Add language and license data

.gitattributes

@@ -2,3 +2,4 @@
 commits.json filter=lfs diff=lfs merge=lfs -text
 licenses.json filter=lfs diff=lfs merge=lfs -text
 repos.csv filter=lfs diff=lfs merge=lfs -text
+languages.json filter=lfs diff=lfs merge=lfs -text

.gitignore

@@ -1,3 +1,6 @@
 .env
 data/
 valid_data/
+
+# Fasttext model
+*.bin

Pipfile

@@ -14,6 +14,7 @@ scikit-learn = "*"
 pybktree = "*"
 python-levenshtein = "*"
 jsonsubschema = "*"
+fasttext = "*"
 
 [dev-packages]
 

Pipfile.lock

@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "f8514270cd134349fbc89229143c269b8c24175430257f94aa0ec663169958c2"
+            "sha256": "0258995c3571035f95fe6e51116220b5349a6c5ab6362244b48cd1d628254e76"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -128,6 +128,13 @@
             "markers": "python_full_version >= '3.7.0'",
             "version": "==3.3.2"
         },
+        "fasttext": {
+            "hashes": [
+                "sha256:665556f1f6dcb4fcbe25fa8ebcd4f71b18fa96a090de09d88d97a60cbd29dcb5"
+            ],
+            "index": "pypi",
+            "version": "==0.9.2"
+        },
         "greenery": {
             "hashes": [
                 "sha256:c489d3d111ab49fc522e4796f349994d953d20ec8289aef107f2e7f240534d85",
@@ -345,6 +352,14 @@
             "markers": "python_version ~= '3.7'",
             "version": "==2.4.2"
         },
+        "pybind11": {
+            "hashes": [
+                "sha256:5e3c557a84b06b969247630407fc4d985bed157b4253b13153b8e8e165e0c3dc",
+                "sha256:df8d60b94f9e714d81013db233393d430ebf9f3551642b82291cf1b14d1afdbd"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.12.0"
+        },
         "pybktree": {
             "hashes": [
                 "sha256:eec0037cdd3d7553e6d72435a4379bede64be17c6712f149e485169638154d2b"
@@ -378,99 +393,102 @@
         },
         "rapidfuzz": {
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+                "sha256:bea61851a4c2f93148aa2779458fb3f70a62342d77c9ec3d9d08445c8485b738",
+                "sha256:c01c515a928f295f49d588b6523f44b474f047f9f2de0079bc57bcd00b870778",
+                "sha256:c05b033fc3ff043f48e744f67038af7fd34003047c7810f24bec7c01ce7da05b",
+                "sha256:c3bea20db89b510d78d017b349b9d87159c32418693ddf091d9035dbe20b4dc0",
+                "sha256:c409852a89535ec8720301a847bab198c1c14d0f34ed07dfabbb90b1dbfc506d",
+                "sha256:c447d0e534418ef3eaabcd890d85c7e9f289c1c6ef6e060a0b1f239799781747",
+                "sha256:c64a252c96f29667c206726903bb9705c5195f01850360c9b9268de92ac878dc",
+                "sha256:c899d78709f8d4bd0059784fa27a9f6c53d04fc4aeaa21de7c0c8e34a7154e88",
+                "sha256:ca4af5d7fc9c17bdc498aa1cab9ecf5140c8535c9cedeba1990bbe4b8be75098",
+                "sha256:ce253a2b7a71a01a4abac71ac31fd05f6ac1f1cd2af2d98fa80fe5c402175e54",
+                "sha256:cf1952b486589ffcfbde2015ca9be15e0f4b0e63d1e2c25f3daec0263fda4e69",
+                "sha256:cf8582d85e35641734d6c1f43eb37c1f2a5eda338d3cfa8e651e078246b9ec58",
+                "sha256:d3c9e33ec21755bda1878095537cb84848e9cf6510d4837d22144ba04e33df29",
+                "sha256:d65f34e71102d9cbe733d4ba1c645e7623eef850562501bab1ac79d217831436",
+                "sha256:d87621d60078f87cb52082b1cbf9849afeaa1cb6d0a2b072fce25fe21c8675b4",
+                "sha256:d8e4041cfd87f0a022aa8a9a187d3b0824e35be2bd9b3bceada11578ddd9ad65",
+                "sha256:dd38abfda97e42b30093f207108dcba944beab1edf6624ba757cf57354063177",
+                "sha256:df19455c2fb85e86a721111b84ac8dd3685194f0edc9faefb226731ad3e134a7",
+                "sha256:e1b32b03398517b5e33c7f36d625a00fcb1c955b9fe3c939325688175fb21730",
+                "sha256:e33b61ef87e1876d216c479fa2256233b3bb0424465ab2db1d94ab7b8649ae1c",
+                "sha256:e941f81a60351a842976fea208e6a6701a5899eb8a80b907e57d7c3099337900",
+                "sha256:eaa8178ec9238f32f15b6e49f70b852accda0a848448c4e30bce77c6624ebaba",
+                "sha256:ec5f7b1bac77439b624f5acbd8bfe61e7b833678701068b43f7a489c151427c0",
+                "sha256:ed02d73e46b7a4604d2bc1e0364b25f204862d40dd162f6b36ee22b9bf6d9df2",
+                "sha256:ef2964f4eb9a37487c96e5e32167a3c4fa51bf8e899853d0ac67e0465a27702c",
+                "sha256:f13a6bbadba8fdd42676c1213ebc692bba9fac00f7db0ae92acc06bb734294c4",
+                "sha256:f4828642acdb075154ce2ff3260f8afb6a17b5b0c8a437efbadac06e9995dd7b",
+                "sha256:fb3fc387783f70387a91aababd8a5faeb230931b655ad99bcf838cd72404ba66",
+                "sha256:fe128ac0e05ca3a71d8ff18e70884a64fde00b6fbd2b4d9f59f7a4d798257c55"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.9.0"
+            "version": "==3.9.2"
         },
         "referencing": {
             "hashes": [
@@ -482,11 +500,11 @@
         },
         "requests": {
             "hashes": [
-                "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f",
-                "sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1"
+                "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760",
+                "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"
             ],
             "index": "pypi",
-            "version": "==2.31.0"
+            "version": "==2.32.3"
         },
         "requests-ratelimiter": {
             "hashes": [
@@ -660,6 +678,14 @@
             "markers": "python_version < '3.12' and python_version >= '3.8'",
             "version": "==1.10.1"
         },
+        "setuptools": {
+            "hashes": [
+                "sha256:54faa7f2e8d2d11bcd2c07bed282eef1046b5c080d1c32add737d7b5817b1ad4",
+                "sha256:f211a66637b8fa059bb28183da127d4e86396c991a942b028c6650d4319c3fd0"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==70.0.0"
+        },
         "sortedcontainers": {
             "hashes": [
                 "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88",
@@ -693,11 +719,11 @@
         },
         "zipp": {
             "hashes": [
-                "sha256:6278d9ddbcfb1f1089a88fde84481528b07b0e10474e09dcfe53dad4069fa059",
-                "sha256:dce197b859eb796242b0622af1b8beb0a722d52aa2f57133ead08edd5bf5374e"
+                "sha256:952df858fb3164426c976d9338d3961e8e8b3758e2e059e0f754b8c4262625ee",
+                "sha256:96dc6ad62f1441bcaccef23b274ec471518daf4fbbc580341204936a5a3dddec"
             ],
             "markers": "python_version < '3.10'",
-            "version": "==3.18.2"
+            "version": "==3.19.0"
         }
     },
     "develop": {}

get_language.py

@@ -0,0 +1,152 @@
+import json
+import os
+from pathlib import Path
+import re
+import sys
+from urllib.request import urlretrieve
+
+import fasttext
+import tqdm
+
+
+LANG_THRESHOLD = 0.1
+FASTTEXT_MODEL_URL = (
+    "https://dl.fbaipublicfiles.com/fasttext/supervised-models/lid.176.bin"
+)
+JSON_SCHEMA_KEYWORDS = {
+    "$anchor",
+    "$comment",
+    "$defs",
+    "$dynamicAnchor",
+    "$dynamicRef",
+    "$id",
+    "$recursiveAnchor",
+    "$recursiveRef",
+    "$ref",
+    "$schema",
+    "$vocabulary",
+    "additionalItems",
+    "additionalProperties",
+    "allOf",
+    "anyOf",
+    "const",
+    "contains",
+    "contentEncoding",
+    "contentMediaType",
+    "contentSchema",
+    "definitions",
+    "dependencies",
+    "dependentRequired",
+    "dependentSchemas",
+    "description",
+    "disallow",
+    "divisibleBy",
+    "else",
+    "enum",
+    "exclusiveMaximum",
+    "exclusiveMinimum",
+    "extends",
+    "format",
+    "id",
+    "if",
+    "items",
+    "maxContains",
+    "maximum",
+    "maxItems",
+    "maxLength",
+    "maxProperties",
+    "minContains",
+    "minimum",
+    "minItems",
+    "minLength",
+    "minProperties",
+    "multipleOf",
+    "not",
+    "oneOf",
+    "pattern",
+    "patternProperties",
+    "prefixItems",
+    "properties",
+    "propertyNames",
+    "required",
+    "then",
+    "title",
+    "type",
+    "unevaluatedItems",
+    "unevaluatedProperties",
+    "uniqueItems",
+}
+
+IGNORE_KEYWORDS = {
+    "$id",
+    "$schema",
+    "$vocabulary",
+    "format",
+    "pattern",
+    "type",
+}
+
+
+# Adapted from https://stackoverflow.com/a/37697078/123695
+def identifier_split(id_str):
+    return id_str
+    return " ".join(
+        re.sub("([A-Z][a-z]+)", r"_\1", re.sub("([A-Z]+)", r"_\1", id_str)).split("_")
+    )
+
+
+def collect_text(schema):
+    """Generate a string of text from a schema, ignoring keywords"""
+    text = ""
+
+    if isinstance(schema, dict):
+        for k, v in schema.items():
+            # Ignore some keywords completely
+            if k in IGNORE_KEYWORDS:
+                continue
+
+            # If the key is not a keyword, include it
+            if k not in JSON_SCHEMA_KEYWORDS:
+                text += " " + identifier_split(k)
+            text += collect_text(v)
+
+    elif isinstance(schema, list):
+        text += " ".join(collect_text(v) for v in schema)
+
+    elif isinstance(schema, str):
+        # Include any found string values
+        text += " " + schema
+
+    return text.replace("\n", " ")
+
+
+def get_languages(text):
+    return {l.split("_")[-1]: p for (l, p) in zip(*model.predict(text, k=5))}
+
+
+if __name__ == "__main__":
+    # Download the language model if needed
+    if not os.path.isfile("lid.176.bin"):
+        urlretrieve(FASTTEXT_MODEL_URL, "lid.176.bin")
+    model = fasttext.load_model("lid.176.bin")
+
+    files = list(Path("valid_data").rglob("*.json"))
+    for f in tqdm.tqdm(files):
+        if not f.is_file():
+            continue
+
+        schema = json.load(f.open(encoding="utf-8"))
+        schema_str = collect_text(schema)
+        langs = get_languages(schema_str)
+        top_lang, prob = max(langs.items(), key=lambda x: x[1])
+        if prob < LANG_THRESHOLD:
+            top_lang = None
+        obj = {
+            "repository": "/".join(f.parts[1:3]),
+            "commit": f.parts[3],
+            "path": str(Path(*f.parts[4:])),
+            "language": top_lang,
+            "languages": langs,
+        }
+        json.dump(obj, sys.stdout)
+        sys.stdout.write("\n")

languages.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eba92abea96f9fbfacb522beea2ca3beff2bbc565786f88506a26a3dd1a04409
+size 28693685

test.jsonl.gz

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d2e793b316e775246697fbbc449c9370dbd75b68f19f109e85448ebdcf6a23f7
-size 2506162
+oid sha256:f2e81c3efee377cc879ea4c839e18e856ce36df1ea9638aad4ae2907438ee44a
+size 3540592

train.jsonl.gz

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:26c4295b8905c2ed91b8501c672cf2b0e978ddce43e6ec694377587b299e2991
-size 13000669
+oid sha256:6bbdc698f998f9665f296041dcab6fa5d44177a0fb532d8be3193d849a97a2f6
+size 10943729

train_split.py

@@ -57,23 +57,26 @@ def write_schemas(filename, schema_list, schema_data):
                 "repoStars": repoStars,
                 "repoLastFetched": data["repoLastFetched"],
                 "content": schema,
+                "license": data["license"],
+                "language": data["language"],
             }
             json.dump(obj, f)
             f.write("\n")
 
 
-def get_licenses(licenses_file):
-    licenses = {}
-    with open(licenses_file, "r") as f:
+def get_repo_data(file, key):
+    data = {}
+    with open(file, "r") as f:
         for line in f:
             obj = json.loads(line)
-            licenses[obj["repository"]] = obj["license"]
+            data[obj["repository"]] = obj[key]
 
-    return licenses
+    return data
 
 
-def main(similarity, split, seed, commits_file, licenses_file):
-    licenses = get_licenses(licenses_file)
+def main(similarity, split, seed, commits_file, licenses_file, languages_file):
+    licenses = get_repo_data(licenses_file, "license")
+    languages = get_repo_data(languages_file, "language")
     files = files_list(licenses)
 
     # Prepare a BK Tree if we're doing similarity grouping
@@ -149,6 +152,7 @@ def main(similarity, split, seed, commits_file, licenses_file):
                 obj["commit"] = commit["sha"]
                 obj["commitDate"] = commit["date"]
                 obj["license"] = licenses[obj["repository"]]
+                obj["language"] = languages.get(obj["repository"])
                 schema_data[filename] = obj
 
     # Write the train and test sets
@@ -164,5 +168,13 @@ if __name__ == "__main__":
     parser.add_argument("--split", default=0.8, type=float)
     parser.add_argument("--commits_file", default="commits.json")
     parser.add_argument("--licenses_file", default="licenses.json")
+    parser.add_argument("--languages_file", default="languages.json")
     args = parser.parse_args()
-    main(args.similarity, args.split, args.seed, args.commits_file, args.licenses_file)
+    main(
+        args.similarity,
+        args.split,
+        args.seed,
+        args.commits_file,
+        args.licenses_file,
+        args.languages_file,
+    )

validation.jsonl.gz

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:495dd178891ec40fbb99f449b128c1f6f7e458210488b5d1d0ba0872f1c5fa9b
-size 1648577
+oid sha256:f423bd6a83aecc03e4ff761dbf1f14a4cd2c020c5a9cc53e90f9950f865f4b31
+size 2745523