Преобразование строк JSON в массив JSON с использованием jq
Во -первых, я новичок в jq
Как 1-й новый день, я также новичок в JSON, я парень по SQL, поэтому я быстро учусь, но не могу разобраться с этим... так что, пожалуйста, потерпите меня.
Я использую Windows, используя jq v1.5 на PowerShell.
У меня загружено несколько файлов JSON, и они выглядят так:
{"Header":{"AssetClass":"Commodities","InstrumentType":"Forward","UseCase":"Forward","Level":"InstRefDataReporting"},"Attributes":{"NotionalCurrency":"EUR","ExpiryDate":"2018-01-01","ReturnorPayoutTrigger":"Contract for Difference (CFD)","DeliveryType":"CASH","BaseProduct":"AGRI","TransactionType":"FUTR","FinalPriceType":"ARGM","ReferenceRate":"10PPM ULTRA LOW SULPHUR DIESEL-CARGOES CIF NWE/BASIS ARA-PLATTS EUROPEAN","SubProduct":"GROS","AdditionalSubProduct":"FWHT"},"ISIN":{"ISIN":"EZX27M86B860","Status":"New"},"TemplateVersion":1,"Derived":{"CommodityDerivativeIndicator":"TRUE","UnderlyingAssetType":"Agriculture","IssuerorOperatoroftheTradingVenueIdentifier":"NA","PriceMultiplier":1,"FullName":"Commodities Forward AGRI GROS FWHT EUR 20180101","ShortName":"NA/Fwd AGRI FWHT EUR 20180101","ClassificationType":"JTAXCC"}}
{"Header":{"AssetClass":"Commodities","InstrumentType":"Swap","UseCase":"Basis_Swap","Level":"InstRefDataReporting"},"Attributes":{"NotionalCurrency":"SOS","ExpiryDate":"2208-12-10","ReturnorPayoutTrigger":"Total Return","DeliveryType":"OPTL","TransactionType":"ORIT","FinalPriceType":"IHSM","ReferenceRate":"NATURAL GAS-MONTHLY INDEX S. TEXAS (TETCO)-GAS DAILY PRICE GUIDE","OtherReferenceRate":"NATURAL GAS-MONTHLY INDEX W. LOUISIANA (TETCO)-GAS DAILY PRICE GUIDE","BaseProduct":"OTHR","OtherBaseProduct":"OTHR","SubProduct":"","AdditionalSubProduct":"","OtherSubProduct":"","OtherAdditionalSubProduct":""},"ISIN":{"ISIN":"EZBBH1XR9GV6","Status":"New"},"TemplateVersion":1,"Derived":{"CommodityDerivativeIndicator":"TRUE","UnderlyingAssetType":"Multi Commodity","IssuerorOperatoroftheTradingVenueIdentifier":"NA","PriceMultiplier":1,"FullName":"Commodities Swap Basis_Swap OTHR OTHR SOS 22081210","ShortName":"NA/Swap OTHR SOS 22081210","ClassificationType":"STQTXE"}}
{"Header":{"AssetClass":"Commodities","InstrumentType":"Swap","UseCase":"Multi_Exotic_Swap","Level":"InstRefDataReporting"},"Attributes":{"NotionalCurrency":"LRD","ExpiryDate":"2200-01-31","ReturnorPayoutTrigger":"Contract for Difference (CFD)","DeliveryType":"CASH","TransactionType":"TAPO","FinalPriceType":"EXOF","UnderlyingInstrumentIndex":["BCOMF6","BCOMNG3"]},"ISIN":{"ISIN":"EZ286HJVY4Q2","Status":"New"},"TemplateVersion":1,"Derived":{"CommodityDerivativeIndicator":"TRUE","IssuerorOperatoroftheTradingVenueIdentifier":"NA","PriceMultiplier":1,"UnderlyingAssetType":"Multi Commodity","BaseProduct":"MCEX","SubProduct":"","AdditionalSubProduct":"","FullName":"Commodities Multi_Exotic_Swap MCEX LRD 22000131","ShortName":"NA/Swap MCEX LRD 22000131","ClassificationType":"STQCXC"}}
{"Header":{"AssetClass":"Commodities","InstrumentType":"Option","UseCase":"Option","Level":"InstRefDataReporting"},"Attributes":{"NotionalCurrency":"TND","ExpiryDate":"2209-10-18","OptionType":"OPTL","OptionExerciseStyle":"AMER","ValuationMethodorTrigger":"Asian","DeliveryType":"CASH","TransactionType":"OTHR","FinalPriceType":"IHSM","ReferenceRate":"NATURAL GAS-NGPL (NICOR, NIPSCO, PGLC CITYGATE), NBPL-NICOR-ICE/10X MONTHLY","BaseProduct":"OTHR","SubProduct":"","AdditionalSubProduct":""},"ISIN":{"ISIN":"EZ2TK5CWL9Y4","Status":"New"},"TemplateVersion":1,"Derived":{"CommodityDerivativeIndicator":"TRUE","UnderlyingAssetType":"Other","IssuerorOperatoroftheTradingVenueIdentifier":"NA","PriceMultiplier":1,"FullName":"Commodities Option OTHR TND 22091018","ShortName":"NA/O OTHR OPTL TND 22091018","ClassificationType":"HTMHAC"}}
{"Header":{"AssetClass":"Commodities","InstrumentType":"Option","UseCase":"Multi_Exotic_Option","Level":"InstRefDataReporting"},"Attributes":{"NotionalCurrency":"SOS","ExpiryDate":"2209-10-18","UnderlyingInstrumentIndex":["BCOMSI2","BCOMPR3T"],"OptionType":"CALL","OptionExerciseStyle":"AMER","ValuationMethodorTrigger":"Other Path Dependent","DeliveryType":"CASH","TransactionType":"ORIT","FinalPriceType":"BLTC"},"ISIN":{"ISIN":"EZ82L36B6225","Status":"New"},"TemplateVersion":1,"Derived":{"CommodityDerivativeIndicator":"TRUE","IssuerorOperatoroftheTradingVenueIdentifier":"NA","PriceMultiplier":1,"UnderlyingAssetType":"Multi Commodity","BaseProduct":"MCEX","SubProduct":"","AdditionalSubProduct":"","FullName":"Commodities Multi_Exotic_Option MCEX SOS 22091018","ShortName":"NA/O MCEX Call SOS 22091018","ClassificationType":"HTQBPC"}}
Размер файлов может превышать 1 ГБ.
Чтобы использовать их эффективно, мне нужно превратить строки JSON в массивы JSON, обернуть файл, добавив "[" и добавив "]", и для каждой строки, разделенной запятой (,).
Чтобы файл выглядел так (теоретически):
[
{
"Header": {
"AssetClass": "Commodities",
"InstrumentType": "Swap",
"UseCase": "Basis_Swap",
"Level": "InstRefDataReporting"
},
"Attributes": {
"NotionalCurrency": "EUR",
"ExpiryDate": "2017-08-31",
"ReturnorPayoutTrigger": "Contract for Difference (CFD)",
"DeliveryType": "CASH",
"BaseProduct": "AGRI",
"OtherBaseProduct": "AGRI",
"TransactionType": "FUTR",
"FinalPriceType": "ARGM",
"ReferenceRate": "10PPM ULTRA LOW SULPHUR DIESEL-CARGOES CIF NWE/BASIS ARA-PLATTS EUROPEAN",
"OtherReferenceRate": "10PPM ULTRA LOW SULPHUR DIESEL-CARGOES CIF NWE/BASIS ARA-PLATTS EUROPEAN",
"SubProduct": "GROS",
"AdditionalSubProduct": "FWHT",
"OtherSubProduct": "GROS",
"OtherAdditionalSubProduct": "FWHT"
},
"ISIN": {
"ISIN": "EZ68CZDRFYY7",
"Status": "New"
},
"TemplateVersion": 1,
"Derived": {
"CommodityDerivativeIndicator": "TRUE",
"UnderlyingAssetType": "Multi Commodity",
"IssuerorOperatoroftheTradingVenueIdentifier": "NA",
"PriceMultiplier": 1,
"FullName": "Commodities Swap Basis_Swap AGRI GROS FWHT AGRI GROS FWHT EUR 20170831",
"ShortName": "NA/Swap AGRI FWHT FWHT EUR 20170831",
"ClassificationType": "STQCXC"
}
},
{
"Header": {
"AssetClass": "Commodities",
"InstrumentType": "Swap",
"UseCase": "Basis_Swap",
"Level": "InstRefDataReporting"
},
"Attributes": {
"NotionalCurrency": "EUR",
"ExpiryDate": "2017-08-31",
"ReturnorPayoutTrigger": "Contract for Difference (CFD)",
"DeliveryType": "CASH",
"BaseProduct": "AGRI",
"OtherBaseProduct": "AGRI",
"TransactionType": "FUTR",
"FinalPriceType": "ARGM",
"ReferenceRate": "10PPM ULTRA LOW SULPHUR DIESEL-CARGOES CIF NWE/BASIS ARA-PLATTS EUROPEAN",
"OtherReferenceRate": "10PPM ULTRA LOW SULPHUR DIESEL-CARGOES CIF NWE/BASIS ARA-PLATTS EUROPEAN",
"SubProduct": "GROS",
"AdditionalSubProduct": "FWHT",
"OtherSubProduct": "GROS",
"OtherAdditionalSubProduct": "FWHT"
},
"ISIN": {
"ISIN": "EZ68CZDRFYY7",
"Status": "New"
},
"TemplateVersion": 1,
"Derived": {
"CommodityDerivativeIndicator": "TRUE",
"UnderlyingAssetType": "Multi Commodity",
"IssuerorOperatoroftheTradingVenueIdentifier": "NA",
"PriceMultiplier": 1,
"FullName": "Commodities Swap Basis_Swap AGRI GROS FWHT AGRI GROS FWHT EUR 20170831",
"ShortName": "NA/Swap AGRI FWHT FWHT EUR 20170831",
"ClassificationType": "STQCXC"
}
}
]
Итак, я нашел JQ и из моего понимания я могу запустить это
jq --slurp 'map(select(. >= 2))' Inputfile.json > OutputFile.json
Это работает, но при запуске файлов размером более 200 МБ я получаю сообщение об ошибке "недостаточно памяти в системе" (если я использую ISE), и если я использую стандартный Powershell или CMD, это занимает много времени. минут (5+)
Если я возьму --slurp
вне команды это работает, это быстрее, но результат выглядит так:
[
{
"Header": {
"AssetClass": "Commodities",
"InstrumentType": "Swap",
"UseCase": "Basis_Swap",
"Level": "InstRefDataReporting"
},
"Attributes": {
"NotionalCurrency": "EUR",
"ExpiryDate": "2017-08-31",
"ReturnorPayoutTrigger": "Contract for Difference (CFD)",
"DeliveryType": "CASH",
"BaseProduct": "AGRI",
"OtherBaseProduct": "AGRI",
"TransactionType": "FUTR",
"FinalPriceType": "ARGM",
"ReferenceRate": "10PPM ULTRA LOW SULPHUR DIESEL-CARGOES CIF NWE/BASIS ARA-PLATTS EUROPEAN",
"OtherReferenceRate": "10PPM ULTRA LOW SULPHUR DIESEL-CARGOES CIF NWE/BASIS ARA-PLATTS EUROPEAN",
"SubProduct": "GROS",
"AdditionalSubProduct": "FWHT",
"OtherSubProduct": "GROS",
"OtherAdditionalSubProduct": "FWHT"
},
"ISIN": {
"ISIN": "EZ68CZDRFYY7",
"Status": "New"
},
"TemplateVersion": 1,
"Derived": {
"CommodityDerivativeIndicator": "TRUE",
"UnderlyingAssetType": "Multi Commodity",
"IssuerorOperatoroftheTradingVenueIdentifier": "NA",
"PriceMultiplier": 1,
"FullName": "Commodities Swap Basis_Swap AGRI GROS FWHT AGRI GROS FWHT EUR 20170831",
"ShortName": "NA/Swap AGRI FWHT FWHT EUR 20170831",
"ClassificationType": "STQCXC"
}
}]
[{
"Header": {
"AssetClass": "Commodities",
"InstrumentType": "Swap",
"UseCase": "Basis_Swap",
"Level": "InstRefDataReporting"
},
"Attributes": {
"NotionalCurrency": "EUR",
"ExpiryDate": "2017-08-31",
"ReturnorPayoutTrigger": "Contract for Difference (CFD)",
"DeliveryType": "CASH",
"BaseProduct": "AGRI",
"OtherBaseProduct": "AGRI",
"TransactionType": "FUTR",
"FinalPriceType": "ARGM",
"ReferenceRate": "10PPM ULTRA LOW SULPHUR DIESEL-CARGOES CIF NWE/BASIS ARA-PLATTS EUROPEAN",
"OtherReferenceRate": "10PPM ULTRA LOW SULPHUR DIESEL-CARGOES CIF NWE/BASIS ARA-PLATTS EUROPEAN",
"SubProduct": "GROS",
"AdditionalSubProduct": "FWHT",
"OtherSubProduct": "GROS",
"OtherAdditionalSubProduct": "FWHT"
},
"ISIN": {
"ISIN": "EZ68CZDRFYY7",
"Status": "New"
},
"TemplateVersion": 1,
"Derived": {
"CommodityDerivativeIndicator": "TRUE",
"UnderlyingAssetType": "Multi Commodity",
"IssuerorOperatoroftheTradingVenueIdentifier": "NA",
"PriceMultiplier": 1,
"FullName": "Commodities Swap Basis_Swap AGRI GROS FWHT AGRI GROS FWHT EUR 20170831",
"ShortName": "NA/Swap AGRI FWHT FWHT EUR 20170831",
"ClassificationType": "STQCXC"
}
}
]
Он создает массив для каждой строки, но массив не разделяется запятыми, и это не то, что я хотел.
Итак, как я могу обработать большие файлы, состоящие из нескольких строк JSON, и создать один файл для входного файла, который создается как один массив, разделенный запятыми, без использования slurp?
Я читал о входах, но не уверен, имеет ли это отношение к тому, что мне нужно сделать?
2 ответа
Это выглядит как inputs
страдает от той же проблемы, что и хлеб Я не знаю, как сделать это с jq
на огромных файлах, но sed
может сделать это:
sed '1s/^/[/; $!s/$/,/; $s/$/]/' in.json > out.json
Выход:
[{"Header":{"AssetClass":"Commodities","InstrumentType":"Forward","UseCase":"Forward","Level":"InstRefDataReporting"},"Attributes":{"NotionalCurrency":"EUR","ExpiryDate":"2018-01-01","ReturnorPayoutTrigger":"Contract for Difference (CFD)","DeliveryType":"CASH","BaseProduct":"AGRI","TransactionType":"FUTR","FinalPriceType":"ARGM","ReferenceRate":"10PPM ULTRA LOW SULPHUR DIESEL-CARGOES CIF NWE/BASIS ARA-PLATTS EUROPEAN","SubProduct":"GROS","AdditionalSubProduct":"FWHT"},"ISIN":{"ISIN":"EZX27M86B860","Status":"New"},"TemplateVersion":1,"Derived":{"CommodityDerivativeIndicator":"TRUE","UnderlyingAssetType":"Agriculture","IssuerorOperatoroftheTradingVenueIdentifier":"NA","PriceMultiplier":1,"FullName":"Commodities Forward AGRI GROS FWHT EUR 20180101","ShortName":"NA/Fwd AGRI FWHT EUR 20180101","ClassificationType":"JTAXCC"}},
{"Header":{"AssetClass":"Commodities","InstrumentType":"Swap","UseCase":"Basis_Swap","Level":"InstRefDataReporting"},"Attributes":{"NotionalCurrency":"SOS","ExpiryDate":"2208-12-10","ReturnorPayoutTrigger":"Total Return","DeliveryType":"OPTL","TransactionType":"ORIT","FinalPriceType":"IHSM","ReferenceRate":"NATURAL GAS-MONTHLY INDEX S. TEXAS (TETCO)-GAS DAILY PRICE GUIDE","OtherReferenceRate":"NATURAL GAS-MONTHLY INDEX W. LOUISIANA (TETCO)-GAS DAILY PRICE GUIDE","BaseProduct":"OTHR","OtherBaseProduct":"OTHR","SubProduct":"","AdditionalSubProduct":"","OtherSubProduct":"","OtherAdditionalSubProduct":""},"ISIN":{"ISIN":"EZBBH1XR9GV6","Status":"New"},"TemplateVersion":1,"Derived":{"CommodityDerivativeIndicator":"TRUE","UnderlyingAssetType":"Multi Commodity","IssuerorOperatoroftheTradingVenueIdentifier":"NA","PriceMultiplier":1,"FullName":"Commodities Swap Basis_Swap OTHR OTHR SOS 22081210","ShortName":"NA/Swap OTHR SOS 22081210","ClassificationType":"STQTXE"}},
{"Header":{"AssetClass":"Commodities","InstrumentType":"Swap","UseCase":"Multi_Exotic_Swap","Level":"InstRefDataReporting"},"Attributes":{"NotionalCurrency":"LRD","ExpiryDate":"2200-01-31","ReturnorPayoutTrigger":"Contract for Difference (CFD)","DeliveryType":"CASH","TransactionType":"TAPO","FinalPriceType":"EXOF","UnderlyingInstrumentIndex":["BCOMF6","BCOMNG3"]},"ISIN":{"ISIN":"EZ286HJVY4Q2","Status":"New"},"TemplateVersion":1,"Derived":{"CommodityDerivativeIndicator":"TRUE","IssuerorOperatoroftheTradingVenueIdentifier":"NA","PriceMultiplier":1,"UnderlyingAssetType":"Multi Commodity","BaseProduct":"MCEX","SubProduct":"","AdditionalSubProduct":"","FullName":"Commodities Multi_Exotic_Swap MCEX LRD 22000131","ShortName":"NA/Swap MCEX LRD 22000131","ClassificationType":"STQCXC"}},
{"Header":{"AssetClass":"Commodities","InstrumentType":"Option","UseCase":"Option","Level":"InstRefDataReporting"},"Attributes":{"NotionalCurrency":"TND","ExpiryDate":"2209-10-18","OptionType":"OPTL","OptionExerciseStyle":"AMER","ValuationMethodorTrigger":"Asian","DeliveryType":"CASH","TransactionType":"OTHR","FinalPriceType":"IHSM","ReferenceRate":"NATURAL GAS-NGPL (NICOR, NIPSCO, PGLC CITYGATE), NBPL-NICOR-ICE/10X MONTHLY","BaseProduct":"OTHR","SubProduct":"","AdditionalSubProduct":""},"ISIN":{"ISIN":"EZ2TK5CWL9Y4","Status":"New"},"TemplateVersion":1,"Derived":{"CommodityDerivativeIndicator":"TRUE","UnderlyingAssetType":"Other","IssuerorOperatoroftheTradingVenueIdentifier":"NA","PriceMultiplier":1,"FullName":"Commodities Option OTHR TND 22091018","ShortName":"NA/O OTHR OPTL TND 22091018","ClassificationType":"HTMHAC"}},
{"Header":{"AssetClass":"Commodities","InstrumentType":"Option","UseCase":"Multi_Exotic_Option","Level":"InstRefDataReporting"},"Attributes":{"NotionalCurrency":"SOS","ExpiryDate":"2209-10-18","UnderlyingInstrumentIndex":["BCOMSI2","BCOMPR3T"],"OptionType":"CALL","OptionExerciseStyle":"AMER","ValuationMethodorTrigger":"Other Path Dependent","DeliveryType":"CASH","TransactionType":"ORIT","FinalPriceType":"BLTC"},"ISIN":{"ISIN":"EZ82L36B6225","Status":"New"},"TemplateVersion":1,"Derived":{"CommodityDerivativeIndicator":"TRUE","IssuerorOperatoroftheTradingVenueIdentifier":"NA","PriceMultiplier":1,"UnderlyingAssetType":"Multi Commodity","BaseProduct":"MCEX","SubProduct":"","AdditionalSubProduct":"","FullName":"Commodities Multi_Exotic_Option MCEX SOS 22091018","ShortName":"NA/O MCEX Call SOS 22091018","ClassificationType":"HTQBPC"}}]
объяснение
Сценарий sed состоит из трех отдельных замен. Вот они на отдельных строках:
1 s/^/[/ # Insert a left bracket at the beginning of the first line
$! s/$/,/ # On all but the last line append a comma
$ s/$/]/ # Append a right bracket to the last line
Возможно, я опоздала, но это то, что вы ищете!
jq -s '.' in.json > out.json
Может быть, awk легче на глазах
awk 'BEGIN{print "["}
length(last)>0 {print last ","} {last=$0}
END {print last, "]"}'
И для справки, вот решение без махинаций, использующее версию jq с input
:
jq -nr '"[", try (input|tojson, repeat(",\n\(input|tojson)")), "]"'
Я использую один лайнер вызова узла:
$ cat input.ndjson | node -e 'const rl = readline.createInterface({ input: process.stdin }); !async function () { let idx = 0; for await (const line of rl) { process.stdout.write((++idx === 1 ? "[" : "\n,") + JSON.stringify(JSON.parse(line))); } process.stdout.write("]"); }()' | tee output.json | jq 'length'
16814
Пояснение:
$ cat input.ndjson | # pipe the ndjson input, can be a file or any stream
node -e '
const rl = readline.createInterface({ input: process.stdin });
!async function () { // to be able to use await, this function has to be async, and then `!` is to be able call it right away;
let idx = 0;
for await (const line of rl) {
process.stdout.write((++idx === 1 ? "[" : "\n,") + JSON.stringify(JSON.parse(line)));
}
process.stdout.write("]");
}()
' | tee output.json # save the output json file
| jq 'length' # call jq to calculate a length, also validate it, to make sure it's a valid single json file, this optional
в
readline
of Node хорошо подходит для чтения потока по строкам, а
asyncIterable
, можно использовать (await ... of) для получения каждой строки, затем вызвать
JSON.parse
чтобы убедиться, что каждая строка является допустимым json, а затем
JSON.stringify
для преобразования обратно в миниатюрный JSON в каждой строке;
наверняка вы можете перейти на местный
const arr = [];
и вставьте obj каждой строки в t, и как только JSON.stringify в конце, чтобы получить наиболее миниатюрный JSON,
но мне нравится получать этот почти минимизированный формат, в котором каждая строка obj минимизирована, но при этом сохраняется внешний массив построчно, так что я могу легко получить его общее количество с помощью
wc -l
считать его строки
[{...minified line1obj with no spaces...}
,{...minified line2obj}
,{...minified line3obj}
,...
,{...minified lineNobj}]