Files
DB-GPT/dbgpt/client/_cli.py
2024-03-27 12:50:05 +08:00

248 lines
7.1 KiB
Python

"""CLI for DB-GPT client."""
import functools
import json
import time
import uuid
from typing import Any, Dict
import click
from dbgpt.util import get_or_create_event_loop
from dbgpt.util.console import CliLogger
from dbgpt.util.i18n_utils import _
from .client import Client
from .flow import list_flow
cl = CliLogger()
def add_base_flow_options(func):
"""Add base flow options to the command."""
@click.option(
"-n",
"--name",
type=str,
default=None,
required=False,
help=_("The name of the AWEL flow"),
)
@click.option(
"--uid",
type=str,
default=None,
required=False,
help=_("The uid of the AWEL flow"),
)
@functools.wraps(func)
def _wrapper(*args, **kwargs):
return func(*args, **kwargs)
return _wrapper
def add_chat_options(func):
"""Add chat options to the command."""
@click.option(
"-m",
"--messages",
type=str,
default=None,
required=False,
help=_("The messages to run AWEL flow"),
)
@click.option(
"--model",
type=str,
default=None,
required=False,
help=_("The model name of AWEL flow"),
)
@click.option(
"-s",
"--stream",
type=bool,
default=False,
required=False,
is_flag=True,
help=_("Whether use stream mode to run AWEL flow"),
)
@click.option(
"-t",
"--temperature",
type=float,
default=None,
required=False,
help=_("The temperature to run AWEL flow"),
)
@click.option(
"--max_new_tokens",
type=int,
default=None,
required=False,
help=_("The max new tokens to run AWEL flow"),
)
@click.option(
"--conv_uid",
type=str,
default=None,
required=False,
help=_("The conversation id of the AWEL flow"),
)
@click.option(
"-d",
"--data",
type=str,
default=None,
required=False,
help=_("The json data to run AWEL flow, if set, will overwrite other options"),
)
@click.option(
"-e",
"--extra",
type=str,
default=None,
required=False,
help=_("The extra json data to run AWEL flow."),
)
@click.option(
"-i",
"--interactive",
type=bool,
default=False,
required=False,
is_flag=True,
help=_("Whether use interactive mode to run AWEL flow"),
)
@functools.wraps(func)
def _wrapper(*args, **kwargs):
return func(*args, **kwargs)
return _wrapper
@click.command(name="flow")
@add_base_flow_options
@add_chat_options
def run_flow(name: str, uid: str, data: str, interactive: bool, **kwargs):
"""Run a AWEL flow."""
client = Client()
loop = get_or_create_event_loop()
res = loop.run_until_complete(list_flow(client, name, uid))
if not res:
cl.error("Flow not found with the given name or uid", exit_code=1)
if len(res) > 1:
cl.error("More than one flow found", exit_code=1)
flow = res[0]
json_data = _parse_json_data(data, **kwargs)
json_data["chat_param"] = flow.uid
json_data["chat_mode"] = "chat_flow"
stream = "stream" in json_data and str(json_data["stream"]).lower() in ["true", "1"]
if stream:
loop.run_until_complete(_chat_stream(client, interactive, json_data))
else:
loop.run_until_complete(_chat(client, interactive, json_data))
def _parse_json_data(data: str, **kwargs):
json_data = {}
if data:
try:
json_data = json.loads(data)
except Exception as e:
cl.error(f"Invalid JSON data: {data}, {e}", exit_code=1)
if "extra" in kwargs and kwargs["extra"]:
try:
extra = json.loads(kwargs["extra"])
kwargs["extra"] = extra
except Exception as e:
cl.error(f"Invalid extra JSON data: {kwargs['extra']}, {e}", exit_code=1)
for k, v in kwargs.items():
if v is not None and k not in json_data:
json_data[k] = v
if "model" not in json_data:
json_data["model"] = "__empty__model__"
return json_data
async def _chat_stream(client: Client, interactive: bool, json_data: Dict[str, Any]):
user_input = json_data.get("messages", "")
if "conv_uid" not in json_data and interactive:
json_data["conv_uid"] = str(uuid.uuid4())
first_message = True
while True:
try:
if interactive and not user_input:
cl.print("Type 'exit' or 'quit' to exit.")
while not user_input:
user_input = cl.ask("You")
if user_input.lower() in ["exit", "quit", "q"]:
break
start_time = time.time()
json_data["messages"] = user_input
if first_message:
cl.info("You: " + user_input)
cl.info("Chat stream started")
cl.debug(f"JSON data: {json.dumps(json_data, ensure_ascii=False)}")
full_text = ""
cl.print("Bot: ")
async for out in client.chat_stream(**json_data):
if out.choices:
text = out.choices[0].delta.content
if text:
full_text += text
cl.print(text, end="")
end_time = time.time()
time_cost = round(end_time - start_time, 2)
cl.success(f"\n:tada: Chat stream finished, timecost: {time_cost} s")
except Exception as e:
cl.error(f"Chat stream failed: {e}", exit_code=1)
finally:
first_message = False
if interactive:
user_input = ""
else:
break
async def _chat(client: Client, interactive: bool, json_data: Dict[str, Any]):
user_input = json_data.get("messages", "")
if "conv_uid" not in json_data and interactive:
json_data["conv_uid"] = str(uuid.uuid4())
first_message = True
while True:
try:
if interactive and not user_input:
cl.print("Type 'exit' or 'quit' to exit.")
while not user_input:
user_input = cl.ask("You")
if user_input.lower() in ["exit", "quit", "q"]:
break
start_time = time.time()
json_data["messages"] = user_input
if first_message:
cl.info("You: " + user_input)
cl.info("Chat started")
cl.debug(f"JSON data: {json.dumps(json_data, ensure_ascii=False)}")
res = await client.chat(**json_data)
cl.print("Bot: ")
if res.choices:
text = res.choices[0].message.content
cl.markdown(text)
time_cost = round(time.time() - start_time, 2)
cl.success(f"\n:tada: Chat stream finished, timecost: {time_cost} s")
except Exception as e:
cl.error(f"Chat failed: {e}", exit_code=1)
finally:
first_message = False
if interactive:
user_input = ""
else:
break