o i>U@sddlZddlmZddlmZddlmZmZddlm Z ddl m Z m Z m Z mZmZmZGdddeZGd d d ejZGd d d ejZGd ddejZGdddejZdedefddZdZGdddejZd,dedefddZedfdededejfddZedfdededejfdd Z !d-dedejfd"d#Z efdedejfd$d%Z!efdedejfd&d'Z"efdedejfd(d)Z#efdedejfd*d+Z$dS).N)Path) NamedTuple)LTXV_LORA_COMFY_RENAMING_MAPLoraPathStrengthAndSDOps)QuantizationPolicy)DEFAULT_IMAGE_CRFDEFAULT_LORA_STRENGTHDEFAULT_NEGATIVE_PROMPTLTX_2_3_HQ_PARAMSLTX_2_3_PARAMSPipelineParamsc@s2eZdZUeed<eed<eed<eZeed<dS)ImageConditioningInputpath frame_idxstrengthcrfN) __name__ __module__ __qualname__str__annotations__intfloatrrrrI/home/ubuntu/LTX-2/packages/ltx-pipelines/src/ltx_pipelines/utils/args.pyr s r c @:eZdZ d dejdejdeededBddf ddZdS) VideoConditioningActionNparser namespacevalues option_stringreturnc CsH|\}}t|}t|}t||jpg} | ||ft||j| dSN) resolve_pathrgetattrdestappendsetattr) selfrrrr r strength_str resolved_pathrcurrentrrr__call__s z VideoConditioningAction.__call__r" rrrargparseArgumentParser Namespacelistrr,rrrrrrc @s>eZdZdZ d dejdejdeededBddf dd Z dS) VideoMaskConditioningActionaOParse ``--conditioning-attention-mask PATH STRENGTH``. Stores a ``(mask_path, strength)`` tuple on the namespace. The mask video should be grayscale with pixel values in [0, 1] controlling per-region conditioning attention strength. The scalar *STRENGTH* is multiplied with the spatial mask before it is applied. Nrrrr r!cCsXt|dkr|dt|}t||t|d}t|d}t||j||fdS)Nz8 requires exactly 2 arguments (MASK_PATH STRENGTH), got r)lenr. ArgumentErrorr#rr'r%)r(rrrr msg mask_pathrrrrr,0s    z$VideoMaskConditioningAction.__call__r") rrr__doc__r.r/r0r1rr,rrrrr3(s r3c @r) ImageActionNrrrr r!cCst|dvr|dt|}t||tt|dt|dt|dt|dkr1t|dntd}t||j p= 1zmust be an integer, got )rr.ArgumentTypeError ValueError)rn int_valueerrr _positive_ints z'basic_arg_parser.._positive_intz--streaming-prefetch-countNzEnable layer streaming prefetching N layers ahead. At most 1 + N layers reside on GPU at once. Must be >= 1. Example: --streaming-prefetch-count 2)rSrcrlr`z--max-batch-sizer5aMaximum batch size per transformer forward pass. 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Example: --image path/to/image1.jpg 0 0.8 --image path/to/image2.jpg 160 0.9 0ri) rzrUrstage_1_height stage_1_width num_framesr frame_rater;r)r^rOrrrrnew_video_gen_arg_parsersN    rTcCsDt|d}|jdtddd|jdtddd|jdtdd d|S) a6Base argument parser for video-editing pipelines (retake, extension, inpainting, sticker movement). Uses the same actions and conventions as basic_arg_parser but only the args needed for editing (no height/width/num-frames; resolution comes from input video). Default is distilled checkpoint only. )rOz --video-pathTzPath to the source video.r_z --start-timez+Start time of the region to regenerate (s).z --end-timez)End time of the region to regenerate (s).)rzrUr#r)rOrrrrvideo_editing_arg_parserMs rcCs|j}|j}t|d}|jdttdd|jdt|jd|jdd|jdt|jd |jdd|jd t|j d |j dd|jd t d |j d|j dd|jdt|j d|j dd|jdt |j d|j dd|jdt|jd|jdd|jdt|jd|jdd|jdt|j d|j dd|jdt d |j d|j dd|jdt|j d|j dd|jdt |j d |j dd|S)!Nr^z--negative-promptzNegative prompt describing what should not appear in the generated video, used to guide the diffusion process away from unwanted content. Default: a comprehensive negative prompt covering common artifacts and quality issues.rbz--video-cfg-guidance-scalezClassifier-free guidance (CFG) scale controlling how strongly the model adheres to the video prompt. Higher values increase prompt adherence but may reduce diversity. 1.0 means no effect (default: raz--video-stg-guidance-scalezSTG (Spatio-Temporal Guidance) scale controlling how strongly the model reacts to the perturbation of the video modality. Higher values increase the effect but may reduce quality. 0.0 means no effect (default: z--video-rescale-scalezRescale scale controlling how strongly the model rescales the video modality after applying other guidance. Higher values tend to decrease oversaturation effects. 0.0 means no effect (default: z--video-stg-blocks*z6Which transformer blocks to perturb for STG. Default: .)rSrkrcr`z--a2v-guidance-scalezA2V (Audio-to-Video) guidance scale controlling how strongly the model reacts to the perturbation of the audio-to-video cross-attention. Higher values may increase lipsync quality. 1.0 means no effect (default: z--video-skip-stepzVideo skip step N controls periodic skipping during the video diffusion process: only steps where step_index % (N + 1) == 0 are processed, all others are skipped (e.g., 0 = no skipping; 1 = skip every other step; 2 = skip 2 of every 3 steps; default: z--audio-cfg-guidance-scalezAudio CFG (Classifier-free guidance) scale controlling how strongly the model adheres to the audio prompt. Higher values increase prompt adherence but may reduce diversity. 1.0 means no effect (default: z--audio-stg-guidance-scalezAudio STG (Spatio-Temporal Guidance) scale controlling how strongly the model reacts to the perturbation of the audio modality. Higher values increase the effect but may reduce quality. 0.0 means no effect (default: z--audio-rescale-scalezAudio rescale scale controlling how strongly the model rescales the audio modality after applying other guidance. Experimental. 0.0 means no effect (default: z--audio-stg-blockszsX        3  *