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diff --git a/metrics/parse_check.py b/metrics/parse_check.py
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+from tree_sitter  import Language, Parser
+
+def load_tree_sitter_languages():
+    """Loads language Grammars to evaluate"""
+    py_parser = Parser()
+    py_parser.set_language(Language('./tree_sitter_utils/build/my-languages.so', 'python'))
+    js_parser = Parser()
+    js_parser.set_language(Language('./tree_sitter_utils/build/my-languages.so', 'javascript'))
+    cpp_parser = Parser()
+    cpp_parser.set_language(Language('./tree_sitter_utils/build/my-languages.so', 'cpp'))
+    go_parser  = Parser()
+    go_parser.set_language(Language('./tree_sitter_utils/build/my-languages.so', 'go'))
+    java_parser = Parser()
+    java_parser.set_language(Language('./tree_sitter_utils/build/my-languages.so', 'java'))
+    return {
+        "py"  : py_parser,
+        "js"  : js_parser,
+        "cpp" : cpp_parser,
+        "go"  : go_parser,
+        "java": java_parser
+    }
+
+class check_parse:
+    def __init__(self):
+        self.language_dict = load_tree_sitter_languages()
+    def __call__(self,batch,lang):
+        """
+        args:
+            batch : list[str] of code generated by the model
+            lang  : lang should be one of the above language_dict keys
+        
+        returns: 
+            dict(
+            parse_score = averaged out score on how many datapoints are parsed
+            index_parse = check if corresponding index is parsed
+            )
+        """
+        cumulative_parse_score = 0
+        index_parse_list = []
+        parser = self.language_dict[lang]
+        for inp in batch:
+            parsed = parser.parse(bytes(inp,"utf-8"))
+            inp_ind_score = int("ERROR" not in parsed.root_node.sexp())
+            cumulative_parse_score+=inp_ind_score
+            index_parse_list.append(inp_ind_score)
+        return {"parse_score":cumulative_parse_score,"index_parse":index_parse_list}
+if __name__ == "__main__":
+    Parse = check_parse()
+    score = Parse(["""
+def a():
+    if bar:
+        baz()"""],"py")
+    print(score)
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