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8 changed files with 391 additions and 92 deletions

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chatmastermind/ai.py Normal file
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@ -0,0 +1,63 @@
from dataclasses import dataclass
from typing import Protocol, Optional, Union
from .configuration import AIConfig
from .tags import Tag
from .message import Message
from .chat import Chat
class AIError(Exception):
pass
@dataclass
class Tokens:
prompt: int = 0
completion: int = 0
total: int = 0
@dataclass
class AIResponse:
"""
The response to an AI request. Consists of one or more messages
(each containing the question and a single answer) and the nr.
of used tokens.
"""
messages: list[Message]
tokens: Optional[Tokens] = None
class AI(Protocol):
"""
The base class for AI clients.
"""
name: str
config: AIConfig
def request(self,
question: Message,
context: Chat,
num_answers: int = 1,
otags: Optional[set[Tag]] = None) -> AIResponse:
"""
Make an AI request, asking the given question with the given
context (i. e. chat history). The nr. of requested answers
corresponds to the nr. of messages in the 'AIResponse'.
"""
raise NotImplementedError
def models(self) -> list[str]:
"""
Return all models supported by this AI.
"""
raise NotImplementedError
def tokens(self, data: Union[Message, Chat]) -> int:
"""
Computes the nr. of AI language tokens for the given message
or chat. Note that the computation may not be 100% accurate
and is not implemented for all AIs.
"""
raise NotImplementedError

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@ -0,0 +1,20 @@
"""
Creates different AI instances, based on the given configuration.
"""
import argparse
from .configuration import Config
from .ai import AI, AIError
from .ais.openai import OpenAI
def create_ai(args: argparse.Namespace, config: Config) -> AI:
"""
Creates an AI subclass instance from the given args and configuration.
"""
if args.ai == 'openai':
# FIXME: create actual 'OpenAIConfig' and set values from 'args'
# FIXME: use actual name from config
return OpenAI("openai", config.openai)
else:
raise AIError(f"AI '{args.ai}' is not supported")

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@ -0,0 +1,96 @@
"""
Implements the OpenAI client classes and functions.
"""
import openai
from typing import Optional, Union
from ..tags import Tag
from ..message import Message, Answer
from ..chat import Chat
from ..ai import AI, AIResponse, Tokens
from ..configuration import OpenAIConfig
ChatType = list[dict[str, str]]
class OpenAI(AI):
"""
The OpenAI AI client.
"""
def __init__(self, name: str, config: OpenAIConfig) -> None:
self.name = name
self.config = config
def request(self,
question: Message,
chat: Chat,
num_answers: int = 1,
otags: Optional[set[Tag]] = None) -> AIResponse:
"""
Make an AI request, asking the given question with the given
chat history. The nr. of requested answers corresponds to the
nr. of messages in the 'AIResponse'.
"""
# FIXME: use real 'system' message (store in OpenAIConfig)
oai_chat = self.openai_chat(chat, "system", question)
response = openai.ChatCompletion.create(
model=self.config.model,
messages=oai_chat,
temperature=self.config.temperature,
max_tokens=self.config.max_tokens,
top_p=self.config.top_p,
n=num_answers,
frequency_penalty=self.config.frequency_penalty,
presence_penalty=self.config.presence_penalty)
answers: list[Message] = []
for choice in response['choices']: # type: ignore
answers.append(Message(question=question.question,
answer=Answer(choice['message']['content']),
tags=otags,
ai=self.name,
model=self.config.model))
return AIResponse(answers, Tokens(response['usage']['prompt'],
response['usage']['completion'],
response['usage']['total']))
def models(self) -> list[str]:
"""
Return all models supported by this AI.
"""
raise NotImplementedError
def print_models(self) -> None:
"""
Print all models supported by the current AI.
"""
not_ready = []
for engine in sorted(openai.Engine.list()['data'], key=lambda x: x['id']):
if engine['ready']:
print(engine['id'])
else:
not_ready.append(engine['id'])
if len(not_ready) > 0:
print('\nNot ready: ' + ', '.join(not_ready))
def openai_chat(self, chat: Chat, system: str,
question: Optional[Message] = None) -> ChatType:
"""
Create a chat history with system message in OpenAI format.
Optionally append a new question.
"""
oai_chat: ChatType = []
def append(role: str, content: str) -> None:
oai_chat.append({'role': role, 'content': content.replace("''", "'")})
append('system', system)
for message in chat.messages:
if message.answer:
append('user', message.question)
append('assistant', message.answer)
if question:
append('user', question.question)
return oai_chat
def tokens(self, data: Union[Message, Chat]) -> int:
raise NotImplementedError

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@ -2,7 +2,7 @@
Module implementing various chat classes and functions for managing a chat history.
"""
import shutil
import pathlib
from pathlib import Path
from pprint import PrettyPrinter
from pydoc import pager
from dataclasses import dataclass
@ -30,7 +30,7 @@ def print_paged(text: str) -> None:
pager(text)
def read_dir(dir_path: pathlib.Path,
def read_dir(dir_path: Path,
glob: Optional[str] = None,
mfilter: Optional[MessageFilter] = None) -> list[Message]:
"""
@ -55,9 +55,9 @@ def read_dir(dir_path: pathlib.Path,
return messages
def make_file_path(dir_path: pathlib.Path,
def make_file_path(dir_path: Path,
file_suffix: str,
next_fid: Callable[[], int]) -> pathlib.Path:
next_fid: Callable[[], int]) -> Path:
"""
Create a file_path for the given directory using the
given file_suffix and ID generator function.
@ -65,7 +65,7 @@ def make_file_path(dir_path: pathlib.Path,
return dir_path / f"{next_fid():04d}{file_suffix}"
def write_dir(dir_path: pathlib.Path,
def write_dir(dir_path: Path,
messages: list[Message],
file_suffix: str,
next_fid: Callable[[], int]) -> None:
@ -90,7 +90,7 @@ def write_dir(dir_path: pathlib.Path,
message.to_file(file_path)
def clear_dir(dir_path: pathlib.Path,
def clear_dir(dir_path: Path,
glob: Optional[str] = None) -> None:
"""
Deletes all Message files in the given directory.
@ -139,6 +139,34 @@ class Chat:
self.messages += messages
self.sort()
def latest_message(self) -> Optional[Message]:
"""
Returns the last added message (according to the file ID).
"""
if len(self.messages) > 0:
self.sort()
return self.messages[-1]
else:
return None
def find_messages(self, msg_names: list[str]) -> list[Message]:
"""
Search and return the messages with the given names. Names can either be filenames
(incl. suffixes) or full paths. Messages that can't be found are ignored (i. e. the
caller should check the result if he requires all messages).
"""
return [m for m in self.messages
if any((m.file_path and (m.file_path == Path(mn) or m.file_path.name == mn)) for mn in msg_names)]
def remove_messages(self, msg_names: list[str]) -> None:
"""
Remove the messages with the given names. Names can either be filenames
(incl. the suffix) or full paths.
"""
self.messages = [m for m in self.messages
if not any((m.file_path and (m.file_path == Path(mn) or m.file_path.name == mn)) for mn in msg_names)]
self.sort()
def tags(self, prefix: Optional[str] = None, contain: Optional[str] = None) -> set[Tag]:
"""
Get the tags of all messages, optionally filtered by prefix or substring.
@ -192,8 +220,8 @@ class ChatDB(Chat):
default_file_suffix: ClassVar[str] = '.txt'
cache_path: pathlib.Path
db_path: pathlib.Path
cache_path: Path
db_path: Path
# a MessageFilter that all messages must match (if given)
mfilter: Optional[MessageFilter] = None
file_suffix: str = default_file_suffix
@ -209,8 +237,8 @@ class ChatDB(Chat):
@classmethod
def from_dir(cls: Type[ChatDBInst],
cache_path: pathlib.Path,
db_path: pathlib.Path,
cache_path: Path,
db_path: Path,
glob: Optional[str] = None,
mfilter: Optional[MessageFilter] = None) -> ChatDBInst:
"""
@ -230,8 +258,8 @@ class ChatDB(Chat):
@classmethod
def from_messages(cls: Type[ChatDBInst],
cache_path: pathlib.Path,
db_path: pathlib.Path,
cache_path: Path,
db_path: Path,
messages: list[Message],
mfilter: Optional[MessageFilter] = None) -> ChatDBInst:
"""

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@ -2,15 +2,18 @@
# -*- coding: utf-8 -*-
# vim: set fileencoding=utf-8 :
import yaml
import sys
import argcomplete
import argparse
import pathlib
from .utils import terminal_width, print_tag_args, print_chat_hist, display_source_code, print_tags_frequency, ChatType
from .storage import save_answers, create_chat_hist, get_tags, get_tags_unique, read_file, dump_data
from pathlib import Path
from .utils import terminal_width, print_tag_args, print_chat_hist, ChatType
from .storage import save_answers, create_chat_hist
from .api_client import ai, openai_api_key, print_models
from .configuration import Config
from .chat import ChatDB
from .message import Message, MessageFilter, MessageError, Question
from .ai_factory import create_ai
from .ai import AI, AIResponse
from itertools import zip_longest
from typing import Any
@ -18,9 +21,8 @@ default_config = '.config.yaml'
def tags_completer(prefix: str, parsed_args: Any, **kwargs: Any) -> list[str]:
with open(parsed_args.config, 'r') as f:
config = yaml.load(f, Loader=yaml.FullLoader)
return get_tags_unique(config, prefix)
config = Config.from_file(parsed_args.config)
return list(Message.tags_from_dir(Path(config.db), prefix=prefix))
def create_question_with_hist(args: argparse.Namespace,
@ -30,12 +32,12 @@ def create_question_with_hist(args: argparse.Namespace,
Creates the "AI request", including the question and chat history as determined
by the specified tags.
"""
tags = args.tags or []
extags = args.extags or []
tags = args.or_tags or []
xtags = args.exclude_tags or []
otags = args.output_tags or []
if not args.only_source_code:
print_tag_args(tags, extags, otags)
if not args.source_code_only:
print_tag_args(tags, xtags, otags)
question_parts = []
question_list = args.question if args.question is not None else []
@ -52,17 +54,24 @@ def create_question_with_hist(args: argparse.Namespace,
question_parts.append(f"```\n{r.read().strip()}\n```")
full_question = '\n\n'.join(question_parts)
chat = create_chat_hist(full_question, tags, extags, config,
args.match_all_tags, False, False)
chat = create_chat_hist(full_question, tags, xtags, config,
match_all_tags=True if args.and_tags else False, # FIXME
with_tags=False,
with_file=False)
return chat, full_question, tags
def tag_cmd(args: argparse.Namespace, config: Config) -> None:
def tags_cmd(args: argparse.Namespace, config: Config) -> None:
"""
Handler for the 'tag' command.
Handler for the 'tags' command.
"""
chat = ChatDB.from_dir(cache_path=Path('.'),
db_path=Path(config.db))
if args.list:
print_tags_frequency(get_tags(config, None))
tags_freq = chat.tags_frequency(args.prefix, args.contain)
for tag, freq in tags_freq.items():
print(f"- {tag}: {freq}")
# TODO: add renaming
def config_cmd(args: argparse.Namespace, config: Config) -> None:
@ -78,6 +87,47 @@ def config_cmd(args: argparse.Namespace, config: Config) -> None:
config.to_file(args.config)
def question_cmd(args: argparse.Namespace, config: Config) -> None:
"""
Handler for the 'question' command.
"""
chat = ChatDB.from_dir(cache_path=Path('.'),
db_path=Path(config.db))
# if it's a new question, create and store it immediately
if args.ask or args.create:
message = Message(question=Question(args.question),
tags=args.ouput_tags, # FIXME
ai=args.ai,
model=args.model)
chat.add_to_cache([message])
if args.create:
return
# create the correct AI instance
ai: AI = create_ai(args, config)
if args.ask:
response: AIResponse = ai.request(message,
chat,
args.num_answers, # FIXME
args.otags) # FIXME
assert response
# TODO:
# * add answer to the message above (and create
# more messages for any additional answers)
pass
elif args.repeat:
lmessage = chat.latest_message()
assert lmessage
# TODO: repeat either the last question or the
# one(s) given in 'args.repeat' (overwrite
# existing ones if 'args.overwrite' is True)
pass
elif args.process:
# TODO: process either all questions without an
# answer or the one(s) given in 'args.process'
pass
def ask_cmd(args: argparse.Namespace, config: Config) -> None:
"""
Handler for the 'ask' command.
@ -89,9 +139,9 @@ def ask_cmd(args: argparse.Namespace, config: Config) -> None:
if args.model:
config.openai.model = args.model
chat, question, tags = create_question_with_hist(args, config)
print_chat_hist(chat, False, args.only_source_code)
print_chat_hist(chat, False, args.source_code_only)
otags = args.output_tags or []
answers, usage = ai(chat, config, args.number)
answers, usage = ai(chat, config, args.num_answers)
save_answers(question, answers, tags, otags, config)
print("-" * terminal_width())
print(f"Usage: {usage}")
@ -101,39 +151,38 @@ def hist_cmd(args: argparse.Namespace, config: Config) -> None:
"""
Handler for the 'hist' command.
"""
tags = args.tags or []
extags = args.extags or []
chat = create_chat_hist(None, tags, extags, config,
args.match_all_tags,
args.with_tags,
args.with_files)
print_chat_hist(chat, args.dump, args.only_source_code)
mfilter = MessageFilter(tags_or=args.or_tags,
tags_and=args.and_tags,
tags_not=args.exclude_tags,
question_contains=args.question,
answer_contains=args.answer)
chat = ChatDB.from_dir(Path('.'),
Path(config.db),
mfilter=mfilter)
chat.print(args.source_code_only,
args.with_tags,
args.with_files)
def print_cmd(args: argparse.Namespace, config: Config) -> None:
"""
Handler for the 'print' command.
"""
fname = pathlib.Path(args.file)
if fname.suffix == '.yaml':
with open(args.file, 'r') as f:
data = yaml.load(f, Loader=yaml.FullLoader)
elif fname.suffix == '.txt':
data = read_file(fname)
else:
print(f"Unknown file type: {args.file}")
fname = Path(args.file)
try:
message = Message.from_file(fname)
if message:
print(message.to_str(source_code_only=args.source_code_only))
except MessageError:
print(f"File is not a valid message: {args.file}")
sys.exit(1)
if args.only_source_code:
display_source_code(data['answer'])
else:
print(dump_data(data).strip())
def create_parser() -> argparse.ArgumentParser:
parser = argparse.ArgumentParser(
description="ChatMastermind is a Python application that automates conversation with AI")
parser.add_argument('-c', '--config', help='Config file name.', default=default_config)
parser.add_argument('-C', '--config', help='Config file name.', default=default_config)
# subcommand-parser
cmdparser = parser.add_subparsers(dest='command',
@ -143,19 +192,40 @@ def create_parser() -> argparse.ArgumentParser:
# a parent parser for all commands that support tag selection
tag_parser = argparse.ArgumentParser(add_help=False)
tag_arg = tag_parser.add_argument('-t', '--tags', nargs='+',
help='List of tag names', metavar='TAGS')
tag_arg = tag_parser.add_argument('-t', '--or-tags', nargs='+',
help='List of tag names (one must match)', metavar='OTAGS')
tag_arg.completer = tags_completer # type: ignore
extag_arg = tag_parser.add_argument('-e', '--extags', nargs='+',
help='List of tag names to exclude', metavar='EXTAGS')
extag_arg.completer = tags_completer # type: ignore
atag_arg = tag_parser.add_argument('-k', '--and-tags', nargs='+',
help='List of tag names (all must match)', metavar='ATAGS')
atag_arg.completer = tags_completer # type: ignore
etag_arg = tag_parser.add_argument('-x', '--exclude-tags', nargs='+',
help='List of tag names to exclude', metavar='XTAGS')
etag_arg.completer = tags_completer # type: ignore
otag_arg = tag_parser.add_argument('-o', '--output-tags', nargs='+',
help='List of output tag names, default is input', metavar='OTAGS')
help='List of output tag names, default is input', metavar='OUTTAGS')
otag_arg.completer = tags_completer # type: ignore
tag_parser.add_argument('-a', '--match-all-tags',
help="All given tags must match when selecting chat history entries",
action='store_true')
# enable autocompletion for tags
# 'question' command parser
question_cmd_parser = cmdparser.add_parser('question', parents=[tag_parser],
help="ask, create and process questions.",
aliases=['q'])
question_cmd_parser.set_defaults(func=question_cmd)
question_group = question_cmd_parser.add_mutually_exclusive_group(required=True)
question_group.add_argument('-a', '--ask', nargs='+', help='Ask a question')
question_group.add_argument('-c', '--create', nargs='+', help='Create a question')
question_group.add_argument('-r', '--repeat', nargs='*', help='Repeat a question')
question_group.add_argument('-p', '--process', nargs='*', help='Process existing questions')
question_cmd_parser.add_argument('-O', '--overwrite', help='Overwrite existing messages when repeating them',
action='store_true')
question_cmd_parser.add_argument('-m', '--max-tokens', help='Max tokens to use', type=int)
question_cmd_parser.add_argument('-T', '--temperature', help='Temperature to use', type=float)
question_cmd_parser.add_argument('-A', '--AI', help='AI to use')
question_cmd_parser.add_argument('-M', '--model', help='Model to use')
question_cmd_parser.add_argument('-n', '--num-answers', help='Number of answers to produce', type=int,
default=1)
question_cmd_parser.add_argument('-s', '--source', nargs='+', help='Source add content of a file to the query')
question_cmd_parser.add_argument('-S', '--source-code-only', help='Add pure source code to the chat history',
action='store_true')
# 'ask' command parser
ask_cmd_parser = cmdparser.add_parser('ask', parents=[tag_parser],
@ -167,10 +237,10 @@ def create_parser() -> argparse.ArgumentParser:
ask_cmd_parser.add_argument('-m', '--max-tokens', help='Max tokens to use', type=int)
ask_cmd_parser.add_argument('-T', '--temperature', help='Temperature to use', type=float)
ask_cmd_parser.add_argument('-M', '--model', help='Model to use')
ask_cmd_parser.add_argument('-n', '--number', help='Number of answers to produce', type=int,
ask_cmd_parser.add_argument('-n', '--num-answers', help='Number of answers to produce', type=int,
default=1)
ask_cmd_parser.add_argument('-s', '--source', nargs='+', help='Source add content of a file to the query')
ask_cmd_parser.add_argument('-S', '--only-source-code', help='Add pure source code to the chat history',
ask_cmd_parser.add_argument('-S', '--source-code-only', help='Add pure source code to the chat history',
action='store_true')
# 'hist' command parser
@ -178,23 +248,25 @@ def create_parser() -> argparse.ArgumentParser:
help="Print chat history.",
aliases=['h'])
hist_cmd_parser.set_defaults(func=hist_cmd)
hist_cmd_parser.add_argument('-d', '--dump', help="Print chat history as Python structure",
action='store_true')
hist_cmd_parser.add_argument('-w', '--with-tags', help="Print chat history with tags.",
action='store_true')
hist_cmd_parser.add_argument('-W', '--with-files', help="Print chat history with filenames.",
action='store_true')
hist_cmd_parser.add_argument('-S', '--only-source-code', help='Print only source code',
hist_cmd_parser.add_argument('-S', '--source-code-only', help='Print only source code',
action='store_true')
hist_cmd_parser.add_argument('-A', '--answer', help='Search for answer substring')
hist_cmd_parser.add_argument('-Q', '--question', help='Search for question substring')
# 'tag' command parser
tag_cmd_parser = cmdparser.add_parser('tag',
help="Manage tags.",
aliases=['t'])
tag_cmd_parser.set_defaults(func=tag_cmd)
tag_group = tag_cmd_parser.add_mutually_exclusive_group(required=True)
tag_group.add_argument('-l', '--list', help="List all tags and their frequency",
action='store_true')
# 'tags' command parser
tags_cmd_parser = cmdparser.add_parser('tags',
help="Manage tags.",
aliases=['t'])
tags_cmd_parser.set_defaults(func=tags_cmd)
tags_group = tags_cmd_parser.add_mutually_exclusive_group(required=True)
tags_group.add_argument('-l', '--list', help="List all tags and their frequency",
action='store_true')
tags_cmd_parser.add_argument('-p', '--prefix', help="Filter tags by prefix")
tags_cmd_parser.add_argument('-c', '--contain', help="Filter tags by contained substring")
# 'config' command parser
config_cmd_parser = cmdparser.add_parser('config',
@ -210,11 +282,11 @@ def create_parser() -> argparse.ArgumentParser:
# 'print' command parser
print_cmd_parser = cmdparser.add_parser('print',
help="Print files.",
help="Print message files.",
aliases=['p'])
print_cmd_parser.set_defaults(func=print_cmd)
print_cmd_parser.add_argument('-f', '--file', help='File to print', required=True)
print_cmd_parser.add_argument('-S', '--only-source-code', help='Print only source code',
print_cmd_parser.add_argument('-S', '--source-code-only', help='Print source code only (from the answer, if available)',
action='store_true')
argcomplete.autocomplete(parser)

View File

@ -78,8 +78,3 @@ def print_chat_hist(chat: ChatType, dump: bool = False, source_code: bool = Fals
print(message['content'])
else:
print(f"{message['role'].upper()}: {message['content']}")
def print_tags_frequency(tags: list[str]) -> None:
for tag in sorted(set(tags)):
print(f"- {tag}: {tags.count(tag)}")

View File

@ -62,6 +62,28 @@ class TestChat(CmmTestCase):
tags_freq = self.chat.tags_frequency()
self.assertDictEqual(tags_freq, {'atag1': 1, 'btag2': 2})
def test_find_remove_messages(self) -> None:
self.chat.add_messages([self.message1, self.message2])
msgs = self.chat.find_messages(['0001.txt'])
self.assertListEqual(msgs, [self.message1])
msgs = self.chat.find_messages(['0001.txt', '0002.txt'])
self.assertListEqual(msgs, [self.message1, self.message2])
# add new Message with full path
message3 = Message(Question('Question 2'),
Answer('Answer 2'),
{Tag('btag2')},
file_path=pathlib.Path('/foo/bla/0003.txt'))
self.chat.add_messages([message3])
# find new Message by full path
msgs = self.chat.find_messages(['/foo/bla/0003.txt'])
self.assertListEqual(msgs, [message3])
# find Message with full path only by filename
msgs = self.chat.find_messages(['0003.txt'])
self.assertListEqual(msgs, [message3])
# remove last message
self.chat.remove_messages(['0003.txt'])
self.assertListEqual(self.chat.messages, [self.message1, self.message2])
@patch('sys.stdout', new_callable=StringIO)
def test_print(self, mock_stdout: StringIO) -> None:
self.chat.add_messages([self.message1, self.message2])

View File

@ -114,13 +114,14 @@ class TestHandleQuestion(CmmTestCase):
def setUp(self) -> None:
self.question = "test question"
self.args = argparse.Namespace(
tags=['tag1'],
extags=['extag1'],
or_tags=['tag1'],
and_tags=None,
exclude_tags=['xtag1'],
output_tags=None,
question=[self.question],
source=None,
only_source_code=False,
number=3,
source_code_only=False,
num_answers=3,
max_tokens=None,
temperature=None,
model=None,
@ -142,20 +143,22 @@ class TestHandleQuestion(CmmTestCase):
open_mock = MagicMock()
with patch("chatmastermind.storage.open", open_mock):
ask_cmd(self.args, self.config)
mock_print_tag_args.assert_called_once_with(self.args.tags,
self.args.extags,
mock_print_tag_args.assert_called_once_with(self.args.or_tags,
self.args.exclude_tags,
[])
mock_create_chat_hist.assert_called_once_with(self.question,
self.args.tags,
self.args.extags,
self.args.or_tags,
self.args.exclude_tags,
self.config,
False, False, False)
match_all_tags=False,
with_tags=False,
with_file=False)
mock_print_chat_hist.assert_called_once_with('test_chat',
False,
self.args.only_source_code)
self.args.source_code_only)
mock_ai.assert_called_with("test_chat",
self.config,
self.args.number)
self.args.num_answers)
expected_calls = []
for num, answer in enumerate(mock_ai.return_value[0], start=1):
title = f'-- ANSWER {num} '
@ -227,7 +230,7 @@ class TestCreateParser(CmmTestCase):
mock_add_subparsers.assert_called_once_with(dest='command', title='commands', description='supported commands', required=True)
mock_cmdparser.add_parser.assert_any_call('ask', parents=ANY, help=ANY, aliases=ANY)
mock_cmdparser.add_parser.assert_any_call('hist', parents=ANY, help=ANY, aliases=ANY)
mock_cmdparser.add_parser.assert_any_call('tag', help=ANY, aliases=ANY)
mock_cmdparser.add_parser.assert_any_call('tags', help=ANY, aliases=ANY)
mock_cmdparser.add_parser.assert_any_call('config', help=ANY, aliases=ANY)
mock_cmdparser.add_parser.assert_any_call('print', help=ANY, aliases=ANY)
self.assertTrue('.config.yaml' in parser.get_default('config'))