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lingbot_video
lingbotworld
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oobleck
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pipelines
base
cosmos
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dreamx_world
flux
flux_2
gen3c
glm_image
hunyuan
hunyuan15
hunyuangamecraft
hyworld
kandinsky5
kandinsky6
kandinsky6_sr
kandinsky6_sr_options
lingbot_video
lingbotworld
lingbotworld2
longcat
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audio
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metric
clap_score
clap_score
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metric
desync
desync
desync
metric
frechet_distance
frechet_distance
frechet_distance
metric
imagebind_score
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imagebind_score
metric
kl_divergence
kl_divergence
kl_divergence
metric
wer
wer
wer
metric
base
common
common
common
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fvd
fvd
extractors
metric
lpips
lpips
lpips
metric
psnr
psnr
psnr
metric
ssim
ssim
ssim
metric
judge
judge
judge
third_person_separation
third_person_separation
third_person_separation
metric
optical_flow
optical_flow
optical_flow
gt_optical_flow
gt_optical_flow
gt_optical_flow
metric
synthetic_optical_flow
synthetic_optical_flow
synthetic_optical_flow
metric
physics_iq
physics_iq
physics_iq
metric
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mse
mse
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vbench
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appearance_style
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background_consistency
background_consistency
metric
color
color
color
metric
dynamic_degree
dynamic_degree
dynamic_degree
metric
human_action
human_action
human_action
metric
imaging_quality
imaging_quality
imaging_quality
metric
motion_smoothness
motion_smoothness
motion_smoothness
metric
multiple_objects
multiple_objects
multiple_objects
metric
object_class
object_class
object_class
metric
overall_consistency
overall_consistency
overall_consistency
metric
scene
scene
scene
metric
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spatial_relationship
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metric
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subject_consistency
subject_consistency
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models
models
audio
audio
audio
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camera
camera
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trajectory
dits
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cosmos
cosmos2_5
dreamx_world
dreamx_world_ar
flux
flux_2
gen3c
glm_image
hunyuangamecraft
hunyuanvideo
hunyuanvideo15
hyworld
hyworld
hyworld
camera_rope
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lingbotworld2
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lingbotworld2
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ltx2
magi_human
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utils
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matrixgame3
action_module
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mmaudio
sd3
stable_audio
wanvideo
zimage
encoders
encoders
encoders
base
bert
clip
gemma
glm_image_ar_loader
lingbot_video
lingbotworld2_t5
llama
minimax_h3_checkpoint_fp8
minimax_h3_checkpoint_nvfp4
minimax_h3_qwen3_vl
mistral3
mmaudio_clip
mmaudio_synchformer
qwen2_5
qwen2_5_vl_custom
qwen3
reason1
siglip
stable_audio_conditioner
t5
t5_hf
t5gemma
vision
hf_transformer_utils
loader
loader
loader
benchmarks
benchmarks
benchmarks
benchmark_weight_loading
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parameter
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schedulers
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scheduling_flow_map_euler_discrete
scheduling_flow_match_euler_discrete
scheduling_flow_unipc_multistep
scheduling_minimax_h3
scheduling_piflow
scheduling_rcm
scheduling_self_forcing_flow_match
scheduling_unipc_multistep
upsamplers
upsamplers
upsamplers
hunyuan15
kandinsky6_sr
ltx2_upsampler
utils
vaes
vaes
vaes
autoencoder_kl
common
cosmos25wanvae
flux2_components
flux2vae
gamecraftvae
gamecraftvae_blocks
gen3c_tokenizer_vae
hunyuan15vae
hunyuanvae
hyworldvae
kandinsky6_sr
lingbotworld2_wanvae
ltx2vae
minimax_h3_audio
minimax_h3_int8_convrot
minimax_h3_int8_kernels
minimax_h3_parallel
minimax_h3_taeh3
minimax_h3_video
oobleck
sa_audio
wanvae
vision_utils
wan
wan
wan
causal_transformer
config
definition
pipeline_config
transformer
vae
vae_config
performance
performance
performance
hf_store
metric_policy
performance_dashboard
performance_dashboard
performance_dashboard
api
metrics
service
pipelines
pipelines
pipelines
basic
basic
basic
cosmos
cosmos
cosmos
cosmos2_5_pipeline
cosmos_pipeline
presets
dreamx_world
dreamx_world
dreamx_world
ar_denoising
camera_conditioning
config
dreamx_world_ar_pipeline
dreamx_world_pipeline
presets
stages
flux
flux
flux
flux_pipeline
flux_2
flux_2
flux_2
flux_2_klein_pipeline
flux_2_latent_preparation
flux_2_pipeline
flux_2_text_encoding
flux_2_timestep_preparation
presets
gamecraft
gamecraft
gamecraft
gamecraft_pipeline
presets
gen3c
gen3c
gen3c
cache_3d
camera_utils
depth_estimation
gen3c_pipeline
presets
glm_image
glm_image
glm_image
glm_image_pipeline
stages
stages
stages
before_denoising
condition_encoding
decoding
denoising
hunyuan
hunyuan
hunyuan
hunyuan_pipeline
presets
hunyuan15
hunyuan15
hunyuan15
hunyuan15_2sr_pipeline
hunyuan15_i2v_pipeline
hunyuan15_pipeline
hunyuan15_sr_pipeline
presets
hyworld
hyworld
hyworld
hyworld_pipeline
presets
kandinsky5
kandinsky5
kandinsky5
kandinsky5_dmd_pipeline
kandinsky5_i2v_pipeline
kandinsky5_pipeline
presets
kandinsky6
kandinsky6
kandinsky6
kandinsky6_ti2va_pipeline
presets
kandinsky6_sr
kandinsky6_sr
kandinsky6_sr
kandinsky6_sr_pipeline
presets
presets
Table of contents
Classes
sr_io
tiling
lingbot_video
lingbot_video
lingbot_video
lingbot_video_pipeline
presets
stages
lingbotworld
lingbotworld
lingbotworld
lingbotworld_pipeline
presets
lingbotworld2
lingbotworld2
lingbotworld2
causal_fast_pipeline
presets
longcat
longcat
longcat
longcat_i2v_pipeline
longcat_pipeline
longcat_vc_pipeline
presets
ltx2
ltx2
ltx2
continuation
ltx2_pipeline
pipeline_configs
presets
stage_overrides
stages
stages
stages
ltx2_audio_decoding
ltx2_denoising
ltx2_image_conditioning
ltx2_latent_preparation
ltx2_refine
ltx2_text_encoding
magi_human
magi_human
magi_human
magi_human_pipeline
pipeline_configs
presets
stages
stages
stages
audio_decoding
denoising
latent_preparation
reference_image
sr_denoising
sr_latent_preparation
matrixgame2
matrixgame2
matrixgame2
matrixgame2_causal_dmd_pipeline
matrixgame2_i2v_pipeline
presets
matrixgame3
matrixgame3
matrixgame3
matrixgame3_i2v_pipeline
presets
minimax_h3
minimax_h3
minimax_h3
minimax_h3_pipeline
packing
presets
reference
stages
stages
stages
minimax_h3_conditioning
minimax_h3_decoding
minimax_h3_denoising
minimax_h3_input_preparation
minimax_h3_latent_preparation
vsa_guard
mmaudio
mmaudio
mmaudio
mmaudio_pipeline
presets
stages
sd35
sd35
sd35
presets
sd35_pipeline
stable_audio
stable_audio
stable_audio
presets
stable_audio_pipeline
stages
stages
stages
conditioning
decoding
denoising
latent_preparation
turbodiffusion
turbodiffusion
turbodiffusion
presets
turbodiffusion_i2v_pipeline
turbodiffusion_pipeline
wan
wan
wan
lucy_edit_pipeline
presets
stages
stages
stages
causal_denoising
conditioning
denoising
dmd
wan_causal_dmd_pipeline
wan_causal_pipeline
wan_dmd_pipeline
wan_i2v_dmd_pipeline
wan_i2v_pipeline
wan_pipeline
wan_v2v_pipeline
zimage
zimage
zimage
presets
stages
zimage_pipeline
composed_pipeline_base
lazy_module
lora_pipeline
pipeline_batch_info
pipeline_registry
preprocess
preprocess
preprocess
ltx2
ltx2
ltx2
ltx2_preprocess_pipelines
matrixgame2
matrixgame2
matrixgame2
matrixgame2_preprocess_pipeline
matrixgame2_preprocess_pipeline_ode_trajectory
preprocess_cosmos25_overfit
preprocess_cosmos_overfit
preprocess_hunyuan_overfit
preprocess_kandinsky5_overfit
preprocess_ltx2_overfit
preprocess_minimax_h3_overfit
preprocess_pipeline_base
preprocess_pipeline_i2v
preprocess_pipeline_ode_trajectory
preprocess_pipeline_t2v
preprocess_pipeline_text
preprocess_stages
v1_preprocess
v1_preprocessing_new
wan
wan
wan
wan_preprocess_pipelines
stages
stages
stages
base
causal_denoising
conditioning
decoding
denoising
encoding
flux_stages
gamecraft_denoising
gamecraft_image_encoding
gen3c_stages
hyworld_denoising
image_encoding
input_validation
kandinsky5
kandinsky6
kandinsky6_sr
latent_preparation
longcat_denoising
longcat_i2v_denoising
longcat_i2v_latent_preparation
longcat_image_vae_encoding
longcat_kv_cache_init
longcat_refine_init
longcat_refine_timestep
longcat_vc_denoising
longcat_video_vae_encoding
matrixgame2_denoising
matrixgame3_denoising
sd35_conditioning
sr_denoising
text_encoding
timestep_preparation
utils
validators
training
platforms
platforms
platforms
cpu
cuda
interface
mps
npu
rocm
profiler
registry
train
train
train
callbacks
callbacks
callbacks
callback
ema
grad_clip
validation
entrypoint
entrypoint
entrypoint
dcp_to_diffusers
misc
misc
misc
wan_ode_init_conversion
train
methods
methods
methods
base
consistency_model
consistency_model
consistency_model
causal_cd
distribution_matching
distribution_matching
distribution_matching
anyflow
anyflow_pretrain
dmd2
self_forcing
streaming_long_tuning
fine_tuning
fine_tuning
fine_tuning
dfsft
finetune
tfsft
knowledge_distillation
knowledge_distillation
knowledge_distillation
kd
rl
rl
rl
common
common
common
prompt_sampling
sampling
validation
diffusion_nft
rewards
rewards
rewards
frame_rewards
media
models
models
models
base
cosmos
cosmos
cosmos
cosmos
hunyuan
hunyuan
hunyuan
hunyuan
kandinsky5
kandinsky5
kandinsky5
kandinsky5
longcat
longcat
longcat
longcat
ltx2
ltx2
ltx2
ltx2
minimax_h3
minimax_h3
minimax_h3
minimax_h3
wan
wan
wan
wan
wan_causal
trainer
utils
utils
utils
activation_checkpoint
builder
checkpoint
config
dataloader
instantiate
lora
module_state
moduleloader
negative_prompt
optimizer
tracking
training_config
validation_media
training
training
training
activation_checkpoint
checkpointing_utils
cosmos2_5_training_pipeline
distillation_pipeline
ltx2_training_pipeline
matrixgame2_ar_diffusion_pipeline
matrixgame2_ode_causal_pipeline
matrixgame2_self_forcing_distillation_pipeline
matrixgame2_training_pipeline
ode_causal_pipeline
self_forcing_distillation_pipeline
trackers
training_pipeline
training_utils
wan_distillation_pipeline
wan_i2v_distillation_pipeline
wan_i2v_training_pipeline
wan_self_forcing_distillation_pipeline
wan_training_pipeline
utils
version
worker
worker
worker
executor
gpu_worker
multiproc_executor
ray_distributed_executor
ray_env
ray_utils
worker_base
workflow
workflow
workflow
preprocess
preprocess
preprocess
components
preprocess_workflow
preprocess_workflow_i2v
preprocess_workflow_ltx2_t2v
preprocess_workflow_t2v
workflow_base
Table of contents
Classes
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kandinsky6_sr
presets
¶
Kandinsky6 video super-resolution (VSR) presets.
Classes
¶
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