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Running on Zero
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bbf161a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 | import gradio as gr
from comfy_integration.nodes import SAMPLER_CHOICES, SCHEDULER_CHOICES
from core.settings import (
MAX_LORAS, MAX_CONTROLNETS, MAX_H3_GUIDES, LORA_SOURCE_CHOICES, RESOLUTION_MAP, MODEL_DEFAULTS_CONFIG
)
from utils.app_utils import get_h3_cn_defaults
default_vals = MODEL_DEFAULTS_CONFIG.get('Default', {})
DEFAULT_STEPS = default_vals.get('steps', 20)
DEFAULT_CFG = default_vals.get('cfg', 5.0)
DEFAULT_SAMPLER = default_vals.get('sampler_name', 'euler')
DEFAULT_SCHEDULER = default_vals.get('scheduler', 'simple')
DEFAULT_POS_PROMPT = default_vals.get('positive_prompt', '')
DEFAULT_NEG_PROMPT = default_vals.get('negative_prompt', '')
def create_base_parameter_ui(prefix, defaults=None):
if defaults is None:
defaults = {}
components = {}
with gr.Row():
components[f'aspect_ratio_{prefix}'] = gr.Dropdown(
label="Aspect Ratio",
choices=list(RESOLUTION_MAP.get('sdxl', {}).keys()),
value="1:1 (Square)",
interactive=True,
allow_custom_value=True
)
with gr.Row():
components[f'width_{prefix}'] = gr.Number(label="Width", value=defaults.get('w', 1024), interactive=True)
components[f'height_{prefix}'] = gr.Number(label="Height", value=defaults.get('h', 1024), interactive=True)
with gr.Row():
components[f'sampler_{prefix}'] = gr.Dropdown(
label="Sampler",
choices=SAMPLER_CHOICES,
value=DEFAULT_SAMPLER if DEFAULT_SAMPLER in SAMPLER_CHOICES else (SAMPLER_CHOICES[0] if SAMPLER_CHOICES else 'euler')
)
components[f'scheduler_{prefix}'] = gr.Dropdown(
label="Scheduler",
choices=SCHEDULER_CHOICES,
value=DEFAULT_SCHEDULER if DEFAULT_SCHEDULER in SCHEDULER_CHOICES else (SCHEDULER_CHOICES[0] if SCHEDULER_CHOICES else 'simple')
)
with gr.Row():
components[f'steps_{prefix}'] = gr.Slider(label="Steps", minimum=1, maximum=100, step=1, value=DEFAULT_STEPS)
components[f'cfg_{prefix}'] = gr.Slider(label="CFG Scale", minimum=1.0, maximum=20.0, step=0.1, value=DEFAULT_CFG)
with gr.Row():
components[f'seed_{prefix}'] = gr.Number(label="Seed (-1 for random)", value=-1, precision=0)
components[f'batch_size_{prefix}'] = gr.Slider(label="Batch Size", minimum=1, maximum=16, step=1, value=1)
with gr.Row():
components[f'guidance_{prefix}'] = gr.Slider(label="Guidance (FLUX)", minimum=1.0, maximum=10.0, step=0.1, value=3.5, visible=False, interactive=True)
components[f'zero_gpu_{prefix}'] = gr.Number(label="ZeroGPU Duration (s)", value=None, placeholder="Default: 60s, Max: 120s", info="Optional: Set how long to reserve the GPU.")
return components
def create_lora_settings_ui(prefix: str):
components = {}
lora_rows, lora_sources, lora_ids, lora_scales, lora_uploads = [], [], [], [], []
with gr.Accordion("LoRA Settings", open=False, visible=True) as lora_accordion:
components[f'lora_accordion_{prefix}'] = lora_accordion
gr.Markdown("💡 **Tip:** When downloading from Civitai, please use the **Version ID**, not the Model ID. You can find the Version ID in the URL (e.g., `civitai.com/models/123?modelVersionId=456`) or under the model's download button. When downloading from Hugging Face, please use the format: `repo_id/filename.extension` or `repo_id/folder_path/filename.extension` (e.g., `Comfy-Org/MiniMax-H3/loras/minimax_h3_fl2v_turbo_4step_v1.0_768p_comfyui_bf16.safetensors` or `Comfy-Org/MiniMax-H3/loras/minimax_h3_ref2v_turbo_4step_v0.1_comfyui_bf16.safetensors`).")
components[f'lora_count_state_{prefix}'] = gr.State(1)
for i in range(MAX_LORAS):
with gr.Row(visible=i==0) as row:
source = gr.Dropdown(label=f"LoRA Source {i+1}", choices=LORA_SOURCE_CHOICES, value=LORA_SOURCE_CHOICES[0], scale=1)
lora_id = gr.Textbox(label="Civitai Version ID / HF file / Upload File", scale=2, type="text")
scale = gr.Slider(label=f"Scale", minimum=0.0, maximum=2.0, step=0.05, value=1.0, scale=1)
upload = gr.UploadButton(label="Upload", file_types=[".safetensors"], scale=1)
lora_rows.append(row)
lora_sources.append(source)
lora_ids.append(lora_id)
lora_scales.append(scale)
lora_uploads.append(upload)
with gr.Row():
components[f'add_lora_button_{prefix}'] = gr.Button("Add LoRA", variant="secondary")
components[f'delete_lora_button_{prefix}'] = gr.Button("Remove LoRA", variant="secondary", visible=False)
components[f'lora_rows_{prefix}'] = lora_rows
components[f'lora_sources_{prefix}'] = lora_sources
components[f'lora_ids_{prefix}'] = lora_ids
components[f'lora_scales_{prefix}'] = lora_scales
components[f'lora_uploads_{prefix}'] = lora_uploads
all_lora_components_flat = []
for i in range(MAX_LORAS):
all_lora_components_flat.extend([lora_sources[i], lora_ids[i], lora_scales[i], lora_uploads[i]])
components[f'all_lora_components_flat_{prefix}'] = all_lora_components_flat
return components
def create_h3_guide_ui(prefix: str, max_units=MAX_H3_GUIDES):
components = {}
key = lambda name: f"{name}_{prefix}"
with gr.Accordion("Keyframe Guide Settings", open=False, visible=True) as accordion:
components[key('h3_guide_accordion')] = accordion
gr.Markdown(
"💡 **Tip:** You can anchor keyframe guides (image, video clip, or audio) "
"at arbitrary positions along the continuous timeline (not limited to first/last frames). "
"Specify the position via **Time (seconds)**."
)
guide_rows = []
images = []
videos = []
audios = []
times = []
frames = []
components.update({
key('h3_guide_rows'): guide_rows,
key('h3_guide_images'): images,
key('h3_guide_videos'): videos,
key('h3_guide_audios'): audios,
key('h3_guide_times'): times,
key('h3_guide_frames'): frames,
})
for i in range(max_units):
with gr.Row(visible=(i < 1)) as row:
with gr.Column(scale=1):
images.append(gr.Image(label=f"Guide Image {i+1}", type="pil", sources=["upload"], height=200))
with gr.Column(scale=1):
videos.append(gr.Video(label=f"Guide Video (Opt) {i+1}", sources=["upload"], height=200))
with gr.Column(scale=1):
audios.append(gr.Audio(label=f"Guide Audio (Opt) {i+1}", sources=["upload"], type="filepath"))
times.append(gr.Slider(label=f"Time (s) {i+1}", minimum=0.0, maximum=15.0, step=0.5, value=float(i * 1.5), interactive=True))
guide_rows.append(row)
with gr.Row():
components[key('add_h3_guide_button')] = gr.Button("✚ Add Guide", variant="secondary")
components[key('delete_h3_guide_button')] = gr.Button("➖ Delete Guide", variant="secondary", visible=False)
components[key('h3_guide_count_state')] = gr.State(1)
all_guide_components_flat = []
for i in range(max_units):
all_guide_components_flat.extend([
images[i], videos[i], audios[i], times[i]
])
components[key('all_h3_guide_components_flat')] = all_guide_components_flat
return components
def create_h3_controlnet_ui(prefix: str, max_units=MAX_CONTROLNETS):
components = {}
key = lambda name: f"{name}_{prefix}"
default_types, default_type, default_series, default_serie, default_fp = get_h3_cn_defaults()
with gr.Accordion("H3 ControlNet Settings", open=False, visible=True) as accordion:
components[key('h3_controlnet_accordion')] = accordion
gr.Markdown(
"💡 **Tip:** This feature does not perform preprocessing on uploaded videos. "
"Please upload the corresponding preprocessed control video (e.g., Canny edges, Depth, Pose) rather than raw/unprocessed video footage."
)
cn_rows, videos, series, types, strengths, start_percents, end_percents, filepaths = [], [], [], [], [], [], [], []
components.update({
key('h3_controlnet_rows'): cn_rows,
key('h3_controlnet_videos'): videos,
key('h3_controlnet_series'): series,
key('h3_controlnet_types'): types,
key('h3_controlnet_strengths'): strengths,
key('h3_controlnet_start_percents'): start_percents,
key('h3_controlnet_end_percents'): end_percents,
key('h3_controlnet_filepaths'): filepaths,
})
for i in range(max_units):
with gr.Row(visible=(i < 1)) as row:
with gr.Column(scale=1):
videos.append(gr.Video(label=f"Control Video {i+1}", sources=["upload"], height=220))
with gr.Column(scale=2):
types.append(gr.Dropdown(label="Type", choices=default_types, value=default_type, interactive=True, allow_custom_value=True))
series.append(gr.Dropdown(label="Series", choices=default_series, value=default_serie, interactive=True, allow_custom_value=True))
strengths.append(gr.Slider(label="Strength", minimum=0.0, maximum=2.0, step=0.05, value=1.0, interactive=True))
start_percents.append(gr.State(0.0))
end_percents.append(gr.State(1.0))
filepaths.append(gr.State(default_fp))
cn_rows.append(row)
with gr.Row():
components[key('add_h3_controlnet_button')] = gr.Button("✚ Add H3 ControlNet", variant="secondary")
components[key('delete_h3_controlnet_button')] = gr.Button("➖ Delete H3 ControlNet", variant="secondary", visible=False)
components[key('h3_controlnet_count_state')] = gr.State(1)
all_cn_components_flat = []
for i in range(max_units):
all_cn_components_flat.extend([
videos[i], types[i], series[i], strengths[i], start_percents[i], end_percents[i], filepaths[i]
])
components[key('all_h3_controlnet_components_flat')] = all_cn_components_flat
return components
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