Commit
•
d180a03
1
Parent(s):
6f2648e
Add scripts to reproduce generation
Browse files- Pipfile +15 -0
- Pipfile.lock +955 -0
- augment_neg.py +86 -0
- extract_keywords.py +163 -0
- gen_dataset.sh +14 -0
Pipfile
ADDED
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@@ -0,0 +1,15 @@
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[[source]]
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url = "https://pypi.org/simple"
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verify_ssl = true
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name = "pypi"
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[packages]
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json5 = "*"
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tqdm = "*"
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jsonpath-ng = "1.6.0"
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datasets = "*"
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[dev-packages]
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[requires]
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python_version = "3.8"
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Pipfile.lock
ADDED
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@@ -0,0 +1,955 @@
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| 1 |
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"name": "pypi",
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|
| 844 |
+
"sha256:f31ce76489f8601cc7b8713201ce94b4bd7b7ce90ba3353dccce7e9e1fee71fa",
|
| 845 |
+
"sha256:f3ff8dbd0ec97aec842476cb8ccc3e17dd288cd6ce3c8ef38bff83d6eb927817",
|
| 846 |
+
"sha256:fa122124d2e3bd36581dd78c0efa5f429f5220313479fb1072858188bc2d5ff1",
|
| 847 |
+
"sha256:faec30437919555b039a8bdbaba49c013043e8f76c999670aef146d33e05b3a0",
|
| 848 |
+
"sha256:fc6dbd5fc3c9886a9e041848508b7fb65fd82f94cc793253990f81617b61fe49",
|
| 849 |
+
"sha256:fc860d887c5cb2f524899fb8338e1bb3d5789f75fac179101920d9afddef284b",
|
| 850 |
+
"sha256:fd79d4087727daf4d5b8afe594b37d611ab95dc8e29fe1a7517320794837eb7d",
|
| 851 |
+
"sha256:fd7bddb3a5b86213cc3f2c61500c16945a1b80ecd572f3078ddbbe68f9dabdfb",
|
| 852 |
+
"sha256:fe0a98d990e433013f41827b62be9ab43e3cf18e08b1483fcc343bda0d691182"
|
| 853 |
+
],
|
| 854 |
+
"markers": "python_version >= '3.7'",
|
| 855 |
+
"version": "==3.4.1"
|
| 856 |
+
},
|
| 857 |
+
"yarl": {
|
| 858 |
+
"hashes": [
|
| 859 |
+
"sha256:008d3e808d03ef28542372d01057fd09168419cdc8f848efe2804f894ae03e51",
|
| 860 |
+
"sha256:03caa9507d3d3c83bca08650678e25364e1843b484f19986a527630ca376ecce",
|
| 861 |
+
"sha256:07574b007ee20e5c375a8fe4a0789fad26db905f9813be0f9fef5a68080de559",
|
| 862 |
+
"sha256:09efe4615ada057ba2d30df871d2f668af661e971dfeedf0c159927d48bbeff0",
|
| 863 |
+
"sha256:0d2454f0aef65ea81037759be5ca9947539667eecebca092733b2eb43c965a81",
|
| 864 |
+
"sha256:0e9d124c191d5b881060a9e5060627694c3bdd1fe24c5eecc8d5d7d0eb6faabc",
|
| 865 |
+
"sha256:18580f672e44ce1238b82f7fb87d727c4a131f3a9d33a5e0e82b793362bf18b4",
|
| 866 |
+
"sha256:1f23e4fe1e8794f74b6027d7cf19dc25f8b63af1483d91d595d4a07eca1fb26c",
|
| 867 |
+
"sha256:206a55215e6d05dbc6c98ce598a59e6fbd0c493e2de4ea6cc2f4934d5a18d130",
|
| 868 |
+
"sha256:23d32a2594cb5d565d358a92e151315d1b2268bc10f4610d098f96b147370136",
|
| 869 |
+
"sha256:26a1dc6285e03f3cc9e839a2da83bcbf31dcb0d004c72d0730e755b33466c30e",
|
| 870 |
+
"sha256:29e0f83f37610f173eb7e7b5562dd71467993495e568e708d99e9d1944f561ec",
|
| 871 |
+
"sha256:2b134fd795e2322b7684155b7855cc99409d10b2e408056db2b93b51a52accc7",
|
| 872 |
+
"sha256:2d47552b6e52c3319fede1b60b3de120fe83bde9b7bddad11a69fb0af7db32f1",
|
| 873 |
+
"sha256:357495293086c5b6d34ca9616a43d329317feab7917518bc97a08f9e55648455",
|
| 874 |
+
"sha256:35a2b9396879ce32754bd457d31a51ff0a9d426fd9e0e3c33394bf4b9036b099",
|
| 875 |
+
"sha256:3777ce5536d17989c91696db1d459574e9a9bd37660ea7ee4d3344579bb6f129",
|
| 876 |
+
"sha256:3986b6f41ad22988e53d5778f91855dc0399b043fc8946d4f2e68af22ee9ff10",
|
| 877 |
+
"sha256:44d8ffbb9c06e5a7f529f38f53eda23e50d1ed33c6c869e01481d3fafa6b8142",
|
| 878 |
+
"sha256:49a180c2e0743d5d6e0b4d1a9e5f633c62eca3f8a86ba5dd3c471060e352ca98",
|
| 879 |
+
"sha256:4aa9741085f635934f3a2583e16fcf62ba835719a8b2b28fb2917bb0537c1dfa",
|
| 880 |
+
"sha256:4b21516d181cd77ebd06ce160ef8cc2a5e9ad35fb1c5930882baff5ac865eee7",
|
| 881 |
+
"sha256:4b3c1ffe10069f655ea2d731808e76e0f452fc6c749bea04781daf18e6039525",
|
| 882 |
+
"sha256:4c7d56b293cc071e82532f70adcbd8b61909eec973ae9d2d1f9b233f3d943f2c",
|
| 883 |
+
"sha256:4e9035df8d0880b2f1c7f5031f33f69e071dfe72ee9310cfc76f7b605958ceb9",
|
| 884 |
+
"sha256:54525ae423d7b7a8ee81ba189f131054defdb122cde31ff17477951464c1691c",
|
| 885 |
+
"sha256:549d19c84c55d11687ddbd47eeb348a89df9cb30e1993f1b128f4685cd0ebbf8",
|
| 886 |
+
"sha256:54beabb809ffcacbd9d28ac57b0db46e42a6e341a030293fb3185c409e626b8b",
|
| 887 |
+
"sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf",
|
| 888 |
+
"sha256:5a2e2433eb9344a163aced6a5f6c9222c0786e5a9e9cac2c89f0b28433f56e23",
|
| 889 |
+
"sha256:5aef935237d60a51a62b86249839b51345f47564208c6ee615ed2a40878dccdd",
|
| 890 |
+
"sha256:604f31d97fa493083ea21bd9b92c419012531c4e17ea6da0f65cacdcf5d0bd27",
|
| 891 |
+
"sha256:63b20738b5aac74e239622d2fe30df4fca4942a86e31bf47a81a0e94c14df94f",
|
| 892 |
+
"sha256:686a0c2f85f83463272ddffd4deb5e591c98aac1897d65e92319f729c320eece",
|
| 893 |
+
"sha256:6a962e04b8f91f8c4e5917e518d17958e3bdee71fd1d8b88cdce74dd0ebbf434",
|
| 894 |
+
"sha256:6ad6d10ed9b67a382b45f29ea028f92d25bc0bc1daf6c5b801b90b5aa70fb9ec",
|
| 895 |
+
"sha256:6f5cb257bc2ec58f437da2b37a8cd48f666db96d47b8a3115c29f316313654ff",
|
| 896 |
+
"sha256:6fe79f998a4052d79e1c30eeb7d6c1c1056ad33300f682465e1b4e9b5a188b78",
|
| 897 |
+
"sha256:7855426dfbddac81896b6e533ebefc0af2f132d4a47340cee6d22cac7190022d",
|
| 898 |
+
"sha256:7d5aaac37d19b2904bb9dfe12cdb08c8443e7ba7d2852894ad448d4b8f442863",
|
| 899 |
+
"sha256:801e9264d19643548651b9db361ce3287176671fb0117f96b5ac0ee1c3530d53",
|
| 900 |
+
"sha256:81eb57278deb6098a5b62e88ad8281b2ba09f2f1147c4767522353eaa6260b31",
|
| 901 |
+
"sha256:824d6c50492add5da9374875ce72db7a0733b29c2394890aef23d533106e2b15",
|
| 902 |
+
"sha256:8397a3817d7dcdd14bb266283cd1d6fc7264a48c186b986f32e86d86d35fbac5",
|
| 903 |
+
"sha256:848cd2a1df56ddbffeb375535fb62c9d1645dde33ca4d51341378b3f5954429b",
|
| 904 |
+
"sha256:84fc30f71689d7fc9168b92788abc977dc8cefa806909565fc2951d02f6b7d57",
|
| 905 |
+
"sha256:8619d6915b3b0b34420cf9b2bb6d81ef59d984cb0fde7544e9ece32b4b3043c3",
|
| 906 |
+
"sha256:8a854227cf581330ffa2c4824d96e52ee621dd571078a252c25e3a3b3d94a1b1",
|
| 907 |
+
"sha256:8be9e837ea9113676e5754b43b940b50cce76d9ed7d2461df1af39a8ee674d9f",
|
| 908 |
+
"sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad",
|
| 909 |
+
"sha256:957b4774373cf6f709359e5c8c4a0af9f6d7875db657adb0feaf8d6cb3c3964c",
|
| 910 |
+
"sha256:992f18e0ea248ee03b5a6e8b3b4738850ae7dbb172cc41c966462801cbf62cf7",
|
| 911 |
+
"sha256:9fc5fc1eeb029757349ad26bbc5880557389a03fa6ada41703db5e068881e5f2",
|
| 912 |
+
"sha256:a00862fb23195b6b8322f7d781b0dc1d82cb3bcac346d1e38689370cc1cc398b",
|
| 913 |
+
"sha256:a3a6ed1d525bfb91b3fc9b690c5a21bb52de28c018530ad85093cc488bee2dd2",
|
| 914 |
+
"sha256:a6327976c7c2f4ee6816eff196e25385ccc02cb81427952414a64811037bbc8b",
|
| 915 |
+
"sha256:a7409f968456111140c1c95301cadf071bd30a81cbd7ab829169fb9e3d72eae9",
|
| 916 |
+
"sha256:a825ec844298c791fd28ed14ed1bffc56a98d15b8c58a20e0e08c1f5f2bea1be",
|
| 917 |
+
"sha256:a8c1df72eb746f4136fe9a2e72b0c9dc1da1cbd23b5372f94b5820ff8ae30e0e",
|
| 918 |
+
"sha256:a9bd00dc3bc395a662900f33f74feb3e757429e545d831eef5bb280252631984",
|
| 919 |
+
"sha256:aa102d6d280a5455ad6a0f9e6d769989638718e938a6a0a2ff3f4a7ff8c62cc4",
|
| 920 |
+
"sha256:aaaea1e536f98754a6e5c56091baa1b6ce2f2700cc4a00b0d49eca8dea471074",
|
| 921 |
+
"sha256:ad4d7a90a92e528aadf4965d685c17dacff3df282db1121136c382dc0b6014d2",
|
| 922 |
+
"sha256:b8477c1ee4bd47c57d49621a062121c3023609f7a13b8a46953eb6c9716ca392",
|
| 923 |
+
"sha256:ba6f52cbc7809cd8d74604cce9c14868306ae4aa0282016b641c661f981a6e91",
|
| 924 |
+
"sha256:bac8d525a8dbc2a1507ec731d2867025d11ceadcb4dd421423a5d42c56818541",
|
| 925 |
+
"sha256:bef596fdaa8f26e3d66af846bbe77057237cb6e8efff8cd7cc8dff9a62278bbf",
|
| 926 |
+
"sha256:c0ec0ed476f77db9fb29bca17f0a8fcc7bc97ad4c6c1d8959c507decb22e8572",
|
| 927 |
+
"sha256:c38c9ddb6103ceae4e4498f9c08fac9b590c5c71b0370f98714768e22ac6fa66",
|
| 928 |
+
"sha256:c7224cab95645c7ab53791022ae77a4509472613e839dab722a72abe5a684575",
|
| 929 |
+
"sha256:c74018551e31269d56fab81a728f683667e7c28c04e807ba08f8c9e3bba32f14",
|
| 930 |
+
"sha256:ca06675212f94e7a610e85ca36948bb8fc023e458dd6c63ef71abfd482481aa5",
|
| 931 |
+
"sha256:d1d2532b340b692880261c15aee4dc94dd22ca5d61b9db9a8a361953d36410b1",
|
| 932 |
+
"sha256:d25039a474c4c72a5ad4b52495056f843a7ff07b632c1b92ea9043a3d9950f6e",
|
| 933 |
+
"sha256:d5ff2c858f5f6a42c2a8e751100f237c5e869cbde669a724f2062d4c4ef93551",
|
| 934 |
+
"sha256:d7d7f7de27b8944f1fee2c26a88b4dabc2409d2fea7a9ed3df79b67277644e17",
|
| 935 |
+
"sha256:d7eeb6d22331e2fd42fce928a81c697c9ee2d51400bd1a28803965883e13cead",
|
| 936 |
+
"sha256:d8a1c6c0be645c745a081c192e747c5de06e944a0d21245f4cf7c05e457c36e0",
|
| 937 |
+
"sha256:d8b889777de69897406c9fb0b76cdf2fd0f31267861ae7501d93003d55f54fbe",
|
| 938 |
+
"sha256:d9e09c9d74f4566e905a0b8fa668c58109f7624db96a2171f21747abc7524234",
|
| 939 |
+
"sha256:db8e58b9d79200c76956cefd14d5c90af54416ff5353c5bfd7cbe58818e26ef0",
|
| 940 |
+
"sha256:ddb2a5c08a4eaaba605340fdee8fc08e406c56617566d9643ad8bf6852778fc7",
|
| 941 |
+
"sha256:e0381b4ce23ff92f8170080c97678040fc5b08da85e9e292292aba67fdac6c34",
|
| 942 |
+
"sha256:e23a6d84d9d1738dbc6e38167776107e63307dfc8ad108e580548d1f2c587f42",
|
| 943 |
+
"sha256:e516dc8baf7b380e6c1c26792610230f37147bb754d6426462ab115a02944385",
|
| 944 |
+
"sha256:ea65804b5dc88dacd4a40279af0cdadcfe74b3e5b4c897aa0d81cf86927fee78",
|
| 945 |
+
"sha256:ec61d826d80fc293ed46c9dd26995921e3a82146feacd952ef0757236fc137be",
|
| 946 |
+
"sha256:ee04010f26d5102399bd17f8df8bc38dc7ccd7701dc77f4a68c5b8d733406958",
|
| 947 |
+
"sha256:f3bc6af6e2b8f92eced34ef6a96ffb248e863af20ef4fde9448cc8c9b858b749",
|
| 948 |
+
"sha256:f7d6b36dd2e029b6bcb8a13cf19664c7b8e19ab3a58e0fefbb5b8461447ed5ec"
|
| 949 |
+
],
|
| 950 |
+
"markers": "python_version >= '3.7'",
|
| 951 |
+
"version": "==1.9.4"
|
| 952 |
+
}
|
| 953 |
+
},
|
| 954 |
+
"develop": {}
|
| 955 |
+
}
|
augment_neg.py
ADDED
|
@@ -0,0 +1,86 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import argparse
|
| 2 |
+
from pathlib import Path
|
| 3 |
+
import json
|
| 4 |
+
import sys
|
| 5 |
+
|
| 6 |
+
import json5
|
| 7 |
+
import jsonpath_ng
|
| 8 |
+
from jsonpath_ng.ext import parse
|
| 9 |
+
|
| 10 |
+
|
| 11 |
+
def update(keyword, keyword_val):
|
| 12 |
+
def _update(orig, data, field):
|
| 13 |
+
orig[keyword] = keyword_val
|
| 14 |
+
return orig
|
| 15 |
+
|
| 16 |
+
return _update
|
| 17 |
+
|
| 18 |
+
|
| 19 |
+
def main(input_file, schema_dir):
|
| 20 |
+
if input_file == "-":
|
| 21 |
+
input_file = sys.stdin
|
| 22 |
+
else:
|
| 23 |
+
input_file = open(input_file)
|
| 24 |
+
|
| 25 |
+
for line in input_file:
|
| 26 |
+
obj = json.loads(line)
|
| 27 |
+
schemas = {}
|
| 28 |
+
if obj["is_neg"]:
|
| 29 |
+
try:
|
| 30 |
+
path = parse(obj["path"])
|
| 31 |
+
except (
|
| 32 |
+
jsonpath_ng.exceptions.JsonPathParserError,
|
| 33 |
+
jsonpath_ng.exceptions.JsonPathLexerError,
|
| 34 |
+
):
|
| 35 |
+
continue
|
| 36 |
+
|
| 37 |
+
schema_path = (
|
| 38 |
+
Path(schema_dir)
|
| 39 |
+
/ obj["schema"]
|
| 40 |
+
)
|
| 41 |
+
if obj["schema"] not in schemas:
|
| 42 |
+
try:
|
| 43 |
+
schemas[obj["schema"]] = json.load(schema_path.open())
|
| 44 |
+
except json.decoder.JSONDecodeError:
|
| 45 |
+
schemas[obj["schema"]] = None
|
| 46 |
+
continue
|
| 47 |
+
except FileNotFoundError:
|
| 48 |
+
schemas[obj["schema"]] = None
|
| 49 |
+
continue
|
| 50 |
+
|
| 51 |
+
schema = schemas[obj["schema"]]
|
| 52 |
+
|
| 53 |
+
keyword_path = jsonpath_ng.Child(path, jsonpath_ng.Fields(obj["keyword"]))
|
| 54 |
+
try:
|
| 55 |
+
keyword_vals = keyword_path.find(schema)
|
| 56 |
+
except KeyError:
|
| 57 |
+
continue
|
| 58 |
+
if len(keyword_vals) > 0:
|
| 59 |
+
keyword_val = keyword_vals[0].value
|
| 60 |
+
|
| 61 |
+
try:
|
| 62 |
+
path.update(obj["obj"], update(obj["keyword"], keyword_val))
|
| 63 |
+
except IndexError:
|
| 64 |
+
continue
|
| 65 |
+
else:
|
| 66 |
+
continue
|
| 67 |
+
|
| 68 |
+
json.dump(
|
| 69 |
+
{
|
| 70 |
+
"schema": obj["schema"],
|
| 71 |
+
"keyword": obj["keyword"],
|
| 72 |
+
"obj": obj["obj"],
|
| 73 |
+
"is_neg": obj["is_neg"],
|
| 74 |
+
},
|
| 75 |
+
sys.stdout,
|
| 76 |
+
)
|
| 77 |
+
sys.stdout.write("\n")
|
| 78 |
+
|
| 79 |
+
|
| 80 |
+
if __name__ == "__main__":
|
| 81 |
+
parser = argparse.ArgumentParser()
|
| 82 |
+
parser.add_argument("-i", "--input", type=str, default="-")
|
| 83 |
+
parser.add_argument("-s", "--schema-dir", type=str)
|
| 84 |
+
args = parser.parse_args()
|
| 85 |
+
|
| 86 |
+
main(args.input, args.schema_dir)
|
extract_keywords.py
ADDED
|
@@ -0,0 +1,163 @@
|
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|
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|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import collections
|
| 2 |
+
import copy
|
| 3 |
+
import glob
|
| 4 |
+
import json
|
| 5 |
+
import os
|
| 6 |
+
import random
|
| 7 |
+
import sys
|
| 8 |
+
|
| 9 |
+
import json5
|
| 10 |
+
import jsonpath_ng.ext
|
| 11 |
+
import tqdm
|
| 12 |
+
|
| 13 |
+
REMOVE_KEYS = [
|
| 14 |
+
"$comment",
|
| 15 |
+
"description",
|
| 16 |
+
"title",
|
| 17 |
+
]
|
| 18 |
+
|
| 19 |
+
KEYWORDS = {
|
| 20 |
+
"integer": [
|
| 21 |
+
"minimum",
|
| 22 |
+
"maximum",
|
| 23 |
+
"exclusiveMinimum",
|
| 24 |
+
"exclusiveMaximum",
|
| 25 |
+
"multipleOf",
|
| 26 |
+
],
|
| 27 |
+
"object": [
|
| 28 |
+
"minProperties",
|
| 29 |
+
"maxProperties",
|
| 30 |
+
],
|
| 31 |
+
"string": [
|
| 32 |
+
"minLength",
|
| 33 |
+
"maxLength",
|
| 34 |
+
"format",
|
| 35 |
+
"pattern",
|
| 36 |
+
],
|
| 37 |
+
"array": [
|
| 38 |
+
"minContains",
|
| 39 |
+
"maxContains",
|
| 40 |
+
"minItems",
|
| 41 |
+
"maxItems",
|
| 42 |
+
"uniqueItems",
|
| 43 |
+
],
|
| 44 |
+
}
|
| 45 |
+
|
| 46 |
+
# Numeric and integer types use the same keywords
|
| 47 |
+
KEYWORDS["numeric"] = KEYWORDS["integer"]
|
| 48 |
+
|
| 49 |
+
|
| 50 |
+
def find_type_paths(obj, json_type, path=jsonpath_ng.Root()):
|
| 51 |
+
if isinstance(obj, dict):
|
| 52 |
+
for k, v in obj.items():
|
| 53 |
+
# If we have the type keyword and it's value matches, we found one
|
| 54 |
+
if k == "type" and v == json_type:
|
| 55 |
+
yield path
|
| 56 |
+
|
| 57 |
+
# Continue recursively through the object's children
|
| 58 |
+
yield from find_type_paths(
|
| 59 |
+
v, json_type, jsonpath_ng.Child(path, jsonpath_ng.Fields(k))
|
| 60 |
+
)
|
| 61 |
+
elif isinstance(obj, list):
|
| 62 |
+
# Check each list element
|
| 63 |
+
for i, v in enumerate(obj):
|
| 64 |
+
yield from find_type_paths(
|
| 65 |
+
v, json_type, jsonpath_ng.Child(path, jsonpath_ng.Index(i))
|
| 66 |
+
)
|
| 67 |
+
|
| 68 |
+
|
| 69 |
+
def write_obj(schema, obj, path, keyword, is_neg):
|
| 70 |
+
# Skip any objects that are too large
|
| 71 |
+
if len(json.dumps(obj, indent=4)) <= 1024:
|
| 72 |
+
print(
|
| 73 |
+
json.dumps(
|
| 74 |
+
{
|
| 75 |
+
"schema": schema,
|
| 76 |
+
"obj": obj,
|
| 77 |
+
"path": path,
|
| 78 |
+
"keyword": keyword,
|
| 79 |
+
"is_neg": is_neg,
|
| 80 |
+
}
|
| 81 |
+
)
|
| 82 |
+
)
|
| 83 |
+
|
| 84 |
+
|
| 85 |
+
def build_obj(path, value):
|
| 86 |
+
# Build an object with the same shape it has in the entire document
|
| 87 |
+
# For example, a path of $.foo.bar[0] would create an object
|
| 88 |
+
# that looks like {"foo": {"bar": [value]}}
|
| 89 |
+
if isinstance(path, jsonpath_ng.Root):
|
| 90 |
+
return value
|
| 91 |
+
if isinstance(path.right, (jsonpath_ng.Index, jsonpath_ng.Slice)):
|
| 92 |
+
return build_obj(path.left, [value])
|
| 93 |
+
elif isinstance(path.right, jsonpath_ng.Fields):
|
| 94 |
+
return build_obj(path.left, {path.right.fields[0]: value})
|
| 95 |
+
else:
|
| 96 |
+
return value
|
| 97 |
+
|
| 98 |
+
|
| 99 |
+
def clean_obj(obj, keep_keyword):
|
| 100 |
+
if isinstance(obj, dict):
|
| 101 |
+
return {k: clean_obj(v, None) for k, v in obj.items() if k == keep_keyword}
|
| 102 |
+
elif isinstance(obj, list):
|
| 103 |
+
return [clean_obj(v, keep_keyword) for v in obj]
|
| 104 |
+
else:
|
| 105 |
+
return obj
|
| 106 |
+
|
| 107 |
+
|
| 108 |
+
def get_examples(data):
|
| 109 |
+
neg_pos = collections.defaultdict(lambda: ([], []))
|
| 110 |
+
for keyword_type, keywords in KEYWORDS.items():
|
| 111 |
+
# Find all schema elements with the given type
|
| 112 |
+
found_paths = find_type_paths(data, keyword_type)
|
| 113 |
+
for found_path in found_paths:
|
| 114 |
+
for found_obj in found_path.find(data):
|
| 115 |
+
# For each keyword, check if it is included
|
| 116 |
+
for keyword in keywords:
|
| 117 |
+
# Append to the 1st or 2nd list depending on
|
| 118 |
+
# whether the keyword is used in this object
|
| 119 |
+
has_keyword = keyword in found_obj.value
|
| 120 |
+
|
| 121 |
+
# Remove the keyword since we can't use it to predict
|
| 122 |
+
# obj_without_keyword.pop(keyword, None)
|
| 123 |
+
obj_without_keyword = clean_obj(found_obj.value, keyword)
|
| 124 |
+
|
| 125 |
+
# Remove keys we don't expect to have at inference time
|
| 126 |
+
for key in REMOVE_KEYS:
|
| 127 |
+
obj_without_keyword.pop(key, None)
|
| 128 |
+
|
| 129 |
+
path_obj = build_obj(found_path, obj_without_keyword)
|
| 130 |
+
neg_pos[keyword][has_keyword].append((path_obj, str(found_path)))
|
| 131 |
+
|
| 132 |
+
return neg_pos
|
| 133 |
+
|
| 134 |
+
|
| 135 |
+
def write_examples(schema, neg_pos):
|
| 136 |
+
for keyword, (neg, pos) in neg_pos.items():
|
| 137 |
+
# Only include cases where we have at least
|
| 138 |
+
# two positive and negative examples
|
| 139 |
+
if len(pos) > 1 and len(neg) > 1:
|
| 140 |
+
# Write out the positive and negative examples
|
| 141 |
+
for pos_item, path in pos:
|
| 142 |
+
write_obj(schema, pos_item, path, keyword, False)
|
| 143 |
+
|
| 144 |
+
# For negative items, generate at most the number of positives
|
| 145 |
+
# for (neg_item, path) in random.sample(neg, min(len(pos), len(neg))):
|
| 146 |
+
for neg_item, path in neg:
|
| 147 |
+
write_obj(schema, neg_item, path, keyword, True)
|
| 148 |
+
|
| 149 |
+
|
| 150 |
+
def main():
|
| 151 |
+
schemas = []
|
| 152 |
+
for line in sys.stdin:
|
| 153 |
+
obj = json.loads(line)
|
| 154 |
+
schemas.append(obj)
|
| 155 |
+
|
| 156 |
+
for schema in tqdm.tqdm(schemas):
|
| 157 |
+
data = json5.loads(schema["content"])
|
| 158 |
+
neg_pos = get_examples(data)
|
| 159 |
+
write_examples(schema["name"], neg_pos)
|
| 160 |
+
|
| 161 |
+
|
| 162 |
+
if __name__ == "__main__":
|
| 163 |
+
main()
|
gen_dataset.sh
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/bin/bash
|
| 2 |
+
SCHEMA_PATH=$1
|
| 3 |
+
|
| 4 |
+
function gen_data {
|
| 5 |
+
local split=$1
|
| 6 |
+
pipenv run python -c "print(__import__('datasets').load_dataset('dataunitylab/json-schema-store')['$split'].to_pandas().to_json(orient='records'))" | \
|
| 7 |
+
jq -c '.[]' | \
|
| 8 |
+
pipenv run python3 extract_keywords.py | \
|
| 9 |
+
pipenv run python augment_neg.py -s "$SCHEMA_PATH" | \
|
| 10 |
+
gzip -c > "$split.jsonl.gz"
|
| 11 |
+
}
|
| 12 |
+
|
| 13 |
+
gen_data "train"
|
| 14 |
+
gen_data "validation"
|