Datasets:
Add validation and train/test split
Browse files- .gitignore +2 -0
- Pipfile +7 -1
- Pipfile.lock +495 -2
- train_split.py +75 -0
- validate_schemas.py +29 -0
.gitignore
CHANGED
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@@ -1 +1,3 @@
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.env
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.env
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data/
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valid_data/
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Pipfile
CHANGED
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@@ -7,8 +7,14 @@ name = "pypi"
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requests = "*"
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requests-ratelimiter = "*"
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tqdm = "*"
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[dev-packages]
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[requires]
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-
python_version = "
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requests = "*"
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requests-ratelimiter = "*"
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tqdm = "*"
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jsonschema = "*"
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json5 = "*"
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pyunionfind = "*"
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scikit-learn = "*"
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pybktree = "*"
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python-levenshtein = "*"
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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
CHANGED
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@@ -1,11 +1,11 @@
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{
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"_meta": {
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"hash": {
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-
"sha256": "
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},
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"pipfile-spec": 6,
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"requires": {
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"python_version": "
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},
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"sources": [
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{
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@@ -16,6 +16,14 @@
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]
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},
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"default": {
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"certifi": {
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"hashes": [
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"sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f",
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@@ -128,6 +136,191 @@
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"markers": "python_version >= '3.5'",
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"version": "==3.7"
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},
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| 131 |
"pyrate-limiter": {
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"hashes": [
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"sha256:98cc52cdbe058458e945ae87d4fd5a73186497ffa545ee6e98372f8599a5bd34",
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@@ -136,6 +329,126 @@
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"markers": "python_version >= '3.7' and python_version < '4.0'",
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"version": "==2.10.0"
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},
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| 139 |
"requests": {
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"hashes": [
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"sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f",
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@@ -152,6 +465,178 @@
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"index": "pypi",
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"version": "==0.6.0"
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},
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| 155 |
"tqdm": {
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"hashes": [
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| 157 |
"sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644",
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@@ -167,6 +652,14 @@
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],
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"markers": "python_version >= '3.8'",
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"version": "==2.2.1"
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}
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},
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"develop": {}
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| 1 |
{
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| 2 |
"_meta": {
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| 3 |
"hash": {
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| 4 |
+
"sha256": "dccc2972dd8a453d8b8ca4a9fe499ce549a349e205ea9a7048144011fb143c05"
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| 5 |
},
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| 6 |
"pipfile-spec": 6,
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| 7 |
"requires": {
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+
"python_version": "3.8"
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},
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"sources": [
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{
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]
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},
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"default": {
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+
"attrs": {
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+
"hashes": [
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+
"sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30",
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+
"sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"
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+
],
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| 24 |
+
"markers": "python_version >= '3.7'",
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| 25 |
+
"version": "==23.2.0"
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| 26 |
+
},
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| 27 |
"certifi": {
|
| 28 |
"hashes": [
|
| 29 |
"sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f",
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| 136 |
"markers": "python_version >= '3.5'",
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"version": "==3.7"
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| 138 |
},
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| 139 |
+
"importlib-resources": {
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| 140 |
+
"hashes": [
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"sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c",
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| 142 |
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"sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"
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| 143 |
+
],
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| 144 |
+
"markers": "python_version < '3.9'",
|
| 145 |
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"version": "==6.4.0"
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| 146 |
+
},
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| 147 |
+
"joblib": {
|
| 148 |
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"hashes": [
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"sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6",
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"sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"
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| 151 |
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],
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| 152 |
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"markers": "python_version >= '3.8'",
|
| 153 |
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"version": "==1.4.2"
|
| 154 |
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},
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| 155 |
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"json5": {
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"hashes": [
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"sha256:34ed7d834b1341a86987ed52f3f76cd8ee184394906b6e22a1e0deb9ab294e8f",
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"sha256:548e41b9be043f9426776f05df8635a00fe06104ea51ed24b67f908856e151ae"
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| 159 |
+
],
|
| 160 |
+
"index": "pypi",
|
| 161 |
+
"version": "==0.9.25"
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| 162 |
+
},
|
| 163 |
+
"jsonschema": {
|
| 164 |
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"hashes": [
|
| 165 |
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"sha256:5b22d434a45935119af990552c862e5d6d564e8f6601206b305a61fdf661a2b7",
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"sha256:ff4cfd6b1367a40e7bc6411caec72effadd3db0bbe5017de188f2d6108335802"
|
| 167 |
+
],
|
| 168 |
+
"index": "pypi",
|
| 169 |
+
"version": "==4.22.0"
|
| 170 |
+
},
|
| 171 |
+
"jsonschema-specifications": {
|
| 172 |
+
"hashes": [
|
| 173 |
+
"sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc",
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| 174 |
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"sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"
|
| 175 |
+
],
|
| 176 |
+
"markers": "python_version >= '3.8'",
|
| 177 |
+
"version": "==2023.12.1"
|
| 178 |
+
},
|
| 179 |
+
"levenshtein": {
|
| 180 |
+
"hashes": [
|
| 181 |
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"sha256:01ad1eb09933a499a49923e74e05b1428ca4ef37fed32965fef23f1334a11563",
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| 182 |
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"sha256:045d6b0db124fbd37379b2b91f6d0786c2d9220e7a848e2dd31b99509a321240",
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"sha256:07e23fdf330cb185a0c7913ca5bd73a189dfd1742eae3a82e31ed8688b191800",
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| 185 |
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"sha256:09daa6b068709cc1e68b670a706d928ed8f0b179a26161dd04b3911d9f757525",
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| 186 |
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"sha256:0b074d452dff8ee86b5bdb6031aa32bb2ed3c8469a56718af5e010b9bb5124dc",
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"sha256:8c7672e9fba7425f79019db9945b16e308ed8bc89348c23d955c8c0540da0a07",
|
| 527 |
+
"sha256:8d2e182c9ee01135e11e9676e9a62dfad791a7a467738f06726872374a83db49",
|
| 528 |
+
"sha256:910e71711d1055b2768181efa0a17537b2622afeb0424116619817007f8a2b10",
|
| 529 |
+
"sha256:942695a206a58d2575033ff1e42b12b2aece98d6003c6bc739fbf33d1773b12f",
|
| 530 |
+
"sha256:9437ca26784120a279f3137ee080b0e717012c42921eb07861b412340f85bae2",
|
| 531 |
+
"sha256:967342e045564cef76dfcf1edb700b1e20838d83b1aa02ab313e6a497cf923b8",
|
| 532 |
+
"sha256:998125738de0158f088aef3cb264a34251908dd2e5d9966774fdab7402edfab7",
|
| 533 |
+
"sha256:9e6934d70dc50f9f8ea47081ceafdec09245fd9f6032669c3b45705dea096b88",
|
| 534 |
+
"sha256:a3d456ff2a6a4d2adcdf3c1c960a36f4fd2fec6e3b4902a42a384d17cf4e7a65",
|
| 535 |
+
"sha256:a7b28c5b066bca9a4eb4e2f2663012debe680f097979d880657f00e1c30875a0",
|
| 536 |
+
"sha256:a888e8bdb45916234b99da2d859566f1e8a1d2275a801bb8e4a9644e3c7e7909",
|
| 537 |
+
"sha256:aa3679e751408d75a0b4d8d26d6647b6d9326f5e35c00a7ccd82b78ef64f65f8",
|
| 538 |
+
"sha256:aaa71ee43a703c321906813bb252f69524f02aa05bf4eec85f0c41d5d62d0f4c",
|
| 539 |
+
"sha256:b646bf655b135ccf4522ed43d6902af37d3f5dbcf0da66c769a2b3938b9d8184",
|
| 540 |
+
"sha256:b906b5f58892813e5ba5c6056d6a5ad08f358ba49f046d910ad992196ea61397",
|
| 541 |
+
"sha256:b9bb1f182a97880f6078283b3505a707057c42bf55d8fca604f70dedfdc0772a",
|
| 542 |
+
"sha256:bd1105b50ede37461c1d51b9698c4f4be6e13e69a908ab7751e3807985fc0346",
|
| 543 |
+
"sha256:bf18932d0003c8c4d51a39f244231986ab23ee057d235a12b2684ea26a353590",
|
| 544 |
+
"sha256:c273e795e7a0f1fddd46e1e3cb8be15634c29ae8ff31c196debb620e1edb9333",
|
| 545 |
+
"sha256:c69882964516dc143083d3795cb508e806b09fc3800fd0d4cddc1df6c36e76bb",
|
| 546 |
+
"sha256:c827576e2fa017a081346dce87d532a5310241648eb3700af9a571a6e9fc7e74",
|
| 547 |
+
"sha256:cbfbea39ba64f5e53ae2915de36f130588bba71245b418060ec3330ebf85678e",
|
| 548 |
+
"sha256:ce0bb20e3a11bd04461324a6a798af34d503f8d6f1aa3d2aa8901ceaf039176d",
|
| 549 |
+
"sha256:d0cee71bc618cd93716f3c1bf56653740d2d13ddbd47673efa8bf41435a60daa",
|
| 550 |
+
"sha256:d21be4770ff4e08698e1e8e0bce06edb6ea0626e7c8f560bc08222880aca6a6f",
|
| 551 |
+
"sha256:d31dea506d718693b6b2cffc0648a8929bdc51c70a311b2770f09611caa10d53",
|
| 552 |
+
"sha256:d44607f98caa2961bab4fa3c4309724b185b464cdc3ba6f3d7340bac3ec97cc1",
|
| 553 |
+
"sha256:d58ad6317d188c43750cb76e9deacf6051d0f884d87dc6518e0280438648a9ac",
|
| 554 |
+
"sha256:d70129cef4a8d979caa37e7fe957202e7eee8ea02c5e16455bc9808a59c6b2f0",
|
| 555 |
+
"sha256:d85164315bd68c0806768dc6bb0429c6f95c354f87485ee3593c4f6b14def2bd",
|
| 556 |
+
"sha256:d960de62227635d2e61068f42a6cb6aae91a7fe00fca0e3aeed17667c8a34611",
|
| 557 |
+
"sha256:dc48b479d540770c811fbd1eb9ba2bb66951863e448efec2e2c102625328e92f",
|
| 558 |
+
"sha256:e1735502458621921cee039c47318cb90b51d532c2766593be6207eec53e5c4c",
|
| 559 |
+
"sha256:e2be6e9dd4111d5b31ba3b74d17da54a8319d8168890fbaea4b9e5c3de630ae5",
|
| 560 |
+
"sha256:e4c39ad2f512b4041343ea3c7894339e4ca7839ac38ca83d68a832fc8b3748ab",
|
| 561 |
+
"sha256:ed402d6153c5d519a0faf1bb69898e97fb31613b49da27a84a13935ea9164dfc",
|
| 562 |
+
"sha256:ee17cd26b97d537af8f33635ef38be873073d516fd425e80559f4585a7b90c43",
|
| 563 |
+
"sha256:f3027be483868c99b4985fda802a57a67fdf30c5d9a50338d9db646d590198da",
|
| 564 |
+
"sha256:f5bab211605d91db0e2995a17b5c6ee5edec1270e46223e513eaa20da20076ac",
|
| 565 |
+
"sha256:f6f8e3fecca256fefc91bb6765a693d96692459d7d4c644660a9fff32e517843",
|
| 566 |
+
"sha256:f7afbfee1157e0f9376c00bb232e80a60e59ed716e3211a80cb8506550671e6e",
|
| 567 |
+
"sha256:fa242ac1ff583e4ec7771141606aafc92b361cd90a05c30d93e343a0c2d82a89",
|
| 568 |
+
"sha256:fab6ce90574645a0d6c58890e9bcaac8d94dff54fb51c69e5522a7358b80ab64"
|
| 569 |
+
],
|
| 570 |
+
"markers": "python_version >= '3.8'",
|
| 571 |
+
"version": "==0.18.1"
|
| 572 |
+
},
|
| 573 |
+
"scikit-learn": {
|
| 574 |
+
"hashes": [
|
| 575 |
+
"sha256:0402638c9a7c219ee52c94cbebc8fcb5eb9fe9c773717965c1f4185588ad3107",
|
| 576 |
+
"sha256:0ee107923a623b9f517754ea2f69ea3b62fc898a3641766cb7deb2f2ce450161",
|
| 577 |
+
"sha256:1215e5e58e9880b554b01187b8c9390bf4dc4692eedeaf542d3273f4785e342c",
|
| 578 |
+
"sha256:15e1e94cc23d04d39da797ee34236ce2375ddea158b10bee3c343647d615581d",
|
| 579 |
+
"sha256:18424efee518a1cde7b0b53a422cde2f6625197de6af36da0b57ec502f126157",
|
| 580 |
+
"sha256:1d08ada33e955c54355d909b9c06a4789a729977f165b8bae6f225ff0a60ec4a",
|
| 581 |
+
"sha256:3271552a5eb16f208a6f7f617b8cc6d1f137b52c8a1ef8edf547db0259b2c9fb",
|
| 582 |
+
"sha256:35a22e8015048c628ad099da9df5ab3004cdbf81edc75b396fd0cff8699ac58c",
|
| 583 |
+
"sha256:535805c2a01ccb40ca4ab7d081d771aea67e535153e35a1fd99418fcedd1648a",
|
| 584 |
+
"sha256:5b2de18d86f630d68fe1f87af690d451388bb186480afc719e5f770590c2ef6c",
|
| 585 |
+
"sha256:61a6efd384258789aa89415a410dcdb39a50e19d3d8410bd29be365bcdd512d5",
|
| 586 |
+
"sha256:64381066f8aa63c2710e6b56edc9f0894cc7bf59bd71b8ce5613a4559b6145e0",
|
| 587 |
+
"sha256:67f37d708f042a9b8d59551cf94d30431e01374e00dc2645fa186059c6c5d78b",
|
| 588 |
+
"sha256:6c43290337f7a4b969d207e620658372ba3c1ffb611f8bc2b6f031dc5c6d1d03",
|
| 589 |
+
"sha256:6fb6bc98f234fda43163ddbe36df8bcde1d13ee176c6dc9b92bb7d3fc842eb66",
|
| 590 |
+
"sha256:763f0ae4b79b0ff9cca0bf3716bcc9915bdacff3cebea15ec79652d1cc4fa5c9",
|
| 591 |
+
"sha256:785a2213086b7b1abf037aeadbbd6d67159feb3e30263434139c98425e3dcfcf",
|
| 592 |
+
"sha256:8db94cd8a2e038b37a80a04df8783e09caac77cbe052146432e67800e430c028",
|
| 593 |
+
"sha256:a19f90f95ba93c1a7f7924906d0576a84da7f3b2282ac3bfb7a08a32801add93",
|
| 594 |
+
"sha256:a2f54c76accc15a34bfb9066e6c7a56c1e7235dda5762b990792330b52ccfb05",
|
| 595 |
+
"sha256:b8692e395a03a60cd927125eef3a8e3424d86dde9b2370d544f0ea35f78a8073",
|
| 596 |
+
"sha256:cb06f8dce3f5ddc5dee1715a9b9f19f20d295bed8e3cd4fa51e1d050347de525",
|
| 597 |
+
"sha256:dc9002fc200bed597d5d34e90c752b74df516d592db162f756cc52836b38fe0e",
|
| 598 |
+
"sha256:e326c0eb5cf4d6ba40f93776a20e9a7a69524c4db0757e7ce24ba222471ee8a1",
|
| 599 |
+
"sha256:ed932ea780517b00dae7431e031faae6b49b20eb6950918eb83bd043237950e0",
|
| 600 |
+
"sha256:fc4144a5004a676d5022b798d9e573b05139e77f271253a4703eed295bde0433"
|
| 601 |
+
],
|
| 602 |
+
"index": "pypi",
|
| 603 |
+
"version": "==1.3.2"
|
| 604 |
+
},
|
| 605 |
+
"scipy": {
|
| 606 |
+
"hashes": [
|
| 607 |
+
"sha256:049a8bbf0ad95277ffba9b3b7d23e5369cc39e66406d60422c8cfef40ccc8415",
|
| 608 |
+
"sha256:07c3457ce0b3ad5124f98a86533106b643dd811dd61b548e78cf4c8786652f6f",
|
| 609 |
+
"sha256:0f1564ea217e82c1bbe75ddf7285ba0709ecd503f048cb1236ae9995f64217bd",
|
| 610 |
+
"sha256:1553b5dcddd64ba9a0d95355e63fe6c3fc303a8fd77c7bc91e77d61363f7433f",
|
| 611 |
+
"sha256:15a35c4242ec5f292c3dd364a7c71a61be87a3d4ddcc693372813c0b73c9af1d",
|
| 612 |
+
"sha256:1b4735d6c28aad3cdcf52117e0e91d6b39acd4272f3f5cd9907c24ee931ad601",
|
| 613 |
+
"sha256:2cf9dfb80a7b4589ba4c40ce7588986d6d5cebc5457cad2c2880f6bc2d42f3a5",
|
| 614 |
+
"sha256:39becb03541f9e58243f4197584286e339029e8908c46f7221abeea4b749fa88",
|
| 615 |
+
"sha256:43b8e0bcb877faf0abfb613d51026cd5cc78918e9530e375727bf0625c82788f",
|
| 616 |
+
"sha256:4b3f429188c66603a1a5c549fb414e4d3bdc2a24792e061ffbd607d3d75fd84e",
|
| 617 |
+
"sha256:4c0ff64b06b10e35215abce517252b375e580a6125fd5fdf6421b98efbefb2d2",
|
| 618 |
+
"sha256:51af417a000d2dbe1ec6c372dfe688e041a7084da4fdd350aeb139bd3fb55353",
|
| 619 |
+
"sha256:5678f88c68ea866ed9ebe3a989091088553ba12c6090244fdae3e467b1139c35",
|
| 620 |
+
"sha256:79c8e5a6c6ffaf3a2262ef1be1e108a035cf4f05c14df56057b64acc5bebffb6",
|
| 621 |
+
"sha256:7ff7f37b1bf4417baca958d254e8e2875d0cc23aaadbe65b3d5b3077b0eb23ea",
|
| 622 |
+
"sha256:aaea0a6be54462ec027de54fca511540980d1e9eea68b2d5c1dbfe084797be35",
|
| 623 |
+
"sha256:bce5869c8d68cf383ce240e44c1d9ae7c06078a9396df68ce88a1230f93a30c1",
|
| 624 |
+
"sha256:cd9f1027ff30d90618914a64ca9b1a77a431159df0e2a195d8a9e8a04c78abf9",
|
| 625 |
+
"sha256:d925fa1c81b772882aa55bcc10bf88324dadb66ff85d548c71515f6689c6dac5",
|
| 626 |
+
"sha256:e7354fd7527a4b0377ce55f286805b34e8c54b91be865bac273f527e1b839019",
|
| 627 |
+
"sha256:fae8a7b898c42dffe3f7361c40d5952b6bf32d10c4569098d276b4c547905ee1"
|
| 628 |
+
],
|
| 629 |
+
"markers": "python_version < '3.12' and python_version >= '3.8'",
|
| 630 |
+
"version": "==1.10.1"
|
| 631 |
+
},
|
| 632 |
+
"threadpoolctl": {
|
| 633 |
+
"hashes": [
|
| 634 |
+
"sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107",
|
| 635 |
+
"sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"
|
| 636 |
+
],
|
| 637 |
+
"markers": "python_version >= '3.8'",
|
| 638 |
+
"version": "==3.5.0"
|
| 639 |
+
},
|
| 640 |
"tqdm": {
|
| 641 |
"hashes": [
|
| 642 |
"sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644",
|
|
|
|
| 652 |
],
|
| 653 |
"markers": "python_version >= '3.8'",
|
| 654 |
"version": "==2.2.1"
|
| 655 |
+
},
|
| 656 |
+
"zipp": {
|
| 657 |
+
"hashes": [
|
| 658 |
+
"sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b",
|
| 659 |
+
"sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"
|
| 660 |
+
],
|
| 661 |
+
"markers": "python_version < '3.10'",
|
| 662 |
+
"version": "==3.18.1"
|
| 663 |
}
|
| 664 |
},
|
| 665 |
"develop": {}
|
train_split.py
ADDED
|
@@ -0,0 +1,75 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import argparse
|
| 2 |
+
import json
|
| 3 |
+
import os
|
| 4 |
+
from pathlib import Path
|
| 5 |
+
|
| 6 |
+
import numpy as np
|
| 7 |
+
import pybktree
|
| 8 |
+
from sklearn.model_selection import GroupShuffleSplit
|
| 9 |
+
import tqdm
|
| 10 |
+
import unionfind
|
| 11 |
+
import Levenshtein
|
| 12 |
+
|
| 13 |
+
|
| 14 |
+
def files_list():
|
| 15 |
+
data_path = Path("valid_data")
|
| 16 |
+
files = [f for f in data_path.rglob("*.json") if f.is_file()]
|
| 17 |
+
return files
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
def main(similarity, split, seed):
|
| 21 |
+
files = files_list()
|
| 22 |
+
|
| 23 |
+
if similarity:
|
| 24 |
+
tree = pybktree.BKTree(
|
| 25 |
+
lambda a, b: Levenshtein.distance(a, b) / max(len(a), len(b))
|
| 26 |
+
)
|
| 27 |
+
|
| 28 |
+
uf = unionfind.UnionFind()
|
| 29 |
+
repo_map = {}
|
| 30 |
+
for schema_file in tqdm.tqdm(files):
|
| 31 |
+
path_str = str(schema_file)
|
| 32 |
+
repo = schema_file.parts[1:4]
|
| 33 |
+
uf.add(str(schema_file))
|
| 34 |
+
if repo not in repo_map:
|
| 35 |
+
repo_map[repo] = str(schema_file)
|
| 36 |
+
else:
|
| 37 |
+
uf.union(repo_map[repo], str(schema_file))
|
| 38 |
+
|
| 39 |
+
if similarity:
|
| 40 |
+
tree.add((str(schema_file), open(schema_file).read().strip()))
|
| 41 |
+
|
| 42 |
+
del repo_map
|
| 43 |
+
|
| 44 |
+
# Optionally group together similar files
|
| 45 |
+
if similarity:
|
| 46 |
+
for schema_file in tqdm.tqdm(files):
|
| 47 |
+
path_str = str(schema_file)
|
| 48 |
+
data = open(schema_file).read().strip()
|
| 49 |
+
for other_path, _ in tree.find(data, similarity):
|
| 50 |
+
uf.union(path_str, other_path)
|
| 51 |
+
|
| 52 |
+
all_schemas = list()
|
| 53 |
+
schema_groups = list()
|
| 54 |
+
for group, schemas in enumerate(uf.components()):
|
| 55 |
+
all_schemas.extend(schemas)
|
| 56 |
+
schema_groups.extend([group] * len(schemas))
|
| 57 |
+
|
| 58 |
+
all_schemas = np.array(all_schemas)
|
| 59 |
+
schema_groups = np.array(schema_groups)
|
| 60 |
+
gss = GroupShuffleSplit(n_splits=1, train_size=split, random_state=seed)
|
| 61 |
+
(train_indexes, test_indexes) = next(gss.split(all_schemas, groups=schema_groups))
|
| 62 |
+
|
| 63 |
+
open("train_schemas.json", "w").write(
|
| 64 |
+
json.dumps(all_schemas[train_indexes].tolist())
|
| 65 |
+
)
|
| 66 |
+
open("test_schemas.json", "w").write(json.dumps(all_schemas[test_indexes].tolist()))
|
| 67 |
+
|
| 68 |
+
|
| 69 |
+
if __name__ == "__main__":
|
| 70 |
+
parser = argparse.ArgumentParser()
|
| 71 |
+
parser.add_argument("--similarity", default=None, type=float)
|
| 72 |
+
parser.add_argument("--seed", default=15, type=int)
|
| 73 |
+
parser.add_argument("--split", default=0.8, type=float)
|
| 74 |
+
args = parser.parse_args()
|
| 75 |
+
main(args.similarity, args.split, args.seed)
|
validate_schemas.py
ADDED
|
@@ -0,0 +1,29 @@
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|
| 1 |
+
import json
|
| 2 |
+
import os
|
| 3 |
+
from pathlib import Path
|
| 4 |
+
|
| 5 |
+
import json5
|
| 6 |
+
import jsonschema
|
| 7 |
+
import tqdm
|
| 8 |
+
|
| 9 |
+
|
| 10 |
+
data_path = Path("data")
|
| 11 |
+
for schema_file in tqdm.tqdm(list(data_path.rglob("*.json"))):
|
| 12 |
+
# Skip any directories named with .json at the end
|
| 13 |
+
if not schema_file.is_file():
|
| 14 |
+
continue
|
| 15 |
+
|
| 16 |
+
try:
|
| 17 |
+
schema = json5.load(open(schema_file))
|
| 18 |
+
except ValueError:
|
| 19 |
+
continue
|
| 20 |
+
|
| 21 |
+
vcls = jsonschema.validators.validator_for(schema)
|
| 22 |
+
try:
|
| 23 |
+
vcls.check_schema(schema)
|
| 24 |
+
except jsonschema.exceptions.SchemaError:
|
| 25 |
+
continue
|
| 26 |
+
|
| 27 |
+
new_schema_file = Path("valid_data", *schema_file.parts[1:])
|
| 28 |
+
Path.mkdir(new_schema_file.parent, parents=True, exist_ok=True)
|
| 29 |
+
json.dump(schema, open(new_schema_file, "w"), sort_keys=True, indent=2)
|