ipex-llm/python/llm/example/Text-Generation-WebUI/modules/ui_notebook.py
SONG Ge 421e7cee80 [LLM] Add Text_Generation_WebUI Support (#9884)
* initially add text_generation_webui support

* add env requirements install

* add necessary dependencies

* update for starting webui

* update shared and noted to place models

* update heading of part3

* meet comments

* add copyright license

* remove extensions

* convert tutorial to windows side

* add warm-up to optimize performance
2024-01-26 15:12:49 +08:00

125 lines
7.5 KiB
Python

#
# Copyright 2016 The BigDL Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# This file is adapted from
# https://github.com/oobabooga/text-generation-webui/blob/main/modules/ui_notebook.py
import gradio as gr
from modules import logits, shared, ui, utils
from modules.prompts import count_tokens, load_prompt
from modules.text_generation import (
generate_reply_wrapper,
get_token_ids,
stop_everything_event
)
from modules.utils import gradio
inputs = ('textbox-notebook', 'interface_state')
outputs = ('textbox-notebook', 'html-notebook')
def create_ui():
mu = shared.args.multi_user
with gr.Tab('Notebook', elem_id='notebook-tab'):
shared.gradio['last_input-notebook'] = gr.State('')
with gr.Row():
with gr.Column(scale=4):
with gr.Tab('Raw'):
with gr.Row():
shared.gradio['textbox-notebook'] = gr.Textbox(value='', lines=27, elem_id='textbox-notebook', elem_classes=['textbox', 'add_scrollbar'])
shared.gradio['token-counter-notebook'] = gr.HTML(value="<span>0</span>", elem_classes=["token-counter"])
with gr.Tab('Markdown'):
shared.gradio['markdown_render-notebook'] = gr.Button('Render')
shared.gradio['markdown-notebook'] = gr.Markdown()
with gr.Tab('HTML'):
shared.gradio['html-notebook'] = gr.HTML()
with gr.Tab('Logits'):
with gr.Row():
with gr.Column(scale=10):
shared.gradio['get_logits-notebook'] = gr.Button('Get next token probabilities')
with gr.Column(scale=1):
shared.gradio['use_samplers-notebook'] = gr.Checkbox(label='Use samplers', value=True, elem_classes=['no-background'])
with gr.Row():
shared.gradio['logits-notebook'] = gr.Textbox(lines=23, label='Output', elem_classes=['textbox_logits_notebook', 'add_scrollbar'])
shared.gradio['logits-notebook-previous'] = gr.Textbox(lines=23, label='Previous output', elem_classes=['textbox_logits_notebook', 'add_scrollbar'])
with gr.Tab('Tokens'):
shared.gradio['get_tokens-notebook'] = gr.Button('Get token IDs for the input')
shared.gradio['tokens-notebook'] = gr.Textbox(lines=23, label='Tokens', elem_classes=['textbox_logits_notebook', 'add_scrollbar', 'monospace'])
with gr.Row():
shared.gradio['Generate-notebook'] = gr.Button('Generate', variant='primary', elem_classes='small-button')
shared.gradio['Stop-notebook'] = gr.Button('Stop', elem_classes='small-button', elem_id='stop')
shared.gradio['Undo'] = gr.Button('Undo', elem_classes='small-button')
shared.gradio['Regenerate-notebook'] = gr.Button('Regenerate', elem_classes='small-button')
with gr.Column(scale=1):
gr.HTML('<div style="padding-bottom: 13px"></div>')
with gr.Row():
shared.gradio['prompt_menu-notebook'] = gr.Dropdown(choices=utils.get_available_prompts(), value='None', label='Prompt', elem_classes='slim-dropdown')
ui.create_refresh_button(shared.gradio['prompt_menu-notebook'], lambda: None, lambda: {'choices': utils.get_available_prompts()}, ['refresh-button', 'refresh-button-small'], interactive=not mu)
shared.gradio['save_prompt-notebook'] = gr.Button('💾', elem_classes=['refresh-button', 'refresh-button-small'], interactive=not mu)
shared.gradio['delete_prompt-notebook'] = gr.Button('🗑️', elem_classes=['refresh-button', 'refresh-button-small'], interactive=not mu)
def create_event_handlers():
shared.gradio['Generate-notebook'].click(
lambda x: x, gradio('textbox-notebook'), gradio('last_input-notebook')).then(
ui.gather_interface_values, gradio(shared.input_elements), gradio('interface_state')).then(
generate_reply_wrapper, gradio(inputs), gradio(outputs), show_progress=False).then(
ui.gather_interface_values, gradio(shared.input_elements), gradio('interface_state')).then(
lambda: None, None, None, _js=f'() => {{{ui.audio_notification_js}}}')
shared.gradio['textbox-notebook'].submit(
lambda x: x, gradio('textbox-notebook'), gradio('last_input-notebook')).then(
ui.gather_interface_values, gradio(shared.input_elements), gradio('interface_state')).then(
generate_reply_wrapper, gradio(inputs), gradio(outputs), show_progress=False).then(
ui.gather_interface_values, gradio(shared.input_elements), gradio('interface_state')).then(
lambda: None, None, None, _js=f'() => {{{ui.audio_notification_js}}}')
shared.gradio['Undo'].click(lambda x: x, gradio('last_input-notebook'), gradio('textbox-notebook'), show_progress=False)
shared.gradio['markdown_render-notebook'].click(lambda x: x, gradio('textbox-notebook'), gradio('markdown-notebook'), queue=False)
shared.gradio['Regenerate-notebook'].click(
lambda x: x, gradio('last_input-notebook'), gradio('textbox-notebook'), show_progress=False).then(
ui.gather_interface_values, gradio(shared.input_elements), gradio('interface_state')).then(
generate_reply_wrapper, gradio(inputs), gradio(outputs), show_progress=False).then(
ui.gather_interface_values, gradio(shared.input_elements), gradio('interface_state')).then(
lambda: None, None, None, _js=f'() => {{{ui.audio_notification_js}}}')
shared.gradio['Stop-notebook'].click(stop_everything_event, None, None, queue=False)
shared.gradio['prompt_menu-notebook'].change(load_prompt, gradio('prompt_menu-notebook'), gradio('textbox-notebook'), show_progress=False)
shared.gradio['save_prompt-notebook'].click(
lambda x: x, gradio('textbox-notebook'), gradio('save_contents')).then(
lambda: 'prompts/', None, gradio('save_root')).then(
lambda: utils.current_time() + '.txt', None, gradio('save_filename')).then(
lambda: gr.update(visible=True), None, gradio('file_saver'))
shared.gradio['delete_prompt-notebook'].click(
lambda: 'prompts/', None, gradio('delete_root')).then(
lambda x: x + '.txt', gradio('prompt_menu-notebook'), gradio('delete_filename')).then(
lambda: gr.update(visible=True), None, gradio('file_deleter'))
shared.gradio['textbox-notebook'].input(lambda x: f"<span>{count_tokens(x)}</span>", gradio('textbox-notebook'), gradio('token-counter-notebook'), show_progress=False)
shared.gradio['get_logits-notebook'].click(
ui.gather_interface_values, gradio(shared.input_elements), gradio('interface_state')).then(
logits.get_next_logits, gradio('textbox-notebook', 'interface_state', 'use_samplers-notebook', 'logits-notebook'), gradio('logits-notebook', 'logits-notebook-previous'), show_progress=False)
shared.gradio['get_tokens-notebook'].click(get_token_ids, gradio('textbox-notebook'), gradio('tokens-notebook'), show_progress=False)