
    Pi4              	       2   d dl 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
 ej                            ej                            e
j        d          d                    r ed          dd	d
ddddddZdddg dfdZdddg dfdZd Zd Zd Zd ZdS )    N)compose)instantiate)	OmegaConf)sam2r   a  You're likely running Python from the parent directory of the sam2 repository (i.e. the directory where https://github.com/facebookresearch/sam2 is cloned into). This is not supported since the `sam2` Python package could be shadowed by the repository name (the repository is also named `sam2` and contains the Python package in `sam2/sam2`). Please run Python from another directory (e.g. from the repo dir rather than its parent dir, or from your home directory) after installing SAM 2.)zconfigs/sam2/sam2_hiera_t.yamlzsam2_hiera_tiny.pt)zconfigs/sam2/sam2_hiera_s.yamlzsam2_hiera_small.pt)zconfigs/sam2/sam2_hiera_b+.yamlzsam2_hiera_base_plus.pt)zconfigs/sam2/sam2_hiera_l.yamlzsam2_hiera_large.pt)z"configs/sam2.1/sam2.1_hiera_t.yamlzsam2.1_hiera_tiny.pt)z"configs/sam2.1/sam2.1_hiera_s.yamlzsam2.1_hiera_small.pt)z#configs/sam2.1/sam2.1_hiera_b+.yamlzsam2.1_hiera_base_plus.pt)z"configs/sam2.1/sam2.1_hiera_l.yamlzsam2.1_hiera_large.pt)zfacebook/sam2-hiera-tinyzfacebook/sam2-hiera-smallzfacebook/sam2-hiera-base-pluszfacebook/sam2-hiera-largezfacebook/sam2.1-hiera-tinyzfacebook/sam2.1-hiera-smallzfacebook/sam2.1-hiera-base-pluszfacebook/sam2.1-hiera-largecudaevalTc                 4   |r|                                 }|g dz  }t          | |          }t          j        |           t	          |j        d          }t          ||           |                    |          }|dk    r|                                 |S )N)H++model.sam_mask_decoder_extra_args.dynamic_multimask_via_stability=trueJ++model.sam_mask_decoder_extra_args.dynamic_multimask_stability_delta=0.05K++model.sam_mask_decoder_extra_args.dynamic_multimask_stability_thresh=0.98config_name	overridesT_recursive_r   )	copyr   r   resolver   model_load_checkpointtor   )	config_file	ckpt_pathdevicemodehydra_overrides_extraapply_postprocessingkwargscfgr   s	            r/home/jaya/work/projects/VOICE-AGENT/VIET/agent-env/lib/python3.11/site-packages/torchao/_models/sam2/build_sam.py
build_sam2r    G   s      
 5 : : < < "
 "
 "
 	
 k5J
K
K
KCc	t444EUI&&&HHVEv~~

L    c                 d   dg}|r|                                 }|g dz  }|                    |           t          | |          }t          j        |           t          |j        d          }	t          |	|           |	                    |          }	|dk    r|		                                 |	S )NzM++model._target_=torchao._models.sam2.sam2_video_predictor.SAM2VideoPredictor)r
   r   r   z/++model.binarize_mask_from_pts_for_mem_enc=truez++model.fill_hole_area=8r   Tr   r   )
r   extendr   r   r   r   r   r   r   r   )
r   r   r   r   r   r   r   hydra_overridesr   r   s
             r   build_sam2_video_predictorr%   c   s     	XO  
 5 : : < < 	"
 	"
 	"
 		
 0111 k_
E
E
ECc	t444EUI&&&HHVEv~~

Lr!   c                 P    ddl m} t          |          \  }} || |          }||fS )Nr   )hf_hub_download)repo_idfilename)huggingface_hubr'   HF_MODEL_ID_TO_FILENAMES)model_idr'   r   checkpoint_namer   s        r   _hf_downloadr.      sB    //////#;H#E K?KKKI	!!r!   c                 D    t          |           \  }}t          d||d|S N)r   r    )r.   r    r,   r   r   r   s       r   build_sam2_hfr3      s/    )(33KM+MMfMMMr!   c                 D    t          |           \  }}t          d||d|S r0   )r.   r%   r2   s       r   build_sam2_video_predictor_hfr5      s=    )(33K% 9 8>  r!   c                 0   |t          j        |dd          d         }|                     |          \  }}|r"t          j        |           t                      |r"t          j        |           t                      t          j        d           d S d S )NcpuT)map_locationweights_onlyr   zLoaded checkpoint sucessfully)torchloadload_state_dictloggingerrorRuntimeErrorinfo)r   r   sdmissing_keysunexpected_keyss        r   r   r      s    Z	DIII'R(-(=(=b(A(A%o 	!M,'''..  	!M/***.. 455555 r!   )r=   osr:   hydrar   hydra.utilsr   	omegaconfr   torchao._modelsr   pathisdirjoin__path__r?   r+   r    r%   r.   r3   r5   r   r1   r!   r   <module>rM      s    				        # # # # # #                  
 7==dmA.7788 
 ,	[  !"&"#$($;! ! L 	   < 	" " " "J" " "N N N
  
6 
6 
6 
6 
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