o
    ?߱i                     @   s   d dl mZ d dlZd dlZd dlmZ d dlm	Z	 d dl
mZ d dlmZmZ d dlmZ d dlmZ d d	lmZmZmZ G d
d dZdS )    )PathN)presets)SMOKE)
LazyConfig)distributedlog)save_img_or_video)Video2WorldInference)InferenceArgumentsSetupArgumentspath_to_strc                   @   sR   e Zd ZdefddZdee dedee fddZ	d	ededed
B fddZ
d
S )	Inferenceargsc                 C   s   t |jj d| d td t | _|| _	g }|j
jr%|d t|j|jd|j|j||j|j|jd	| _| jrZ|jjddd |jd	 }t| jj| t d
|  |j | _| jrw| jrwtj|j d| _!tj"|j d| _#d S d | _!d | _#d S )N()Fz,model.config.init_student_with_teacher=False )	Zexperiment_nameZ	ckpt_pathZs3_credential_pathcontext_parallel_sizeconfig_fileexperiment_optsoffload_diffusion_modeloffload_text_encoderoffload_tokenizerTparentsexist_okzconfig.yamlzSaved config to )Zoffload_model_to_cpu)$r   debug	__class____name__torchenable_gradr   is_rank0rank0
setup_args	model_key	distilledappendr	   
experimentcheckpoint_pathr   r   r   r   r   pipe
output_dirmkdirr   Z	save_yamlconfiginfodisable_guardrailsZguardrail_enabledguardrail_presetsZcreate_text_guardrail_runneroffload_guardrail_modelstext_guardrail_runnerZcreate_video_guardrail_runnervideo_guardrail_runner)selfr   r   Zconfig_path r3   C/data/cameron/vidgen/cosmos-predict2.5/cosmos_predict2/inference.py__init__   sB   





zInference.__init__samplesr)   returnc              	   C   s   t r|d d }dd |D }tdt| d|  g }t|D ]&\}}td|d  dt| d|j  | ||}|d urH|| q"|S )	N   c                 S   s   g | ]}|j qS r3   )name).0sampler3   r3   r4   
<listcomp>P   s    z&Inference.generate.<locals>.<listcomp>zGenerating z
 samples: [/z] Processing sample )r   r   r,   len	enumerater9   _generate_sampler%   )r2   r6   r)   Zsample_namesZoutput_pathsZi_sampler;   output_pathr3   r3   r4   generateL   s   &
zInference.generater;   Nc           	      C   sf  t |jj d| d ||j }| jrd|jddd t| dd|	  t 
d| d | jd urZt|j| jsTd|j }t | | jjrPd S t|t d	 n
| jd u rdt d
 |jrt 
d | jj|jt|j|j|j|j|j|j|j|j |j!|j"d}nt 
d | jj#|jt|j|j|j|j|j|j |j!|j"d	}| jr.d|d  d }| j$d urt 
d |d %dd&t'j(}|)dddd* + ,t-j(}t.|| j$}|d u rd}t | | jjrd S t|t d t'/|0 )ddddd }|j&|j1|j2d}nt d t3|t4|dd t d| d | dS )Nr   r   Tr   z.jsonwzSaved arguments to z1Guardrail blocked text2world generation. Prompt: zPassed guardrail on promptz'Guardrail checks on prompt are disabledz,Generating video with autoregressive mode...)prompt
input_pathnum_output_frames
chunk_sizechunk_overlapguidancenum_latent_conditional_frames
resolutionseednegative_prompt	num_stepsz&Generating video with standard mode...)	rE   rF   rJ   Znum_video_framesrK   rL   rM   rN   rO   g      ?r      z#Running guardrail check on video...g     o@g        r8      z)Guardrail blocked video2world generation.z#Passed guardrail on generated video)dtypez&Guardrail checks on video are disabled   )fpszSaved video to z.mp4)5r   r   r   r   r9   r!   r*   openwritemodel_dump_jsonr,   r0   r.   Zrun_text_guardrailrE   criticalr"   
keep_going	Exceptionsuccesswarningenable_autoregressiver(   Z"generate_autoregressive_from_batchr   rF   rG   rH   rI   rJ   num_input_framesrL   rM   rN   rO   Zgenerate_vid2worldr1   clamptor   uint8permutecpunumpyastypenpZrun_video_guardrail
from_numpyfloatdevicerR   r   str)	r2   r;   r)   rB   messageZvideoframesZprocessed_framesZprocessed_videor3   r3   r4   rA   [   s~   







 



zInference._generate_sample)r   
__module____qualname__r   r5   listr
   r   rj   rC   rA   r3   r3   r3   r4   r      s    .r   )pathlibr   rd   rf   r   Z:cosmos_predict2._src.imaginaire.auxiliary.guardrail.commonr   r.   %cosmos_predict2._src.imaginaire.flagsr   Z0cosmos_predict2._src.imaginaire.lazy_config.lazyr   %cosmos_predict2._src.imaginaire.utilsr   r   Z/cosmos_predict2._src.imaginaire.visualize.videor   Z3cosmos_predict2._src.predict2.inference.video2worldr	   cosmos_predict2.configr
   r   r   r   r3   r3   r3   r4   <module>   s   