diff --git a/.gitignore b/.gitignore index 1b53437..426bb5a 100644 --- a/.gitignore +++ b/.gitignore @@ -135,8 +135,6 @@ cache *.zip cache.json Untitled*.ipynb -pyproject.toml -poetry.lock tmp/ lab/ *.csv \ No newline at end of file diff --git a/icortex/__init__.py b/icortex/__init__.py index a05605a..e7ff10c 100644 --- a/icortex/__init__.py +++ b/icortex/__init__.py @@ -1,4 +1,7 @@ from icortex.kernel import ICortexKernel, print_help, get_icortex_kernel -from icortex.cli import set_icortex_service, eval_cli -from icortex.exec import eval_prompt + +# from icortex.cli import set_icortex_service, eval_cli import icortex.services +import importlib.metadata + +__version__ = importlib.metadata.version("icortex") diff --git a/icortex/cli.py b/icortex/cli.py index 06453e9..14dcc23 100644 --- a/icortex/cli.py +++ b/icortex/cli.py @@ -2,7 +2,6 @@ import shlex import sys import argparse -from icortex.kernel import get_icortex_kernel from jupyter_console.app import ZMQTerminalIPythonApp from icortex.services import get_available_services from icortex.defaults import DEFAULT_ICORTEX_CONFIG_PATH @@ -150,14 +149,14 @@ def get_parser(prog=None): return parser, parser_service -def set_icortex_service(config_path=DEFAULT_ICORTEX_CONFIG_PATH): - kernel = get_icortex_kernel() - if kernel is not None: - return ICortexConfig(DEFAULT_ICORTEX_CONFIG_PATH).set_service() - return False +# def set_icortex_service(kernel, config_path=DEFAULT_ICORTEX_CONFIG_PATH): +# if kernel is not None: +# return ICortexConfig(DEFAULT_ICORTEX_CONFIG_PATH).set_service() +# return False -def main(argv=None, prog=None): + +def main(argv=None, prog=None, kernel=None): if argv is None: argv = sys.argv[1:] @@ -195,6 +194,7 @@ def main(argv=None, prog=None): elif args.command == "help": parser.print_help() elif args.command == "shell" or args.command is None: + from icortex.kernel import get_icortex_kernel kernel = get_icortex_kernel() if kernel is None: ZMQTerminalICortexApp.launch_instance() diff --git a/icortex/config.py b/icortex/config.py index 6b6b870..d5cca44 100644 --- a/icortex/config.py +++ b/icortex/config.py @@ -3,7 +3,6 @@ from icortex.services import get_available_services, get_service from icortex.helper import yes_no_input, prompt_input -from icortex.kernel import get_icortex_kernel from icortex.services.service_base import ServiceVariable @@ -11,6 +10,10 @@ class ICortexConfig: def __init__(self, path: str): self.path = path self.read_config() + self.kernel = None + + def set_kernel(self, kernel): + self.kernel = kernel def get_service_name(self): if "service" in self.dict: @@ -45,8 +48,8 @@ def set_service_var(self, var_name: str, var_value) -> bool: success = self.write_config() if success: print(f"Set variable {var_name} to {cast_value}.") - kernel = get_icortex_kernel() - if kernel is not None: + # kernel = get_icortex_kernel() + if self.kernel is not None: self.set_service() return True else: @@ -73,8 +76,8 @@ def set_service_config(self, service_name: str, hard_init=False) -> bool: success = self.write_config() if success: print(f"Set service to {service_name} successfully.") - kernel = get_icortex_kernel() - if kernel is not None: + # kernel = get_icortex_kernel() + if self.kernel is not None: self.set_service() return True else: @@ -82,8 +85,8 @@ def set_service_config(self, service_name: str, hard_init=False) -> bool: def set_service(self): # TODO: pass the --config flag from icortex somehow - kernel = get_icortex_kernel() - if kernel is None: + # kernel = get_icortex_kernel() + if self.kernel is None: return False if not self.dict: @@ -102,7 +105,7 @@ def set_service(self): service_config = self.dict[service_name] service_class = get_service(service_name) - kernel.set_service(service_class(service_config)) + self.kernel.set_service(service_class(service_config)) return True def ask_which_service(self) -> str: diff --git a/icortex/context.py b/icortex/context.py new file mode 100644 index 0000000..c5914d0 --- /dev/null +++ b/icortex/context.py @@ -0,0 +1,85 @@ +import typing as t +import importlib.metadata +from copy import deepcopy +import platform +from icortex.defaults import DEFAULT_HISTORY_VAR + +icortex_version = importlib.metadata.version("icortex") + +INITIAL_HISTORY_VAL = { + "metadata": { + "kernelspec": { + "display_name": "ICortex (Python 3)", + "language": "icortex", + "name": "icortex", + }, + "language_info": { + "pygments_lexer": "icortex", + # "codemirror_mode": {"name": "ipython", "version": 3}, + "file_extension": ".icx", + "mimetype": "text/x-icortex", + "name": "icortex", + # "nbconvert_exporter": "python", + "pygments_lexer": "icortex", + "version": icortex_version, + "python_version": platform.python_version(), + }, + }, + "nbformat": 4, + "nbformat_minor": 5, + "cells": [], +} + + +class ICortexHistory: + """Interface to construct a history variable in globals for storing + notebook context. + The constructed dict maps to JSON, and the schema is compatible + with the Jupyter notebook format: + https://nbformat.readthedocs.io/en/latest/format_description.html""" + + def __init__(self, scope: t.Dict[str, t.Any]): + self.scope = scope + self._check_init() + + def _check_init(self): + if DEFAULT_HISTORY_VAR not in self.scope: + self.scope[DEFAULT_HISTORY_VAR] = deepcopy(INITIAL_HISTORY_VAL) + + self._dict = self.scope[DEFAULT_HISTORY_VAR] + + def get_dict(self): + return deepcopy(self._dict) + + def add_code(self, code: str, outputs: t.List[t.Any]): + self._check_init() + + ret = { + "cell_type": "code", + "metadata": {}, + "source": code, + "outputs": outputs, + } + + self._dict["cells"].append(ret) + return ret + + def add_prompt( + self, + prompt: str, + outputs: t.List[t.Any], + service_interaction: t.Dict[str, t.Any], + ): + self._check_init() + + ret = { + "cell_type": "code", + "metadata": { + "service": service_interaction, + }, + "source": prompt, + "outputs": outputs, + } + + self._dict["cells"].append(ret) + return ret diff --git a/icortex/defaults.py b/icortex/defaults.py index 9c3249b..409404a 100644 --- a/icortex/defaults.py +++ b/icortex/defaults.py @@ -1,8 +1,9 @@ - # Default parameters DEFAULT_ICORTEX_CONFIG_PATH = "icortex.toml" DEFAULT_CACHE_PATH = "cache.json" DEFAULT_REGENERATE = False DEFAULT_AUTO_INSTALL_PACKAGES = False +DEFAULT_AUTO_EXECUTE = False DEFAULT_QUIET = False DEFAULT_SERVICE = "textcortex" +DEFAULT_HISTORY_VAR = "_icortex_history" diff --git a/icortex/exec.py b/icortex/exec.py deleted file mode 100644 index 3bc38e9..0000000 --- a/icortex/exec.py +++ /dev/null @@ -1,95 +0,0 @@ -import shlex - -from pygments import highlight -from pygments.formatters import Terminal256Formatter -from pygments.lexers import PythonLexer - -from icortex.pypi import install_missing_packages, get_missing_modules -from icortex.kernel import get_icortex_kernel -from icortex.helper import yes_no_input -from icortex.defaults import * - - -def highlight_python(code: str): - return highlight(code, PythonLexer(), Terminal256Formatter()) - - -def run_dialog( - code: str, - execute: bool = False, - auto_install_packages: bool = DEFAULT_AUTO_INSTALL_PACKAGES, - quiet: bool = DEFAULT_QUIET, - nonint: bool = False, -): - if not quiet: - print(highlight_python(code)) - - missing_modules = get_missing_modules(code) - - if len(missing_modules) > 0 and not auto_install_packages and not nonint: - auto_install_packages = yes_no_input( - f"The following modules are missing in your environment: {', '.join(missing_modules)}\nAttempt to find and install corresponding PyPI packages?" - ) - - unresolved_modules = [] - if auto_install_packages: - # Unresolved modules are modules that cannot be mapped - # to any PyPI packages according to the local data in this library - unresolved_modules = install_missing_packages(code) - if len(unresolved_modules) > 0: - print( - f"""The following imported modules could not be resolved to PyPI packages: {', '.join(unresolved_modules)} - Install them manually and try again. - """ - ) - return "" - - # Modules that are still missing regardless of - # whether the user tried to auto-install them or not: - still_missing_modules = get_missing_modules(code) - - if not execute and not nonint and len(still_missing_modules) == 0: - execute = yes_no_input("Proceed to execute?") - - if execute and len(still_missing_modules) == 0: - # return exec(code) - return code - elif execute and len(still_missing_modules) > 0: - if auto_install_packages: - bermuda_modules = [ - module - for module in still_missing_modules - if module not in unresolved_modules - ] - print( - f"""These modules should have been installed at this point, but they are still missing: {', '.join(bermuda_modules)} -This might be due to an installer issue, please resolve manually.""", - ) - print( - f"Skipping execution due to missing modules: {', '.join(still_missing_modules)}." - ) - return "" - - -def eval_prompt(prompt_with_args: str): - service = get_icortex_kernel().service - - # Print help if the user has typed `/help` - argv = shlex.split(prompt_with_args) - args = service.prompt_parser.parse_args(argv) - prompt = " ".join(args.prompt) - if prompt == "help": - return "from icortex import print_help\nprint_help()" - - # Otherwise, generate with the prompt - response = service.generate(prompt_with_args) - # TODO: Account for multiple response values - code_: str = response[0]["text"] - - return run_dialog( - code_, - execute=args.execute, - auto_install_packages=args.auto_install_packages, - quiet=args.quiet, - nonint=args.nonint, - ) diff --git a/icortex/helper.py b/icortex/helper.py index 1a4ece0..dd258a7 100644 --- a/icortex/helper.py +++ b/icortex/helper.py @@ -1,28 +1,33 @@ -def unescape(s): +from pygments import highlight +from pygments.formatters import Terminal256Formatter +from pygments.lexers import PythonLexer + + +def unescape(s) -> str: return s.encode("utf-8").decode("unicode_escape") -def is_prompt(input: str): +def is_prompt(input: str) -> bool: return input.strip()[0] == "/" -def is_cli(input: str): +def is_cli(input: str) -> bool: return input.strip()[:2] == "//" -def escape_quotes(s: str): +def escape_quotes(s: str) -> str: return s.replace('"', r"\"").replace("'", r"\'") -def extract_prompt(input: str): +def extract_prompt(input: str) -> str: return input.strip()[1:].strip() -def extract_cli(input: str): +def extract_cli(input: str) -> str: return input.strip()[2:].strip() -def yes_no_input(message: str, default=True): +def yes_no_input(message: str, default=True) -> bool: if default: message += " [Y/n]" else: @@ -45,3 +50,7 @@ def prompt_input(message: str, type=str, default=None): return default else: return type(user_input) + + +def highlight_python(code: str): + return highlight(code, PythonLexer(), Terminal256Formatter()) diff --git a/icortex/kernel.py b/icortex/kernel.py index 8d3261e..4265813 100644 --- a/icortex/kernel.py +++ b/icortex/kernel.py @@ -2,13 +2,27 @@ # https://jupyter-client.readthedocs.io/en/latest/wrapperkernels.html # https://github.com/jupyter/jupyter/wiki/Jupyter-kernels +import shlex import typing as t +from icortex.config import ICortexConfig +from icortex.cli import eval_cli +from icortex.context import ICortexHistory from ipykernel.ipkernel import IPythonKernel from traitlets.config.configurable import SingletonConfigurable -from icortex.helper import extract_cli, is_cli, is_prompt, extract_prompt, escape_quotes -from icortex.services import ServiceBase +from icortex.helper import ( + extract_cli, + is_cli, + is_prompt, + extract_prompt, + escape_quotes, + yes_no_input, + highlight_python, +) +from icortex.services import ServiceBase, ServiceInteraction +from icortex.pypi import install_missing_packages, get_missing_modules +from icortex.defaults import * class ICortexKernel(IPythonKernel, SingletonConfigurable): @@ -31,7 +45,8 @@ def __init__(self, **kwargs): super().__init__(**kwargs) self.service = None - # self.set_service() + scope = self.shell.user_ns + self.history = ICortexHistory(scope) async def do_execute( self, @@ -41,31 +56,49 @@ async def do_execute( user_expressions=None, allow_stdin=True, ): - if is_cli(input_): - prompt = extract_cli(input_) - prompt = escape_quotes(prompt) - code = f'''from icortex import eval_cli -eval_cli("""{prompt}""") -''' - elif is_prompt(input_): - prompt = extract_prompt(input_) - prompt = escape_quotes(prompt) - - if self.service is None: - code = f'''from icortex import set_icortex_service, eval_prompt -success = set_icortex_service() -if success: - code = eval_prompt("""{prompt}""") - exec(code) -else: - print(\'No service selected. Run `//service init` to initialize a service.\') -''' + self._forward_input(allow_stdin) + + try: + if is_cli(input_): + prompt = extract_cli(input_) + prompt = escape_quotes(prompt) + eval_cli(prompt) + code = "" + elif is_prompt(input_): + prompt = extract_prompt(input_) + prompt = escape_quotes(prompt) + + if self.service is None: + conf = ICortexConfig(DEFAULT_ICORTEX_CONFIG_PATH) + conf.set_kernel(self) + success = conf.set_service() + + if success: + service_interaction = self.eval_prompt(prompt) + code = service_interaction.get_code() + + # TODO: Store output once #12 is implemented + self.history.add_prompt( + input_, [], service_interaction.to_dict() + ) + else: + print( + "No service selected. Run `//service init ` to initialize a service." + ) + code = "" + else: + service_interaction = self.eval_prompt(prompt) + code = service_interaction.get_code() + # TODO: Store output once #12 is implemented + self.history.add_prompt(input_, [], service_interaction.to_dict()) + else: - code = f'''from icortex import eval_prompt -code = eval_prompt("""{prompt}""") -exec(code)''' - else: - code = input_ + code = input_ + # TODO: Store output once #12 is implemented + self.history.add_code(code, []) + + finally: + self._restore_input() # TODO: KeyboardInterrupt does not kill coroutines, fix # Until then, try not to use Ctrl+C while a cell is executing @@ -82,6 +115,105 @@ def set_service(self, service: t.Type[ServiceBase]): self.service = service return True + # def set_icortex_service(config_path=DEFAULT_ICORTEX_CONFIG_PATH): + # kernel = get_icortex_kernel() + # if kernel is not None: + # return ICortexConfig(DEFAULT_ICORTEX_CONFIG_PATH).set_service() + # return False + + def _run_dialog( + self, + code: str, + auto_execute: bool = DEFAULT_AUTO_EXECUTE, + auto_install_packages: bool = DEFAULT_AUTO_INSTALL_PACKAGES, + quiet: bool = DEFAULT_QUIET, + nonint: bool = False, + ) -> ServiceInteraction: + + if not quiet: + print(highlight_python(code)) + + missing_modules = get_missing_modules(code) + + install_packages_yesno = False + if len(missing_modules) > 0 and not auto_install_packages and not nonint: + install_packages_yesno = yes_no_input( + f"The following modules are missing in your environment: {', '.join(missing_modules)}\nAttempt to find and install corresponding PyPI packages?" + ) + install_packages = auto_install_packages or install_packages_yesno + + unresolved_modules = [] + if install_packages: + # Unresolved modules are modules that cannot be mapped + # to any PyPI packages according to the local data in this library + unresolved_modules = install_missing_packages(code) + if len(unresolved_modules) > 0: + print( + f"""The following imported modules could not be resolved to PyPI packages: {', '.join(unresolved_modules)} + Install them manually and try again. + """ + ) + + # Modules that are still missing regardless of + # whether the user tried to auto-install them or not: + still_missing_modules = get_missing_modules(code) + + execute_yesno = False + if not auto_execute and not nonint and len(still_missing_modules) == 0: + execute_yesno = yes_no_input("Proceed to execute?") + + execute = auto_execute or execute_yesno + + if execute and len(still_missing_modules) > 0: + execute = False + if auto_install_packages: + bermuda_modules = [ + module + for module in still_missing_modules + if module not in unresolved_modules + ] + print( + f"""These modules should have been installed at this point, but they are still missing: {', '.join(bermuda_modules)} + This might be due to an installer issue, please resolve manually.""", + ) + print( + f"Skipping execution due to missing modules: {', '.join(still_missing_modules)}." + ) + + return ServiceInteraction( + name=self.service.name, + execute=execute, + outputs=[code], + quiet=quiet, + install_packages=install_packages, + missing_modules=missing_modules, + # unresolved_modules=unresolved_modules, + # still_missing_modules=still_missing_modules, + ) + + def eval_prompt(self, prompt_with_args: str) -> ServiceInteraction: + # Print help if the user has typed `/help` + argv = shlex.split(prompt_with_args) + args = self.service.prompt_parser.parse_args(argv) + prompt = " ".join(args.prompt) + if prompt == "help": + return "from icortex import print_help\nprint_help()" + + # Otherwise, generate with the prompt + response = self.service.generate( + prompt_with_args, context=self.history.get_dict() + ) + # TODO: Account for multiple response values + code_: str = response[0]["text"] + + return self._run_dialog( + code_, + auto_execute=args.execute, + auto_install_packages=args.auto_install_packages, + quiet=args.quiet, + nonint=args.nonint, + ) + def get_icortex_kernel() -> ICortexKernel: """Get the global ICortexKernel instance. diff --git a/icortex/pypi.py b/icortex/pypi.py index eb5ece5..d409175 100644 --- a/icortex/pypi.py +++ b/icortex/pypi.py @@ -1,6 +1,7 @@ import re import importlib import pip +import typing as t # A dictionary of popular module names mapped to their corresponding PyPI packages. # TODO: replace this with something more streamlined @@ -32,7 +33,7 @@ def get_imported_modules(code): return modules -def get_missing_modules(code): +def get_missing_modules(code: str) -> t.List[str]: imported_modules = get_imported_modules(code) missing_modules = [ diff --git a/icortex/services/__init__.py b/icortex/services/__init__.py index 6cec7e0..ee9e31d 100644 --- a/icortex/services/__init__.py +++ b/icortex/services/__init__.py @@ -1,10 +1,18 @@ +import typing as t +from copy import deepcopy + from icortex.services.service_base import ServiceBase, ServiceVariable from icortex.services.echo import EchoService from icortex.services.textcortex import TextCortexService from icortex.services.openai import OpenAIService from icortex.services.huggingface import HuggingFaceAutoService -from icortex.defaults import DEFAULT_SERVICE -import typing as t + +from icortex.defaults import ( + DEFAULT_AUTO_EXECUTE, + DEFAULT_AUTO_INSTALL_PACKAGES, + DEFAULT_QUIET, + DEFAULT_SERVICE, +) service_dict = { "echo": EchoService, @@ -26,3 +34,44 @@ def get_available_services() -> t.List[str]: sorted_services = [DEFAULT_SERVICE] + sorted_services return sorted_services + + +class ServiceInteraction: + def __init__( + self, + name: str = None, + outputs: t.List[str] = None, + execute: bool = None, + install_packages: bool = None, + missing_modules: t.List[str] = None, + quiet: bool = None, + # still_missing_modules: t.List[str] = None, + # unresolved_modules: t.List[str] = None, + ): + self.name = name + self.outputs = outputs + self.install_packages = install_packages + self.missing_modules = missing_modules + self.execute = execute + self.quiet = quiet + # self.still_missing_modules = still_missing_modules + # self.unresolved_modules = unresolved_modules + + def to_dict(self): + ret = { + ret: val + for ret, val in deepcopy(self.__dict__).items() + if val is not None and val != [] + } + if self.install_packages == DEFAULT_AUTO_INSTALL_PACKAGES: + del ret["install_packages"] + if self.quiet == DEFAULT_QUIET: + del ret["quiet"] + + return ret + + def get_code(self): + if self.execute: + return self.outputs[0] + else: + return "" diff --git a/icortex/services/echo.py b/icortex/services/echo.py index ae5aa2c..e6a3d4a 100644 --- a/icortex/services/echo.py +++ b/icortex/services/echo.py @@ -1,5 +1,5 @@ import shlex - +import typing as t from icortex.defaults import * from icortex.services import ServiceBase, ServiceVariable from icortex.helper import escape_quotes @@ -21,6 +21,7 @@ class EchoService(ServiceBase): def generate( self, prompt: str, + context: t.Dict[str, t.Any] = {}, ): argv = shlex.split(prompt) diff --git a/icortex/services/huggingface.py b/icortex/services/huggingface.py index a46a60b..fbb5432 100644 --- a/icortex/services/huggingface.py +++ b/icortex/services/huggingface.py @@ -133,6 +133,7 @@ def __init__(self, config: t.Dict): def generate( self, prompt: str, + context: t.Dict[str, t.Any] = {}, ): argv = shlex.split(prompt) diff --git a/icortex/services/openai.py b/icortex/services/openai.py index cb3a012..e71e9df 100644 --- a/icortex/services/openai.py +++ b/icortex/services/openai.py @@ -108,6 +108,7 @@ def __init__(self, config: t.Dict): def generate( self, prompt: str, + context: t.Dict[str, t.Any] = {}, ): argv = shlex.split(prompt) diff --git a/icortex/services/service_base.py b/icortex/services/service_base.py index 463ce6c..501df6d 100644 --- a/icortex/services/service_base.py +++ b/icortex/services/service_base.py @@ -1,7 +1,7 @@ +from abc import ABC, abstractmethod import os import argparse import json -import click from icortex.defaults import * @@ -59,7 +59,7 @@ def set_help(self, help: str): self.help = None -class ServiceBase: +class ServiceBase(ABC): name: str = "base" description: str = "Base class for a code generation service" # Each child class will need to add their specific arguments @@ -161,7 +161,8 @@ def cache_response( cache.append({"request": request_dict, "response": response_dict}) return self._write_cache(cache, cache_path) - def generate(self, prompt: str): + @abstractmethod + def generate(self, prompt: str, context: t.Dict[str, t.Any] = {}): raise NotImplementedError def config_dialog(self, skip_defaults=False): diff --git a/icortex/services/textcortex.py b/icortex/services/textcortex.py index 6912d1c..bd12aff 100644 --- a/icortex/services/textcortex.py +++ b/icortex/services/textcortex.py @@ -70,6 +70,7 @@ def __init__(self, config: t.Dict): def generate( self, prompt: str, + context: t.Dict[str, t.Any] = {}, ): argv = shlex.split(prompt) @@ -82,8 +83,11 @@ def generate( prompt_text = " ".join(args.prompt) # Prepare request data payload = { - "template_name": "code_cortex_python", - "prompt": {"instruction": prompt_text}, + "template_name": "icortex", + "prompt": { + "instruction": prompt_text, + "context": context, + }, "temperature": args.temperature, "token_count": args.token_count, "n_gen": args.n_gen, @@ -95,6 +99,8 @@ def generate( # Create a dict of the request for cache storage cached_payload = copy.deepcopy(payload) del cached_payload["api_key"] + # Delete the whole context for now: + del cached_payload["prompt"]["context"] cached_request_dict = { "service": self.name, "params": { diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..f5ea8fa --- /dev/null +++ b/poetry.lock @@ -0,0 +1,1741 @@ +[[package]] +name = "appnope" +version = "0.1.3" +description = "Disable App Nap on macOS >= 10.9" +category = "main" +optional = false +python-versions = "*" + +[[package]] +name = "asttokens" +version = "2.0.8" +description = "Annotate AST trees with source code positions" +category = "main" +optional = false +python-versions = "*" + +[package.dependencies] +six = "*" + +[package.extras] +test = ["astroid (<=2.5.3)", "pytest"] + +[[package]] +name = "backcall" +version = "0.2.0" +description = "Specifications for callback functions passed in to an API" +category = "main" +optional = false +python-versions = "*" + +[[package]] +name = "certifi" +version = "2022.9.24" +description = "Python package for providing Mozilla's CA Bundle." +category = "main" +optional = false +python-versions = ">=3.6" + +[[package]] +name = "cffi" +version = "1.15.1" +description = "Foreign Function Interface for Python calling C code." +category = "main" +optional = false +python-versions = "*" + +[package.dependencies] +pycparser = "*" + +[[package]] +name = "charset-normalizer" +version = "2.1.1" +description = "The Real First Universal Charset Detector. 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author_email="onur@textcortex.com", - url="https://github.com/textcortex/icortex", - license="Apache", - python_requires=">=3.7.0", - install_requires=[ - "click", - "entrypoints", - "ipykernel", - "ipython", - "ipywidgets", - "jupyter-client", - "jupyter-console", - "jupyter-core", - "jupyterlab-widgets", - "openai", - "pygments", - "toml", - "traitlets", - ], - extras_require={ - "huggingface": [ - "torch", - "transformers", - "optimum", - "onnx", - "onnxruntime", - ], - "openai": [ - "openai", - ], - }, - classifiers=[ - "Intended Audience :: Developers", - "License :: OSI Approved :: Apache Software License", - "Intended Audience :: Education", - "Intended Audience :: Science/Research", - "Operating System :: OS Independent", - "Programming Language :: Python :: 3", - "Programming Language :: Python :: 3.7", - "Programming Language :: Python :: 3.8", - "Programming Language :: Python :: 3.9", - "Topic :: Scientific/Engineering :: Artificial Intelligence", - ], - keywords=[ - 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