\j4UddlZddlZddlZejj eZejjejjedr6ejjejjedn5ejjejjed ddl m Z m Z m Z dZdZedzed<ej(eZGd d e Zy#e$rZeZ dZ dZ dZeZYdZ[2dZ[wwxYw) Nz ../tools/symbolic_shape_infer.pyz../toolsz..)SymbolicShapeInferenceget_shape_from_type_protosympyT"_symbolic_shape_infer_import_errorFcNeZdZdfd Zd deeefdefdZdZdZ dZ xZ S) SymbolicShapeInferenceHelpercts+t}|dt|vrdnd|}td||t|||||||_d|_d|_i|_ y)Nrz1missing 'sympy' (install with: pip install sympy)z'failed to import symbolic_shape_infer: u0SymbolicShapeInferenceHelper is unavailable — F) _symbolic_shape_infer_availablerstr ImportErrorsuper__init__model_all_shapes_inferred_ is_inferred_dynamic_axis_mapping_) selfmodelverboseint_max auto_mergeguess_output_rankerrcause __class__s ^/root/.hermes/venv/lib/python3.12/site-packages/onnxruntime/transformers/shape_infer_helper.pyrz%SymbolicShapeInferenceHelper.__init__!s.4C?w#c(':D>sgF   PQVPWXY_b b *.?I */!"'57"dynamic_axis_mappingmax_runscr|J|jr|j|k(r |jS||_|j|jd}|j rJt jd||j|_|dz }|dkDr||k\rn |j rJd|_|jS)aRun shape inference, and try replace dynamic axis from string to integer when mapping is provided. Args: dynamic_axis_mapping (_type_): a dictionary with name of dynamic axis as key, like {"batch_size" : 4} max_runs (int, optional): limit maximum number of runs to avoid infinite loop. Defaults to 200. Returns: bool: whether all shapes has been inferred or not. rzshape infer run T) rrr _preprocessrrun_loggerdebug _infer_impl)rrrcounts rinferz"SymbolicShapeInferenceHelper.infer0s$///   !;!;?S!S,, ,%9" %ii LL+E73 4(,(8(8(:D % QJE!| 1 ii!(((rcg}|j||}|r|D]}t|tr||jvr|j |j|@||j vr|j |j |m|j t j|d|J|j ||S)zQOverride it to ensure shape inference by giving the actual value of dynamic axis.T)integer) _get_shape isinstancer rappendsymbolic_dims_rSymbol)rnodeidx sympy_shapeshapedims r_get_sympy_shapez-SymbolicShapeInferenceHelper._get_sympy_shapeNs c*  ,c3'd888#**4+E+Ec+JK 3 33#**4+>+>s+CD#**5<<T+JK?*?&&s+ ,rcD|jsJ||jvrtdt|zy|j|j}t |}|Et |D]7\}}t|ts||jvs&|j|||<9|S)zGet shape of an edge. Args: edge (str): name of edge Returns: Optional[List[int]]: the shape, or None if shape is unknown zCannot retrieve the shape of N) r known_vi_printr typer enumerater,r)redge type_protor3ir4s rget_edge_shapez+SymbolicShapeInferenceHelper.get_edge_shapeas(((( t~~ % 1CI= >^^D).. )*5  #E* ?3c3'C43M3M,M#99#>E!H ? rc|jsJ|j|}|j|}|| td||k(S)a*Compare shape of two edges. Args: edge (str): name of edge edge_other (str): name of another edge Raises: Exception: At least one shape is missed for edges to compare Returns: bool: whether the shape is same or not z1At least one shape is missed for edges to compare)rr> Exception)rr; edge_otherr3 shape_others r compare_shapez*SymbolicShapeInferenceHelper.compare_shapeysT((((##D)))*5 =K/OP P ##r)riTF)) __name__ __module__ __qualname__rdictr intr(r5r>rC __classcell__)rs@rrr s2 8)$sCx.)C)<&0$rr)loggingossyspathdirname__file__ file_pathexistsjoinr-symbolic_shape_inferrrrr rr __annotations__excobject getLoggerrEr$rrrrZs   GGOOH % 77>>"'',,y*LMNHHOOBGGLLJ78HHOOBGGLLD12 -]]&*#=A& d(:A   8 $k$#9k$-# $ E&+#),& -s C>>D DD