rewriter.setInsertionPointAfter(gemm_style_op);

  Operation* next_op = FindUserOfType<>(gemm_style_op);

  // If activation exists, omit clipping op.
  // Since out_scale and out_zp are computed based on clipped range,
  // explicit activation clipping op is not required.
  if (isa<AddOp>(next_op) && gemm_style_op->hasOneUse()) {
    // bias fusion
    CreateAndReturnQuantizedBiasPattern(

				"self.presentObj.?presentStr.optMap(v, v == 'value').hasValue()",
				"self.?absentObj.?absentStr == optional.none()",
				"self.?absentObj.?absentStr.or(optional.of('nope')) == optional.of('nope')",
				"self.?absentObj.?absentStr.orValue('nope') == 'nope'",
				"self.?absentObj.?absentStr.hasValue() == false",
				"self.?absentObj.?absentStr.optMap(v, v == 'value').hasValue() == false",

		}
	}
	if rr.Cond != "" {
		rr.add(breakf("!(%s)", rr.Cond))
	}

	// Rule matches. Generate result.
	outop, _, auxint, aux, t := extract(rr.Result) // remove parens, then split
	blockName, outdata := getBlockInfo(outop, arch)
	if len(t) < outdata.controls {
		log.Fatalf("incorrect number of output arguments in %s, got %v wanted at least %v", rule, len(s), outdata.controls)
	}

				"optional.of('a').or(optional.of('a')).hasValue()":    2, // or() is short-circuited
				"optional.none().or(optional.of('a')).hasValue()":     3,
				"optional.of('a').optMap(v, v == 'value').hasValue()": 8,
				"self.obj.?field == optional.of('a')":                 5,
				"self.obj.?absentField == optional.none()":            4,
				"self.obj.?field.orValue('v') == 'a'":                 4,

		in, out := &in.BinaryData, &out.BinaryData
		*out = make(map[string][]byte, len(*in))
		for key, val := range *in {
			var outVal []byte
			if val == nil {
				(*out)[key] = nil
			} else {
				in, out := &val, &outVal
				*out = make([]byte, len(*in))
				copy(*out, *in)
			}
			(*out)[key] = outVal
		}
	}
	return
}

		in, out := &in.BinaryData, &out.BinaryData
		*out = make(map[string][]byte, len(*in))
		for key, val := range *in {
			var outVal []byte
			if val == nil {
				(*out)[key] = nil
			} else {
				in, out := &val, &outVal
				*out = make([]byte, len(*in))
				copy(*out, *in)
			}
			(*out)[key] = outVal
		}
	}
	return
}

// quantize_conv_with_bias_dynamic_fn, omitting stablehlo.maximum.
// This is because activation clipping which includes 0.0f can be simply
// omitted from the graph as the lifted function's out_scale and out_zp are
// already calculated based on the clipped distribution.
// Note that the resulting scale and zero point should be calculated based on
// clipped range [0, r_max].

module attributes {tf_saved_model.semantics} {

*.magentosite.cloud *.migration.run *.mm *.moonscale.io *.nagoya.jp *.nodebalancer.linode.com *.nom.br *.northflank.app *.np *.oci.customer-oci.com *.ocp.customer-oci.com *.ocs.customer-oci.com *.on-acorn.io *.on-k3s.io *.on-rancher.cloud *.on-rio.io *.otap.co *.owo.codes *.paywhirl.com *.pg *.platformsh.site *.quipelements.com *.r.appspot.com *.rss.my.id *.s5y.io *.sapporo.jp *.sch.uk *.sendai.jp *.sensiosite.cloud *.spectrum.myjino.ru *.statics.cloud *.stg-builder.code.com *.stg.dev *.stgstage.dev *.stolos.io...

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co.ca

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e={clone(){const c=new Color();c.r=this.r;c.g=this.g;c.b=this.b;c.a=this.a;return c;},blendOver(bgColor){const oneMinusThisAlpha=1-this.a;const outA=this.a+bgColor.a*oneMinusThisAlpha;const bgBlend=(bgColor.a*oneMinusThisAlpha)/bgColor.a;return new Color(this.r*this.a+bgColor.r*bgBlend,this.g*this.a+bgColor.g*bgBlend,this.b*this.a+bgColor.b*bgBlend,outA);},brighten(opt_k){const k=opt_k||0.45;return new Color(Math.min(255,this.r+Math.floor(this.r*k)),Math.min(255,this.g+Math.floor(this.g*k)),Math...