17Graph nodes
16Node classes
21Inputs
7Models
Tags: videoeducationlectureteachingpresentationlearningclassroom
Inputs (21)#
The typed parameter surface callers bind when they request this workflow. Enum options and numeric bounds are the values the workflow document declares.
environment_typeenumdefault virtual_studioTeaching environment setting
options:
modern_classroomuniversity_lecture_hallvirtual_studioancient_librarymeditation_hallsacred_temple_teachingoutdoor_amphitheaterholographic_spacefloating_platformcosmic_classroomteacher_styleenumdefault spiritual_guideStyle of teacher/presenter figure
options:
modern_professorspiritual_guideancient_sagevirtual_avatarlight_beingwise_elderanimated_mentorno_teachersubject_themeenumdefault meditation_practiceEducational subject theme
options:
general_educationmeditation_practicephilosophyconsciousness_studiessacred_geometryyoga_instructionbreathworkspiritual_wisdomscience_explorationart_creativitypresentation_styleenumdefault holographic_displayHow teaching content is presented
options:
whiteboard_drawingholographic_displayfloating_diagramsenergy_visualizationsymbolic_manifestationbook_pagesscroll_unfoldingmandala_teachingvisual_aidsenumdefault sacred_symbolsVisual aids accompanying the lecture
options:
nonegeometric_shapessacred_symbolsnature_imagerycosmic_visualschakra_diagramsanatomical_overlaysabstract_conceptsatmosphereenumdefault warm_welcomingOverall atmosphere of the scene
options:
academic_formalwarm_welcomingmystical_reverentenergetic_dynamicpeaceful_contemplativecosmic_expansiveintimate_personallighting_moodenumdefault golden_wisdomLighting mood for the scene
options:
bright_educationalsoft_ambientdramatic_spotlightgolden_wisdomethereal_glowcandlelit_ancientcosmic_illuminationcamera_behaviorenumdefault gentle_zoomCamera movement during lecture
options:
static_frontslow_orbitgentle_zoomfocus_shiftpanning_revealfloating_approachmotion_intensityenumdefault subtleAmount of motion in the scene
options:
minimalsubtlemoderatedynamicinclude_particlesbooleandefault trueInclude floating particles (light, energy, wisdom symbols)
particle_typeenumdefault light_motesType of floating particles
options:
light_motessacred_geometryfloating_textenergy_wispsgolden_dustcosmic_starscolor_schemeenumdefault wisdom_goldColor scheme for the scene
options:
academic_neutralwarm_earthspiritual_purplewisdom_goldcosmic_bluenature_greenchakra_rainbowduration_secondsintegerdefault 8min 2max 20Video duration in seconds (frame count = duration * fps; capped for AnimateDiff sliding-context sampling)
fpsintegerdefault 8max 24Frames per second (AnimateDiff motion is trained near 8fps; use interpolation downstream for higher rates)
resolutionenumdefault 720pOutput resolution
options:
480p720p1080ploop_seamlessbooleandefault falseCreate seamless looping video
seedintegerdefault -1Random seed for reproducibility
frame_upscalebooleandefault falsePer-frame 2x enhancement before encoding (RealESRGAN 4x then 0.5 resample); compute-heavy, off by default
checkpointenumdefault dreamshaper_8SD1.5 checkpoint: DreamShaper 8 finetune (default, baked VAE) or base 1.5
options:
dreamshaper_8sd15_basemotion_adapterbooleandefault trueAnimateDiff v3 domain-adapter LoRA (cleans motion-training artifacts)
smooth_motionbooleandefault falseRIFE 4.9 frame interpolation (2x): doubles effective fps before encoding
ComfyUI node graph (17)#
The executable ComfyUI prompt graph: 17 nodes across 16 distinct node classes, wired by 20 data dependencies. Nodes tinted green come from a custom node pack this workflow declares; the rest are ComfyUI core / baked-community classes.
flowchart TD
n0["1: CheckpointLoaderSimple"]
n1["2: LoraLoader"]
n2["3: CLIPTextEncode"]
n3["4: CLIPTextEncode"]
n4["5: EmptyLatentImage"]
n5["6: ADE_StandardUniformContextOptions"]
n6["7: ADE_MultivalDynamic"]
n7["8: ADE_AnimateDiffLoaderGen1"]
n8["9: KSampler"]
n9["10: VAEDecode"]
n10["11: TemporalConsistencyProcessor"]
n11["12: VHS_VideoCombine"]
n12["fups_loader: UpscaleModelLoader"]
n13["fups_apply: ImageUpscaleWithModel"]
n14["fups_scale: ImageScaleBy"]
n15["ad_adapter: LoraLoaderModelOnly"]
n16["rife: RIFE VFI"]
n0 -->|model| n1
n0 -->|clip| n1
n1 -->|clip| n2
n1 -->|clip| n3
n15 -->|model| n7
n5 -->|context_options| n7
n6 -->|scale_multival| n7
n7 -->|model| n8
n2 -->|positive| n8
n3 -->|negative| n8
n4 -->|latent_image| n8
n8 -->|samples| n9
n0 -->|vae| n9
n9 -->|images| n10
n14 -->|images| n11
n12 -->|upscale_model| n13
n16 -->|image| n13
n13 -->|image| n14
n1 -->|model| n15
n10 -->|frames| n16
classDef custom fill:#12b886,stroke:#0b6b4f,color:#04110c;
class n5,n6,n7,n10,n11,n16 custom;
Nodes (17)#
1CheckpointLoaderSimplecoreckpt_name = {{checkpoint_files[checkpoint]}} tmploutputs:
MODELCLIPVAE2LoraLoadercoremodel = ◂ node 1 · out[0]clip = ◂ node 1 · out[1]lora_name = add_detail.safetensorsstrength_model = 0.3strength_clip = 0.3outputs:
MODELCLIP3CLIPTextEncodecoretext = {{constructed_prompt}} tmplclip = ◂ node 2 · out[1]outputs:
CONDITIONING4CLIPTextEncodecoretext = ugly, low quality, blurry, text watermark, disturbing, scary, rapid motion, chaotic, noisy, distorted face, multiple heads, mutated, deformed, amateur, bad anatomyclip = ◂ node 2 · out[1]outputs:
CONDITIONING5EmptyLatentImagecorewidth = {{resolution_map[resolution].width}} tmplheight = {{resolution_map[resolution].height}} tmplbatch_size = {{duration_seconds * fps}} tmploutputs:
LATENT6ADE_StandardUniformContextOptionscustom packcontext_length = 16context_stride = 1context_overlap = 4fuse_method = pyramiduse_on_equal_length = falsestart_percent = 0.0guarantee_steps = 1outputs:
CONTEXT_OPTIONS7ADE_MultivalDynamiccustom packfloat_val = {{0.5 if motion_intensity == 'minimal' else 0.7 if motion_intensity == 'subtle' else 0.9 if motion_intensity == 'moderate' else 1.1}} tmploutputs:
MULTIVAL8ADE_AnimateDiffLoaderGen1custom packmodel = ◂ node ad_adapter · out[0]model_name = v3_sd15_mm.ckptbeta_schedule = autoselectcontext_options = ◂ node 6 · out[0]scale_multival = ◂ node 7 · out[0]outputs:
MODEL9KSamplercoremodel = ◂ node 8 · out[0]positive = ◂ node 3 · out[0]negative = ◂ node 4 · out[0]latent_image = ◂ node 5 · out[0]seed = {{seed}} tmplsteps = 28cfg = 7.5sampler_name = dpmpp_2mscheduler = karrasdenoise = 1.0outputs:
LATENT10VAEDecodecoresamples = ◂ node 9 · out[0]vae = ◂ node 1 · out[2]outputs:
IMAGE11TemporalConsistencyProcessorcustom packimages = ◂ node 10 · out[0]consistency_strength = 0.7flicker_reduction = 0.6outputs:
IMAGE12VHS_VideoCombinecustom packimages = ◂ node fups_scale · out[0]frame_rate = {{int(fps) * 2 if smooth_motion else int(fps)}} tmplloop_count = 0filename_prefix = lecture_sceneformat = video/h264-mp4pingpong = {{loop_seamless}} tmplsave_output = trueoutputs:
VHS_FILENAMESfups_loaderUpscaleModelLoadercoremodel_name = RealESRGAN_x4plus.pthoutputs:
UPSCALE_MODELfups_applyImageUpscaleWithModelcoreupscale_model = ◂ node fups_loader · out[0]image = ◂ node rife · out[0]outputs:
IMAGEfups_scaleImageScaleBycoreimage = ◂ node fups_apply · out[0]upscale_method = lanczosscale_by = 0.5outputs:
IMAGEad_adapterLoraLoaderModelOnlycoremodel = ◂ node 2 · out[0]lora_name = v3_sd15_adapter.ckptstrength_model = 0.7outputs:
MODELrifeRIFE VFIcustom packckpt_name = rife49.pthframes = ◂ node 11 · out[0]clear_cache_after_n_frames = 10multiplier = 2fast_mode = trueensemble = truescale_factor = 1.0dtype = float32torch_compile = falsebatch_size = 1outputs:
IMAGEPrompt construction#
templateeducational lecture scene video, {environment_prompt}, {teacher_prompt}, {subject_prompt}, {presentation_prompt}, {atmosphere_prompt}, {lighting_prompt}, {color_prompt}, {camera_prompt}{visual_aids_clause}{particles_clause}, professional cinematography, high quality educational content, 4k qualityVariables (10)#
environment_prompt{{environment_prompts[environment_type]}} tmplteacher_prompt{{teacher_prompts[teacher_style]}} tmplsubject_prompt{{subject_prompts[subject_theme]}} tmplpresentation_prompt{{presentation_prompts[presentation_style]}} tmplatmosphere_prompt{{atmosphere_prompts[atmosphere]}} tmpllighting_prompt{{lighting_prompts[lighting_mood]}} tmplcolor_prompt{{color_prompts[color_scheme]}} tmplcamera_prompt{{camera_prompts[camera_behavior]}} tmplvisual_aids_clause{{visual_aid_prompts[visual_aids]}} tmplparticles_clause{{', ' + particle_prompts[particle_type] if include_particles else ''}} tmplParameter banks (12)#
The prompt / configuration lookup tables this workflow keys into from its inputs — the vocabulary that turns a style / palette / preset selection into graph parameters.
environment_prompts (10)#
modern_classroommodern digital classroom, clean white walls, large display screen, comfortable seating, natural light, contemporary educational spaceuniversity_lecture_hallgrand university lecture hall, tiered seating, wooden podium, chalkboard, academic atmosphere, traditional education settingvirtual_studiofuturistic virtual studio, floating displays, holographic interface, clean minimal design, high-tech learning environmentancient_libraryancient library interior, towering bookshelves, candlelit reading nooks, wisdom scrolls, leather-bound tomes, scholarly sanctuarymeditation_hallserene meditation hall, cushions arranged, natural materials, soft light, peaceful teaching space, contemplative atmospheresacred_temple_teachingsacred temple teaching space, carved pillars, sacred symbols, incense smoke, spiritual education setting, ancient wisdom hallsoutdoor_amphitheateroutdoor amphitheater, stone seating, natural backdrop, open sky, classical teaching setting, nature-connected learningholographic_spaceholographic teaching space, floating platforms, light constructs, digital realm, futuristic education environmentfloating_platformfloating platform in clouds, ethereal setting, above the world, mystical teaching space, elevated learningcosmic_classroomcosmic classroom setting, stars visible, nebula backdrop, space station design, universal knowledge centerteacher_prompts (8)#
modern_professormodern professor figure, professional attire, confident posture, engaging expression, academic authority, relatable teacherspiritual_guidespiritual guide figure, flowing robes, serene expression, gentle gestures, wisdom emanating, compassionate teacherancient_sageancient sage figure, long beard, traditional robes, weathered wisdom, timeless knowledge, venerable mastervirtual_avatarstylized virtual avatar, digital design, approachable appearance, animated features, modern representationlight_beingluminous light being, ethereal form, radiant presence, transcendent teacher, pure consciousness guidewise_elderwise elder figure, kind eyes, warm smile, experienced presence, grandfather/grandmother energy, trusted mentoranimated_mentoranimated mentor character, expressive features, dynamic presence, engaging personality, inspiring teacherno_teacherempty teaching space, focus on environment, ambient scene, teacherless presentationsubject_prompts (10)#
general_educationgeneral educational content, knowledge sharing, learning concepts, academic presentationmeditation_practicemeditation instruction, mindfulness teaching, breath awareness, inner peace guidance, contemplative practicephilosophyphilosophical discourse, deep thinking, existential exploration, wisdom traditions, conceptual inquiryconsciousness_studiesconsciousness exploration, awareness teaching, mind studies, perception investigation, self-inquirysacred_geometrysacred geometry instruction, divine patterns, golden ratio, geometric wisdom, mathematical beautyyoga_instructionyoga teaching, asana demonstration, body awareness, physical-spiritual practice, movement meditationbreathworkbreathwork instruction, pranayama teaching, breath patterns, energy through breath, respiratory wisdomspiritual_wisdomspiritual wisdom sharing, esoteric knowledge, mystical teachings, soul guidance, transcendent truthscience_explorationscientific exploration, natural phenomena, discovery teaching, empirical wonder, cosmic understandingart_creativityart and creativity teaching, creative process, artistic expression, imagination development, beauty creationpresentation_prompts (8)#
whiteboard_drawingcontent appearing on whiteboard, hand-drawn diagrams, emerging illustrations, teaching sketchesholographic_displayholographic display floating, 3D projections, light-based diagrams, futuristic presentationfloating_diagramsdiagrams floating in air, suspended visuals, three-dimensional concepts, aerial teaching aidsenergy_visualizationenergy patterns visualized, flowing light, dynamic forces shown, subtle energy teachingsymbolic_manifestationsymbols manifesting in space, sacred signs appearing, archetypal imagery emergingbook_pagesancient book pages turning, written wisdom revealing, text illuminating, scriptural teachingscroll_unfoldingscroll unrolling, ancient teachings revealed, calligraphic wisdom, traditional presentationmandala_teachingmandala patterns forming, geometric teaching, circular wisdom, meditative visual instructionvisual_aid_prompts (8)#
nonegeometric_shapes, with floating geometric shapes, platonic solids, mathematical forms as visual aidssacred_symbols, with sacred symbols appearing, om, lotus, chakra symbols, spiritual iconographynature_imagery, with nature imagery, trees, water, mountains as teaching metaphorscosmic_visuals, with cosmic imagery, galaxies, stars, universe as visual contextchakra_diagrams, with chakra system diagrams, energy centers, kundalini visualizationanatomical_overlays, with subtle body overlay, energy anatomy, spiritual physiology shownabstract_concepts, with abstract concept visualization, ideas as shapes and colorsatmosphere_prompts (7)#
academic_formalformal academic atmosphere, scholarly tone, intellectual rigor, professional settingwarm_welcomingwarm welcoming atmosphere, inclusive energy, comfortable learning, friendly teachingmystical_reverentmystical reverent atmosphere, sacred feeling, awe-inspiring, spiritual depthenergetic_dynamicenergetic dynamic atmosphere, exciting learning, engaged environment, lively teachingpeaceful_contemplativepeaceful contemplative atmosphere, quiet wisdom, still presence, meditative teachingcosmic_expansivecosmic expansive atmosphere, vast perspective, universe-connected, infinite contextintimate_personalintimate personal atmosphere, one-on-one feeling, close connection, personal guidancelighting_prompts (7)#
bright_educationalbright even lighting, clear visibility, educational illumination, no shadowssoft_ambientsoft ambient lighting, gentle glow, comfortable brightness, soothing lightdramatic_spotlightdramatic spotlight, focused illumination, theatrical lighting, emphasis through lightgolden_wisdomgolden wisdom light, warm amber glow, enlightening illumination, sacred light qualityethereal_glowethereal glowing light, otherworldly illumination, mystical light source, supernatural brightnesscandlelit_ancientcandlelit atmosphere, flickering warm light, ancient illumination, traditional lightingcosmic_illuminationcosmic illumination, starlight and nebula glow, universal light, space lightingcamera_prompts (6)#
static_frontstatic front camera angle, stable view, traditional lecture perspectiveslow_orbitslow camera orbit, gentle rotation around subject, revealing movementgentle_zoomgentle zoom motion, slowly approaching, increasing intimacyfocus_shiftfocus shifting between teacher and content, dynamic attention, visual emphasis changespanning_revealslow panning motion, revealing scene elements, cinematic sweepfloating_approachfloating camera approach, weightless movement, dreamlike progressioncolor_prompts (7)#
academic_neutralneutral academic colors, whites, grays, clean professional toneswarm_earthwarm earth tones, browns, oranges, natural grounding colorsspiritual_purplespiritual purple palette, violet, indigo, mystical hueswisdom_goldwisdom gold palette, amber, gold, enlightened warm tonescosmic_bluecosmic blue palette, deep blues, space colors, infinite tonesnature_greennature green palette, forest colors, growth hues, living toneschakra_rainbowchakra rainbow colors, full spectrum, energy center huesparticle_prompts (6)#
light_motesfloating light motes, gentle sparkles, dust in sunbeamsacred_geometryfloating sacred geometry particles, small geometric shapes, platonic solidsfloating_textfloating text fragments, wisdom words, sacred syllablesenergy_wispsenergy wisps floating, light trails, subtle energy visiblegolden_dustgolden dust particles, wisdom dust, enlightenment sparklescosmic_starstiny star particles, cosmic dust, miniature galaxiesresolution_map (3)#
480p{"width": 512, "height": 288}720p{"width": 768, "height": 432}1080p{"width": 960, "height": 544}preset_configurations (4)#
meditation_teacher{"environment_type": "meditation_hall", "teacher_style": "spiritual_guide", "subject_theme": "meditation_practice", "presentation_style": "energy_visualization", "atmosphere": "peaceful_contemplative", "description": "Serene meditation instruction scene"}sacred_wisdom{"environment_type": "sacred_temple_teaching", "teacher_style": "ancient_sage", "subject_theme": "spiritual_wisdom", "presentation_style": "scroll_unfolding", "atmosphere": "mystical_reverent", "description": "Ancient wisdom teaching in sacred space"}modern_lecture{"environment_type": "virtual_studio", "teacher_style": "modern_professor", "subject_theme": "consciousness_studies", "presentation_style": "holographic_display", "atmosphere": "academic_formal", "description": "Modern educational lecture setting"}cosmic_teaching{"environment_type": "cosmic_classroom", "teacher_style": "light_being", "subject_theme": "consciousness_studies", "presentation_style": "symbolic_manifestation", "atmosphere": "cosmic_expansive", "description": "Transcendent cosmic teaching experience"}Models & dependencies#
Custom node packs (6)#
The non-core ComfyUI node classes this graph requires; the RunPod worker image the workflow runs on must bake or install a pack that provides every one of them.
ADE_AnimateDiffLoaderGen1ADE_MultivalDynamicADE_StandardUniformContextOptionsRIFE VFITemporalConsistencyProcessorVHS_VideoCombineCheckpoint aliases (2)#
dreamshaper_8DreamShaper_8_pruned.safetensorssd15_basev1-5-pruned-emaonly.safetensorsModels required (7)#
DreamShaper_8_pruned.safetensorsRealESRGAN_x4plus.pthadd_detail.safetensorsrife49.pthv1-5-pruned-emaonly.safetensorsv3_sd15_adapter.ckptv3_sd15_mm.ckptOutput contract#
What a successful run of this workflow returns.
typevideoformatmp4codech264audiofalsedescriptionEducational lecture scene video ready for voiceoverTaxonomy & routing#
How the control plane classifies this workflow — from the committed workflow-taxonomy-registry.json. It drives the consistency / control surface the agentic director can exercise over the workflow.
assetFamilyanim-animatic-shot-reeloutputPackageProfilevideo-master-profilecontrolModalitiescamera-lockcamera-path-guidecolor-script-lockdepth-constraintidentity-adapterkeyframe-anchor-locklatent-reusemodel-lockmotion-vector-lockpalette-lockpose-constraintprompt-template-lockreference-ensemblesampler-scheduler-lockscene-lockseed-lock +4 moreconsistencyDimensionsmotionenvironmentlightingcolor-scriptnotesAuto-mapped from video defaults