automatic/modules/ltx/ltx_ui.py

99 lines
6.5 KiB
Python

import os
import gradio as gr
from modules import shared, ui_sections, ui_symbols, ui_common
from modules.ui_components import ToolButton
from modules.video_models.video_utils import get_codecs
from modules.ltx import ltx_process
debug = shared.log.trace if os.environ.get('SD_VIDEO_DEBUG', None) is not None else lambda *args, **kwargs: None
def create_ui(prompt, negative, styles, overrides):
with gr.Row():
with gr.Column(variant='compact', elem_id="ltx_settings", elem_classes=['settings-column'], scale=1):
with gr.Row():
generate = gr.Button('Generate', elem_id="ltx_generate_btn", variant='primary', visible=False)
with gr.Accordion(open=True, label="LTX size", elem_id='ltx_generate_accordion'):
with gr.Row():
width, height = ui_sections.create_resolution_inputs('ltx', default_width=832, default_height=480)
with gr.Row():
frames = gr.Slider(label='LTX frames', minimum=1, maximum=513, step=1, value=17, elem_id="ltx_frames")
seed = gr.Number(label='LTX seed', value=-1, elem_id="ltx_seed", container=True)
random_seed = ToolButton(ui_symbols.random, elem_id="ltx_random_seed")
with gr.Accordion(open=False, label="Condition", elem_id='ltx_condition_accordion'):
condition_strength = gr.Slider(label='LTX condition strength', minimum=0.1, maximum=1.0, step=0.05, value=0.8, elem_id="ltx_condition_image_strength")
with gr.Tabs():
with gr.Tab('Image', id='ltx_condition_image_tab'):
condition_image = gr.Image(sources='upload', type="pil", label="Image", width=256, height=256, interactive=True, tool="editor", image_mode='RGB', elem_id="ltx_condition_image")
with gr.Tab('Video', id='ltx_condition_video_tab'):
condition_video = gr.Video(label='Video', type='filepath', elem_id="ltx_condition_video", width=256, height=256, source='upload')
with gr.Row():
condition_video_frames = gr.Slider(label='LTX frames number', minimum=-1, maximum=1024, step=1, value=-1, elem_id="ltx_condition_video_frames")
condition_video_skip = gr.Slider(label='LTX frames skip', minimum=0, maximum=1024, step=1, value=0, elem_id="ltx_condition_video_sip")
with gr.Tab('Gallery', id='ltx_condition_batch_tab'):
condition_files = gr.Files(label="Image Batch", interactive=True, elem_id="ltx_condition_batch")
with gr.Accordion(open=False, label="Upsample", elem_id='ltx_upsample_accordion'):
with gr.Row():
upsample_enable = gr.Checkbox(label='LTX enable upsampling', value=False, elem_id="ltx_upsample_enable")
upsample_ratio = gr.Slider(label='LTX upsample ratio', minimum=1.0, maximum=4.0, step=0.1, value=2.0, elem_id="ltx_upsample_ratio", interactive=False)
with gr.Accordion(open=False, label="Refine", elem_id='ltx_refine_accordion'):
with gr.Row():
refine_enable = gr.Checkbox(label='LTX enable refine', value=False, elem_id="ltx_refine_enable")
refine_strength = gr.Slider(label='LTX refine strength', minimum=0.1, maximum=1.0, step=0.05, value=0.4, elem_id="ltx_refine_strength")
with gr.Accordion(label="Video", open=False):
with gr.Row():
mp4_fps = gr.Slider(label="FPS", minimum=1, maximum=60, value=24, step=1)
mp4_interpolate = gr.Slider(label="LTX interpolation", minimum=0, maximum=10, value=0, step=1)
with gr.Row():
mp4_codec = gr.Dropdown(label="LTX codec", choices=['none', 'libx264'], value='libx264', type='value')
ui_common.create_refresh_button(mp4_codec, get_codecs)
mp4_ext = gr.Textbox(label="LTX format", value='mp4', elem_id="framepack_mp4_ext")
mp4_opt = gr.Textbox(label="LTX options", value='crf:16', elem_id="framepack_mp4_ext")
with gr.Row():
mp4_video = gr.Checkbox(label='LTX save video', value=True, elem_id="framepack_mp4_video")
mp4_frames = gr.Checkbox(label='LTX save frames', value=False, elem_id="framepack_mp4_frames")
mp4_sf = gr.Checkbox(label='LTX save safetensors', value=False, elem_id="framepack_mp4_sf")
with gr.Accordion(open=False, label="Advanced", elem_id='ltx_parameters_accordion'):
steps, sampler_index = ui_sections.create_sampler_and_steps_selection(None, "ltx", default_steps=50)
with gr.Row():
decode_timestep = gr.Slider(label='LTX decode timestep', minimum=0.01, maximum=1.0, step=0.01, value=0.05, elem_id="ltx_decode_timestep")
image_cond_noise_scale = gr.Slider(label='Noise scale', minimum=0.01, maximum=1.0, step=0.01, value=0.025, elem_id="ltx_image_cond_noise_scale")
with gr.Column(elem_id='ltx-output-column', scale=2) as _column_output:
with gr.Row():
video = gr.Video(label="Output", show_label=False, elem_id='ltx_output_video', elem_classes=['control-image'], height=512, autoplay=False)
# video = gr.Gallery(value=[], label="Output", show_label=False, elem_id='ltx_output_video', elem_classes=['control-image'], height=512)
with gr.Row():
text = gr.HTML('', elem_id='ltx_generation_info', show_label=False)
random_seed.click(fn=lambda: -1, show_progress=False, inputs=[], outputs=[seed])
task_id = gr.Textbox(visible=False, value='')
ui_state = gr.Textbox(visible=False, value='')
state_inputs = [task_id, ui_state]
video_inputs = [
prompt, negative, styles,
width, height, frames,
steps, sampler_index, seed,
upsample_enable, upsample_ratio,
refine_enable, refine_strength,
condition_strength, condition_image, condition_files, condition_video, condition_video_frames, condition_video_skip,
decode_timestep, image_cond_noise_scale,
mp4_fps, mp4_interpolate, mp4_codec, mp4_ext, mp4_opt, mp4_video, mp4_frames, mp4_sf,
overrides,
]
video_outputs = [
video,
text,
]
video_dict = dict(
fn=ltx_process.run_ltx,
_js="submit_ltx",
inputs=state_inputs + video_inputs,
outputs=video_outputs,
show_progress=False,
)
generate.click(**video_dict)