Compare commits

...

5 Commits

5 changed files with 222 additions and 57 deletions

64
chatmastermind/ai.py Normal file
View File

@ -0,0 +1,64 @@
from dataclasses import dataclass
from abc import abstractmethod
from typing import Protocol, Optional, Union
from .configuration import AIConfig
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
@abstractmethod
def request(self,
question: Message,
context: Chat,
num_answers: int = 1) -> 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
@abstractmethod
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

View File

@ -0,0 +1,90 @@
"""
Implements the OpenAI client classes and functions.
"""
import openai
from typing import Optional
from ..tags import Tag
from ..message import Message, Answer
from ..chat import Chat
from ..ai import AI, AIResponse, Tokens
from ..config import OpenAIConfig
ChatType = list[dict[str, str]]
class OpenAI(AI):
"""
The OpenAI AI client.
"""
config: OpenAIConfig
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'.
"""
oai_chat = self.openai_chat(chat, self.config.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

View File

@ -6,11 +6,13 @@ 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, display_source_code, ChatType
from .storage import save_answers, create_chat_hist, read_file, dump_data
from .api_client import ai, openai_api_key, print_models
from .configuration import Config
from .chat import ChatDB
from .message import Message, MessageFilter
from itertools import zip_longest
from typing import Any
@ -18,9 +20,8 @@ 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,
@ -31,11 +32,11 @@ def create_question_with_hist(args: argparse.Namespace,
by the specified tags.
"""
tags = args.tags or []
extags = args.extags or []
etags = args.etags 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, etags, otags)
question_parts = []
question_list = args.question if args.question is not None else []
@ -52,17 +53,24 @@ 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, etags, config,
match_all_tags=True if args.atags 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:
@ -89,7 +97,7 @@ 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)
save_answers(question, answers, tags, otags, config)
@ -101,21 +109,25 @@ 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.tags,
tags_and=args.atags,
tags_not=args.etags,
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)
fname = Path(args.file)
if fname.suffix == '.yaml':
with open(args.file, 'r') as f:
data = yaml.load(f, Loader=yaml.FullLoader)
@ -124,7 +136,7 @@ def print_cmd(args: argparse.Namespace, config: Config) -> None:
else:
print(f"Unknown file type: {args.file}")
sys.exit(1)
if args.only_source_code:
if args.source_code_only:
display_source_code(data['answer'])
else:
print(dump_data(data).strip())
@ -144,18 +156,17 @@ 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')
help='List of tag names (one must match)', metavar='TAGS')
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('-a', '--atags', nargs='+',
help='List of tag names (all must match)', metavar='TAGS')
atag_arg.completer = tags_completer # type: ignore
etag_arg = tag_parser.add_argument('-e', '--etags', nargs='+',
help='List of tag names to exclude', metavar='ETAGS')
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')
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
# 'ask' command parser
ask_cmd_parser = cmdparser.add_parser('ask', parents=[tag_parser],
@ -170,7 +181,7 @@ def create_parser() -> argparse.ArgumentParser:
ask_cmd_parser.add_argument('-n', '--number', 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 +189,25 @@ 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',
@ -214,7 +227,7 @@ def create_parser() -> argparse.ArgumentParser:
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 only source code',
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

@ -115,11 +115,12 @@ class TestHandleQuestion(CmmTestCase):
self.question = "test question"
self.args = argparse.Namespace(
tags=['tag1'],
extags=['extag1'],
atags=None,
etags=['etag1'],
output_tags=None,
question=[self.question],
source=None,
only_source_code=False,
source_code_only=False,
number=3,
max_tokens=None,
temperature=None,
@ -143,16 +144,18 @@ class TestHandleQuestion(CmmTestCase):
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,
self.args.etags,
[])
mock_create_chat_hist.assert_called_once_with(self.question,
self.args.tags,
self.args.extags,
self.args.etags,
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)
@ -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'))