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Generate Python type definitions from a JSON sample (both Pydantic BaseModel and TypedDict are supported)

Home Page: https://json2pyi.pages.dev

Rust 82.63% JavaScript 1.38% HTML 1.89% CSS 0.92% TypeScript 13.18%
typeddict dataclass pep589 mypy pydantic json python web-app

json2pyi's Issues

Use `NotRequired[]` instead of `Optional[]` when a key can be missing in a `TypedDict`

Currently, when a dictionary has a key that can be missing, json2pyi produces a TypedDict with the key marked as Optional[].

For example, the following JSON:

[
    {"id": 1, "value": "foo", "comment": "bar"},
    {"id": 2, "value": null}
]

Produces this code:

from __future__ import annotations

from typing import TypedDict, List, Optional

class UnnammedType160B90(TypedDict):
    id: int
    value: Optional[str]
    comment: Optional[str]

This is a problem, as Optional[] means the value is required, but can be None (null in JSON).
This is different from not being required.
In the previous example, the comment field is either missing, or is a str, but it cannot be null.

Python 3.11 introduced the NotRequired[] type qualifier to mark such potentially-missing keys (cf. PEP 655).

The code produced by json2pyi should then be:

from __future__ import annotations

from typing import TypedDict, List, Optional, NotRequired

class UnnammedType160B90(TypedDict):
    id: int
    value: Optional[str]
    comment: NotRequired[str]

Which correctly marks value as nullable, and comment as potentially-missing.

keys with spaces not handled correctly

json with spaces in the keys

{
    "example with space": 1
}

becomes:

from __future__ import annotations
from dataclasses import dataclass

@dataclass
class UnnammedType53F4C8:
    example with space: int

however this works fine with a TypedDict:

from typing import TypedDict

UnnammedType160988 = TypedDict("UnnammedType160988", {"example with space": int})

`typing.Any` is not imported for `List[Any]`

Currently, types from typing are only imported for those who are direct children of Maps. We need to check the inner of List as well.

Relevant code:

json2pyi/src/target/python_class.rs

Line 98 in 1955a93

imports_from_typing.insert("Any");

Sample JSON to reproduce:

{
    "page": {
        "id": "kctbh9vrtdwd",
        "name": "GitHub",
        "url": "https://www.githubstatus.com",
        "time_zone": "Etc/UTC",
        "updated_at": "2020-12-03T08:11:21.385Z"
    },
    "components": [
        {
            "id": "8l4ygp009s5s",
            "name": "Git Operations",
            "status": "operational",
            "created_at": "2017-01-31T20:05:05.370Z",
            "updated_at": "2020-10-29T22:51:43.831Z",
            "position": 1,
            "description": "Performance of git clones, pulls, pushes, and associated operations",
            "showcase": false,
            "start_date": null,
            "group_id": null,
            "page_id": "kctbh9vrtdwd",
            "group": false,
            "only_show_if_degraded": false
        }
    ],
    "incidents": [],
    "scheduled_maintenances": [],
    "status": {
        "indicator": "none",
        "description": "All Systems Operational"
    }
}

RuntimeError: unreachable when running on the website

I'm running with the following JSON to try and get a TypedDict object

{"appid": "2116560", "common": {"associations": {"0": {"name": "Valve", "type": "developer"}, "1": {"name": "Valve", "type": "publisher"}}, "category": {"category_1": "1", "category_8": "1"}, "clienticns": "ef2d37a6d159f600fc5e4f80e1e2637403833856", "clienticon": "f16b5951eed02e3c3516389031374e95268d9ce7", "clienttga": "44df3dcc3e8bbdc66a819c94e7bff95a3bf39e08", "community_hub_visible": "1", "gameid": "10", "genres": {"0": "1"}, "has_adult_content": "1", "has_adult_content_violence": "1", "header_image": {"english": "header.jpg"}, "icon": "6b0312cda02f5f777efa2f3318c307ff9acafbb5", "library_assets": {"library_capsule": "en", "library_hero": "en", "library_logo": "en", "logo_position": {"height_pct": "35.416666666666686", "pinned_position": "BottomLeft", "width_pct": "43.23995127892814"}}, "linuxclienticon": "fc45c2591d95f081ff1268ad856297430fbcf686", "logo": "af890f848dd606ac2fd4415de3c3f5e7a66fcb9f", "logo_small": "dc97d7c8ae3a417cbb09fed1dcfb3204b7a2766b", "metacritic_fullurl": "https://www.metacritic.com/game/pc/counter-strike?ftag=MCD-06-10aaa1f", "metacritic_name": "Counter-Strike", "metacritic_score": "88", "metacritic_url": "pc/halflifecounterstrike", "name": "Counter-Strike", "oslist": "windows,macos,linux", "primary_genre": "1", "review_percentage": "97", "review_score": "9", "small_capsule": {"english": "capsule_231x87.jpg"}, "steam_deck_compatibility": {"category": "2", "configuration": {"gamescope_frame_limiter_not_supported": "0", "non_deck_display_glyphs": "0", "primary_player_is_controller_slot_0": "0", "recommended_runtime": "proton-stable", "requires_h264": "0", "requires_internet_for_setup": "0", "requires_internet_for_singleplayer": "0", "requires_manual_keyboard_invoke": "1", "requires_non_controller_launcher_nav": "0", "small_text": "0", "supported_input": "gamepad"}, "test_timestamp": "1655510400", "tested_build_id": "5424799", "tests": {"0": {"display": "3", "token": "#SteamDeckVerified_TestResult_DefaultControllerConfigNotFullyFunctional"}, "1": {"display": "3", "token": "#SteamDeckVerified_TestResult_TextInputDoesNotAutomaticallyInvokesKeyboard"}, "2": {"display": "3", "token": "#SteamDeckVerified_TestResult_NativeResolutionNotSupported"}}}, "steam_release_date": "973065600", "store_asset_mtime": "1568751483", "store_tags": {"0": "19", "1": "1663", "10": "6691", "7": "3878", "8": "1708", "9": "5055"}, "supported_languages": {"english": {"full_audio": "true", "supported": "true"}}, "type": "game", "sortas": "Team Fortress", "name_localized": {}, "releasestate": "released", "community_visible_stats": "1", "controller_support": "partial", "languages": {"danish": "1", "dutch": "1", "tchinese": "1"}, "original_release_date": "1191999600", "exfgls": "1", "market_presence": "1", "workshop_visible": "1", "eulas": {"0": {"id": "480_eula_0", "name": "Spacewar EULA", "url": "http://store.steampowered.com/eula/480_eula_0"}, "1": {"countries": "US", "id": "480_eula_1", "name": "Spacewar EULA 1", "url": "http://store.steampowered.com/eula/480_eula_1"}}, "osarch": "", "osextended": "", "releasestatesteamchina": "released", "requireskbmouse": "1", "steamchinaapproved": "1", "name_linux": "Left 4 Dead 2", "controllervr": {"steamvr": "1"}, "playareavr": {"roomscale": {"depth": "1.5", "width": "2"}, "seated": "1", "standing": "1"}, "parent": "630", "review_percentage_bombs": "87", "review_score_bombs": "8", "freeondemand": "1", "visibleonlyonavailableplatforms": "1", "app_retired_publisher_request": "1", "has_adult_content_sex": "1", "mastersubs_granting_app": "1289670", "driverversion": "8.17.10.1124", "openvrsupport": "1", "othervrsupport": "1", "othervrsupport_rift_13": "1", "section_type": "ownersonly", "kbmousegame": "1", "openvr_action_manifest_path": "actions.json", "hideinfriendslist": "1", "systemprofile": "1", "steam_deck_blog_url": "https://steamcommunity.com/games/294100/announcements/detail/3128317225025490604", "onquitdemomsg": "https://steamstore-a.akamaihd.net/message/5901115518915285268/", "onlyvrsupport": "1", "openvr_controller_bindings": {"0": {"controller_type": "knuckles", "url": "vr-input-workshop://1740725516"}}, "osvrsupport": "1", "releasestateoverride": "released", "releasestateoverridecountries": "JP", "releasestateoverrideinverse": "1", "restricted_countries": "CN,DE"}, "config": {"contenttype": "3", "convertgcfs": "1", "installdir": "Half-Life", "launch": {"0": {"arguments": "-steam -game cstrike", "config": {"oslist": "windows"}, "executable": "hl.exe", "vacmodulefilename": "resource\\sourceinit.dat"}, "1": {"arguments": "-steam -game cstrike", "config": {"oslist": "macos"}, "executable": "hl.sh", "vacmodulefilename": "resource\\sourceinit_macos.dat"}, "2": {"arguments": "-steam -game cstrike", "config": {"oslist": "linux"}, "executable": "hl.sh"}}, "systemprofile": "1", "steamcontrollertouchconfigdetails": {"2063295774": {"controller_type": "controller_mobile_touch", "enabled_branches": "default", "use_action_block": "false"}}, "steamcontrollertouchtemplateindex": "1", "installscriptoverride": "1", "steamconfigurator3rdpartynative": "65535", "steamcontrollertemplateindex": "13", "steaminputmanifestpath": "steam_input/action_manifest_hl2.vdf", "steamvrsupport": "1", "signedfiles": {"client.dll": "30819D300D06092A864886F70D010101050003818B0030818702818100B1260881BDFE84463D88C6AB8DB914A2E593893C10508B8A5ABDF692E9A5419A3EDBAE86A052849983B75E3B425C18178B260003D857DF0B6505C6CF9C84F5859FCE3B63F1FB2D4818501F6C5FA4AD1430EEB081A74ABD74CD1F4AA1FCCA3B88DD0548AED34443CEB52444EAE9099AA4FE66B2E6224D02381C248025C7044079020111", "engine.dll": "30819D300D06092A864886F70D010101050003818B0030818702818100B1260881BDFE84463D88C6AB8DB914A2E593893C10508B8A5ABDF692E9A5419A3EDBAE86A052849983B75E3B425C18178B260003D857DF0B6505C6CF9C84F5859FCE3B63F1FB2D4818501F6C5FA4AD1430EEB081A74ABD74CD1F4AA1FCCA3B88DD0548AED34443CEB52444EAE9099AA4FE66B2E6224D02381C248025C7044079020111", "hl2.exe": "30819D300D06092A864886F70D010101050003818B0030818702818100B1260881BDFE84463D88C6AB8DB914A2E593893C10508B8A5ABDF692E9A5419A3EDBAE86A052849983B75E3B425C18178B260003D857DF0B6505C6CF9C84F5859FCE3B63F1FB2D4818501F6C5FA4AD1430EEB081A74ABD74CD1F4AA1FCCA3B88DD0548AED34443CEB52444EAE9099AA4FE66B2E6224D02381C248025C7044079020111", "server.dll": "30819D300D06092A864886F70D010101050003818B0030818702818100B1260881BDFE84463D88C6AB8DB914A2E593893C10508B8A5ABDF692E9A5419A3EDBAE86A052849983B75E3B425C18178B260003D857DF0B6505C6CF9C84F5859FCE3B63F1FB2D4818501F6C5FA4AD1430EEB081A74ABD74CD1F4AA1FCCA3B88DD0548AED34443CEB52444EAE9099AA4FE66B2E6224D02381C248025C7044079020111", "sourcevr.dll": "30819D300D06092A864886F70D010101050003818B0030818702818100B1260881BDFE84463D88C6AB8DB914A2E593893C10508B8A5ABDF692E9A5419A3EDBAE86A052849983B75E3B425C18178B260003D857DF0B6505C6CF9C84F5859FCE3B63F1FB2D4818501F6C5FA4AD1430EEB081A74ABD74CD1F4AA1FCCA3B88DD0548AED34443CEB52444EAE9099AA4FE66B2E6224D02381C248025C7044079020111"}, "uselaunchcommandline": "1", "checkforupdatesbeforelaunch": "1", "steamcontrollerconfigdetails": {"1172518660": {"controller_type": "controller_steamcontroller_gordon", "enabled_branches": "default"}}, "usemms": "", "verifyupdates": "1", "vrcompositorsupport": "0", "allowisteamapplist": "1", "nativesteamcontroller": "1", "steam_china_only": {"steam_china_enable_duration_control": "0"}, "testchange": "2", "cegpublickey": "30819D300D06092A864886F70D010101050003818B0030818702818100B1260881BDFE84463D88C6AB8DB914A2E593893C10508B8A5ABDF692E9A5419A3EDBAE86A052849983B75E3B425C18178B260003D857DF0B6505C6CF9C84F5859FCE3B63F1FB2D4818501F6C5FA4AD1430EEB081A74ABD74CD1F4AA1FCCA3B88DD0548AED34443CEB52444EAE9099AA4FE66B2E6224D02381C248025C7044079020111", "checkguid": "client.dll", "signaturescheckedonlaunch": {"windows": {}}, "duration_control_show_interstitial": "0", "enable_duration_control": "1", "launchwithoutworkshopupdates": "1", "sdr-groups-global": "steam-global,mplay-dota", "shortname": "Dota2Beta", "checkguids": "server_sixense.dll;client_sixense.dll;client.dll;server.dll", "steamdecktouchscreen": "4", "enabletextfiltering": "1", "gameoverlay_testmode": "1", "installscriptsignature": "99b94253d692c4491e34304e01c26162842455a2c735d070b741e3f77831802d34e48c794ce15694fb78e10f1c20e4d400c8244e68cee489dffc1bb0182230db733f9445740c85b991864540b3b8ec236fa1a133b6c8a93603549118d6ae3f313fca82a6da617e4e26427a3928d5b9d5bd393316bfed85edf5a8731ab3b4db9d", "matchmaking_mms_appidinvitenf": "624820", "matchmaking_uptodate": "1", "sdr-groups": "steam-global,steam-china", "usesfrenemies": "no", "vacmodulefilename": "resource\\sourceinit.dat", "vacmodulefilename_macos": "resource\\sourceinit_macos.dat", "externalregistrationurl": {"czech": "http://www.egosoft.com/x3tc/register/STEAM/index.php?lang=czech&steamcode=%cdkey%", "english": "http://www.egosoft.com/x3tc/register/STEAM/index.php?lang=english&steamcode=%cdkey%", "french": "http://www.egosoft.com/x3tc/register/STEAM/index.php?lang=french&steamcode=%cdkey%", "german": "http://www.egosoft.com/x3tc/register/STEAM/index.php?lang=german&steamcode=%cdkey%", "hungarian": "http://www.egosoft.com/x3tc/register/STEAM/index.php?lang=hungarian&steamcode=%cdkey%", "italian": "http://www.egosoft.com/x3tc/register/STEAM/index.php?lang=italian&steamcode=%cdkey%", "polish": "http://www.egosoft.com/x3tc/register/STEAM/index.php?lang=polish&steamcode=%cdkey%", "russian": "http://www.egosoft.com/x3tc/register/STEAM/index.php?lang=russian&steamcode=%cdkey%", "spanish": "http://www.egosoft.com/x3tc/register/STEAM/index.php?lang=spanish&steamcode=%cdkey%"}, "steamcontrollerconfigfileids": "562695501", "noupdatesafterinstall": "1", "allowrunningmultipleinstances": "1", "requiredefaultinstallfolder": "1", "vrsupport": "openvr", "app_mappings": {"1": {"branch": "1.17", "comment": "sniper SLR", "platform": "linux", "tool": "SteamLinuxRuntime_sniper"}}}, "extended": {"dependantonapp": "70", "developer": "Valve", "developer_url": "http://www.valvesoftware.com/", "gamedir": "cstrike", "homepage": "http://www.counter-strike.net/", "icon": "steam/games/icon_cs", "icon2": "steam/games/icon_cs_dull", "minclientversion": "1000000", "order": "12", "primarycache": "11", "publisher": "Valve", "serverbrowsername": "Counter-Strike", "vacmacmodulecache": "160", "vacmodulecache": "202", "vacmodulefilename": "sourceinit.dat", "gamemanualurl": "http://www.dayofdefeatmod.com/manuallaunch.html", "hdaddon": "96", "listofdlc": "632440", "initialsellpage": "#SteamUI_CZ_InitialPage", "no_revenue_accumulation": "1", "preloadsellpage": "#SteamUI_CZ_PreloadPage", "releasedpage": "#SteamUI_CZ_ReleasedPage", "sellpage": "#SteamUI_CZ_SellPage", "state": "eStateAvailable", "checkpkgstate": "1", "noservers": "0", "sourcegame": "1", "visibleonlywhensubscribed": "1", "disableoverlay": "1", "installscript": "211_install.vdf", "validoslist": "macos,windows", "disableshaderreporting": "1", "deckresolutionoverride": "Native", "directx_minver": "4.09.00.0903", "supports64bit": "0", "dedicatedserverfolder": "orangebox", "video": "http://www.steampowered.com/", "languages": "english,german,french,italian,koreana,spanish,schinese,tchinese,russian,thai,japanese,portuguese,polish,danish,dutch,finnish,norwegian,swedish,hungarian,czech,romanian,turkish", "languages_macos": "english,german,french,italian,koreana,spanish,schinese,tchinese,russian,thai,japanese,portuguese,polish,danish,dutch,finnish,norwegian,swedish,hungarian,czech,romanian,turkish", "preloadunlocktime": "1191999600", "requiressse": "1", "dependantonapppreventrecurseholes": "1", "aliases": "tf2", "isfreeapp": "1", "loadallbeforelaunch": "1", "primarycache_linux": "452", "visibleonlywheninstalled": "1", "dlcavailableonstore": "0", "guideappid": "22825", "installscript_macos": "installscript_osx.vdf", "otten": "Version1", "installscriptosx": "installscript_osx.vdf", "languages_mac": "english,german,french,italian,koreana,spanish,schinese,tchinese,russian,thai,japanese,portuguese,polish,danish,dutch,finnish,norwegian,swedish,hungarian,czech,romanian,turkish", "thirdpartycdkey": "1", "minclientversion_pw_csgo": "1602115886", "primarycache_macos": "733", "preloadcountdowntext1": "#Steam_FreeWeekend_BeginsIn", "preloadcountdowntext2": "#Steam_FreeWeekend_Info", "preloadcountdowntext3": "#Steam_FreeWeekend_URL", "preloadcountdowntexttime": "5 days", "preloadcountdownurl": "http://storefront.steampowered.com/v/index.php?area=fw_RedOrchestra", "primarycache_mac": "1258", "legacykeydisklocation": "authkey", "legacykeyregistrationmethod": "disk", "legacykeyregistrylocation": "HKEY_CURRENT_USER\\Software\\Valve\\TestApp1900\\SteamKey", "showcdkeyonlaunch": "1", "supportscdkeycopytoclipboard": "0", "cpu_min": "1800", "cpu_min_amd": "1800", "ram_min": "512", "os_min": "winnt", "dlcpurchasefromingame": "0", "hasexternalregistrationurl": "1", "legacykeylinkedexternally": "1", "showcdkeyinmenu": "1", "externalsubscriptionurl2": "http://www.egosoft.com/x3tc/register/STEAM/index_en.php?steamcode=%cdkey%", "demoofappid": "3830", "existingretail": "HKEY_LOCAL_MACHINE\\SOFTWARE\\Firaxis Games\\Sid Meier's Civilization 4\\INSTALLDIR", "launcheula": "http://store.steampowered.com/eula/eula_2KGeneral", "cwdoverride": "Conquests", "mustownapptopurchase": "3900", "hadthirdpartycdkey": "1", "inhibitautoversionroll": "1", "retailautostart": "1", "suppressims": "1", "g4w_gdf": "empire.exe", "g4w_type": "2", "requirentfspartition": "1", "existingretail1": "HKEY_LOCAL_MACHINE\\SOFTWARE\\Microsoft\\Windows\\CurrentVersion\\Uninstall\\{E05B1C38-AE31-4146-8D47-E5E71BEB8D9E}\\InstallLocation", "requiredappid": "215", "onquitdemomsg": "http://cdn.store.steampowered.com/message/18180443031715844/", "nodefaultenglishcontent": "1", "launchredirect": "57600", "disableoverlay_macos": "1", "isconverteddlc": "1", "musicalbumavailableonstore": "1", "musicalbumforappid": "40700", "sdk_notownedbydefault": "1", "canskipinstallappchooser": "1", "allowelevation": "1", "dlcforappid": "22380", "ismediafile": "1", "mediafiletype": "Movie", "us ca mx pr": {"launcheula": "http://store.steampowered.com/eula/205950_eulaUS"}, "launcheula_macos": "http://store.steampowered.com/eula/208140_eula_osx", "vrheadsetstreaming": "1", "us": {"launcheula": "http://store.steampowered.com/eula/212480_eulaUS"}, "absolutemousecoordinates": "1", "additional_dependencies": {"0": {"appid": "1161040", "comment": "BE runtime", "dest_os": "linux", "src_os": "windows"}}, "installscript_linux": "installscript_linux.vdf", "allowmicrotxnfromrestrictedcountries": "0", "microtxnrestrictedcountries": "RU,BY", "disablestreaming": "1", "foo": "bar", "anti_cheat_support_url": "https://www.easy.ac/r/steam/gamebans/?steamAppId=269210", "demoforappid": "248860", "remoteplaytogethertestingbranches": "default,anniversary_atest2,beta,dev,egghunt,eventtester,fnax64,linux32,private,privatetester,supporter,tester,uncapped_fps", "disableosxdrmloader": "1", "overlaywindowblacklist": "_FERAL_LAUNCHER_WINDOW", "disableoverlayinjection": "1", "disableoverlayinjection_linux": "1", "betaforappid": "979640"}, "ufs": {"maxnumfiles": "10000", "quota": "1048576", "savefiles": {"0": {"path": "cstrike", "pattern": "*.cfg", "platforms": {"1": "all"}, "root": "gameinstall"}}, "testonly": "1", "ignoreexternalfiles": "0", "hidecloudui": "0", "sync_while_suspended": "1", "rootoverrides": {"0": {"os": "Linux", "oscompare": "=", "pathtransforms": {"0": {"find": "Darwinia/users", "replace": ".darwinia/full-steam/users"}}, "root": "WinSavedGames", "useinstead": "LinuxHome"}, "1": {"os": "MacOS", "oscompare": "=", "pathtransforms": {"0": {"find": "Darwinia/users", "replace": "Darwinia/full-steam/users"}}, "root": "WinSavedGames", "useinstead": "MacAppSupport"}}, "appidredirect": "205550"}, "install": {"copy files": {"config file": {"dstfile1": "%INSTALLDIR%\\bin\\source2007\\bin\\steam.dll", "dstfile2": "%INSTALLDIR%\\bin\\orangebox\\bin\\steam.dll", "dstfile3": "%INSTALLDIR%\\bin\\ep1\\bin\\steam.dll", "dstfile4": "%INSTALLDIR%\\bin\\source2009\\bin\\steam.dll", "hasrunkey": "HKEY_LOCAL_MACHINE\\SOFTWARE\\Valve\\Steam\\Apps\\211", "ignoreexitcode": "1", "srcfile1": "%INSTALLDIR%\\steam.dll", "srcfile2": "%INSTALLDIR%\\steam.dll", "srcfile3": "%INSTALLDIR%\\steam.dll", "srcfile4": "%INSTALLDIR%\\steam.dll"}}, "run process": {"directx": {"command 1": "/silent", "process 1": "%INSTALLDIR%\\directx_installer\\DXSETUP.exe"}}, "registry": {"hkey_local_machine\\software\\iron lore\\titan quest": {"string": {"install location": "%INSTALLDIR%", "version": "1.30"}}}, "arma 2 cd key": {}, "ea oreg": {"string": {"english": {"url": "http://www.arma2.com"}}}, "registry if not present": {"hkey_local_machine\\software\\bohemia interactive studio\\arma 2": {"string": {"main": "%STEAMPATH%\\SteamApps\\Common\\ArmA 2"}, "string_from_regkey": {"data": "HKEY_LOCAL_MACHINE\\SOFTWARE\\Bohemia Interactive Studio\\ArmA 2\\MAIN"}}, "hkey_local_machine\\software\\bohemia interactive studio\\arma 2 oa\\expansions\\arma 2": {"string": {"loadafter": "ARMA 2 OA", "loadbefore": "", 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