eval

Author: 钱忱

chatdev/eval_quality.py

@@ -0,0 +1,199 @@
+import os
+import re
+import signal
+import subprocess
+import time
+import numpy as np
+from openai import OpenAI
+
+client = OpenAI(
+    api_key='',
+    base_url="",
+)
+
+def getFilesFromType(sourceDir, filetype):
+    files = []
+    for root, directories, filenames in os.walk(sourceDir):
+        for filename in filenames:
+            if filename.endswith(filetype):
+                files.append(os.path.join(root, filename))
+    return files
+
+def get_code(directory):
+    def _format_code(code):
+        code = "\n".join([line for line in code.split("\n") if len(line.strip()) > 0])
+        return code
+
+    codebooks = {}
+    filepaths = getFilesFromType(directory, ".py")
+    for filepath in filepaths:
+        filename = os.path.basename(filepath)
+        codebooks[filename] = _format_code(open(filepath, "r", encoding="utf-8").read())
+
+    code = ""
+    for filename in codebooks.keys():
+        code += "{}\n```Python\n{}\n```\n\n".format(filename, codebooks[filename])
+
+    if len(code) == 0:
+        code = "# None"
+
+    return code.strip()
+
+def get_completeness(directory):
+    assert os.path.isdir(directory)
+    vn = get_code(directory)
+    lines = vn.split("\n")
+    lines = [line for line in lines if
+             "password" not in line.lower() and "passenger" not in line.lower() and "passed" not in line.lower() and "passes" not in line.lower()]
+    lines = [line for line in lines if "pass" in line.lower() or "todo" in line.lower()]
+    if len(lines) > 0:
+        return 0.0
+    return 1.0
+
+def get_executability(directory):
+    assert os.path.isdir(directory)
+    def findFile(directory, target):
+        main_py_path = None
+        for subroot, _, filenames in os.walk(directory):
+            for filename in filenames:
+                if target in filename:
+                    main_py_path = os.path.join(subroot, filename)
+        return main_py_path
+
+    def exist_bugs(directory):
+        assert os.path.isdir(directory)
+        success_info = "The software run successfully without errors."
+        try:
+            command = "cd \"{}\"; ls -l; python3 main.py;".format(directory)
+            process = subprocess.Popen(command, shell=True, preexec_fn=os.setsid, stdout=subprocess.PIPE,
+                                       stderr=subprocess.PIPE)
+            time.sleep(3)
+
+            error_type = ""
+            return_code = process.returncode
+            if process.poll() is None:
+                os.killpg(os.getpgid(process.pid), signal.SIGTERM)
+            if return_code == 0:
+                return False, success_info, error_type
+            else:
+                error_output = process.stderr.read().decode('utf-8')
+                try:
+                    error_pattern = r'\w+Error:'
+                    error_matches = re.findall(error_pattern, error_output)
+                    error_type = error_matches[0].replace(":", "")
+                except:
+                    pass
+                if error_output:
+                    if "Traceback".lower() in error_output.lower():
+                        errs = error_output.replace(directory + "/", "")
+                        return True, errs, error_type
+                else:
+                    return False, success_info, error_type
+        except subprocess.CalledProcessError as e:
+            return True, f"Error: {e}", "subprocess.CalledProcessError"
+        except Exception as ex:
+            return True, f"An error occurred: {ex}", "OtherException"
+
+        return False, success_info, error_type
+
+    main_py_path = findFile(directory, ".py")
+    pass_flag, error_type = True, ""
+    if main_py_path is not None:
+        main_py_path = os.path.dirname(main_py_path)
+        bug_flag, info, error_type = exist_bugs(main_py_path)
+        pass_flag = not bug_flag
+    else:
+        pass_flag, error_type = False, "NoMain"
+
+    if error_type == "":
+        error_type = info.replace("\n", "\\n")
+
+    if pass_flag:
+        return  1.0
+    return 0.0
+
+def get_consistency(directory):
+    def remove_comments(string):
+        def remove_comments_by_regex(string, regex):
+            lines = string.split("\n")
+            lines = [line for line in lines if not line.strip().startswith("#")]
+            string = "\n".join(lines)
+            comments = []
+            matches = re.finditer(regex, string, re.DOTALL)
+            for match in matches:
+                group1 = match.group(1)
+                comments.append(group1)
+            for comment in comments + ["''''''\n"]:
+                string = string.replace(comment, "")
+            return string
+
+        string = remove_comments_by_regex(string, r"'''(.*?)'''")
+        string = remove_comments_by_regex(string, r"\"\"\"(.*?)\"\"\"")
+        return string
+
+    def get_text_embedding(text: str):
+        if text == "":
+            text = "None"
+        ada_embedding = client.embeddings.create(input=text, model="text-embedding-ada-002").model_dump()['data'][0]['embedding']
+        return ada_embedding
+
+    def get_code_embedding(code: str):
+        if code == "":
+            code = "#"
+        ada_embedding = client.embeddings.create(input=code, model="text-embedding-ada-002").model_dump()['data'][0]['embedding']
+        return ada_embedding
+
+    def get_cosine_similarity(embeddingi, embeddingj):
+        embeddingi = np.array(embeddingi)
+        embeddingj = np.array(embeddingj)
+        cos_sim = embeddingi.dot(embeddingj) / (np.linalg.norm(embeddingi) * np.linalg.norm(embeddingj))
+        return cos_sim
+
+    assert os.path.isdir(directory)
+    files = getFilesFromType(directory, ".txt")
+    if len(files) == 0:
+        print()
+    filepath = files[0]
+    task = open(filepath).read().strip()
+    codes = get_code(directory)
+    codes = remove_comments(codes)
+
+    text_embedding = get_text_embedding(task)
+    code_embedding = get_code_embedding(codes)
+    task_code_alignment = get_cosine_similarity(text_embedding, code_embedding)
+
+    return task_code_alignment
+
+def main(warehouse_root):
+    def write_string(string):
+        writer.write(string)
+        print(string, end="")
+
+    directories = []
+    for directory in os.listdir(warehouse_root):
+        directories.append(os.path.join(warehouse_root, directory))
+    directories = sorted(directories)
+    directories = [directory for directory in directories if os.path.isdir(directory)]
+    print("len(directories):", len(directories))
+
+    suffix = warehouse_root.replace("/", "__").replace("-", "_")
+    tsv_file = __file__.replace(".py", ".{}.tsv".format(suffix))
+    print("tsv_file:", tsv_file)
+
+    counter = 0
+    completeness_list, executability_list, consistency_list = [], [], []
+    with open(tsv_file, "a", encoding="utf-8") as writer:
+        for i, directory in enumerate(directories):
+            directory_basename = os.path.basename(directory)
+
+            completeness = get_completeness(directory)
+            executability = get_executability(directory)
+            consistency = get_consistency(directory)
+
+            completeness_list.append(completeness)
+            executability_list.append(executability)
+            consistency_list.append(consistency)
+
+            counter += 1
+
+main(warehouse_root = "./WareHouse")