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