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from __future__ import annotations | |
from typing import Iterable | |
import gradio as Gradio | |
from gradio.themes.base import Base | |
from gradio.themes.utils import colors, fonts, sizes | |
from gpt4all import GPT4All | |
model = GPT4All("ggml-model-gpt4all-falcon-q4_0.bin") | |
theme = Gradio.themes.Monochrome( | |
primary_hue="purple", | |
secondary_hue="purple", | |
neutral_hue="neutral", | |
radius_size=Gradio.themes.sizes.radius_sm, | |
font=[Gradio.themes.GoogleFont("Inter"), "ui-sans-serif", "system-ui", "sans-serif"], | |
) | |
class PurpleTheme(Base): | |
def __init__( | |
self, | |
*, | |
primary_hue: colors.Color | str = colors.purple, | |
secondary_hue: colors.Color | str = colors.purple, | |
neutral_hue: colors.Color | str = colors.neutral, | |
spacing_size: sizes.Size | str = sizes.spacing_md, | |
radius_size: sizes.Size | str = sizes.radius_md, | |
font: fonts.Font | |
| str | |
| Iterable[fonts.Font | str] = ( | |
fonts.GoogleFont("Inter"), | |
"ui-sans-serif", | |
"sans-serif", | |
), | |
font_mono: fonts.Font | |
| str | |
| Iterable[fonts.Font | str] = ( | |
fonts.GoogleFont("Space Grotesk"), | |
"ui-monospace", | |
"monospace", | |
), | |
): | |
super().__init__( | |
primary_hue=primary_hue, | |
secondary_hue=secondary_hue, | |
neutral_hue=neutral_hue, | |
spacing_size=spacing_size, | |
radius_size=radius_size, | |
font=font, | |
font_mono=font_mono, | |
) | |
super().set( | |
button_primary_background_fill="linear-gradient(90deg, *primary_300, *secondary_400)", | |
button_primary_background_fill_hover="linear-gradient(90deg, *primary_200, *secondary_300)", | |
button_primary_text_color="white", | |
button_primary_background_fill_dark="linear-gradient(90deg, *primary_600, *secondary_800)", | |
block_shadow="*shadow_drop_lg", | |
button_shadow="*shadow_drop_lg", | |
input_background_fill="zinc", | |
input_border_color="*secondary_300", | |
input_shadow="*shadow_drop", | |
input_shadow_focus="*shadow_drop_lg", | |
) | |
custom_theme = PurpleTheme() | |
ins = '''### Instruction: | |
{} | |
### Response: | |
''' | |
def run_falcon(input, scrape, scrape_type): | |
result = "" | |
for token in model.generate(ins.format(input), max_tokens=768, streaming=True, repeat_penalty=1.3, repeat_last_n=64): | |
print(token) | |
result += token | |
yield result | |
with Gradio.Blocks(theme=custom_theme, analytics_enabled=False, css=".generating {visibility: hidden}") as demo: | |
with Gradio.Column(): | |
Gradio.Markdown( | |
""" | |
## GPT4ALL-Falcon | |
Uses falcon (q4_0) | |
Type in the box below and click the button to generate answers to your most pressing questions! | |
""" | |
) | |
with Gradio.Row(): | |
with Gradio.Box(): | |
instruction = Gradio.components.Textbox(placeholder="What does the Philippine flag represent?", label="Input", info="What things do you want to ask GPT4ALL?") | |
scraping = Gradio.Checkbox(value=False, label="Perform web scraping for unknown information", info="Scraping (Disabled)") | |
scrape_type = Gradio.Radio(["Web scraping", "Short descriptions"], label="Scraping tactic", info="Want GPT4ALL to utilize web scraping? If so—how thorough?") | |
with Gradio.Box(): | |
output = Gradio.components.Textbox(value="", label="Output", info="GPT4ALL's thoughts") | |
submit = Gradio.Button("Generate", variant="primary") | |
submit.click(run_falcon, inputs=[instruction, scraping, scrape_type], outputs=[output]) | |
demo.queue(concurrency_count=1).launch(debug=True) # type: ignore |