a
    d                     @   s   d dl mZ d dlmZmZmZmZ d dlZd dlZd dl	Z	d dl
mZ eee dddZejjdd	d
Zeeeee f dddZdd Zdd ZdddedddZedd ZedddZedddZedddZdS )     )contextmanager)AnyListTuplecastN)Timer)filenamereturnc                    s   d}d}d  d}g }t | d}| |}t|D ]p\}}|dkrHq6||}	|	dkr\q6|d |	 }
||d   d   fdd	|
jd
dD }|d| q6W d    n1 s0    Y  |S )Nz<GRAPH_EXPORT>z</GRAPH_EXPORT> rr      c                    s   g | ]}|t  d  qS N)len).0xpfx d/var/www/html/stable-diffusion-webui/venv/lib/python3.9/site-packages/torch/utils/jit/log_extract.py
<listcomp>       zextract_ir.<locals>.<listcomp>T)keepends)openreadsplit	enumeratefind
splitlinesappendjoin)r   ZBEGINZENDcurrentZgraphsfZ
split_strsiZ	split_strZend_locslinesr   r   r   
extract_ir   s$    
0r&   )inp_typec                 C   sb   |   }|  }|  }|  }|d us,J |d us8J |d usDJ |d usPJ tj||||dS )N)sizestridedevicedtype)sizesstridesr*   r+   torchZempty_strided)r'   r(   r)   r*   r+   r   r   r   make_tensor_from_type   s    r/   )irr	   c                 C   s
  t jj| dd}|  g }| D ]}t| t jjrN|t	
dd q$t| t jjrt|t	dd q$t| t jjrtt jj| }|t| q$t| t jjr|t	dddk q$td|  q$t jd|}t j|j ||fS )	NT)Zparse_tensor_constantsg?d   r   r   z,A default value is not implemented for type Zforward)r.   _CZparse_irZmakeMultiOutputIntoTupleinputs
isinstancetypeZ	FloatTyper   randomuniformZIntTyperandint
TensorTyper   r/   ZBoolTypeNotImplementedErrorZ_create_function_from_graphZ!_jit_pass_erase_shape_informationgraph)r0   r;   r3   inpZ
tensorTypefuncr   r   r   load_graph_and_inputs)   s"    r>   c                 C   s$   t d| |dd}| }|jd S )Nzfn(*inputs))fnr3   )stmtglobals  )r   Zblocked_autorangeZmedian)r?   r3   	test_runsttimesr   r   r   	time_cuda>   s    rF   c                 C   s6   t  }t|D ]}| |  qt  }|| | d S )NrB   )timeperf_counterrange)r?   r3   rC   r$   _er   r   r   time_cpuC   s
    
rL   
      )warmup_runsrC   )r	   c          	      C   sx   t | \}}t|D ]}||  qd }|D ] }t|tjr*|jjdk} qLq*|d usXJ |rht|||n
t|||}|S )Ncpu)	r>   rI   r4   r.   ZTensorr*   r5   rL   rF   )	r0   r3   rO   rC   r;   rJ   Zis_cpuinputoutr   r   r   run_testJ   s    
rS   c               	   o   s6   t jd}zd V  W t j| nt j| 0 d S )NF)r.   r2   Z_get_graph_executor_optimize)argskwargsZold_optimizer   r   r   no_fuserY   s    rV   c                 C   s4   t   t| |W  d    S 1 s&0    Y  d S r   )rV   rS   r0   r3   r   r   r   run_baseline_no_fusiona   s    rX   c              	   C   s   zp|rdgndg}t j|}t jd( t| |W  d    W t j| S 1 sX0    Y  W t j| nt j| 0 d S )N)ZDYNAMICrM   )ZSTATICrM   Zfuser1)r.   jitZset_fusion_strategyfuserrS   )r0   r3   ZdynamicZstratZ	old_stratr   r   r   run_nncf   s    r[   c                 C   s:   t jd t| |W  d    S 1 s,0    Y  d S )NZfuser2)r.   rY   rZ   rS   rW   r   r   r   run_nvfusero   s    r\   )
contextlibr   typingr   r   r   r   r6   r.   rG   Ztorch.utils.benchmarkr   strr&   r2   r9   r/   r>   rF   rL   floatrS   rV   rX   r[   r\   r   r   r   r   <module>   s    
	