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[feature](ES Catalog) map nested/object type in ES to JSON type in Doris #37101

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merged 2 commits into from
Jul 2, 2024
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[feature](ES Catalog) map nested/object type in ES to JSON type in Doris #37101

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7bfe721
[feature](ES Catalog)Support JSON type for ES catalog
qidaye Jul 1, 2024
9f92890
fix regressions
qidaye Jul 2, 2024
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7 changes: 7 additions & 0 deletions be/src/exec/es/es_scroll_parser.cpp
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Expand Up @@ -40,6 +40,7 @@
#include "runtime/decimalv2_value.h"
#include "runtime/define_primitive_type.h"
#include "runtime/descriptors.h"
#include "runtime/jsonb_value.h"
#include "runtime/primitive_type.h"
#include "runtime/types.h"
#include "util/binary_cast.hpp"
Expand Down Expand Up @@ -799,6 +800,12 @@ Status ScrollParser::fill_columns(const TupleDescriptor* tuple_desc,
col_ptr->insert(array);
break;
}
case TYPE_JSONB: {
JsonBinaryValue binary_val(json_value_to_string(col));
vectorized::JsonbField json(binary_val.value(), binary_val.size());
col_ptr->insert(json);
break;
}
default: {
LOG(ERROR) << "Unsupported data type: " << type_to_string(type);
DCHECK(false);
Expand Down
6 changes: 5 additions & 1 deletion docker/thirdparties/docker-compose/elasticsearch/scripts/data/data1.json
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Expand Up @@ -29,5 +29,9 @@
{"name": "Tim", "age": 28}
],
"my_wildcard": "This string can be quite lengthy",
"level": "debug"
"level": "debug",
"c_user": [
{"first": "John", "last": "Smith"},
{"first": "Alice", "last": "White"}
]
}
4 changes: 4 additions & 0 deletions docker/thirdparties/docker-compose/elasticsearch/scripts/data/data1_es6.json
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Expand Up @@ -23,5 +23,9 @@
"c_person": [
{"name": "Andy", "age": 18},
{"name": "Tim", "age": 28}
],
"c_user": [
{"first": "John", "last": "Smith"},
{"first": "Alice", "last": "White"}
]
}
6 changes: 5 additions & 1 deletion docker/thirdparties/docker-compose/elasticsearch/scripts/data/data2.json
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Expand Up @@ -28,5 +28,9 @@
{"name": "Andy", "age": 18},
{"name": "Tim", "age": 28}
],
"message": ""
"message": "",
"c_user": [
{"first": "John", "last": "Smith"},
{"first": "Alice", "last": "White"}
]
}
6 changes: 5 additions & 1 deletion docker/thirdparties/docker-compose/elasticsearch/scripts/data/data2_es6.json
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Expand Up @@ -24,5 +24,9 @@
{"name": "Andy", "age": 18},
{"name": "Tim", "age": 28}
],
"message": ""
"message": "",
"c_user": [
{"first": "John", "last": "Smith"},
{"first": "Alice", "last": "White"}
]
}
6 changes: 5 additions & 1 deletion docker/thirdparties/docker-compose/elasticsearch/scripts/data/data3.json
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Expand Up @@ -28,5 +28,9 @@
{"name": "Andy", "age": 18},
{"name": "Tim", "age": 28}
],
"message": "I'm not null or empty"
"message": "I'm not null or empty",
"c_user": [
{"first": "John", "last": "Smith"},
{"first": "Alice", "last": "White"}
]
}
6 changes: 5 additions & 1 deletion docker/thirdparties/docker-compose/elasticsearch/scripts/data/data3_es5.json
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Expand Up @@ -24,5 +24,9 @@
{"name": "Andy", "age": 18},
{"name": "Tim", "age": 28}
],
"message": "I'm not null or empty"
"message": "I'm not null or empty",
"c_user": [
{"first": "John", "last": "Smith"},
{"first": "Alice", "last": "White"}
]
}
6 changes: 5 additions & 1 deletion docker/thirdparties/docker-compose/elasticsearch/scripts/data/data3_es6.json
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Expand Up @@ -24,5 +24,9 @@
{"name": "Andy", "age": 18},
{"name": "Tim", "age": 28}
],
"message": "I'm not null or empty"
"message": "I'm not null or empty",
"c_user": [
{"first": "John", "last": "Smith"},
{"first": "Alice", "last": "White"}
]
}
4 changes: 4 additions & 0 deletions docker/thirdparties/docker-compose/elasticsearch/scripts/data/data4.json
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Expand Up @@ -27,5 +27,9 @@
"c_person": [
{"name": "Andy", "age": 18},
{"name": "Tim", "age": 28}
],
"c_user": [
{"first": "John", "last": "Smith"},
{"first": "Alice", "last": "White"}
]
}
5 changes: 2 additions & 3 deletions docker/thirdparties/docker-compose/elasticsearch/scripts/index/array_meta.json
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Expand Up @@ -16,9 +16,8 @@
"c_datetime",
"c_keyword",
"c_text",
"c_ip",
"c_person"
"c_ip"
]
}
}
}
}
3 changes: 3 additions & 0 deletions docker/thirdparties/docker-compose/elasticsearch/scripts/index/es6_hide.json
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Expand Up @@ -81,6 +81,9 @@
"type": "integer"
}
}
},
"c_user": {
"type": "nested"
}
}
}
Expand Down
3 changes: 3 additions & 0 deletions docker/thirdparties/docker-compose/elasticsearch/scripts/index/es6_test1.json
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Expand Up @@ -96,6 +96,9 @@
"ignore_above": 256
}
}
},
"c_user": {
"type": "nested"
}
}
}
Expand Down
3 changes: 3 additions & 0 deletions docker/thirdparties/docker-compose/elasticsearch/scripts/index/es6_test2.json
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Expand Up @@ -90,6 +90,9 @@
"type": "integer"
}
}
},
"c_user": {
"type": "nested"
}
}
}
Expand Down
3 changes: 3 additions & 0 deletions docker/thirdparties/docker-compose/elasticsearch/scripts/index/es7_hide.json
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Expand Up @@ -98,6 +98,9 @@
"type": "integer"
}
}
},
"c_user": {
"type": "nested"
}
}
}
Expand Down
3 changes: 3 additions & 0 deletions docker/thirdparties/docker-compose/elasticsearch/scripts/index/es7_test1.json
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Expand Up @@ -117,6 +117,9 @@
"level": {
"type": "constant_keyword",
"value": "debug"
},
"c_user": {
"type": "nested"
}
}
}
Expand Down
3 changes: 3 additions & 0 deletions docker/thirdparties/docker-compose/elasticsearch/scripts/index/es7_test2.json
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Expand Up @@ -104,6 +104,9 @@
"type": "integer"
}
}
},
"c_user": {
"type": "nested"
}
}
}
Expand Down
8 changes: 5 additions & 3 deletions fe/fe-core/src/main/java/org/apache/doris/datasource/es/EsUtil.java
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Expand Up @@ -293,17 +293,19 @@ private static Column parseEsField(String fieldName, ObjectNode fieldValue, List
case "keyword":
case "text":
case "ip":
case "nested":
case "object":
case "wildcard":
case "constant_keyword":
type = ScalarType.createStringType();
break;
case "nested":
case "object":
type = Type.JSONB;
break;
default:
type = Type.UNSUPPORTED;
}
} else {
type = Type.STRING;
type = Type.JSONB;
column.setComment("Elasticsearch no type");
}
if (arrayFields.contains(fieldName)) {
Expand Down
244 changes: 139 additions & 105 deletions regression-test/data/external_table_p0/es/test_es_query.out
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6 changes: 3 additions & 3 deletions regression-test/data/external_table_p0/es/test_es_query_no_http_url.out
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Expand Up @@ -6,11 +6,11 @@
["2020-01-01", "2020-01-02"] [-1, 0, 1, 2] [0, 1, 2, 3] ["d", "e", "f"] [128, 129, -129, -130] ["192.168.0.1", "127.0.0.1"] string1 [1, 2, 3, 4] 2022-08-08 2022-08-08T12:10:10 text#1 ["2020-01-01", "2020-01-02"] 3.14 [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] ["a", "b", "c"] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] 2022-08-08T12:10:10 2022-08-08T12:10:10 2022-08-08T20:10:10 [1, -2, -3, 4] [1, 0, 1, 1] [32768, 32769, -32769, -32770]

-- !sql61 --
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] \N string1 text#1 3.14 2022-08-08T00:00 12345 2022-08-08T20:10:10
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] \N string1 text#1 3.14 2022-08-08T00:00 12345 2022-08-08T20:10:10

-- !sql71 --
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] debug \N This string can be quite lengthy string1 2022-08-08T20:10:10 text#1 3.14 2022-08-08T00:00 2022-08-08T12:10:10 1659931810000 2022-08-08T12:10:10 2022-08-08T20:10:10 12345
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] debug \N This string can be quite lengthy string1 2022-08-08T20:10:10 text#1 3.14 2022-08-08T00:00 2022-08-08T12:10:10 1659931810000 2022-08-08T12:10:10 2022-08-08T20:10:10 12345

-- !sql81 --
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] debug \N This string can be quite lengthy string1 2022-08-08T20:10:10 text#1 3.14 2022-08-08T00:00 2022-08-08T12:10:10 1659931810000 2022-08-08T12:10:10 2022-08-08T20:10:10 12345
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] debug \N This string can be quite lengthy string1 2022-08-08T20:10:10 text#1 3.14 2022-08-08T00:00 2022-08-08T12:10:10 1659931810000 2022-08-08T12:10:10 2022-08-08T20:10:10 12345

16 changes: 8 additions & 8 deletions regression-test/data/mtmv_p0/test_es_mtmv.out
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@@ -1,13 +1,13 @@
-- This file is automatically generated. You should know what you did if you want to edit this
-- !catalog --
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] \N \N \N string4 2022-08-08T20:10:10 text3_4*5 6.0 2022-08-08T00:00 2022-08-11T12:10:10 1660191010000 2022-08-11T12:10:10 2022-08-11T11:10:10 4444
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] \N \N string2 2022-08-08T12:10:10 text2 4.0 2022-08-08T00:00 2022-08-09T12:10:10 1660018210000 2022-08-09T12:10:10 2022-08-09T12:10:10 2222
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] \N I'm not null or empty \N string3 2022-08-09T00:40:10 text3_4*5 5.0 2022-08-08T00:00 2022-08-10T12:10:10 1660104610000 2022-08-10T12:10:10 2022-08-10T20:10:10 3333
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] debug \N This string can be quite lengthy string1 2022-08-08T20:10:10 text#1 3.14 2022-08-08T00:00 2022-08-08T12:10:10 1659931810000 2022-08-08T12:10:10 2022-08-08T20:10:10 12345
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] \N \N \N string4 2022-08-08T20:10:10 text3_4*5 6.0 2022-08-08T00:00 2022-08-11T12:10:10 1660191010000 2022-08-11T12:10:10 2022-08-11T11:10:10 4444
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] \N \N string2 2022-08-08T12:10:10 text2 4.0 2022-08-08T00:00 2022-08-09T12:10:10 1660018210000 2022-08-09T12:10:10 2022-08-09T12:10:10 2222
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] \N I'm not null or empty \N string3 2022-08-09T00:40:10 text3_4*5 5.0 2022-08-08T00:00 2022-08-10T12:10:10 1660104610000 2022-08-10T12:10:10 2022-08-10T20:10:10 3333
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] debug \N This string can be quite lengthy string1 2022-08-08T20:10:10 text#1 3.14 2022-08-08T00:00 2022-08-08T12:10:10 1659931810000 2022-08-08T12:10:10 2022-08-08T20:10:10 12345

-- !mtmv --
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] \N \N \N string4 2022-08-08T20:10:10 text3_4*5 6.0 2022-08-08T00:00 2022-08-11T12:10:10 1660191010000 2022-08-11T12:10:10 2022-08-11T11:10:10 4444
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] \N \N string2 2022-08-08T12:10:10 text2 4.0 2022-08-08T00:00 2022-08-09T12:10:10 1660018210000 2022-08-09T12:10:10 2022-08-09T12:10:10 2222
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] \N I'm not null or empty \N string3 2022-08-09T00:40:10 text3_4*5 5.0 2022-08-08T00:00 2022-08-10T12:10:10 1660104610000 2022-08-10T12:10:10 2022-08-10T20:10:10 3333
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] ["{"name":"Andy","age":18}", "{"name":"Tim","age":28}"] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] debug \N This string can be quite lengthy string1 2022-08-08T20:10:10 text#1 3.14 2022-08-08T00:00 2022-08-08T12:10:10 1659931810000 2022-08-08T12:10:10 2022-08-08T20:10:10 12345
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] \N \N \N string4 2022-08-08T20:10:10 text3_4*5 6.0 2022-08-08T00:00 2022-08-11T12:10:10 1660191010000 2022-08-11T12:10:10 2022-08-11T11:10:10 4444
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] \N \N string2 2022-08-08T12:10:10 text2 4.0 2022-08-08T00:00 2022-08-09T12:10:10 1660018210000 2022-08-09T12:10:10 2022-08-09T12:10:10 2222
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] \N I'm not null or empty \N string3 2022-08-09T00:40:10 text3_4*5 5.0 2022-08-08T00:00 2022-08-10T12:10:10 1660104610000 2022-08-10T12:10:10 2022-08-10T20:10:10 3333
[1, 0, 1, 1] [1, -2, -3, 4] ["2020-01-01", "2020-01-02"] ["2020-01-01 12:00:00", "2020-01-02 13:01:01"] [1, 2, 3, 4] [1, 1.1, 1.2, 1.3] [1, 2, 3, 4] [32768, 32769, -32769, -32770] ["192.168.0.1", "127.0.0.1"] ["a", "b", "c"] [-1, 0, 1, 2] [{"name":"Andy","age":18},{"name":"Tim","age":28}] [1, 2, 3, 4] [128, 129, -129, -130] ["d", "e", "f"] [0, 1, 2, 3] [{"last":"Smith","first":"John"},{"last":"White","first":"Alice"}] debug \N This string can be quite lengthy string1 2022-08-08T20:10:10 text#1 3.14 2022-08-08T00:00 2022-08-08T12:10:10 1659931810000 2022-08-08T12:10:10 2022-08-08T20:10:10 12345

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