o Xiq@sPUddlmZddlmZmZmZgdZddlZddlm m Z ddl m Z ddlmZddlmZmZmZmZddlmZmZmZmZmZmZdd lmZmZmZm Z m!Z!m"Z"m#Z#m$Z$m%Z%m&Z&m'Z'ed ej(e j)Z*ge%j+ej+ej+e j+e$j+e#j+e,e&j+e"j+e!j+e'j+RZ-d e.d <Gd dde j j/Z0 ddddZ1dS)) annotations)SequenceTypeVarUnion) merge_metadatapatternrewrite RewritePass MatchResult MatchContext RewriteRuleRewriteRuleClassBaseRewriteRuleSetRewriterContextMatchingTracer MatchStatus RULE_NAME_TAGN)ir)r)r rr r)rrr r rr) _basic_rules_broadcast_to_matmul_cast_constant_of_shape_collapse_slices_fuse_batchnorm_fuse_pad_into_conv_fuse_relus_clips_min_max_to_clip_no_op_redundant_scatter_nd_remove_optional_bias_ModelProtoOrIrztuple[pattern.RewriteRule, ...]_DEFAULT_REWRITE_RULEScs(eZdZd fdd Zd d d ZZS)r rules6Sequence[pattern.RewriteRule] | pattern.RewriteRuleSetreturnNonecsDtt|tr|stdt|}t|tjsJ||_dS)Nzrules must not be empty)super__init__ isinstancer ValueErrorrrr!)selfr! __class__P/home/ubuntu/.local/lib/python3.10/site-packages/onnxscript/rewriter/__init__.pyr&Ds    zRewritePass.__init__modelir.Modelir.passes.PassResultcCs2|j|}|rtd|dtj|t|S)NzApplied z" of general pattern rewrite rules.)r!apply_to_modelprintrpasses PassResultbool)r)r.countr,r,r-callRs zRewritePass.call)r!r"r#r$)r.r/r#r0)__name__ __module__ __qualname__r&r7 __classcell__r,r,r*r-r Csr r.pattern_rewrite_rulesCUnion[Sequence[pattern.RewriteRule], pattern.RewriteRuleSet] | Noner#cCs~|durt}n|s |St|tjrtj|}d}n|}d}tjt |t t t f}||j}|r=tj|S|S)a&Rewrite the model using the provided pattern rewrite rules. Unused nodes, functions, and opsets will be removed after the rewrite. Args: model: The model to be rewritten. Can be an ONNX ModelProto or an ir.Model. pattern_rewrite_rules: A sequence of pattern rewrite rules or a RewriteRuleSet. If not provided, default rules will be applied. If empty, no rules will be applied and the original model will be returned. Returns: The rewritten model as the same type as the input model. NTF)r r'onnx ModelProtorserdedeserialize_modelr3 PassManagerr common_passesRemoveUnusedNodesPassRemoveUnusedFunctionsPassRemoveUnusedOpsetsPassr.serialize_model)r.r<model_irproto rewrite_passr,r,r-rYs(    r)N)r.rr<r=r#r)2 __future__rtypingrrr__all__r>onnx_ir.passes.commonr3commonrC onnxscriptronnxscript.rewriterronnxscript.rewriter._basicsr rr r!onnxscript.rewriter._rewrite_rulerrr r rr onnxscript.rewriter.rules.commonrrrrrrrrrrrr?Modelrr!basic_optimization_rulesr __annotations__ InPlacePassr rr,r,r,r-sJ   4