md
- Joins: basics/joins.md
- Mathematics: basics/math.md
- Metadata: basics/metadata.md
- Namespaces: basics/namespaces.md
- Parse trees: basics/parsetrees.md
- qSQL:
- qSQL queries: basics/qsql.md
- Functional qSQL: basics/funsql.md
- Regular Expressions: basics/regex.md
- Syntax: basics/syntax.md
- System commands: basics/syscmds.md
- Tables: kb/faq.md
- Variadic syntax: basics/variadic.md
- Database:
- Tables in the filesystem: database/index.md
- Populating tables:
- Loading from large files: kb/loading-from-large-files.md
- Foreign keys: wp/foreign-keys.md
- Linking columns: kb/linking-columns.md
- Data loaders: wp/data-loaders/index.md
- From MDB via ODBC: database/mdb-odbc.md
- Persisting tables:
- Serializing an object: database/object.md
- Splayed tables: kb/splayed-tables.md
- Partitioned tables: kb/partition.md
- Segmented databases: database/segment.md
- Multiple partitions: wp/multi-partitioned-dbs/index.md
- Maintenance:
- Data management: wp/data-management.md
- Data-At-Rest Encryption: kb/dare.md
- Compression:
- File compression: kb/file-compression.md
- Compression examples: wp/compress/index.md
- Permissions: wp/permissions/index.md
- Query optimization: wp/columnar-database/index.md
- Query scaling: wp/query-scaling.md
- Time-series simplification: wp/ts-shrink/index.md
- Compacting HDB sym: kb/compacting-hdb-sym.md
- Working with sym files: wp/symfiles.md
- Developing:
- IPC:
- Overview: basics/ipc.md
- Listening port: basics/listening-port.md
- Deferred response: kb/deferred-response.md
- Async callbacks: kb/callbacks.md
- Named pipes: kb/named-pipes.md
- Serialization examples: kb/serialization.md
- Socket sharding: wp/socket-sharding/index.md
- SSL/TLS: kb/ssl.md
- HTTP: kb/http.md
- WebSockets: kb/websockets.md
- Tools:
- Code profiler: kb/profiler.md
- Debugging: basics/debug.md
- Errors: basics/errors.md
- man.q: about/man.md
- Unit tests: kb/unit-tests.md
- Monitor & control execution: kb/using-dotz.md
- Coding:
- Geospatial indexing: kb/geospatial.md
- Linear programming: kb/lp.md
- Multithreaded input: kb/multithreaded-input.md
- Multithreaded primitives: kb/mt-primitives.md
- Pivoting tables: kb/pivoting-tables.md
- Precision: basics/precision.md
- Programming examples: kb/programming-examples.md
- Programming idioms: kb/programming-idioms.md
- Temporal data: kb/temporal-data.md
- Timezones: kb/timezones.md
- Unicode: kb/unicode.md
- DevOps:
- CPU affinity: kb/cpu-affinity.md
- Daemon: kb/daemon.md
- Firewalling: kb/firewalling.md
- inetd, xinetd: kb/inetd.md
- Linux production notes: kb/linux-production.md
- Log Files: kb/logging.md
- Multi-threading: wp/multi-thread/index.md
- Multiple versions: kb/versions.md
- Parallel processing: basics/peach.md
- Performance tips: kb/performance-tips.md
- Shebang script: develop/shebang.md
- Surveillance latency: wp/surveillance-latency/index.md
- Windows service: kb/windows-service/index.md
- Optane Memory:
- Optane Memory and kdb+: kb/optane.md
- Performance tests: architecture/optane-tests.md
- Release notes:
- History: releases/index.md
- Changes in 4.1: releases/ChangesIn4.1.md
- Changes in 4.0: releases/ChangesIn4.0.md
- Changes in 3.6: releases/ChangesIn3.6.md
- Changes in 3.5: releases/ChangesIn3.5.md
- Changes in 3.4: releases/ChangesIn3.4.md
- Changes in 3.3: releases/ChangesIn3.3.md
- Changes in 3.2: releases/ChangesIn3.2.md
- Changes in 3.1: releases/ChangesIn3.1.md
- Changes in 3.0: releases/ChangesIn3.0.md
- Changes in 2.8: releases/ChangesIn2.8.md
- Changes in 2.7: releases/ChangesIn2.7.md
- Changes in 2.6: releases/ChangesIn2.6.md
- Changes in 2.5: releases/ChangesIn2.5.md
- Changes in 2.4: releases/ChangesIn2.4.md
- Withdrawn: releases/withdrawn.md
# - Environment: basics/environment.md
- Developer tools: devtools.md
- FAQ: kb/faq-listbox.md
- Streaming:
- General architecture:
- Overview: architecture/index.md
- kdb+tick:
- Tickerplant (tick.q): architecture/tickq.md
- Tickerplant pub/sub (u.q): architecture/uq.md
- RDB (r.q): architecture/rq.md
- Alternative architecture: kb/kdb-tick.md
- TP Log (data recovery): wp/data-recovery.md
- RTEs (real-time engines): wp/rt-tick/index.md
- Gateway design: wp/gateway-design/index.md
- Query routing: wp/query-routing/index.md
- Load balancing: kb/load-balancing.md
- Profiling: wp/tick-profiling.md
- Disaster recovery: wp/disaster-recovery/index.md
- Kubernetes: 'https://youtu.be/jqtkkCqBvr4'
- Order Book: wp/order-book.md
- Alternative in-memory layouts: kb/alternative-in-memory-layouts.md
- Corporate actions: kb/corporate-actions.md
- Advanced:
- Distributed systems: wp/query-interface.md
- RDB intraday writedown: wp/intraday-writedown/index.md
- Interfaces:
- Languages:
- C/C++:
- Quick guide: interfaces/c-client-for-q.md
- API reference: interfaces/capiref.md
- C API for kdb+: wp/capi/index.md
- Extending q with C/C++: interfaces/using-c-functions.md
- Async callbacks (C client): kb/server-calling-client.md
- C#: interfaces/csharp.md
- Foreign Function Interface (FFI): interfaces/ffi.md
- Java: interfaces/java.md
- Python: interfaces/python.md
- R: interfaces/r.md
- Rust: interfaces/rust.md
- Scala: interfaces/scala-client-for-q.md
- KX libraries: interfaces/index.md
- Bloomberg: interfaces/q-client-for-bloomberg.md
- Excel: interfaces/excel-client-for-q.md
- FIX messaging: wp/fix-messaging.md
- GPUs: interfaces/gpus.md
- Matlab: interfaces/matlab-client-for-q.md
- ODBC:
- ODBC client: interfaces/q-client-for-odbc.md
- ODBC3 server: interfaces/q-server-for-odbc3.md
- ODBC3 and Tableau: wp/data-visualization/index.md
# - ODBC/Simba: interfaces/odbc-simba.md
- Solace pub/sub: wp/solace/index.md
- Open source: github.md
- Machine learning: ml.md
- Using kdb+ in the cloud:
- About: cloud/index.md
- Amazon Web Services:
#- Marketplace: 'https://aws.amazon.com/marketplace/seller-profile?id=a6a31dc0-c1ef-470e-b605-db38316e057e'
- Reference architecture: cloud/aws/index.md
#- License: license/aws.md
- Amazon EC2 & Storage Services:
- Migrating a kdb+ HDB to Amazon EC2: cloud/aws/migration.md
- Elastic Block Store (EBS): cloud/aws/app-a-ebs.md
- EFS (NFS): cloud/aws/app-b-efs-nfs.md
- Amazon Storage Gateway: cloud/aws/app-c-asg.md
- FSx for Lustre: cloud/aws/lustre.md
- AWS Lambda: cloud/aws-lambda/index.md
- Microsoft Azure:
#- Marketplace: 'https://azuremarketplace.microsoft.com/en-us/marketplace/apps/firstderivativesplc1596469572732.kx-insights?tab=Overview'
- Reference architecture: cloud/azure/architecture.md
#- License: license/azure.md
- Google Cloud:
#- Marketplace: cloud/gcpm/index.md
- Reference architecture: cloud/gcpm/architecture.md
#- License: license/gcp.md
- Auto Scaling:
- About: cloud/autoscale/index.md
- Amazon Web Services: cloud/autoscale/aws.md
- Realtime data cluster: cloud/autoscale/rdc.md
- Costs and risks: cloud/autoscale/cost-risk.md
- Other file systems:
- MapR-FS: cloud/otherfs/mapr.md
- Goofys: cloud/otherfs/goofys.md
- S3FS: cloud/otherfs/s3fs.md
- S3QL: cloud/otherfs/s3ql.md
- ObjectiveFS: cloud/otherfs/objectivefs.md
- WekaIO Matrix: cloud/otherfs/wekaio-matrix.md
- Quobyte: cloud/otherfs/quobyte.md
- Academy: https://learninghub.kx.com
- Discussion Forum: https://learninghub.kx.com/forums/forum/kdb
- White papers: wp/index.md
- About this site: about/thissite.md
- kdb Insights SDK: 'https://code.kx.com/insights'
- kdb Insights Enterprise: 'https://code.kx.com/insights/enterprise'
- KDB.AI: 'https://code.kx.com/kdbai'
- PyKX: 'https://code.kx.com/pykx'
- APIs: 'https://code.kx.com/insights/api'
- Help: 'https://code.kx.com/home/support.html'