Group related files together

Pipfile

@@ -0,0 +1,13 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+scikit-learn = "*"
+
+[dev-packages]
+
+[requires]
+python_version = "3.12"
+python_full_version = "3.12.0"

Pipfile.lock

@@ -0,0 +1,138 @@
+{
+    "_meta": {
+        "hash": {
+            "sha256": "5196d013090d971d02d94432ff512f5e48bf437fc42f417c53c0de04e254b532"
+        },
+        "pipfile-spec": 6,
+        "requires": {
+            "python_full_version": "3.12.0",
+            "python_version": "3.12"
+        },
+        "sources": [
+            {
+                "name": "pypi",
+                "url": "https://pypi.org/simple",
+                "verify_ssl": true
+            }
+        ]
+    },
+    "default": {
+        "joblib": {
+            "hashes": [
+                "sha256:1eb0dc091919cd384490de890cb5dfd538410a6d4b3b54eef09fb8c50b409b1c",
+                "sha256:42942470d4062537be4d54c83511186da1fc14ba354961a2114da91efa9a4ed7"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.4.0"
+        },
+        "numpy": {
+            "hashes": [
+                "sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b",
+                "sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818",
+                "sha256:1af303d6b2210eb850fcf03064d364652b7120803a0b872f5211f5234b399f20",
+                "sha256:1dda2e7b4ec9dd512f84935c5f126c8bd8b9f2fc001e9f54af255e8c5f16b0e0",
+                "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010",
+                "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a",
+                "sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea",
+                "sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c",
+                "sha256:4c66707fabe114439db9068ee468c26bbdf909cac0fb58686a42a24de1760c71",
+                "sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110",
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+                "sha256:96ff0b2ad353d8f990b63294c8986f1ec3cb19d749234014f4e7eb0112ceba5a",
+                "sha256:9fad7dcb1aac3c7f0584a5a8133e3a43eeb2fe127f47e3632d43d677c66c102b",
+                "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0",
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+                "sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a",
+                "sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30",
+                "sha256:b3ce300f3644fb06443ee2222c2201dd3a89ea6040541412b8fa189341847218",
+                "sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5",
+                "sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07",
+                "sha256:cd25bcecc4974d09257ffcd1f098ee778f7834c3ad767fe5db785be9a4aa9cb2",
+                "sha256:d209d8969599b27ad20994c8e41936ee0964e6da07478d6c35016bc386b66ad4",
+                "sha256:d5241e0a80d808d70546c697135da2c613f30e28251ff8307eb72ba696945764",
+                "sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef",
+                "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3",
+                "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==1.26.4"
+        },
+        "scikit-learn": {
+            "hashes": [
+                "sha256:1d0b25d9c651fd050555aadd57431b53d4cf664e749069da77f3d52c5ad14b3b",
+                "sha256:36f0ea5d0f693cb247a073d21a4123bdf4172e470e6d163c12b74cbb1536cf38",
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+                "sha256:81bf5d8bbe87643103334032dd82f7419bc8c8d02a763643a6b9a5c7288c5054",
+                "sha256:8539a41b3d6d1af82eb629f9c57f37428ff1481c1e34dddb3b9d7af8ede67ac5",
+                "sha256:87440e2e188c87db80ea4023440923dccbd56fbc2d557b18ced00fef79da0727",
+                "sha256:90378e1747949f90c8f385898fff35d73193dfcaec3dd75d6b542f90c4e89755",
+                "sha256:b0203c368058ab92efc6168a1507d388d41469c873e96ec220ca8e74079bf62e",
+                "sha256:c97a50b05c194be9146d61fe87dbf8eac62b203d9e87a3ccc6ae9aed2dfaf361",
+                "sha256:d36d0bc983336bbc1be22f9b686b50c964f593c8a9a913a792442af9bf4f5e68",
+                "sha256:d762070980c17ba3e9a4a1e043ba0518ce4c55152032f1af0ca6f39b376b5928",
+                "sha256:d9993d5e78a8148b1d0fdf5b15ed92452af5581734129998c26f481c46586d68",
+                "sha256:daa1c471d95bad080c6e44b4946c9390a4842adc3082572c20e4f8884e39e959",
+                "sha256:ff4effe5a1d4e8fed260a83a163f7dbf4f6087b54528d8880bab1d1377bd78be"
+            ],
+            "index": "pypi",
+            "version": "==1.4.2"
+        },
+        "scipy": {
+            "hashes": [
+                "sha256:05f1432ba070e90d42d7fd836462c50bf98bd08bed0aa616c359eed8a04e3922",
+                "sha256:09c74543c4fbeb67af6ce457f6a6a28e5d3739a87f62412e4a16e46f164f0ae5",
+                "sha256:0fbcf8abaf5aa2dc8d6400566c1a727aed338b5fe880cde64907596a89d576fa",
+                "sha256:109d391d720fcebf2fbe008621952b08e52907cf4c8c7efc7376822151820820",
+                "sha256:1d2f7bb14c178f8b13ebae93f67e42b0a6b0fc50eba1cd8021c9b6e08e8fb1cd",
+                "sha256:1e7626dfd91cdea5714f343ce1176b6c4745155d234f1033584154f60ef1ff42",
+                "sha256:22789b56a999265431c417d462e5b7f2b487e831ca7bef5edeb56efe4c93f86e",
+                "sha256:28e286bf9ac422d6beb559bc61312c348ca9b0f0dae0d7c5afde7f722d6ea13d",
+                "sha256:33fde20efc380bd23a78a4d26d59fc8704e9b5fd9b08841693eb46716ba13d86",
+                "sha256:45c08bec71d3546d606989ba6e7daa6f0992918171e2a6f7fbedfa7361c2de1e",
+                "sha256:4dca18c3ffee287ddd3bc8f1dabaf45f5305c5afc9f8ab9cbfab855e70b2df5c",
+                "sha256:5407708195cb38d70fd2d6bb04b1b9dd5c92297d86e9f9daae1576bd9e06f602",
+                "sha256:58569af537ea29d3f78e5abd18398459f195546bb3be23d16677fb26616cc11e",
+                "sha256:5e4a756355522eb60fcd61f8372ac2549073c8788f6114449b37e9e8104f15a5",
+                "sha256:6bf9fe63e7a4bf01d3645b13ff2aa6dea023d38993f42aaac81a18b1bda7a82a",
+                "sha256:8930ae3ea371d6b91c203b1032b9600d69c568e537b7988a3073dfe4d4774f21",
+                "sha256:9ff7dad5d24a8045d836671e082a490848e8639cabb3dbdacb29f943a678683d",
+                "sha256:a2f471de4d01200718b2b8927f7d76b5d9bde18047ea0fa8bd15c5ba3f26a1d6",
+                "sha256:ac38c4c92951ac0f729c4c48c9e13eb3675d9986cc0c83943784d7390d540c78",
+                "sha256:b2a3ff461ec4756b7e8e42e1c681077349a038f0686132d623fa404c0bee2551",
+                "sha256:b5acd8e1dbd8dbe38d0004b1497019b2dbbc3d70691e65d69615f8a7292865d7",
+                "sha256:b8434f6f3fa49f631fae84afee424e2483289dfc30a47755b4b4e6b07b2633a4",
+                "sha256:ba419578ab343a4e0a77c0ef82f088238a93eef141b2b8017e46149776dfad4d",
+                "sha256:d0de696f589681c2802f9090fff730c218f7c51ff49bf252b6a97ec4a5d19e8b",
+                "sha256:dcbb9ea49b0167de4167c40eeee6e167caeef11effb0670b554d10b1e693a8b9"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==1.13.0"
+        },
+        "threadpoolctl": {
+            "hashes": [
+                "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107",
+                "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==3.5.0"
+        }
+    },
+    "develop": {}
+}

all.jsonl.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3f91f2d0b4aeda3fd82b6aff1833686f051ad4c1e27da259b1168baeadda80ba
+size 2994235

sample.py

@@ -0,0 +1,55 @@
+import argparse
+import gzip
+import json
+
+from sklearn.model_selection import GroupShuffleSplit
+
+
+def read_groups():
+    groups = [set()]
+    for line in open("schema-groups.txt"):
+        if line.strip() != "":
+            groups[-1].add(line.strip())
+        else:
+            groups.append(set())
+
+    return groups
+
+def sample(random_state, train_pct):
+    groups = read_groups()
+    next_id = len(groups)
+    names = []
+    name_ids = []
+    for line in gzip.open("all.jsonl.gz", "rt"):
+        obj = json.loads(line)
+        names.append(obj["name"])
+        found = False
+        for (i, group) in enumerate(groups):
+            if obj["name"] in group:
+                assert(not found)
+                found = True
+                name_ids.append(i)
+        if not found:
+            name_ids.append(next_id)
+            next_id += 1
+
+    gss = GroupShuffleSplit(n_splits=10, train_size=train_pct, random_state=random_state)
+    train_idx, test_idx = next(gss.split(names, groups=name_ids))
+
+    train_file = gzip.open("train.jsonl.gz", "wt")
+    val_file = gzip.open("validation.jsonl.gz", "wt")
+    for (idx, line) in enumerate(gzip.open("all.jsonl.gz", "rt")):
+        if idx in train_idx:
+            train_file.write(line)
+        elif idx in test_idx:
+            val_file.write(line)
+
+    train_file.close()
+    val_file.close()
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--train_pct", type=float, default=0.8)
+    parser.add_argument("--random_state", type=int, default=16)
+    args = parser.parse_args()
+    sample(args.random_state, args.train_pct)

schema-groups.txt

@@ -0,0 +1,315 @@
+aerleon-config.schema.json
+aerleon-definitions.schema.json
+aerleon-policies.schema.json
+
+ansible.json
+ansible-lint-config.json
+ansible-navigator.json
+
+azure-deviceupdate-import-manifest-5.0.json
+azure-deviceupdate-update-manifest-5.json
+azure-devops-extension-manifest-1.0.json
+azure-iot-edgeagent-deployment-1.1.json
+azure-iot-edge-deployment-2.0.json
+azure-iot-edge-deployment-template-4.0.json
+azure-iot-edgehub-deployment-1.2.json
+
+base-04.json
+base.json
+
+bitrise.json
+bitrise-step.json
+
+block.json
+block-metadata.json
+
+bower.json
+bowerrc.json
+
+cargo.json
+cargo-make.json
+
+chart.json
+chart-lock.json
+
+chrome-extension-locales-messages.json
+chrome-manifest.json
+
+cicstags.json
+cicsts-resourceimport.json
+cicsts-resourcemodel.json
+
+clangd.json
+clang-format.json
+
+codeship-services.json
+codeship-steps.json
+
+collection.json
+collection_schema.json
+
+component-detection-manifest.json
+component.json
+component_spec.json_schema.json
+
+config-file.v1.json
+config.json
+config-schema.json
+config.schema.json
+config_schema.json
+configSchema.json
+config_schema_v1.0.json
+configuration.json
+config.versions.schema.json
+conjure.schema.json
+container-structure-test.json
+cosmos-config.json
+creatomic.json
+crowdin.json
+
+cryproj.52.schema.json
+cryproj.53.schema.json
+cryproj.54.schema.json
+cryproj.55.schema.json
+cryproj.dev.schema.json
+cryproj.json
+
+dart-build.json
+dart-test.json
+
+database.beef-5.json
+database.beef.json
+
+datalogic-scan2deploy-android.json
+datalogic-scan2deploy-ce.json
+
+dependabot-2.0.json
+dependabot.json
+
+dockerd.json
+docker-seq.schema.json
+
+dotnetcli.host.json
+dotnet-releases-index.json
+
+drupal-breakpoints.json
+drupal-config.json
+drupal-info.json
+drupal-layouts.json
+drupal-libraries.json
+drupal-links-action.json
+drupal-links-contextual.json
+drupal-links-menu.json
+drupal-links-task.json
+drupal-migration.json
+drupal-permissions.json
+drupal-routing.json
+drupal-services.json
+
+entity.beef-5.json
+entity.beef.json
+
+fossa-deps.schema.json
+fossa-yml.v3.schema.json
+
+foundryvtt-base-package-manifest.json
+foundryvtt-module-manifest.json
+foundryvtt-system-manifest.json
+foundryvtt-template.json
+foundryvtt-world-manifest.json
+
+geojson.json
+GeoJSON.json
+
+github-action.json
+github-discussion.json
+github-funding.json
+github-issue-config.json
+github-issue-forms.json
+github-workflow.json
+github-workflow-template-properties.json
+
+grunt-clean-task.json
+grunt-copy-task.json
+grunt-cssmin-task.json
+grunt-jshint-task.json
+grunt-task.json
+grunt-watch-task.json
+
+helmfile.json
+helm-testsuite.json
+
+jd2cr.schema.json
+jd2mcr.schema.json
+
+jsbeautifyrc.json
+jsbeautifyrc-nested.json
+
+jx-requirements.json
+jx-schema.json
+
+liquibase-3.2.json
+liquibase-flow-file-latest.json
+
+markdown-lint-check.json
+markdownlint-config-schema.json
+
+megalinter-configuration.jsonschema.json
+megalinter-descriptor.jsonschema.json
+
+meta.json
+meta-runtime.json
+meta-schema.json
+meta.schema.json
+
+micro.json
+micro-syntax.json
+
+minecraft-advancement.json
+minecraft-biome.json
+minecraft-configured-carver.json
+minecraft-damage-type.json
+minecraft-dimension.json
+minecraft-dimension-type.json
+minecraft-item-modifier.json
+minecraft-lang.json
+minecraft-loot-table.json
+minecraft-pack-mcmeta.json
+minecraft-particle.json
+minecraft-predicate.json
+minecraft-recipe.json
+minecraft-tag.json
+minecraft-template-pool.json
+minecraft-texture-mcmeta.json
+minecraft-trim-material.json
+minecraft-trim-pattern.json
+
+ninjs-1.3.json
+ninjs-2.0.json
+
+npm-badges.json
+npmpackagejsonlintrc.json
+
+openweather.current.json
+openweather.roadrisk.json
+
+opspec-io-0.1.7.json
+ops.schema.json
+
+package.json
+package.manifest.json
+
+plagiarize.json
+plagiarize-me.json
+
+pre-commit-config.json
+pre-commit-hooks.json
+
+project-1.0.0-beta3.json
+project-1.0.0-beta4.json
+project-1.0.0-beta5.json
+project-1.0.0-beta6.json
+project-1.0.0-beta8.json
+project-1.0.0-rc1.json
+project-1.0.0-rc2.json
+project.json
+
+prometheus.json
+prometheus.rules.json
+prometheus.rules.test.json
+
+red_cog_repo.schema.json
+red_cog.schema.json
+reference.json
+
+rustfmt.json
+rust-project.json
+rust-toolchain.json
+
+sarif-1.0.0.json
+sarif-2.0.0.json
+sarif-2.1.0.json
+sarif-2.1.0-rtm.2.json
+sarif-2.1.0-rtm.3.json
+sarif-2.1.0-rtm.4.json
+sarif-2.1.0-rtm.5.json
+sarif-2.1.0-rtm.6.json
+sarif-external-property-file-2.1.0.json
+sarif-external-property-file-2.1.0-rtm.2.json
+sarif-external-property-file-2.1.0-rtm.3.json
+sarif-external-property-file-2.1.0-rtm.4.json
+sarif-external-property-file-2.1.0-rtm.5.json
+
+schema-org-action.json
+schema-org-contact-point.json
+schema-org-place.json
+schema-org-thing.json
+schema-project.json
+schema-pro.json
+
+server.json
+server.schema.json
+
+servicehub.config.schema.json
+servicehub.service.schema.json
+
+shopware-extension-schema.json
+shopware-project-schema.json
+
+sil-kit-participant-configuration.json
+sil-kit-registry-configuration.json
+
+stripe-app-local.schema.json
+stripe-app.schema.json
+
+strmprivacy.api.entities.v1.BatchJob.json
+strmprivacy.api.entities.v1.DataConnector.json
+strmprivacy.api.entities.v1.DataContract.json
+strmprivacy.api.entities.v1.Schema.SimpleSchemaDefinition.json
+strmprivacy.api.entities.v1.Stream.json
+
+template.json
+template.schema.json
+templatesources.json
+
+traefik-v2-file-provider.json
+traefik-v2.json
+
+tsd.json
+tsdrc.json
+
+tsoa.json
+tson.json
+
+ui5-workspace.yaml.json
+ui5.yaml.json
+
+v0.json
+v3.json
+v4-config.schema.json
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train.jsonl.gz

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-size 2436527
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+size 2411949

validation.jsonl.gz

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 version https://git-lfs.github.com/spec/v1
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-size 559235
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