a
h @ s d dl mZ d dlmZmZ d dlZd dlZd dlZd dlm Z e
e e
dddZ ej
jdd d
Ze
eee e f d d d
Zdd Zdd ZdddedddZedd ZedddZedd d Zedd d ZdS ) )contextmanager)AnycastN)Timer)filenamereturnc s d}d}d g }t | }| |}t|D ]p\}}|dkrBq0||}|dkrVq0|d | } ||d d fdd| jdd D }
|d
|
q0W d n1 s0 Y |S ) Nzzr c s g | ]}|t d qS N)len).0xpfx I/var/www/auris/lib/python3.9/site-packages/torch/utils/jit/log_extract.py
z extract_ir..T)keepends )openreadsplit enumeratefind
splitlinesappendjoin) r ZBEGINZENDZgraphsfZ
split_strsiZ split_strZend_locslinesr r r
extract_ir s"
0r" )inp_typec C sb | }| }| }| }|d us,J |d us8J |d usDJ |d usPJ tj||||dS )N)sizestridedevicedtype)sizesstridesr& r' torchZ
empty_strided)r# r$ r% r& r' r r r make_tensor_from_type s r+ )irr c C s
t jj| dd}| g }| D ]}t| t jjrN|t
dd q$t| t jj rt|t dd q$t| t jj
rtt jj
| }|t| q$t| t jjr|t dddk q$td| q$t jd|}t j|j ||fS ) NT)Zparse_tensor_constantsg?d r r z,A default value is not implemented for type Zforward)r* _CZparse_irZmakeMultiOutputIntoTupleinputs
isinstancetypeZ FloatTyper randomuniformZIntTyperandint
TensorTyper r+ ZBoolTypeNotImplementedErrorZ_create_function_from_graphZ!_jit_pass_erase_shape_informationgraph)r, r7 r/ inpZ
tensorTypefuncr r r load_graph_and_inputs) s" r: c C s$ t d| |dd}| }|jd S )Nz fn(*inputs))fnr/ )stmtglobals )r Zblocked_autorangeZmedian)r; r/ test_runsttimesr r r time_cuda> s rB c C s6 t }t|D ] }| | qt }|| | d S )Nr> )time perf_counterrange)r; r/ r? r _er r r time_cpuC s
rH
) warmup_runsr? )r c C sx t | \}}t|D ] }|| qd }|D ] }t|tjr*|jjdk} qLq*|d usXJ |rht|||n
t|||}|S )Ncpu) r: rE r0 r* ZTensorr& r1 rH rB ) r, r/ rK r? r7 rF Zis_cpuinputoutr r r run_testJ s
rO c o s6 t jd}zd V W t j| nt j| 0 d S )NF)r* r. Z _get_graph_executor_optimize)argskwargsZ old_optimizer r r no_fuserY s rR c C s4 t t| |W d S 1 s&0 Y d S r
)rR rO r, r/ r r r run_baseline_no_fusiona s rT c C s zp|r dgndg}t j|}t jd( t| |W d W t j| S 1 sX0 Y W t j| nt j| 0 d S )N)ZDYNAMICrI )ZSTATICrI Zfuser1)r* jitZset_fusion_strategyfuserrO )r, r/ ZdynamicZstratZ old_stratr r r run_nncf s rW c C s: t jd t| |W d S 1 s,0 Y d S )NZfuser2)r* rU rV rO rS r r r run_nvfusero s rX )
contextlibr typingr r r2 r* rC Ztorch.utils.benchmarkr strlistr" r. r5 r+ tupler: rB rH floatrO rR rT rW rX r r r r s