U 9%e@+@s(dZddlZddlmZmZmZmZmZmZm Z m Z m Z ddl m Z mZddlmZeZeeeeedddZe d Ze d ZGd d d eeefeeZGd ddZGdddZejdee eeefeeeeedddZejdee eeefeeeedddZeadS)z3Module for handling symbolic function registration.N) Callable CollectionDictGenericOptionalSequenceSetTypeVarUnion) _constantserrors) _beartype)targetregistered_opsetsreturncCsp|sdSt|dd}|tjkr<|D]}||kr"|Sq"dSt|D]&}||kr^tjkrDnqD|SqDdS)zFinds the registered opset given a target opset version and the available opsets. Args: target: The target opset version. registered_opsets: The available opsets. Returns: The registered opset version. NT)reverse)sortedr ZONNX_BASE_OPSETreversed)rrZdescending_registered_versionsversionr`/var/www/html/Darija-Ai-API/env/lib/python3.8/site-packages/torch/onnx/_internal/registration.py_dispatch_opset_versions      r_K_Vc@seZdZdZddZeeddddZeedd d Z eeddd d Z eddd dZ eedddZ eedddZ d!eeedddZeedddZddZedddZedddZeddd ZdS)" OverrideDictzA dictionary that merges built-in and custom symbolic functions. It supports overriding and un-overriding built-in symbolic functions with custom ones. cCsi|_i|_i|_dSN_base _overrides_mergedselfrrr__init__GszOverrideDict.__init__N)keyvaluercCs"||j|<||jkr||j|<dSrrr!r#r$rrrset_baseLs  zOverrideDict.set_baser#rcCs ||jkS)z*Checks if a key is in the base dictionary.)rr!r#rrrin_baseQszOverrideDict.in_basecCs||j|<||j|<dS)z+Overrides a base key-value with a new pair.N)rrr%rrroverrideUs zOverrideDict.overridecCs:|j|d|j|d||jkr6|j||j|<dS)zUn-overrides a key-value pair.N)rpoprrr(rrrremove_overrideZs zOverrideDict.remove_overridecCs ||jkS)z)Checks if a key-value pair is overridden.)rr(rrr overriddenaszOverrideDict.overriddencCs |j|Srrr(rrr __getitem__eszOverrideDict.__getitem__)r#defaultcCs|j||Sr)rget)r!r#r0rrrr1hszOverrideDict.getcCs ||jkSrr.r(rrr __contains__kszOverrideDict.__contains__cCs t|jSr)iterrr rrr__iter__nszOverrideDict.__iter__rcCs t|jSr)lenrr rrr__len__qszOverrideDict.__len__cCsd|jd|jdS)NzOverrideDict(base=z , overrides=))rrr rrr__repr__tszOverrideDict.__repr__cCs t|jSr)boolrr rrr__bool__wszOverrideDict.__bool__)N)__name__ __module__ __qualname____doc__r"rrr&r:r)r*r,r-r/rr1objectr2r4intr7strr9r;rrrrr@src@seZdZdZeddddZedddZeed d d Z ee ed d dZ eeddddZ eeddddZ edd ddZedddZdS)_SymbolicFunctionGroupapDifferent versions of symbolic functions registered to the same name. O(number of registered versions of an op) search is performed to find the most recent version of the op. The registration is delayed until op is used to improve startup time. Function overloads with different arguments are not allowed. Custom op overrides are supported. NnamercCs||_t|_dSr)_namer _functionsr!rErrrr"sz_SymbolicFunctionGroup.__init__r5cCsd|jd|jdS)Nz_SymbolicFunctionGroup(z , registered=r8)rFrGr rrrr9sz_SymbolicFunctionGroup.__repr__r'cCs||}|dkrt||Sr)r1KeyError)r!r#resultrrrr/s z"_SymbolicFunctionGroup.__getitem__)opsetrcCs"t||j}|dkrdS|j|S)z-Find the most recent version of the function.N)rrG)r!rKrrrrr1s z_SymbolicFunctionGroup.get)funcrKrc CsD|j|r2td|jd|dtjdtj|j ||dS)zAdds a symbolic function. Args: func: The function to add. opset: The opset version of the function to add. zSymbolic function 'z' already registered for opset z]. Replacing the existing function with new function. This is unexpected. Please report it on .N) rGr)warningswarnrFr ZPYTORCH_GITHUB_ISSUES_URLr ZOnnxExporterWarningr&r!rLrKrrradds  z_SymbolicFunctionGroup.addcCs|j||dS)zAdds a custom symbolic function. Args: func: The symbolic function to register. opset: The corresponding opset version. N)rGr*rPrrr add_customsz!_SymbolicFunctionGroup.add_customcCs8|j|s(td|jd|dS|j|dS)zRemoves a custom symbolic function. Args: opset: The opset version of the custom function to remove. z#No custom function registered for 'z' opset N)rGr-rNrOrFr,)r!rKrrr remove_customs  z$_SymbolicFunctionGroup.remove_customcCs t|jS)zDReturns the lowest built-in opset version supported by the function.)minrGr rrrget_min_supportedsz(_SymbolicFunctionGroup.get_min_supported)r<r=r>r?rBr"r9 OpsetVersionrr/rr1rQrRrSrUrrrrrC{s   rCc@seZdZdZddddZdeeeedddd Z eedd d d Z ee e d ddZ eeedddZeedddZdS)SymbolicRegistryzRegistry for symbolic functions. The registry maintains a mapping from qualified names to symbolic functions. It is used to register new symbolic functions and to dispatch calls to the appropriate function. Nr5cCs i|_dSr) _registryr rrrr"szSymbolicRegistry.__init__F)rErKrLcustomrcCsLd|krtd|d|j|t|}|r<|||n |||dS)aRegisters a symbolic function. Args: name: The qualified name of the function to register. In the form of 'domain::op'. E.g. 'aten::add'. opset: The opset version of the function to register. func: The symbolic function to register. custom: Whether the function is a custom function that overrides existing ones. Raises: ValueError: If the separator '::' is not in the name. z::z3The name must be in the form of 'domain::op', not ''N) ValueErrorrX setdefaultrCrRrQ)r!rErKrLrYZsymbolic_functionsrrrregisters zSymbolicRegistry.register)rErKrcCs"||jkrdS|j||dS)zUnregisters a symbolic function. Args: name: The qualified name of the function to unregister. opset: The opset version of the function to unregister. N)rXrS)r!rErKrrr unregisters zSymbolicRegistry.unregisterrDcCs |j|S)z.Returns the function group for the given name.)rXr1rHrrrget_function_groupsz#SymbolicRegistry.get_function_group)rErrcCs$||}|dkrdS||dk S)zGReturns whether the given op is registered for the given opset version.NF)r_r1)r!rErZ functionsrrris_registered_ops z!SymbolicRegistry.is_registered_opcCs t|jS)z1Returns the set of all registered function names.)setrXr rrr all_functionsszSymbolicRegistry.all_functions)F)r<r=r>r?r"rBrVrr:r]r^rrCr_rAr`rrbrrrrrWs  rWF)rErKdecoraterYrcsttdfdd }|S)aRegisters a symbolic function. Usage:: ``` @onnx_symbolic("aten::symbolic_b", opset=10, decorate=[quantized_aten_handler(scale=1/128, zero_point=0)]) @symbolic_helper.parse_args("v", "v", "b") def symbolic_b(g: _C.Graph, x: _C.Value, y: _C.Value, arg1: bool) -> _C.Value: ... ``` Args: name: The qualified name of the function in the form of 'domain::op'. E.g. 'aten::add'. opset: The opset versions of the function to register at. decorate: A sequence of decorators to apply to the function. custom: Whether the function is a custom symbolic function. Raises: ValueError: If the separator '::' is not in the name. )rLrcsN|}dk rD] }||}qttr.fD]}tj||dq2|S)NrY) isinstancerVregistryr])rLZ decoratedZ decorate_funcZ opset_versionrYrcrErKrrwrapper(s  zonnx_symbolic..wrapper)r)rErKrcrYrhrrgr onnx_symbolic sri)rErKrcrcCst|||ddS)aNRegisters a custom symbolic function. Args: name: the qualified name of the function. opset: the opset version of the function. decorate: a sequence of decorators to apply to the function. Returns: The decorator. Raises: ValueError: If the separator '::' is not in the name. Trd)ri)rErKrcrrrcustom_onnx_symbolic<srj)NF)N)r?rNtypingrrrrrrrr r Z torch.onnxr r Ztorch.onnx._internalr rArVrrrrrCrWZbeartyperBr:rirjrfrrrrsB,   &;OA 0