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+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
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+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
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+*.pt filter=lfs diff=lfs merge=lfs -text
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+*.tar.* filter=lfs diff=lfs merge=lfs -text
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+*.tflite filter=lfs diff=lfs merge=lfs -text
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+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
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apis.txt

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+Crypto.Cipher.AES.MODE_EAX
+Crypto.Cipher.AES
+Crypto.Random.get_random_bytes
+Crypto.Cipher.AES.new
+Levenshtein.ratio
+PIL.Image
+PIL.Image.open
+base64.b64encode
+binascii.hexlify
+bs4.BeautifulSoup
+cgi.parse_header
+chardet.detect
+codecs.decode
+codecs.encode
+collections.Counter
+collections.defaultdict
+cryptography.hazmat.primitives.padding
+cryptography.hazmat.primitives.ciphers.algorithms
+cryptography.hazmat.primitives.ciphers.Cipher
+cryptography.hazmat.backends.default_backend
+cryptography.hazmat.primitives.ciphers.algorithms.AES
+cryptography.hazmat.primitives.padding.PKCS7
+cryptography.hazmat.primitives.ciphers.modes
+cryptography.hazmat.primitives.ciphers.modes.CBC
+csv.writer
+csv.DictReader
+csv.DictWriter
+csv.reader
+cv2.imread
+cv2.COLOR_BGR2RGB
+cv2.imwrite
+cv2.cvtColor
+datetime.datetime.now
+datetime.datetime
+datetime.datetime.today
+datetime.timedelta
+datetime.datetime.fromtimestamp
+datetime.timezone.utc
+datetime.datetime.datetime
+datetime.timezone
+datetime.datetime.strptime
+difflib.ndiff
+docx.Document
+email.message.EmailMessage
+email.message.set_content
+email.message
+email.mime.text.MIMEText
+flask.Flask
+flask.redirect
+flask.render_template
+flask.url_for
+flask_login.login_user
+flask_login.logout_user
+flask_login.LoginManager
+flask_login.UserMixin
+flask_login.current_user.id
+flask_login.login_required
+flask_login.current_user
+flask_mail.Mail
+flask_wtf.FlaskForm
+ftplib.FTP
+functools.reduce
+gensim.models.Word2Vec
+geopandas.GeoDataFrame
+getpass.getpass
+glob.glob
+hashlib.sha256
+hashlib.md5
+http.server.server
+http.server
+io.StringIO
+ipaddress.IPv4Network
+itertools.product
+itertools.permutations
+itertools.zip_longest
+json.dump
+json.JSONDecodeError
+json.load
+json.loads
+json.dumps
+keras.layers.Dense
+keras.optimizers.SGD
+keras.models.Sequential
+librosa.amplitude_to_db
+librosa.display.specshow
+librosa.stft
+librosa.display
+lxml.html
+lxml.html.fromstring
+lxml.etree
+lxml.etree.XML
+lxml.etree.XMLSyntaxError
+math.factorial
+math.floor
+math.pi
+matplotlib.pyplot.figure
+matplotlib.pyplot.legend
+matplotlib.axes.Axes
+matplotlib.pyplot.xlim
+matplotlib.pyplot.ylabel
+matplotlib.pyplot.xlabel
+matplotlib.pyplot.colorbar
+matplotlib.pyplot.Axes
+matplotlib.pyplot.scatter
+matplotlib.pyplot.axis
+matplotlib.pyplot
+matplotlib.pyplot.close
+matplotlib.pyplot.gca
+matplotlib.pyplot.xticks
+matplotlib.pyplot.plot
+matplotlib.pyplot.title
+matplotlib.pyplot.subplots
+matplotlib.pyplot.gcf
+matplotlib.pyplot.savefig
+matplotlib.pyplot.tight_layout
+matplotlib.pyplot.subplot
+matplotlib.pyplot.rc
+matplotlib.pyplot.imshow
+matplotlib.pyplot.show
+nltk.word_tokenize
+nltk.corpus
+nltk.corpus.stopwords.words
+nltk.download
+numpy.nanmean
+numpy.random.shuffle
+numpy.median
+numpy.copy
+numpy.max
+numpy.where
+numpy.random.randn
+numpy.cumsum
+numpy.sin
+numpy.exp
+numpy.floor
+numpy.sum
+numpy.nanmedian
+numpy.array
+numpy.cos
+numpy.mean
+numpy.arange
+numpy.random.seed
+numpy.number
+numpy.pi
+numpy.sqrt
+numpy.random.uniform
+numpy.delete
+numpy.ndarray
+numpy.uint8
+numpy.random.rand
+numpy.min
+numpy.concatenate
+numpy.log10
+numpy.histogram_bin_edges
+numpy.tensordot
+numpy.random.choice
+numpy.random.normal
+numpy.hstack
+numpy.linspace
+numpy.std
+numpy.zeros
+numpy.bincount
+numpy.random
+numpy.stack
+numpy.random.randint
+numpy.issubdtype
+numpy.nan
+numpy.abs
+numpy.outer
+openpyxl.load_workbook
+os.stat
+os.path
+os.scandir
+os.walk
+os.makedirs
+os.getenv
+os.path.isfile
+os.path.abspath
+os.path.exists
+os.path.join
+os.urandom
+os.path.basename
+os.path.isdir
+os.listdir
+os.getcwd
+os.path.splitext
+os.path.dirname
+os.remove
+pandas.date_range
+pandas.read_json
+pandas.to_datetime
+pandas.read_excel
+pandas.Timedelta
+pandas.concat
+pandas.errors.EmptyDataError
+pandas.api
+pandas.DataFrame
+pandas.Timestamp
+pandas.to_numeric
+pandas.Series
+pandas.read_csv
+pandas.crosstab
+pandas.read_html
+pandas.api.types.is_numeric_dtype
+pathlib.Path
+psutil.process_iter
+psutil.Process
+psutil.ZombieProcess
+psutil.NoSuchProcess
+pyquery.PyQuery
+pytesseract.image_to_string
+pytz.UTC
+pytz.timezone
+queue.Empty
+queue.Queue
+random.seed
+random.randint
+random.choice
+random.sample
+random.uniform
+re.findall
+re.match
+re.compile
+re.sub
+re.search
+re.IGNORECASE
+re.split
+regex.sub
+requests.get
+requests.HTTPError
+requests.exceptions
+requests.RequestException
+requests.ConnectionError
+rsa.newkeys
+rsa.encrypt
+scipy.fftpack.fft
+scipy.stats.norm
+scipy.spatial.Voronoi
+scipy.stats.norm.pdf
+scipy.stats.chi2_contingency
+scipy.fftpack
+scipy.stats.norm.fit
+scipy.optimize
+scipy.stats.zscore
+scipy.spatial.voronoi_plot_2d
+scipy.optimize.curve_fit
+scipy.stats
+seaborn.histplot
+seaborn.boxplot
+seaborn.pairplot
+seaborn.countplot
+seaborn.barplot
+seaborn.lineplot
+seaborn.heatmap
+seaborn.set_theme
+seaborn.stripplot
+select.select
+shapely.geometry.Point
+shutil.copyfile
+shutil.copy
+shutil.move
+sklearn.feature_extraction.text.CountVectorizer
+sklearn.preprocessing.StandardScaler
+sklearn.datasets.load_iris
+sklearn.preprocessing.normalize
+sklearn.metrics.auc
+sklearn.model_selection.train_test_split
+sklearn.preprocessing.MinMaxScaler
+sklearn.ensemble.RandomForestClassifier
+sklearn.preprocessing
+sklearn.metrics.roc_curve
+sklearn.decomposition.NMF
+sklearn.feature_extraction.text.TfidfVectorizer
+sklearn.linear_model.LinearRegression
+sklearn.cluster.KMeans
+sklearn.decomposition.PCA
+smtplib.SMTPAuthenticationError
+smtplib.SMTP
+socket.AF_INET
+socket.SOCK_STREAM
+socket.error
+socket.socket
+soundfile.read
+sqlite3.DatabaseError
+sqlite3.connect
+ssl.PROTOCOL_TLS_SERVER
+ssl.SSLContext
+statistics.mean
+statsmodels.tsa.seasonal.seasonal_decompose
+statsmodels.tsa.arima.model.ARIMA
+string.punctuation
+string.ascii_lowercase
+subprocess.CalledProcessError
+subprocess.STDOUT
+subprocess.run
+subprocess.PIPE
+subprocess.Popen
+subprocess.call
+sys.executable
+sys.stderr
+tarfile.open
+tensorflow.keras.Sequential
+tensorflow.keras.optimizers.SGD
+tensorflow.keras.layers.Dense
+tensorflow.keras.layers
+tensorflow.keras
+tensorflow.keras.optimizers
+threading.Thread
+time.sleep
+time.time
+typing.Tuple
+typing.List
+unicodedata.normalize
+urllib.parse.urlparse
+urllib.request.request.urlretrieve
+urllib.parse.parse.quote
+urllib.parse.parse
+urllib.request.request.urlopen
+urllib.request.error.URLError
+urllib.request.request
+urllib.parse.urljoin
+urllib.parse
+urllib.request
+urllib.request.error
+warnings.warn
+warnings.simplefilter
+werkzeug.security.generate_password_hash
+werkzeug.security.check_password_hash
+wordcloud.WordCloud
+wtforms.StringField
+wtforms.validators.Length
+wtforms.SubmitField
+wtforms.validators.DataRequired
+wtforms.PasswordField
+xlwt.Workbook
+zipfile.ZipFile
+zipfile.BadZipFile

extract_api.py

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+import ast
+
+def extract_apis(code):
+    tree = ast.parse(code)
+    api_list = []
+    imported_modules = {}
+    scope_stack = []
+
+    class ApiExtractor(ast.NodeVisitor):
+        def visit_Import(self, node):
+            for alias in node.names:
+                module_name = alias.name
+                alias_name = alias.asname or alias.name
+                if scope_stack:
+                    imported_modules[scope_stack[-1]][alias_name] = module_name
+                else:
+                    imported_modules[alias_name] = module_name
+                top_level_module = module_name.split('.')[0]
+                if top_level_module not in imported_modules:
+                    imported_modules[top_level_module] = module_name
+            self.generic_visit(node)
+
+        def visit_ImportFrom(self, node):
+            module = node.module
+            if module:
+                for alias in node.names:
+                    full_name = f'{module}.{alias.name}'
+                    alias_name = alias.asname or alias.name
+                    if scope_stack:
+                        imported_modules[scope_stack[-1]][alias_name] = full_name
+                    else:
+                        imported_modules[alias_name] = full_name
+                top_level_module = module.split('.')[0]
+                if top_level_module not in imported_modules:
+                    imported_modules[top_level_module] = module
+            self.generic_visit(node)
+
+        def visit_ClassDef(self, node):
+            scope_stack.append(node.name)
+            imported_modules[node.name] = {}
+            self.generic_visit(node)
+            scope_stack.pop()
+
+        def visit_Attribute(self, node):
+            if isinstance(node.value, ast.Name):
+                id_lookup = node.value.id
+                current_scope = scope_stack[-1] if scope_stack else None
+                base_module = (imported_modules[current_scope].get(id_lookup)
+                               if current_scope and id_lookup in imported_modules[current_scope]
+                               else imported_modules.get(id_lookup))
+                if base_module:
+                    api_call = f"{base_module}.{node.attr}"
+                    if api_call not in api_list:
+                        api_list.append(api_call)
+            self.generic_visit(node)
+
+        def visit_Name(self, node):
+            id_lookup = node.id
+            current_scope = scope_stack[-1] if scope_stack else None
+            base_module = (imported_modules[current_scope].get(id_lookup)
+                           if current_scope and id_lookup in imported_modules[current_scope]
+                           else imported_modules.get(id_lookup))
+            if base_module and base_module not in api_list:
+                api_list.append(base_module)
+            self.generic_visit(node)
+
+        def visit_Call(self, node):
+            function_name = None
+            if isinstance(node.func, ast.Name):
+                function_name = node.func.id
+            elif isinstance(node.func, ast.Attribute):
+                attrs = []
+                current = node.func
+                while isinstance(current, ast.Attribute):
+                    attrs.append(current.attr)
+                    current = current.value
+                if isinstance(current, ast.Name):
+                    attrs.append(current.id)
+                    attrs.reverse()
+                    function_name = '.'.join(attrs)
+
+            if function_name:
+                current_scope = scope_stack[-1] if scope_stack else None
+                base_module = (imported_modules[current_scope].get(function_name.split('.')[0])
+                               if current_scope and function_name.split('.')[0] in imported_modules[current_scope]
+                               else imported_modules.get(function_name.split('.')[0]))
+                if base_module:
+                    api_call = f"{base_module}{'.' + '.'.join(function_name.split('.')[1:]) if len(function_name.split('.')) > 1 else ''}"
+                    if api_call not in api_list:
+                        api_list.append(api_call)
+
+            # Direct function usage as arguments
+            for arg in node.args:
+                if isinstance(arg, ast.Name) and arg.id in imported_modules:
+                    api_call = imported_modules[arg.id]
+                    if api_call not in api_list:
+                        api_list.append(api_call)
+                    
+            self.generic_visit(node)
+
+    ApiExtractor().visit(tree)
+    return list(set([api for api in api_list if "." in api]))
+
+if __name__ == "__main__":
+    import json
+    from datasets import load_dataset
+    dataset = load_dataset("bigcode/bigcodebench-hard", split="v0.1.0_hf")
+    apis = []
+    for item in dataset:
+        complete_prompt = item["complete_prompt"]
+        canonical_solution = item["canonical_solution"]
+        apis.extend(extract_apis(complete_prompt+canonical_solution))
+    
+    sorted_apis = sorted(apis, lambda x: x.split('.')[0])
+    with open("apis.txt", "w") as f:
+        for api in sorted_apis:
+            f.write(api + "\n")

get_api_info.py

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+import inspect
+
+def get_api_info(api):
+    try:
+        # Split the API string into module and function parts
+        module_parts = api.split('.')
+        function_name = module_parts.pop()
+        module_name = '.'.join(module_parts)
+
+        # Dynamically import the module
+        module = __import__(module_name, fromlist=[function_name])
+        
+        # Get the function or class from the module
+        api_object = getattr(module, function_name)
+
+        # Get the signature
+        signature = inspect.signature(api_object)
+
+        # Get the docstring
+        docstring = inspect.getdoc(api_object)
+
+        return {
+            'name': api,
+            'signature': str(signature),
+            'docstring': docstring
+        }
+    except ImportError:
+        return {'name': api, 'error': 'Module not found'}
+    except AttributeError:
+        return {'name': api, 'error': 'Function or class not found in module'}
+    except Exception as e:
+        return {'name': api, 'error': str(e)}

util.py

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+import signal
+import time
+
+import openai
+from openai.types.chat import ChatCompletion
+
+
+def make_request(
+    client: openai.Client,
+    message: str,
+    model: str,
+    max_tokens: int = 512,
+    temperature: float = 1,
+    n: int = 1,
+    **kwargs
+) -> ChatCompletion:
+    system_msg = "You are a helpful assistant good at coding."
+    if (
+        kwargs.get("response_format", None)
+        and kwargs["response_format"]["type"] == "json_object"
+    ):
+        system_msg = "You are a helpful assistant designed to output JSON."
+
+    return client.chat.completions.create(
+        model=model,
+        messages=[
+            {"role": "system", "content": system_msg},
+            {"role": "user", "content": message},
+        ],
+        max_tokens=max_tokens,
+        temperature=temperature,
+        n=n,
+        **kwargs
+    )
+
+
+def handler(signum, frame):
+    # swallow signum and frame
+    raise Exception("end of time")
+
+
+def make_auto_request(*args, **kwargs) -> ChatCompletion:
+    ret = None
+    while ret is None:
+        try:
+            signal.signal(signal.SIGALRM, handler)
+            signal.alarm(100)
+            ret = make_request(*args, **kwargs)
+            signal.alarm(0)
+        except openai.RateLimitError:
+            print("Rate limit exceeded. Waiting...")
+            signal.alarm(0)
+            time.sleep(5)
+        except openai.APIConnectionError:
+            print("API connection error. Waiting...")
+            signal.alarm(0)
+            time.sleep(5)
+        except openai.APIError as e:
+            print(e)
+            signal.alarm(0)
+        except Exception as e:
+            print("Unknown error. Waiting...")
+            print(e)
+            signal.alarm(0)
+            time.sleep(1)
+    return ret