diff --git "a/assets/worker-5130d00f.js" "b/assets/worker-5130d00f.js"
new file mode 100644--- /dev/null
+++ "b/assets/worker-5130d00f.js"
@@ -0,0 +1,1790 @@
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bufferToTensor(n,a){if(n===void 0)throw new Error("Image buffer must be defined");if(a.height===void 0||a.width===void 0)throw new Error("Image height and width must be defined");const{height:u,width:l}=a,p=a.norm;let s,h;p===void 0||p.mean===void 0?s=255:s=p.mean,p===void 0||p.bias===void 0?h=0:h=p.bias;const f=a.bitmapFormat!==void 0?a.bitmapFormat:"RGBA",c=a.tensorFormat!==void 0&&a.tensorFormat!==void 0?a.tensorFormat:"RGB",o=u*l,t=c==="RGBA"?new Float32Array(o*4):new Float32Array(o*3);let e=4,r=0,i=1,d=2,g=3,m=0,b=o,y=o*2,w=-1;f==="RGB"&&(e=3,r=0,i=1,d=2,g=-1),c==="RGBA"?w=o*3:c==="RBG"?(m=0,y=o,b=o*2):c==="BGR"&&(y=0,b=o,m=o*2);for(let S=0;S<o;S++,r+=e,d+=e,i+=e,g+=e)t[m++]=(n[r]+h)/s,t[b++]=(n[i]+h)/s,t[y++]=(n[d]+h)/s,w!==-1&&g!==-1&&(t[w++]=(n[g]+h)/s);return c==="RGBA"?new ut("float32",t,[1,4,u,l]):new ut("float32",t,[1,3,u,l])}static async fromImage(n,a){const u=typeof HTMLImageElement<"u"&&n instanceof HTMLImageElement,l=typeof ImageData<"u"&&n instanceof ImageData,p=typeof 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d},t.decodeDelimited=function(e){return e instanceof h||(e=new h(e)),this.decode(e,e.uint32())},t.verify=function(e){if(typeof e!="object"||e===null)return"object expected";if(e.name!=null&&e.hasOwnProperty("name")&&!c.isString(e.name))return"name: string expected";if(e.refAttrName!=null&&e.hasOwnProperty("refAttrName")&&!c.isString(e.refAttrName))return"refAttrName: string expected";if(e.docString!=null&&e.hasOwnProperty("docString")&&!c.isString(e.docString))return"docString: string expected";if(e.type!=null&&e.hasOwnProperty("type"))switch(e.type){default:return"type: enum value expected";case 0:case 1:case 2:case 3:case 4:case 5:case 6:case 7:case 8:case 9:case 10:}if(e.f!=null&&e.hasOwnProperty("f")&&typeof e.f!="number")return"f: number expected";if(e.i!=null&&e.hasOwnProperty("i")&&!(c.isInteger(e.i)||e.i&&c.isInteger(e.i.low)&&c.isInteger(e.i.high)))return"i: integer|Long expected";if(e.s!=null&&e.hasOwnProperty("s")&&!(e.s&&typeof e.s.length=="number"||c.isString(e.s)))return"s: buffer expected";if(e.t!=null&&e.hasOwnProperty("t")&&(i=o.onnx.TensorProto.verify(e.t)))return"t."+i;if(e.g!=null&&e.hasOwnProperty("g")&&(i=o.onnx.GraphProto.verify(e.g)))return"g."+i;if(e.floats!=null&&e.hasOwnProperty("floats")){if(!Array.isArray(e.floats))return"floats: array expected";for(var r=0;r<e.floats.length;++r)if(typeof e.floats[r]!="number")return"floats: number[] expected"}if(e.ints!=null&&e.hasOwnProperty("ints")){if(!Array.isArray(e.ints))return"ints: array expected";for(r=0;r<e.ints.length;++r)if(!(c.isInteger(e.ints[r])||e.ints[r]&&c.isInteger(e.ints[r].low)&&c.isInteger(e.ints[r].high)))return"ints: integer|Long[] expected"}if(e.strings!=null&&e.hasOwnProperty("strings")){if(!Array.isArray(e.strings))return"strings: array expected";for(r=0;r<e.strings.length;++r)if(!(e.strings[r]&&typeof e.strings[r].length=="number"||c.isString(e.strings[r])))return"strings: buffer[] expected"}if(e.tensors!=null&&e.hasOwnProperty("tensors")){if(!Array.isArray(e.tensors))return"tensors: array expected";for(r=0;r<e.tensors.length;++r)if(i=o.onnx.TensorProto.verify(e.tensors[r]))return"tensors."+i}if(e.graphs!=null&&e.hasOwnProperty("graphs")){if(!Array.isArray(e.graphs))return"graphs: array expected";for(r=0;r<e.graphs.length;++r){var i;if(i=o.onnx.GraphProto.verify(e.graphs[r]))return"graphs."+i}}return null},t.fromObject=function(e){if(e instanceof o.onnx.AttributeProto)return e;var r=new o.onnx.AttributeProto;switch(e.name!=null&&(r.name=String(e.name)),e.refAttrName!=null&&(r.refAttrName=String(e.refAttrName)),e.docString!=null&&(r.docString=String(e.docString)),e.type){case"UNDEFINED":case 0:r.type=0;break;case"FLOAT":case 1:r.type=1;break;case"INT":case 2:r.type=2;break;case"STRING":case 3:r.type=3;break;case"TENSOR":case 4:r.type=4;break;case"GRAPH":case 5:r.type=5;break;case"FLOATS":case 6:r.type=6;break;case"INTS":case 7:r.type=7;break;case"STRINGS":case 8:r.type=8;break;case"TENSORS":case 9:r.type=9;break;case"GRAPHS":case 10:r.type=10}if(e.f!=null&&(r.f=Number(e.f)),e.i!=null&&(c.Long?(r.i=c.Long.fromValue(e.i)).unsigned=!1:typeof e.i=="string"?r.i=parseInt(e.i,10):typeof e.i=="number"?r.i=e.i:typeof e.i=="object"&&(r.i=new c.LongBits(e.i.low>>>0,e.i.high>>>0).toNumber())),e.s!=null&&(typeof e.s=="string"?c.base64.decode(e.s,r.s=c.newBuffer(c.base64.length(e.s)),0):e.s.length&&(r.s=e.s)),e.t!=null){if(typeof e.t!="object")throw TypeError(".onnx.AttributeProto.t: object expected");r.t=o.onnx.TensorProto.fromObject(e.t)}if(e.g!=null){if(typeof e.g!="object")throw TypeError(".onnx.AttributeProto.g: object expected");r.g=o.onnx.GraphProto.fromObject(e.g)}if(e.floats){if(!Array.isArray(e.floats))throw TypeError(".onnx.AttributeProto.floats: array expected");r.floats=[];for(var i=0;i<e.floats.length;++i)r.floats[i]=Number(e.floats[i])}if(e.ints){if(!Array.isArray(e.ints))throw TypeError(".onnx.AttributeProto.ints: array expected");for(r.ints=[],i=0;i<e.ints.length;++i)c.Long?(r.ints[i]=c.Long.fromValue(e.ints[i])).unsigned=!1:typeof e.ints[i]=="string"?r.ints[i]=parseInt(e.ints[i],10):typeof e.ints[i]=="number"?r.ints[i]=e.ints[i]:typeof e.ints[i]=="object"&&(r.ints[i]=new c.LongBits(e.ints[i].low>>>0,e.ints[i].high>>>0).toNumber())}if(e.strings){if(!Array.isArray(e.strings))throw TypeError(".onnx.AttributeProto.strings: array expected");for(r.strings=[],i=0;i<e.strings.length;++i)typeof e.strings[i]=="string"?c.base64.decode(e.strings[i],r.strings[i]=c.newBuffer(c.base64.length(e.strings[i])),0):e.strings[i].length&&(r.strings[i]=e.strings[i])}if(e.tensors){if(!Array.isArray(e.tensors))throw TypeError(".onnx.AttributeProto.tensors: array expected");for(r.tensors=[],i=0;i<e.tensors.length;++i){if(typeof e.tensors[i]!="object")throw TypeError(".onnx.AttributeProto.tensors: object expected");r.tensors[i]=o.onnx.TensorProto.fromObject(e.tensors[i])}}if(e.graphs){if(!Array.isArray(e.graphs))throw TypeError(".onnx.AttributeProto.graphs: array expected");for(r.graphs=[],i=0;i<e.graphs.length;++i){if(typeof e.graphs[i]!="object")throw TypeError(".onnx.AttributeProto.graphs: object expected");r.graphs[i]=o.onnx.GraphProto.fromObject(e.graphs[i])}}return r},t.toObject=function(e,r){r||(r={});var i={};if((r.arrays||r.defaults)&&(i.floats=[],i.ints=[],i.strings=[],i.tensors=[],i.graphs=[]),r.defaults){if(i.name="",i.f=0,c.Long){var d=new c.Long(0,0,!1);i.i=r.longs===String?d.toString():r.longs===Number?d.toNumber():d}else i.i=r.longs===String?"0":0;r.bytes===String?i.s="":(i.s=[],r.bytes!==Array&&(i.s=c.newBuffer(i.s))),i.t=null,i.g=null,i.docString="",i.type=r.enums===String?"UNDEFINED":0,i.refAttrName=""}if(e.name!=null&&e.hasOwnProperty("name")&&(i.name=e.name),e.f!=null&&e.hasOwnProperty("f")&&(i.f=r.json&&!isFinite(e.f)?String(e.f):e.f),e.i!=null&&e.hasOwnProperty("i")&&(typeof e.i=="number"?i.i=r.longs===String?String(e.i):e.i:i.i=r.longs===String?c.Long.prototype.toString.call(e.i):r.longs===Number?new c.LongBits(e.i.low>>>0,e.i.high>>>0).toNumber():e.i),e.s!=null&&e.hasOwnProperty("s")&&(i.s=r.bytes===String?c.base64.encode(e.s,0,e.s.length):r.bytes===Array?Array.prototype.slice.call(e.s):e.s),e.t!=null&&e.hasOwnProperty("t")&&(i.t=o.onnx.TensorProto.toObject(e.t,r)),e.g!=null&&e.hasOwnProperty("g")&&(i.g=o.onnx.GraphProto.toObject(e.g,r)),e.floats&&e.floats.length){i.floats=[];for(var g=0;g<e.floats.length;++g)i.floats[g]=r.json&&!isFinite(e.floats[g])?String(e.floats[g]):e.floats[g]}if(e.ints&&e.ints.length)for(i.ints=[],g=0;g<e.ints.length;++g)typeof e.ints[g]=="number"?i.ints[g]=r.longs===String?String(e.ints[g]):e.ints[g]:i.ints[g]=r.longs===String?c.Long.prototype.toString.call(e.ints[g]):r.longs===Number?new c.LongBits(e.ints[g].low>>>0,e.ints[g].high>>>0).toNumber():e.ints[g];if(e.strings&&e.strings.length)for(i.strings=[],g=0;g<e.strings.length;++g)i.strings[g]=r.bytes===String?c.base64.encode(e.strings[g],0,e.strings[g].length):r.bytes===Array?Array.prototype.slice.call(e.strings[g]):e.strings[g];if(e.tensors&&e.tensors.length)for(i.tensors=[],g=0;g<e.tensors.length;++g)i.tensors[g]=o.onnx.TensorProto.toObject(e.tensors[g],r);if(e.graphs&&e.graphs.length)for(i.graphs=[],g=0;g<e.graphs.length;++g)i.graphs[g]=o.onnx.GraphProto.toObject(e.graphs[g],r);return e.docString!=null&&e.hasOwnProperty("docString")&&(i.docString=e.docString),e.type!=null&&e.hasOwnProperty("type")&&(i.type=r.enums===String?o.onnx.AttributeProto.AttributeType[e.type]:e.type),e.refAttrName!=null&&e.hasOwnProperty("refAttrName")&&(i.refAttrName=e.refAttrName),i},t.prototype.toJSON=function(){return this.constructor.toObject(this,s.util.toJSONOptions)},t.AttributeType=function(){var e={},r=Object.create(e);return r[e[0]="UNDEFINED"]=0,r[e[1]="FLOAT"]=1,r[e[2]="INT"]=2,r[e[3]="STRING"]=3,r[e[4]="TENSOR"]=4,r[e[5]="GRAPH"]=5,r[e[6]="FLOATS"]=6,r[e[7]="INTS"]=7,r[e[8]="STRINGS"]=8,r[e[9]="TENSORS"]=9,r[e[10]="GRAPHS"]=10,r}(),t}(),p.ValueInfoProto=function(){function t(e){if(e)for(var r=Object.keys(e),i=0;i<r.length;++i)e[r[i]]!=null&&(this[r[i]]=e[r[i]])}return t.prototype.name="",t.prototype.type=null,t.prototype.docString="",t.create=function(e){return new t(e)},t.encode=function(e,r){return r||(r=f.create()),e.name!=null&&e.hasOwnProperty("name")&&r.uint32(10).string(e.name),e.type!=null&&e.hasOwnProperty("type")&&o.onnx.TypeProto.encode(e.type,r.uint32(18).fork()).ldelim(),e.docString!=null&&e.hasOwnProperty("docString")&&r.uint32(26).string(e.docString),r},t.encodeDelimited=function(e,r){return this.encode(e,r).ldelim()},t.decode=function(e,r){e instanceof h||(e=h.create(e));for(var i=r===void 0?e.len:e.pos+r,d=new o.onnx.ValueInfoProto;e.pos<i;){var g=e.uint32();switch(g>>>3){case 1:d.name=e.string();break;case 2:d.type=o.onnx.TypeProto.decode(e,e.uint32());break;case 3:d.docString=e.string();break;default:e.skipType(7&g)}}return d},t.decodeDelimited=function(e){return e instanceof h||(e=new h(e)),this.decode(e,e.uint32())},t.verify=function(e){if(typeof e!="object"||e===null)return"object expected";if(e.name!=null&&e.hasOwnProperty("name")&&!c.isString(e.name))return"name: string expected";if(e.type!=null&&e.hasOwnProperty("type")){var r=o.onnx.TypeProto.verify(e.type);if(r)return"type."+r}return e.docString!=null&&e.hasOwnProperty("docString")&&!c.isString(e.docString)?"docString: string expected":null},t.fromObject=function(e){if(e instanceof o.onnx.ValueInfoProto)return e;var r=new o.onnx.ValueInfoProto;if(e.name!=null&&(r.name=String(e.name)),e.type!=null){if(typeof e.type!="object")throw TypeError(".onnx.ValueInfoProto.type: object expected");r.type=o.onnx.TypeProto.fromObject(e.type)}return e.docString!=null&&(r.docString=String(e.docString)),r},t.toObject=function(e,r){r||(r={});var i={};return r.defaults&&(i.name="",i.type=null,i.docString=""),e.name!=null&&e.hasOwnProperty("name")&&(i.name=e.name),e.type!=null&&e.hasOwnProperty("type")&&(i.type=o.onnx.TypeProto.toObject(e.type,r)),e.docString!=null&&e.hasOwnProperty("docString")&&(i.docString=e.docString),i},t.prototype.toJSON=function(){return this.constructor.toObject(this,s.util.toJSONOptions)},t}(),p.NodeProto=function(){function t(e){if(this.input=[],this.output=[],this.attribute=[],e)for(var r=Object.keys(e),i=0;i<r.length;++i)e[r[i]]!=null&&(this[r[i]]=e[r[i]])}return t.prototype.input=c.emptyArray,t.prototype.output=c.emptyArray,t.prototype.name="",t.prototype.opType="",t.prototype.domain="",t.prototype.attribute=c.emptyArray,t.prototype.docString="",t.create=function(e){return new t(e)},t.encode=function(e,r){if(r||(r=f.create()),e.input!=null&&e.input.length)for(var i=0;i<e.input.length;++i)r.uint32(10).string(e.input[i]);if(e.output!=null&&e.output.length)for(i=0;i<e.output.length;++i)r.uint32(18).string(e.output[i]);if(e.name!=null&&e.hasOwnProperty("name")&&r.uint32(26).string(e.name),e.opType!=null&&e.hasOwnProperty("opType")&&r.uint32(34).string(e.opType),e.attribute!=null&&e.attribute.length)for(i=0;i<e.attribute.length;++i)o.onnx.AttributeProto.encode(e.attribute[i],r.uint32(42).fork()).ldelim();return e.docString!=null&&e.hasOwnProperty("docString")&&r.uint32(50).string(e.docString),e.domain!=null&&e.hasOwnProperty("domain")&&r.uint32(58).string(e.domain),r},t.encodeDelimited=function(e,r){return this.encode(e,r).ldelim()},t.decode=function(e,r){e instanceof h||(e=h.create(e));for(var i=r===void 0?e.len:e.pos+r,d=new o.onnx.NodeProto;e.pos<i;){var g=e.uint32();switch(g>>>3){case 1:d.input&&d.input.length||(d.input=[]),d.input.push(e.string());break;case 2:d.output&&d.output.length||(d.output=[]),d.output.push(e.string());break;case 3:d.name=e.string();break;case 4:d.opType=e.string();break;case 7:d.domain=e.string();break;case 5:d.attribute&&d.attribute.length||(d.attribute=[]),d.attribute.push(o.onnx.AttributeProto.decode(e,e.uint32()));break;case 6:d.docString=e.string();break;default:e.skipType(7&g)}}return d},t.decodeDelimited=function(e){return e instanceof h||(e=new h(e)),this.decode(e,e.uint32())},t.verify=function(e){if(typeof e!="object"||e===null)return"object expected";if(e.input!=null&&e.hasOwnProperty("input")){if(!Array.isArray(e.input))return"input: array expected";for(var r=0;r<e.input.length;++r)if(!c.isString(e.input[r]))return"input: string[] expected"}if(e.output!=null&&e.hasOwnProperty("output")){if(!Array.isArray(e.output))return"output: array expected";for(r=0;r<e.output.length;++r)if(!c.isString(e.output[r]))return"output: string[] expected"}if(e.name!=null&&e.hasOwnProperty("name")&&!c.isString(e.name))return"name: string expected";if(e.opType!=null&&e.hasOwnProperty("opType")&&!c.isString(e.opType))return"opType: string expected";if(e.domain!=null&&e.hasOwnProperty("domain")&&!c.isString(e.domain))return"domain: string expected";if(e.attribute!=null&&e.hasOwnProperty("attribute")){if(!Array.isArray(e.attribute))return"attribute: array expected";for(r=0;r<e.attribute.length;++r){var i=o.onnx.AttributeProto.verify(e.attribute[r]);if(i)return"attribute."+i}}return e.docString!=null&&e.hasOwnProperty("docString")&&!c.isString(e.docString)?"docString: string expected":null},t.fromObject=function(e){if(e instanceof o.onnx.NodeProto)return e;var r=new o.onnx.NodeProto;if(e.input){if(!Array.isArray(e.input))throw TypeError(".onnx.NodeProto.input: array expected");r.input=[];for(var i=0;i<e.input.length;++i)r.input[i]=String(e.input[i])}if(e.output){if(!Array.isArray(e.output))throw TypeError(".onnx.NodeProto.output: array expected");for(r.output=[],i=0;i<e.output.length;++i)r.output[i]=String(e.output[i])}if(e.name!=null&&(r.name=String(e.name)),e.opType!=null&&(r.opType=String(e.opType)),e.domain!=null&&(r.domain=String(e.domain)),e.attribute){if(!Array.isArray(e.attribute))throw TypeError(".onnx.NodeProto.attribute: array expected");for(r.attribute=[],i=0;i<e.attribute.length;++i){if(typeof e.attribute[i]!="object")throw TypeError(".onnx.NodeProto.attribute: object expected");r.attribute[i]=o.onnx.AttributeProto.fromObject(e.attribute[i])}}return e.docString!=null&&(r.docString=String(e.docString)),r},t.toObject=function(e,r){r||(r={});var i={};if((r.arrays||r.defaults)&&(i.input=[],i.output=[],i.attribute=[]),r.defaults&&(i.name="",i.opType="",i.docString="",i.domain=""),e.input&&e.input.length){i.input=[];for(var d=0;d<e.input.length;++d)i.input[d]=e.input[d]}if(e.output&&e.output.length)for(i.output=[],d=0;d<e.output.length;++d)i.output[d]=e.output[d];if(e.name!=null&&e.hasOwnProperty("name")&&(i.name=e.name),e.opType!=null&&e.hasOwnProperty("opType")&&(i.opType=e.opType),e.attribute&&e.attribute.length)for(i.attribute=[],d=0;d<e.attribute.length;++d)i.attribute[d]=o.onnx.AttributeProto.toObject(e.attribute[d],r);return e.docString!=null&&e.hasOwnProperty("docString")&&(i.docString=e.docString),e.domain!=null&&e.hasOwnProperty("domain")&&(i.domain=e.domain),i},t.prototype.toJSON=function(){return this.constructor.toObject(this,s.util.toJSONOptions)},t}(),p.ModelProto=function(){function t(e){if(this.opsetImport=[],this.metadataProps=[],e)for(var r=Object.keys(e),i=0;i<r.length;++i)e[r[i]]!=null&&(this[r[i]]=e[r[i]])}return t.prototype.irVersion=c.Long?c.Long.fromBits(0,0,!1):0,t.prototype.opsetImport=c.emptyArray,t.prototype.producerName="",t.prototype.producerVersion="",t.prototype.domain="",t.prototype.modelVersion=c.Long?c.Long.fromBits(0,0,!1):0,t.prototype.docString="",t.prototype.graph=null,t.prototype.metadataProps=c.emptyArray,t.create=function(e){return new t(e)},t.encode=function(e,r){if(r||(r=f.create()),e.irVersion!=null&&e.hasOwnProperty("irVersion")&&r.uint32(8).int64(e.irVersion),e.producerName!=null&&e.hasOwnProperty("producerName")&&r.uint32(18).string(e.producerName),e.producerVersion!=null&&e.hasOwnProperty("producerVersion")&&r.uint32(26).string(e.producerVersion),e.domain!=null&&e.hasOwnProperty("domain")&&r.uint32(34).string(e.domain),e.modelVersion!=null&&e.hasOwnProperty("modelVersion")&&r.uint32(40).int64(e.modelVersion),e.docString!=null&&e.hasOwnProperty("docString")&&r.uint32(50).string(e.docString),e.graph!=null&&e.hasOwnProperty("graph")&&o.onnx.GraphProto.encode(e.graph,r.uint32(58).fork()).ldelim(),e.opsetImport!=null&&e.opsetImport.length)for(var i=0;i<e.opsetImport.length;++i)o.onnx.OperatorSetIdProto.encode(e.opsetImport[i],r.uint32(66).fork()).ldelim();if(e.metadataProps!=null&&e.metadataProps.length)for(i=0;i<e.metadataProps.length;++i)o.onnx.StringStringEntryProto.encode(e.metadataProps[i],r.uint32(114).fork()).ldelim();return r},t.encodeDelimited=function(e,r){return this.encode(e,r).ldelim()},t.decode=function(e,r){e instanceof h||(e=h.create(e));for(var i=r===void 0?e.len:e.pos+r,d=new o.onnx.ModelProto;e.pos<i;){var g=e.uint32();switch(g>>>3){case 1:d.irVersion=e.int64();break;case 8:d.opsetImport&&d.opsetImport.length||(d.opsetImport=[]),d.opsetImport.push(o.onnx.OperatorSetIdProto.decode(e,e.uint32()));break;case 2:d.producerName=e.string();break;case 3:d.producerVersion=e.string();break;case 4:d.domain=e.string();break;case 5:d.modelVersion=e.int64();break;case 6:d.docString=e.string();break;case 7:d.graph=o.onnx.GraphProto.decode(e,e.uint32());break;case 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o.onnx.ModelProto)return e;var r=new o.onnx.ModelProto;if(e.irVersion!=null&&(c.Long?(r.irVersion=c.Long.fromValue(e.irVersion)).unsigned=!1:typeof e.irVersion=="string"?r.irVersion=parseInt(e.irVersion,10):typeof e.irVersion=="number"?r.irVersion=e.irVersion:typeof e.irVersion=="object"&&(r.irVersion=new c.LongBits(e.irVersion.low>>>0,e.irVersion.high>>>0).toNumber())),e.opsetImport){if(!Array.isArray(e.opsetImport))throw TypeError(".onnx.ModelProto.opsetImport: array expected");r.opsetImport=[];for(var i=0;i<e.opsetImport.length;++i){if(typeof e.opsetImport[i]!="object")throw TypeError(".onnx.ModelProto.opsetImport: object expected");r.opsetImport[i]=o.onnx.OperatorSetIdProto.fromObject(e.opsetImport[i])}}if(e.producerName!=null&&(r.producerName=String(e.producerName)),e.producerVersion!=null&&(r.producerVersion=String(e.producerVersion)),e.domain!=null&&(r.domain=String(e.domain)),e.modelVersion!=null&&(c.Long?(r.modelVersion=c.Long.fromValue(e.modelVersion)).unsigned=!1:typeof 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r=Object.keys(e),i=0;i<r.length;++i)e[r[i]]!=null&&(this[r[i]]=e[r[i]])}return t.prototype.key="",t.prototype.value="",t.create=function(e){return new t(e)},t.encode=function(e,r){return r||(r=f.create()),e.key!=null&&e.hasOwnProperty("key")&&r.uint32(10).string(e.key),e.value!=null&&e.hasOwnProperty("value")&&r.uint32(18).string(e.value),r},t.encodeDelimited=function(e,r){return this.encode(e,r).ldelim()},t.decode=function(e,r){e instanceof h||(e=h.create(e));for(var i=r===void 0?e.len:e.pos+r,d=new o.onnx.StringStringEntryProto;e.pos<i;){var g=e.uint32();switch(g>>>3){case 1:d.key=e.string();break;case 2:d.value=e.string();break;default:e.skipType(7&g)}}return d},t.decodeDelimited=function(e){return e instanceof h||(e=new h(e)),this.decode(e,e.uint32())},t.verify=function(e){return typeof e!="object"||e===null?"object expected":e.key!=null&&e.hasOwnProperty("key")&&!c.isString(e.key)?"key: string expected":e.value!=null&&e.hasOwnProperty("value")&&!c.isString(e.value)?"value: string expected":null},t.fromObject=function(e){if(e instanceof o.onnx.StringStringEntryProto)return e;var r=new o.onnx.StringStringEntryProto;return e.key!=null&&(r.key=String(e.key)),e.value!=null&&(r.value=String(e.value)),r},t.toObject=function(e,r){r||(r={});var i={};return r.defaults&&(i.key="",i.value=""),e.key!=null&&e.hasOwnProperty("key")&&(i.key=e.key),e.value!=null&&e.hasOwnProperty("value")&&(i.value=e.value),i},t.prototype.toJSON=function(){return this.constructor.toObject(this,s.util.toJSONOptions)},t}(),p.TensorAnnotation=function(){function t(e){if(this.quantParameterTensorNames=[],e)for(var r=Object.keys(e),i=0;i<r.length;++i)e[r[i]]!=null&&(this[r[i]]=e[r[i]])}return t.prototype.tensorName="",t.prototype.quantParameterTensorNames=c.emptyArray,t.create=function(e){return new t(e)},t.encode=function(e,r){if(r||(r=f.create()),e.tensorName!=null&&e.hasOwnProperty("tensorName")&&r.uint32(10).string(e.tensorName),e.quantParameterTensorNames!=null&&e.quantParameterTensorNames.length)for(var i=0;i<e.quantParameterTensorNames.length;++i)o.onnx.StringStringEntryProto.encode(e.quantParameterTensorNames[i],r.uint32(18).fork()).ldelim();return r},t.encodeDelimited=function(e,r){return this.encode(e,r).ldelim()},t.decode=function(e,r){e instanceof h||(e=h.create(e));for(var i=r===void 0?e.len:e.pos+r,d=new o.onnx.TensorAnnotation;e.pos<i;){var g=e.uint32();switch(g>>>3){case 1:d.tensorName=e.string();break;case 2:d.quantParameterTensorNames&&d.quantParameterTensorNames.length||(d.quantParameterTensorNames=[]),d.quantParameterTensorNames.push(o.onnx.StringStringEntryProto.decode(e,e.uint32()));break;default:e.skipType(7&g)}}return d},t.decodeDelimited=function(e){return e instanceof h||(e=new h(e)),this.decode(e,e.uint32())},t.verify=function(e){if(typeof e!="object"||e===null)return"object expected";if(e.tensorName!=null&&e.hasOwnProperty("tensorName")&&!c.isString(e.tensorName))return"tensorName: string expected";if(e.quantParameterTensorNames!=null&&e.hasOwnProperty("quantParameterTensorNames")){if(!Array.isArray(e.quantParameterTensorNames))return"quantParameterTensorNames: array expected";for(var r=0;r<e.quantParameterTensorNames.length;++r){var i=o.onnx.StringStringEntryProto.verify(e.quantParameterTensorNames[r]);if(i)return"quantParameterTensorNames."+i}}return null},t.fromObject=function(e){if(e instanceof o.onnx.TensorAnnotation)return e;var r=new o.onnx.TensorAnnotation;if(e.tensorName!=null&&(r.tensorName=String(e.tensorName)),e.quantParameterTensorNames){if(!Array.isArray(e.quantParameterTensorNames))throw TypeError(".onnx.TensorAnnotation.quantParameterTensorNames: array expected");r.quantParameterTensorNames=[];for(var i=0;i<e.quantParameterTensorNames.length;++i){if(typeof e.quantParameterTensorNames[i]!="object")throw TypeError(".onnx.TensorAnnotation.quantParameterTensorNames: object expected");r.quantParameterTensorNames[i]=o.onnx.StringStringEntryProto.fromObject(e.quantParameterTensorNames[i])}}return r},t.toObject=function(e,r){r||(r={});var i={};if((r.arrays||r.defaults)&&(i.quantParameterTensorNames=[]),r.defaults&&(i.tensorName=""),e.tensorName!=null&&e.hasOwnProperty("tensorName")&&(i.tensorName=e.tensorName),e.quantParameterTensorNames&&e.quantParameterTensorNames.length){i.quantParameterTensorNames=[];for(var d=0;d<e.quantParameterTensorNames.length;++d)i.quantParameterTensorNames[d]=o.onnx.StringStringEntryProto.toObject(e.quantParameterTensorNames[d],r)}return i},t.prototype.toJSON=function(){return this.constructor.toObject(this,s.util.toJSONOptions)},t}(),p.GraphProto=function(){function t(e){if(this.node=[],this.initializer=[],this.input=[],this.output=[],this.valueInfo=[],this.quantizationAnnotation=[],e)for(var r=Object.keys(e),i=0;i<r.length;++i)e[r[i]]!=null&&(this[r[i]]=e[r[i]])}return t.prototype.node=c.emptyArray,t.prototype.name="",t.prototype.initializer=c.emptyArray,t.prototype.docString="",t.prototype.input=c.emptyArray,t.prototype.output=c.emptyArray,t.prototype.valueInfo=c.emptyArray,t.prototype.quantizationAnnotation=c.emptyArray,t.create=function(e){return new t(e)},t.encode=function(e,r){if(r||(r=f.create()),e.node!=null&&e.node.length)for(var i=0;i<e.node.length;++i)o.onnx.NodeProto.encode(e.node[i],r.uint32(10).fork()).ldelim();if(e.name!=null&&e.hasOwnProperty("name")&&r.uint32(18).string(e.name),e.initializer!=null&&e.initializer.length)for(i=0;i<e.initializer.length;++i)o.onnx.TensorProto.encode(e.initializer[i],r.uint32(42).fork()).ldelim();if(e.docString!=null&&e.hasOwnProperty("docString")&&r.uint32(82).string(e.docString),e.input!=null&&e.input.length)for(i=0;i<e.input.length;++i)o.onnx.ValueInfoProto.encode(e.input[i],r.uint32(90).fork()).ldelim();if(e.output!=null&&e.output.length)for(i=0;i<e.output.length;++i)o.onnx.ValueInfoProto.encode(e.output[i],r.uint32(98).fork()).ldelim();if(e.valueInfo!=null&&e.valueInfo.length)for(i=0;i<e.valueInfo.length;++i)o.onnx.ValueInfoProto.encode(e.valueInfo[i],r.uint32(106).fork()).ldelim();if(e.quantizationAnnotation!=null&&e.quantizationAnnotation.length)for(i=0;i<e.quantizationAnnotation.length;++i)o.onnx.TensorAnnotation.encode(e.quantizationAnnotation[i],r.uint32(114).fork()).ldelim();return r},t.encodeDelimited=function(e,r){return this.encode(e,r).ldelim()},t.decode=function(e,r){e instanceof h||(e=h.create(e));for(var i=r===void 0?e.len:e.pos+r,d=new o.onnx.GraphProto;e.pos<i;){var g=e.uint32();switch(g>>>3){case 1:d.node&&d.node.length||(d.node=[]),d.node.push(o.onnx.NodeProto.decode(e,e.uint32()));break;case 2:d.name=e.string();break;case 5:d.initializer&&d.initializer.length||(d.initializer=[]),d.initializer.push(o.onnx.TensorProto.decode(e,e.uint32()));break;case 10:d.docString=e.string();break;case 11:d.input&&d.input.length||(d.input=[]),d.input.push(o.onnx.ValueInfoProto.decode(e,e.uint32()));break;case 12:d.output&&d.output.length||(d.output=[]),d.output.push(o.onnx.ValueInfoProto.decode(e,e.uint32()));break;case 13:d.valueInfo&&d.valueInfo.length||(d.valueInfo=[]),d.valueInfo.push(o.onnx.ValueInfoProto.decode(e,e.uint32()));break;case 14:d.quantizationAnnotation&&d.quantizationAnnotation.length||(d.quantizationAnnotation=[]),d.quantizationAnnotation.push(o.onnx.TensorAnnotation.decode(e,e.uint32()));break;default:e.skipType(7&g)}}return d},t.decodeDelimited=function(e){return e instanceof h||(e=new h(e)),this.decode(e,e.uint32())},t.verify=function(e){if(typeof e!="object"||e===null)return"object expected";if(e.node!=null&&e.hasOwnProperty("node")){if(!Array.isArray(e.node))return"node: array expected";for(var r=0;r<e.node.length;++r)if(i=o.onnx.NodeProto.verify(e.node[r]))return"node."+i}if(e.name!=null&&e.hasOwnProperty("name")&&!c.isString(e.name))return"name: string expected";if(e.initializer!=null&&e.hasOwnProperty("initializer")){if(!Array.isArray(e.initializer))return"initializer: array expected";for(r=0;r<e.initializer.length;++r)if(i=o.onnx.TensorProto.verify(e.initializer[r]))return"initializer."+i}if(e.docString!=null&&e.hasOwnProperty("docString")&&!c.isString(e.docString))return"docString: string expected";if(e.input!=null&&e.hasOwnProperty("input")){if(!Array.isArray(e.input))return"input: array expected";for(r=0;r<e.input.length;++r)if(i=o.onnx.ValueInfoProto.verify(e.input[r]))return"input."+i}if(e.output!=null&&e.hasOwnProperty("output")){if(!Array.isArray(e.output))return"output: array expected";for(r=0;r<e.output.length;++r)if(i=o.onnx.ValueInfoProto.verify(e.output[r]))return"output."+i}if(e.valueInfo!=null&&e.hasOwnProperty("valueInfo")){if(!Array.isArray(e.valueInfo))return"valueInfo: array expected";for(r=0;r<e.valueInfo.length;++r)if(i=o.onnx.ValueInfoProto.verify(e.valueInfo[r]))return"valueInfo."+i}if(e.quantizationAnnotation!=null&&e.hasOwnProperty("quantizationAnnotation")){if(!Array.isArray(e.quantizationAnnotation))return"quantizationAnnotation: array expected";for(r=0;r<e.quantizationAnnotation.length;++r){var i;if(i=o.onnx.TensorAnnotation.verify(e.quantizationAnnotation[r]))return"quantizationAnnotation."+i}}return null},t.fromObject=function(e){if(e instanceof o.onnx.GraphProto)return e;var r=new o.onnx.GraphProto;if(e.node){if(!Array.isArray(e.node))throw TypeError(".onnx.GraphProto.node: array expected");r.node=[];for(var i=0;i<e.node.length;++i){if(typeof e.node[i]!="object")throw TypeError(".onnx.GraphProto.node: object expected");r.node[i]=o.onnx.NodeProto.fromObject(e.node[i])}}if(e.name!=null&&(r.name=String(e.name)),e.initializer){if(!Array.isArray(e.initializer))throw TypeError(".onnx.GraphProto.initializer: array expected");for(r.initializer=[],i=0;i<e.initializer.length;++i){if(typeof e.initializer[i]!="object")throw TypeError(".onnx.GraphProto.initializer: object expected");r.initializer[i]=o.onnx.TensorProto.fromObject(e.initializer[i])}}if(e.docString!=null&&(r.docString=String(e.docString)),e.input){if(!Array.isArray(e.input))throw TypeError(".onnx.GraphProto.input: array expected");for(r.input=[],i=0;i<e.input.length;++i){if(typeof e.input[i]!="object")throw TypeError(".onnx.GraphProto.input: object expected");r.input[i]=o.onnx.ValueInfoProto.fromObject(e.input[i])}}if(e.output){if(!Array.isArray(e.output))throw TypeError(".onnx.GraphProto.output: array expected");for(r.output=[],i=0;i<e.output.length;++i){if(typeof e.output[i]!="object")throw TypeError(".onnx.GraphProto.output: object expected");r.output[i]=o.onnx.ValueInfoProto.fromObject(e.output[i])}}if(e.valueInfo){if(!Array.isArray(e.valueInfo))throw TypeError(".onnx.GraphProto.valueInfo: array expected");for(r.valueInfo=[],i=0;i<e.valueInfo.length;++i){if(typeof e.valueInfo[i]!="object")throw TypeError(".onnx.GraphProto.valueInfo: object expected");r.valueInfo[i]=o.onnx.ValueInfoProto.fromObject(e.valueInfo[i])}}if(e.quantizationAnnotation){if(!Array.isArray(e.quantizationAnnotation))throw TypeError(".onnx.GraphProto.quantizationAnnotation: array expected");for(r.quantizationAnnotation=[],i=0;i<e.quantizationAnnotation.length;++i){if(typeof e.quantizationAnnotation[i]!="object")throw TypeError(".onnx.GraphProto.quantizationAnnotation: object expected");r.quantizationAnnotation[i]=o.onnx.TensorAnnotation.fromObject(e.quantizationAnnotation[i])}}return r},t.toObject=function(e,r){r||(r={});var i={};if((r.arrays||r.defaults)&&(i.node=[],i.initializer=[],i.input=[],i.output=[],i.valueInfo=[],i.quantizationAnnotation=[]),r.defaults&&(i.name="",i.docString=""),e.node&&e.node.length){i.node=[];for(var d=0;d<e.node.length;++d)i.node[d]=o.onnx.NodeProto.toObject(e.node[d],r)}if(e.name!=null&&e.hasOwnProperty("name")&&(i.name=e.name),e.initializer&&e.initializer.length)for(i.initializer=[],d=0;d<e.initializer.length;++d)i.initializer[d]=o.onnx.TensorProto.toObject(e.initializer[d],r);if(e.docString!=null&&e.hasOwnProperty("docString")&&(i.docString=e.docString),e.input&&e.input.length)for(i.input=[],d=0;d<e.input.length;++d)i.input[d]=o.onnx.ValueInfoProto.toObject(e.input[d],r);if(e.output&&e.output.length)for(i.output=[],d=0;d<e.output.length;++d)i.output[d]=o.onnx.ValueInfoProto.toObject(e.output[d],r);if(e.valueInfo&&e.valueInfo.length)for(i.valueInfo=[],d=0;d<e.valueInfo.length;++d)i.valueInfo[d]=o.onnx.ValueInfoProto.toObject(e.valueInfo[d],r);if(e.quantizationAnnotation&&e.quantizationAnnotation.length)for(i.quantizationAnnotation=[],d=0;d<e.quantizationAnnotation.length;++d)i.quantizationAnnotation[d]=o.onnx.TensorAnnotation.toObject(e.quantizationAnnotation[d],r);return i},t.prototype.toJSON=function(){return this.constructor.toObject(this,s.util.toJSONOptions)},t}(),p.TensorProto=function(){function t(e){if(this.dims=[],this.floatData=[],this.int32Data=[],this.stringData=[],this.int64Data=[],this.externalData=[],this.doubleData=[],this.uint64Data=[],e)for(var r=Object.keys(e),i=0;i<r.length;++i)e[r[i]]!=null&&(this[r[i]]=e[r[i]])}return t.prototype.dims=c.emptyArray,t.prototype.dataType=0,t.prototype.segment=null,t.prototype.floatData=c.emptyArray,t.prototype.int32Data=c.emptyArray,t.prototype.stringData=c.emptyArray,t.prototype.int64Data=c.emptyArray,t.prototype.name="",t.prototype.docString="",t.prototype.rawData=c.newBuffer([]),t.prototype.externalData=c.emptyArray,t.prototype.dataLocation=0,t.prototype.doubleData=c.emptyArray,t.prototype.uint64Data=c.emptyArray,t.create=function(e){return new t(e)},t.encode=function(e,r){if(r||(r=f.create()),e.dims!=null&&e.dims.length){r.uint32(10).fork();for(var i=0;i<e.dims.length;++i)r.int64(e.dims[i]);r.ldelim()}if(e.dataType!=null&&e.hasOwnProperty("dataType")&&r.uint32(16).int32(e.dataType),e.segment!=null&&e.hasOwnProperty("segment")&&o.onnx.TensorProto.Segment.encode(e.segment,r.uint32(26).fork()).ldelim(),e.floatData!=null&&e.floatData.length){for(r.uint32(34).fork(),i=0;i<e.floatData.length;++i)r.float(e.floatData[i]);r.ldelim()}if(e.int32Data!=null&&e.int32Data.length){for(r.uint32(42).fork(),i=0;i<e.int32Data.length;++i)r.int32(e.int32Data[i]);r.ldelim()}if(e.stringData!=null&&e.stringData.length)for(i=0;i<e.stringData.length;++i)r.uint32(50).bytes(e.stringData[i]);if(e.int64Data!=null&&e.int64Data.length){for(r.uint32(58).fork(),i=0;i<e.int64Data.length;++i)r.int64(e.int64Data[i]);r.ldelim()}if(e.name!=null&&e.hasOwnProperty("name")&&r.uint32(66).string(e.name),e.rawData!=null&&e.hasOwnProperty("rawData")&&r.uint32(74).bytes(e.rawData),e.doubleData!=null&&e.doubleData.length){for(r.uint32(82).fork(),i=0;i<e.doubleData.length;++i)r.double(e.doubleData[i]);r.ldelim()}if(e.uint64Data!=null&&e.uint64Data.length){for(r.uint32(90).fork(),i=0;i<e.uint64Data.length;++i)r.uint64(e.uint64Data[i]);r.ldelim()}if(e.docString!=null&&e.hasOwnProperty("docString")&&r.uint32(98).string(e.docString),e.externalData!=null&&e.externalData.length)for(i=0;i<e.externalData.length;++i)o.onnx.StringStringEntryProto.encode(e.externalData[i],r.uint32(106).fork()).ldelim();return e.dataLocation!=null&&e.hasOwnProperty("dataLocation")&&r.uint32(112).int32(e.dataLocation),r},t.encodeDelimited=function(e,r){return this.encode(e,r).ldelim()},t.decode=function(e,r){e instanceof h||(e=h.create(e));for(var i=r===void 0?e.len:e.pos+r,d=new o.onnx.TensorProto;e.pos<i;){var g=e.uint32();switch(g>>>3){case 1:if(d.dims&&d.dims.length||(d.dims=[]),(7&g)==2)for(var m=e.uint32()+e.pos;e.pos<m;)d.dims.push(e.int64());else d.dims.push(e.int64());break;case 2:d.dataType=e.int32();break;case 3:d.segment=o.onnx.TensorProto.Segment.decode(e,e.uint32());break;case 4:if(d.floatData&&d.floatData.length||(d.floatData=[]),(7&g)==2)for(m=e.uint32()+e.pos;e.pos<m;)d.floatData.push(e.float());else d.floatData.push(e.float());break;case 5:if(d.int32Data&&d.int32Data.length||(d.int32Data=[]),(7&g)==2)for(m=e.uint32()+e.pos;e.pos<m;)d.int32Data.push(e.int32());else d.int32Data.push(e.int32());break;case 6:d.stringData&&d.stringData.length||(d.stringData=[]),d.stringData.push(e.bytes());break;case 7:if(d.int64Data&&d.int64Data.length||(d.int64Data=[]),(7&g)==2)for(m=e.uint32()+e.pos;e.pos<m;)d.int64Data.push(e.int64());else d.int64Data.push(e.int64());break;case 8:d.name=e.string();break;case 12:d.docString=e.string();break;case 9:d.rawData=e.bytes();break;case 13:d.externalData&&d.externalData.length||(d.externalData=[]),d.externalData.push(o.onnx.StringStringEntryProto.decode(e,e.uint32()));break;case 14:d.dataLocation=e.int32();break;case 10:if(d.doubleData&&d.doubleData.length||(d.doubleData=[]),(7&g)==2)for(m=e.uint32()+e.pos;e.pos<m;)d.doubleData.push(e.double());else d.doubleData.push(e.double());break;case 11:if(d.uint64Data&&d.uint64Data.length||(d.uint64Data=[]),(7&g)==2)for(m=e.uint32()+e.pos;e.pos<m;)d.uint64Data.push(e.uint64());else d.uint64Data.push(e.uint64());break;default:e.skipType(7&g)}}return d},t.decodeDelimited=function(e){return e instanceof h||(e=new h(e)),this.decode(e,e.uint32())},t.verify=function(e){if(typeof e!="object"||e===null)return"object expected";if(e.dims!=null&&e.hasOwnProperty("dims")){if(!Array.isArray(e.dims))return"dims: array expected";for(var r=0;r<e.dims.length;++r)if(!(c.isInteger(e.dims[r])||e.dims[r]&&c.isInteger(e.dims[r].low)&&c.isInteger(e.dims[r].high)))return"dims: integer|Long[] expected"}if(e.dataType!=null&&e.hasOwnProperty("dataType")&&!c.isInteger(e.dataType))return"dataType: integer expected";if(e.segment!=null&&e.hasOwnProperty("segment")&&(i=o.onnx.TensorProto.Segment.verify(e.segment)))return"segment."+i;if(e.floatData!=null&&e.hasOwnProperty("floatData")){if(!Array.isArray(e.floatData))return"floatData: array expected";for(r=0;r<e.floatData.length;++r)if(typeof e.floatData[r]!="number")return"floatData: number[] expected"}if(e.int32Data!=null&&e.hasOwnProperty("int32Data")){if(!Array.isArray(e.int32Data))return"int32Data: array expected";for(r=0;r<e.int32Data.length;++r)if(!c.isInteger(e.int32Data[r]))return"int32Data: integer[] expected"}if(e.stringData!=null&&e.hasOwnProperty("stringData")){if(!Array.isArray(e.stringData))return"stringData: array expected";for(r=0;r<e.stringData.length;++r)if(!(e.stringData[r]&&typeof e.stringData[r].length=="number"||c.isString(e.stringData[r])))return"stringData: buffer[] expected"}if(e.int64Data!=null&&e.hasOwnProperty("int64Data")){if(!Array.isArray(e.int64Data))return"int64Data: array expected";for(r=0;r<e.int64Data.length;++r)if(!(c.isInteger(e.int64Data[r])||e.int64Data[r]&&c.isInteger(e.int64Data[r].low)&&c.isInteger(e.int64Data[r].high)))return"int64Data: integer|Long[] expected"}if(e.name!=null&&e.hasOwnProperty("name")&&!c.isString(e.name))return"name: string expected";if(e.docString!=null&&e.hasOwnProperty("docString")&&!c.isString(e.docString))return"docString: string expected";if(e.rawData!=null&&e.hasOwnProperty("rawData")&&!(e.rawData&&typeof e.rawData.length=="number"||c.isString(e.rawData)))return"rawData: buffer expected";if(e.externalData!=null&&e.hasOwnProperty("externalData")){if(!Array.isArray(e.externalData))return"externalData: array expected";for(r=0;r<e.externalData.length;++r){var i;if(i=o.onnx.StringStringEntryProto.verify(e.externalData[r]))return"externalData."+i}}if(e.dataLocation!=null&&e.hasOwnProperty("dataLocation"))switch(e.dataLocation){default:return"dataLocation: enum value expected";case 0:case 1:}if(e.doubleData!=null&&e.hasOwnProperty("doubleData")){if(!Array.isArray(e.doubleData))return"doubleData: array expected";for(r=0;r<e.doubleData.length;++r)if(typeof e.doubleData[r]!="number")return"doubleData: number[] expected"}if(e.uint64Data!=null&&e.hasOwnProperty("uint64Data")){if(!Array.isArray(e.uint64Data))return"uint64Data: array expected";for(r=0;r<e.uint64Data.length;++r)if(!(c.isInteger(e.uint64Data[r])||e.uint64Data[r]&&c.isInteger(e.uint64Data[r].low)&&c.isInteger(e.uint64Data[r].high)))return"uint64Data: integer|Long[] expected"}return null},t.fromObject=function(e){if(e instanceof o.onnx.TensorProto)return e;var r=new o.onnx.TensorProto;if(e.dims){if(!Array.isArray(e.dims))throw TypeError(".onnx.TensorProto.dims: array expected");r.dims=[];for(var i=0;i<e.dims.length;++i)c.Long?(r.dims[i]=c.Long.fromValue(e.dims[i])).unsigned=!1:typeof e.dims[i]=="string"?r.dims[i]=parseInt(e.dims[i],10):typeof e.dims[i]=="number"?r.dims[i]=e.dims[i]:typeof e.dims[i]=="object"&&(r.dims[i]=new c.LongBits(e.dims[i].low>>>0,e.dims[i].high>>>0).toNumber())}if(e.dataType!=null&&(r.dataType=0|e.dataType),e.segment!=null){if(typeof e.segment!="object")throw TypeError(".onnx.TensorProto.segment: object expected");r.segment=o.onnx.TensorProto.Segment.fromObject(e.segment)}if(e.floatData){if(!Array.isArray(e.floatData))throw TypeError(".onnx.TensorProto.floatData: array expected");for(r.floatData=[],i=0;i<e.floatData.length;++i)r.floatData[i]=Number(e.floatData[i])}if(e.int32Data){if(!Array.isArray(e.int32Data))throw TypeError(".onnx.TensorProto.int32Data: array expected");for(r.int32Data=[],i=0;i<e.int32Data.length;++i)r.int32Data[i]=0|e.int32Data[i]}if(e.stringData){if(!Array.isArray(e.stringData))throw TypeError(".onnx.TensorProto.stringData: array expected");for(r.stringData=[],i=0;i<e.stringData.length;++i)typeof e.stringData[i]=="string"?c.base64.decode(e.stringData[i],r.stringData[i]=c.newBuffer(c.base64.length(e.stringData[i])),0):e.stringData[i].length&&(r.stringData[i]=e.stringData[i])}if(e.int64Data){if(!Array.isArray(e.int64Data))throw TypeError(".onnx.TensorProto.int64Data: array expected");for(r.int64Data=[],i=0;i<e.int64Data.length;++i)c.Long?(r.int64Data[i]=c.Long.fromValue(e.int64Data[i])).unsigned=!1:typeof e.int64Data[i]=="string"?r.int64Data[i]=parseInt(e.int64Data[i],10):typeof e.int64Data[i]=="number"?r.int64Data[i]=e.int64Data[i]:typeof e.int64Data[i]=="object"&&(r.int64Data[i]=new c.LongBits(e.int64Data[i].low>>>0,e.int64Data[i].high>>>0).toNumber())}if(e.name!=null&&(r.name=String(e.name)),e.docString!=null&&(r.docString=String(e.docString)),e.rawData!=null&&(typeof e.rawData=="string"?c.base64.decode(e.rawData,r.rawData=c.newBuffer(c.base64.length(e.rawData)),0):e.rawData.length&&(r.rawData=e.rawData)),e.externalData){if(!Array.isArray(e.externalData))throw TypeError(".onnx.TensorProto.externalData: array expected");for(r.externalData=[],i=0;i<e.externalData.length;++i){if(typeof e.externalData[i]!="object")throw TypeError(".onnx.TensorProto.externalData: object expected");r.externalData[i]=o.onnx.StringStringEntryProto.fromObject(e.externalData[i])}}switch(e.dataLocation){case"DEFAULT":case 0:r.dataLocation=0;break;case"EXTERNAL":case 1:r.dataLocation=1}if(e.doubleData){if(!Array.isArray(e.doubleData))throw TypeError(".onnx.TensorProto.doubleData: array expected");for(r.doubleData=[],i=0;i<e.doubleData.length;++i)r.doubleData[i]=Number(e.doubleData[i])}if(e.uint64Data){if(!Array.isArray(e.uint64Data))throw TypeError(".onnx.TensorProto.uint64Data: array expected");for(r.uint64Data=[],i=0;i<e.uint64Data.length;++i)c.Long?(r.uint64Data[i]=c.Long.fromValue(e.uint64Data[i])).unsigned=!0:typeof e.uint64Data[i]=="string"?r.uint64Data[i]=parseInt(e.uint64Data[i],10):typeof e.uint64Data[i]=="number"?r.uint64Data[i]=e.uint64Data[i]:typeof e.uint64Data[i]=="object"&&(r.uint64Data[i]=new c.LongBits(e.uint64Data[i].low>>>0,e.uint64Data[i].high>>>0).toNumber(!0))}return r},t.toObject=function(e,r){r||(r={});var i={};if((r.arrays||r.defaults)&&(i.dims=[],i.floatData=[],i.int32Data=[],i.stringData=[],i.int64Data=[],i.doubleData=[],i.uint64Data=[],i.externalData=[]),r.defaults&&(i.dataType=0,i.segment=null,i.name="",r.bytes===String?i.rawData="":(i.rawData=[],r.bytes!==Array&&(i.rawData=c.newBuffer(i.rawData))),i.docString="",i.dataLocation=r.enums===String?"DEFAULT":0),e.dims&&e.dims.length){i.dims=[];for(var d=0;d<e.dims.length;++d)typeof e.dims[d]=="number"?i.dims[d]=r.longs===String?String(e.dims[d]):e.dims[d]:i.dims[d]=r.longs===String?c.Long.prototype.toString.call(e.dims[d]):r.longs===Number?new c.LongBits(e.dims[d].low>>>0,e.dims[d].high>>>0).toNumber():e.dims[d]}if(e.dataType!=null&&e.hasOwnProperty("dataType")&&(i.dataType=e.dataType),e.segment!=null&&e.hasOwnProperty("segment")&&(i.segment=o.onnx.TensorProto.Segment.toObject(e.segment,r)),e.floatData&&e.floatData.length)for(i.floatData=[],d=0;d<e.floatData.length;++d)i.floatData[d]=r.json&&!isFinite(e.floatData[d])?String(e.floatData[d]):e.floatData[d];if(e.int32Data&&e.int32Data.length)for(i.int32Data=[],d=0;d<e.int32Data.length;++d)i.int32Data[d]=e.int32Data[d];if(e.stringData&&e.stringData.length)for(i.stringData=[],d=0;d<e.stringData.length;++d)i.stringData[d]=r.bytes===String?c.base64.encode(e.stringData[d],0,e.stringData[d].length):r.bytes===Array?Array.prototype.slice.call(e.stringData[d]):e.stringData[d];if(e.int64Data&&e.int64Data.length)for(i.int64Data=[],d=0;d<e.int64Data.length;++d)typeof e.int64Data[d]=="number"?i.int64Data[d]=r.longs===String?String(e.int64Data[d]):e.int64Data[d]:i.int64Data[d]=r.longs===String?c.Long.prototype.toString.call(e.int64Data[d]):r.longs===Number?new c.LongBits(e.int64Data[d].low>>>0,e.int64Data[d].high>>>0).toNumber():e.int64Data[d];if(e.name!=null&&e.hasOwnProperty("name")&&(i.name=e.name),e.rawData!=null&&e.hasOwnProperty("rawData")&&(i.rawData=r.bytes===String?c.base64.encode(e.rawData,0,e.rawData.length):r.bytes===Array?Array.prototype.slice.call(e.rawData):e.rawData),e.doubleData&&e.doubleData.length)for(i.doubleData=[],d=0;d<e.doubleData.length;++d)i.doubleData[d]=r.json&&!isFinite(e.doubleData[d])?String(e.doubleData[d]):e.doubleData[d];if(e.uint64Data&&e.uint64Data.length)for(i.uint64Data=[],d=0;d<e.uint64Data.length;++d)typeof e.uint64Data[d]=="number"?i.uint64Data[d]=r.longs===String?String(e.uint64Data[d]):e.uint64Data[d]:i.uint64Data[d]=r.longs===String?c.Long.prototype.toString.call(e.uint64Data[d]):r.longs===Number?new c.LongBits(e.uint64Data[d].low>>>0,e.uint64Data[d].high>>>0).toNumber(!0):e.uint64Data[d];if(e.docString!=null&&e.hasOwnProperty("docString")&&(i.docString=e.docString),e.externalData&&e.externalData.length)for(i.externalData=[],d=0;d<e.externalData.length;++d)i.externalData[d]=o.onnx.StringStringEntryProto.toObject(e.externalData[d],r);return e.dataLocation!=null&&e.hasOwnProperty("dataLocation")&&(i.dataLocation=r.enums===String?o.onnx.TensorProto.DataLocation[e.dataLocation]:e.dataLocation),i},t.prototype.toJSON=function(){return this.constructor.toObject(this,s.util.toJSONOptions)},t.DataType=function(){var e={},r=Object.create(e);return r[e[0]="UNDEFINED"]=0,r[e[1]="FLOAT"]=1,r[e[2]="UINT8"]=2,r[e[3]="INT8"]=3,r[e[4]="UINT16"]=4,r[e[5]="INT16"]=5,r[e[6]="INT32"]=6,r[e[7]="INT64"]=7,r[e[8]="STRING"]=8,r[e[9]="BOOL"]=9,r[e[10]="FLOAT16"]=10,r[e[11]="DOUBLE"]=11,r[e[12]="UINT32"]=12,r[e[13]="UINT64"]=13,r[e[14]="COMPLEX64"]=14,r[e[15]="COMPLEX128"]=15,r[e[16]="BFLOAT16"]=16,r}(),t.Segment=function(){function e(r){if(r)for(var i=Object.keys(r),d=0;d<i.length;++d)r[i[d]]!=null&&(this[i[d]]=r[i[d]])}return e.prototype.begin=c.Long?c.Long.fromBits(0,0,!1):0,e.prototype.end=c.Long?c.Long.fromBits(0,0,!1):0,e.create=function(r){return new e(r)},e.encode=function(r,i){return i||(i=f.create()),r.begin!=null&&r.hasOwnProperty("begin")&&i.uint32(8).int64(r.begin),r.end!=null&&r.hasOwnProperty("end")&&i.uint32(16).int64(r.end),i},e.encodeDelimited=function(r,i){return this.encode(r,i).ldelim()},e.decode=function(r,i){r instanceof h||(r=h.create(r));for(var d=i===void 0?r.len:r.pos+i,g=new o.onnx.TensorProto.Segment;r.pos<d;){var m=r.uint32();switch(m>>>3){case 1:g.begin=r.int64();break;case 2:g.end=r.int64();break;default:r.skipType(7&m)}}return g},e.decodeDelimited=function(r){return r instanceof h||(r=new h(r)),this.decode(r,r.uint32())},e.verify=function(r){return typeof r!="object"||r===null?"object expected":r.begin!=null&&r.hasOwnProperty("begin")&&!(c.isInteger(r.begin)||r.begin&&c.isInteger(r.begin.low)&&c.isInteger(r.begin.high))?"begin: integer|Long expected":r.end!=null&&r.hasOwnProperty("end")&&!(c.isInteger(r.end)||r.end&&c.isInteger(r.end.low)&&c.isInteger(r.end.high))?"end: integer|Long expected":null},e.fromObject=function(r){if(r instanceof o.onnx.TensorProto.Segment)return r;var i=new o.onnx.TensorProto.Segment;return r.begin!=null&&(c.Long?(i.begin=c.Long.fromValue(r.begin)).unsigned=!1:typeof r.begin=="string"?i.begin=parseInt(r.begin,10):typeof r.begin=="number"?i.begin=r.begin:typeof r.begin=="object"&&(i.begin=new 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+        int t = offset / width;
+        int s = offset - t*width;
+        vec2 coords = (vec2(s,t) + vec2(0.5,0.5)) / vec2(width, height);
+        return coords;
+      }
+      `)}}coordsToOffset(){return{coordsToOffset:new l.GlslLibRoutine(`
+      int coordsToOffset(vec2 coords, int width, int height) {
+        float s = coords.s * float(width);
+        float t = coords.t * float(height);
+        int offset = int(t) * width + int(s);
+        return offset;
+      }
+      `)}}getOutputSamplingSnippet(){const o=this.context.outputTextureLayout;return o.isPacked?this.getPackedOutputSamplingSnippet(o):this.getUnpackedOutputSamplingSnippet(o)}getPackedOutputSamplingSnippet(o){const t=o.unpackedShape,e=[o.width,o.height],r={},i="getOutputCoords";switch(t.length){case 0:r[i]=this.getOutputScalarCoords();break;case 1:r[i]=this.getOutputPacked1DCoords(t,e);break;case 2:r[i]=this.getOutputPacked2DCoords(t,e);break;case 3:r[i]=this.getOutputPacked3DCoords(t,e);break;default:r[i]=this.getOutputPackedNDCoords(t,e)}const d=`
+      void setOutput(vec4 val) {
+        ${(0,p.getGlsl)(this.context.glContext.version).output} = val;
+      }
+    `;return r.floatTextureSetRGBA=new l.GlslLibRoutine(d),r}getUnpackedOutputSamplingSnippet(o){const t=o.unpackedShape,e=[o.width,o.height],r={},i="getOutputCoords";switch(t.length){case 0:r[i]=this.getOutputScalarCoords();break;case 1:r[i]=this.getOutputUnpacked1DCoords(t,e);break;case 2:r[i]=this.getOutputUnpacked2DCoords(t,e);break;case 3:r[i]=this.getOutputUnpacked3DCoords(t,e);break;case 4:r[i]=this.getOutputUnpacked4DCoords(t,e);break;case 5:r[i]=this.getOutputUnpacked5DCoords(t,e);break;case 6:r[i]=this.getOutputUnpacked6DCoords(t,e);break;default:throw new Error(`Unsupported output dimensionality: ${t.length}`)}const d=`
+        void setOutput(float val) {
+          ${(0,p.getGlsl)(this.context.glContext.version).output} = vec4(val, 0, 0, 0);
+        }
+    `;return r.floatTextureSetR=new l.GlslLibRoutine(d),r}getOutputScalarCoords(){return new l.GlslLibRoutine(`
+      int getOutputCoords() {
+        return 0;
+      }
+    `)}getOutputPacked1DCoords(o,t){const e=t;let r="";return e[0]===1?(r=`
+          int getOutputCoords() {
+            return 2 * int(TexCoords.y * ${e[1]}.0);
+          }
+        `,new l.GlslLibRoutine(r)):e[1]===1?(r=`
+          int getOutputCoords() {
+            return 2 * int(TexCoords.x * ${e[0]}.0);
+          }
+        `,new l.GlslLibRoutine(r)):(r=`
+        int getOutputCoords() {
+          ivec2 resTexRC = ivec2(TexCoords.xy *
+                                 vec2(${e[0]}, ${e[1]}));
+          return 2 * (resTexRC.y * ${e[0]} + resTexRC.x);
+        }
+      `,new l.GlslLibRoutine(r))}getOutputPacked2DCoords(o,t){let e="";if(u.ArrayUtil.arraysEqual(o,t))return e=`
+        ivec2 getOutputCoords() {
+          return 2 * ivec2(TexCoords.xy * vec2(${t[0]}, ${t[1]}));
+        }
+      `,new l.GlslLibRoutine(e);const r=t,i=Math.ceil(o[1]/2);return e=`
+        ivec2 getOutputCoords() {
+          ivec2 resTexRC = ivec2(TexCoords.xy *
+                                vec2(${r[0]}, ${r[1]}));
+
+          int index = resTexRC.y * ${r[0]} + resTexRC.x;
+
+          // reverse r and c order for packed texture
+          int r = imod(index, ${i}) * 2;
+          int c = 2 * (index / ${i});
+
+          return ivec2(r, c);
+        }
+      `,new l.GlslLibRoutine(e)}getOutputPacked3DCoords(o,t){const e=[t[0],t[1]],r=Math.ceil(o[2]/2),i=r*Math.ceil(o[1]/2),d=`
+        ivec3 getOutputCoords() {
+          ivec2 resTexRC = ivec2(TexCoords.xy *
+                                vec2(${e[0]}, ${e[1]}));
+          int index = resTexRC.y * ${e[0]} + resTexRC.x;
+
+          int b = index / ${i};
+          index -= b * ${i};
+
+          // reverse r and c order for packed texture
+          int r = imod(index, ${r}) * 2;
+          int c = 2 * (index / ${r});
+
+          return ivec3(b, r, c);
+        }
+      `;return new l.GlslLibRoutine(d)}getOutputPackedNDCoords(o,t){const e=[t[0],t[1]],r=Math.ceil(o[o.length-1]/2),i=r*Math.ceil(o[o.length-2]/2);let d=i,g="",m="b, r, c";for(let y=2;y<o.length-1;y++)d*=o[o.length-y-1],g=`
+      int b${y} = index / ${d};
+      index -= b${y} * ${d};
+    `+g,m=`b${y}, `+m;const b=`
+      ivec${o.length} getOutputCoords() {
+        ivec2 resTexRC = ivec2(TexCoords.xy *
+                              vec2(${e[0]}, ${e[1]}));
+        int index = resTexRC.y * ${e[0]} + resTexRC.x;
+
+        ${g}
+
+        int b = index / ${i};
+        index -= b * ${i};
+
+        // reverse r and c order for packed texture
+        int r = imod(index, ${r}) * 2;
+        int c = 2 * (index / ${r});
+
+        return ivec${o.length}(${m});
+      }
+    `;return new l.GlslLibRoutine(b)}getOutputUnpacked1DCoords(o,t){const e=`
+        int getOutputCoords() {
+          ivec2 resTexRC = ivec2(TexCoords.xy *
+                                vec2(${t[0]}, ${t[1]}));
+          return resTexRC.y * ${t[0]} + resTexRC.x;
+        }
+      `;return new l.GlslLibRoutine(e)}getOutputUnpacked2DCoords(o,t){const e=`
+        ivec2 getOutputCoords() {
+          ivec2 resTexRC = ivec2(TexCoords.xy *
+                                vec2(${t[0]}, ${t[1]}));
+          int index = resTexRC.y * ${t[0]} + resTexRC.x;
+          int r = index / ${o[1]};
+          int c = index - r * ${o[1]};
+          return ivec2(r, c);
+        }
+      `;return new l.GlslLibRoutine(e)}getOutputUnpacked3DCoords(o,t){let e="";const r=o.length;let i=null;r<2&&(i=[]),i=new Array(r-1),i[r-2]=o[r-1];for(let m=r-3;m>=0;--m)i[m]=i[m+1]*o[m+1];const d=["r","c","d"],g=i.map((m,b)=>`int ${d[b]} = index / ${m}; ${b===i.length-1?`int ${d[b+1]} = index - ${d[b]} * ${m}`:`index -= ${d[b]} * ${m}`};`).join("");return e=`
+        ivec3 getOutputCoords() {
+          ivec2 resTexRC = ivec2(TexCoords.xy *
+                                vec2(${t[0]}, ${t[1]}));
+          int index = resTexRC.y * ${t[0]} + resTexRC.x;
+          ${g}
+          return ivec3(r, c, d);
+        }
+      `,new l.GlslLibRoutine(e)}getOutputUnpacked4DCoords(o,t){let e="";const r=o.length;let i=null;r<2&&(i=[]),i=new Array(r-1),i[r-2]=o[r-1];for(let m=r-3;m>=0;--m)i[m]=i[m+1]*o[m+1];const d=["r","c","d","d2"],g=i.map((m,b)=>`int ${d[b]} = index / ${m}; ${b===i.length-1?`int ${d[b+1]} = index - ${d[b]} * ${m}`:`index -= ${d[b]} * ${m}`};`).join("");return e=`
+      ivec4 getOutputCoords() {
+          ivec2 resTexRC = ivec2(TexCoords.xy *
+                                vec2(${t[0]}, ${t[1]}));
+          int index = resTexRC.y * ${t[0]} + resTexRC.x;
+          ${g}
+          return ivec4(r, c, d, d2);
+        }
+      `,new l.GlslLibRoutine(e)}getOutputUnpacked5DCoords(o,t){let e="";const r=o.length;let i=null;r<2&&(i=[]),i=new Array(r-1),i[r-2]=o[r-1];for(let m=r-3;m>=0;--m)i[m]=i[m+1]*o[m+1];const d=["r","c","d","d2","d3"],g=i.map((m,b)=>`int ${d[b]} = index / ${m}; ${b===i.length-1?`int ${d[b+1]} = index - ${d[b]} * ${m}`:`index -= ${d[b]} * ${m}`};`).join("");return e=`
+      ivec5 getOutputCoords() {
+          ivec2 resTexRC = ivec2(TexCoords.xy *
+                                vec2(${t[0]}, ${t[1]}));
+          int index = resTexRC.y * ${t[0]} + resTexRC.x;
+          ${g}
+          return ivec5(r, c, d, d2, d3);
+        }
+      `,new l.GlslLibRoutine(e)}getOutputUnpacked6DCoords(o,t){let e="";const r=o.length;let i=null;r<2&&(i=[]),i=new Array(r-1),i[r-2]=o[r-1];for(let m=r-3;m>=0;--m)i[m]=i[m+1]*o[m+1];const d=["r","c","d","d2","d3","d4"],g=i.map((m,b)=>`int ${d[b]} = index / ${m}; ${b===i.length-1?`int ${d[b+1]} = index - ${d[b]} * ${m}`:`index -= ${d[b]} * ${m}`};`).join("");return e=`
+     ivec6 getOutputCoords() {
+         ivec2 resTexRC = ivec2(TexCoords.xy *
+                               vec2(${t[0]}, ${t[1]}));
+         int index = resTexRC.y * ${t[0]} + resTexRC.x;
+         ${g}
+         return ivec6(r, c, d, d2, d3, d4);
+       }
+     `,new l.GlslLibRoutine(e)}getCommonUtilFuncs(){const o={};let t="uvFromFlat";o[t]=new l.GlslLibRoutine(`
+    vec2 uvFromFlat(int texNumR, int texNumC, int index) {
+      int texC = index / texNumR;
+      int texR = index - texC * texNumR;
+      // TODO: swap texR, texC order in following function so row is corresponding to u and column is corresponding to
+      //       v.
+      return (vec2(texR, texC) + halfCR) / vec2(texNumR, texNumC);
+    }
+    `),t="packedUVfrom1D",o[t]=new l.GlslLibRoutine(`
+      vec2 packedUVfrom1D(int texNumR, int texNumC, int index) {
+        int texelIndex = index / 2;
+        int texR = texelIndex / texNumC;
+        int texC = texelIndex - texR * texNumC;
+        return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR);
+      }
+      `),t="packedUVfrom2D",o[t]=new l.GlslLibRoutine(`
+      vec2 packedUVfrom2D(int texNumR, int texNumC, int texelsInLogicalRow, int row, int col) {
+        int texelIndex = (row / 2) * texelsInLogicalRow + (col / 2);
+        int texR = texelIndex / texNumC;
+        int texC = texelIndex - texR * texNumC;
+        return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR);
+      }
+      `),t="packedUVfrom3D",o[t]=new l.GlslLibRoutine(`
+      vec2 packedUVfrom3D(int texNumR, int texNumC,
+          int texelsInBatch, int texelsInLogicalRow, int b,
+          int row, int col) {
+        int index = b * texelsInBatch + (row / 2) * texelsInLogicalRow + (col / 2);
+        int texR = index / texNumC;
+        int texC = index - texR * texNumC;
+        return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR);
+      }
+      `),t="sampleTexture";const e=(0,p.getGlsl)(this.context.glContext.version);return o[t]=new l.GlslLibRoutine(`
+        float sampleTexture(sampler2D textureSampler, vec2 uv) {
+            return ${e.texture2D}(textureSampler, uv).r;
+        }`),o}getInputsSamplingSnippets(){const o={},t=this.context.outputTextureLayout;return this.context.programInfo.inputNames.forEach((e,r)=>{const i=this.context.inputTextureLayouts[r],d=(0,h.generateShaderFuncNameFromInputSamplerName)(e);i.isPacked?o[d]=this.getPackedSamplerFromInput(d,e,i):o[d]=this.getUnpackedSamplerFromInput(d,e,i);const g=(0,h.generateShaderFuncNameFromInputSamplerNameAtOutCoords)(e);i.unpackedShape.length<=t.unpackedShape.length&&(i.isPacked?o[g]=this.getPackedSamplerAtOutputCoords(g,i,t,e):o[g]=this.getUnpackedSamplerAtOutputCoords(g,i,t,e))}),o}getPackedSamplerAtOutputCoords(o,t,e,r){const i=t.unpackedShape,d=e.unpackedShape,g=r,m=(0,h.generateShaderFuncNameFromInputSamplerName)(g),b=i.length,y=d.length,w=u.BroadcastUtil.getBroadcastDims(i,d),v=(0,h.getCoordsDataType)(y),S=y-b;let A;const O=(0,h.getGlChannels)();A=b===0?"":y<2&&w.length>=1?"coords = 0;":w.map($=>`coords.${O[$+S]} = 0;`).join(`
+`);let x="";x=y<2&&b>0?"coords":i.map(($,G)=>`coords.${O[G+S]}`).join(", ");let I="return outputValue;";const N=u.ShapeUtil.size(i)===1,R=u.ShapeUtil.size(d)===1;if(b!==1||N||R){if(N&&!R)I=y===1?`
+          return vec4(outputValue.x, outputValue.x, 0., 0.);
+        `:`
+          return vec4(outputValue.x);
+        `;else if(w.length){const $=b-2,G=b-1;w.indexOf($)>-1&&w.indexOf(G)>-1?I="return vec4(outputValue.x);":w.indexOf($)>-1?I="return vec4(outputValue.x, outputValue.y, outputValue.x, outputValue.y);":w.indexOf(G)>-1&&(I="return vec4(outputValue.xx, outputValue.zz);")}}else I=`
+        return vec4(outputValue.xy, outputValue.xy);
+      `;const L=`
+      vec4 ${o}() {
+        ${v} coords = getOutputCoords();
+        
+        int lastDim = coords.${O[y-1]};
+        coords.${O[y-1]} = coords.${O[y-2]};
+        coords.${O[y-2]} = lastDim;
+      
+        ${A}
+        vec4 outputValue = ${m}(${x});
+        ${I}
+      }
+    `;return new l.GlslLibRoutine(L,["coordinates.getOutputCoords"])}getUnpackedSamplerAtOutputCoords(o,t,e,r){const i=[e.width,e.height],d=[t.width,t.height],g=t.unpackedShape.length,m=e.unpackedShape.length,b=t.unpackedShape,y=e.unpackedShape,w=(0,h.generateShaderFuncNameFromInputSamplerName)(r);if(g===m&&u.ArrayUtil.arraysEqual(d,i)){const R=`
+          float ${o}() {
+            return sampleTexture(${r}, TexCoords);
+          }
+        `;return new l.GlslLibRoutine(R,["coordinates.sampleTexture"])}const v=(0,h.getCoordsDataType)(m),S=u.BroadcastUtil.getBroadcastDims(b,y),A=m-g;let O;const x=(0,h.getGlChannels)();O=g===0?"":m<2&&S.length>=1?"coords = 0;":S.map(R=>`coords.${x[R+A]} = 0;`).join(`
+`);let I="";I=m<2&&g>0?"coords":t.unpackedShape.map((R,L)=>`coords.${x[L+A]}`).join(", ");const N=`
+        float ${o}() {
+          ${v} coords = getOutputCoords();
+          ${O}
+          return ${w}(${I});
+        }
+      `;return new l.GlslLibRoutine(N,["coordinates.getOutputCoords"])}getPackedSamplerFromInput(o,t,e){switch(e.unpackedShape.length){case 0:return this.getPackedSamplerScalar(o,t);case 1:return this.getPackedSampler1D(o,t,e);case 2:return this.getPackedSampler2D(o,t,e);case 3:return this.getPackedSampler3D(o,t,e);default:return this.getPackedSamplerND(o,t,e)}}getUnpackedSamplerFromInput(o,t,e){const r=e.unpackedShape;switch(r.length){case 0:return this.getUnpackedSamplerScalar(o,t,e);case 1:return this.getUnpackedSampler1D(o,t,e);case 2:return this.getUnpackedSampler2D(o,t,e);case 3:return this.getUnpackedSampler3D(o,t,e);case 4:return this.getUnpackedSampler4D(o,t,e);case 5:return this.getUnpackedSampler5D(o,t,e);case 6:return this.getUnpackedSampler6D(o,t,e);default:throw new Error(`Unsupported dimension ${r.length}-D`)}}getPackedSamplerScalar(o,t){const e=`
+          vec4 ${o}() {
+            return ${(0,p.getGlsl)(this.context.glContext.version).texture2D}(${t}, halfCR);
+          }
+        `;return new l.GlslLibRoutine(e)}getPackedSampler1D(o,t,e){const r=[e.width,e.height],i=[r[1],r[0]],d=(0,p.getGlsl)(this.context.glContext.version),g=`vec4 ${o}(int index) {
+      vec2 uv = packedUVfrom1D(
+      ${i[0]}, ${i[1]}, index);
+      return ${d.texture2D}(${t}, uv);
+    }`;return new l.GlslLibRoutine(g,["coordinates.packedUVfrom1D"])}getPackedSampler2D(o,t,e){const r=e.unpackedShape,i=[e.width,e.height],d=(0,p.getGlsl)(this.context.glContext.version),g=i[0],m=i[1];if(i!=null&&u.ArrayUtil.arraysEqual(r,i)){const v=`vec4 ${o}(int row, int col) {
+        vec2 uv = (vec2(col, row) + halfCR) / vec2(${m}.0, ${g}.0);
+        return ${d.texture2D}(${t}, uv);
+      }`;return new l.GlslLibRoutine(v)}const b=i,y=Math.ceil(r[1]/2),w=`vec4 ${o}(int row, int col) {
+      vec2 uv = packedUVfrom2D(${b[1]}, ${b[0]}, ${y}, row, col);
+      return ${d.texture2D}(${t}, uv);
+    }`;return new l.GlslLibRoutine(w,["coordinates.packedUVfrom2D"])}getPackedSampler3D(o,t,e){const r=e.unpackedShape,i=[e.width,e.height],d=[i[0],i[1]],g=(0,p.getGlsl)(this.context.glContext.version);if(r[0]===1){const v=r.slice(1),S=[1,2],A=(0,h.squeezeInputShape)(r,v),O=["b","row","col"],x=JSON.parse(JSON.stringify(e));x.unpackedShape=A;const I=this.getPackedSamplerFromInput(o,t,x),N=`${I.routineBody}
+      vec4 ${o}(int b, int row, int col) {
+        return ${o}(${(0,h.getSqueezedParams)(O,S)});
+      } `;return new l.GlslLibRoutine(N,I.dependencies)}const m=d[0],b=d[1],y=Math.ceil(r[2]/2),w=`vec4 ${o}(int b, int row, int col) {
+      vec2 uv = packedUVfrom3D(
+        ${b}, ${m}, ${y*Math.ceil(r[1]/2)}, ${y}, b, row, col);
+      return ${g.texture2D}(${t}, uv);}`;return new l.GlslLibRoutine(w,["coordinates.packedUVfrom3D"])}getPackedSamplerND(o,t,e){const r=e.unpackedShape,i=r.length,d=[e.width,e.height],g=(0,p.getGlsl)(this.context.glContext.version),m=[d[0],d[1]],b=m[1],y=m[0],w=Math.ceil(r[i-1]/2);let v=w*Math.ceil(r[i-2]/2),S="int b, int row, int col",A=`b * ${v} + (row / 2) * ${w} + (col / 2)`;for(let x=2;x<i-1;x++)S=`int b${x}, `+S,v*=r[i-x-1],A=`b${x} * ${v} + `+A;const O=`vec4 ${o}(${S}) {
+      int index = ${A};
+      int texR = index / ${y};
+      int texC = index - texR * ${y};
+      vec2 uv = (vec2(texC, texR) + halfCR) / vec2(${y}, ${b});
+      return ${g.texture2D}(${t}, uv);
+    }`;return new l.GlslLibRoutine(O)}getUnpackedSamplerScalar(o,t,e){const[r,i]=[e.width,e.height];if(r===1&&i===1){const g=`
+          float ${o}() {
+            return sampleTexture(${t}, halfCR);
+          }
+        `;return new l.GlslLibRoutine(g,["coordinates.sampleTexture"])}const d=`
+        float ${o}() {
+          int offset_${t} = coordsToOffset(TexCoords, ${r}, ${i});
+          vec2 uv = uvFromFlat(${r}, ${i}, offset_${t});
+          return sampleTexture(${t}, uv);
+        }
+      `;return new l.GlslLibRoutine(d,["coordinates.uvFromFlat","coordinates.sampleTexture","coordinates.coordsToOffset"])}getUnpackedSampler1D(o,t,e){const r=e.width,i=e.height;if(i===1&&r===1){const g=`
+        float ${o}(int index) {
+          return sampleTexture(${t}, halfCR);
+        }
+      `;return new l.GlslLibRoutine(g,["coordinates.sampleTexture"])}if(i===1){const g=`
+          float ${o}(int index) {
+            vec2 uv = vec2((float(index) + 0.5) / ${r}.0, 0.5);
+            return sampleTexture(${t}, uv);
+          }
+        `;return new l.GlslLibRoutine(g,["coordinates.sampleTexture"])}if(r===1){const g=`
+          float ${o}(int index) {
+            vec2 uv = vec2(0.5, (float(index) + 0.5) / ${i}.0);
+            return sampleTexture(${t}, uv);
+          }
+        `;return new l.GlslLibRoutine(g,["coordinates.sampleTexture"])}const d=`
+        float ${o}(int index) {
+          vec2 uv = uvFromFlat(${r}, ${i}, index);
+          return sampleTexture(${t}, uv);
+        }
+      `;return new l.GlslLibRoutine(d,["coordinates.uvFromFlat","coordinates.sampleTexture"])}getUnpackedSampler2D(o,t,e){const r=e.unpackedShape,i=[e.height,e.width];if(i!=null&&u.ArrayUtil.arraysEqual(r,i)){const v=`
+          float ${o}(int row, int col) {
+            vec2 uv = (vec2(row, col) + halfCR) / vec2(${i[1]}.0, ${i[0]}.0);
+            return sampleTexture(${t}, uv);
+          }
+        `;return new l.GlslLibRoutine(v,["coordinates.sampleTexture"])}const{newShape:d,keptDims:g}=(0,s.squeezeShape)(r),m=d;if(m.length<r.length){const v=(0,h.squeezeInputShape)(r,m),S=JSON.parse(JSON.stringify(e));S.unpackedShape=v;const A=["col","row"],O=`
+          ${this.getUnpackedSamplerFromInput(o,t,S).routineBody}
+          float ${o}(int row, int col) {
+            return ${o}(${(0,h.getSqueezedParams)(A,g)});
+          }
+        `;return new l.GlslLibRoutine(O,["coordinates.sampleTexture"])}const b=i[1],y=i[0];if(y===1){const v=`
+          float ${o}(int row, int col) {
+            int offset_${t} = coordsToOffset(TexCoords, ${b}, ${y});
+            float index = dot(vec3(row, col, offset_${t}), vec3(${r[1]}, 1, 1));
+            vec2 uv = vec2(0.5, (index + 0.5) / ${b}.0);
+            return sampleTexture(${t}, uv);
+          }
+        `;return new l.GlslLibRoutine(v,["coordinates.sampleTexture","coordinates.coordsToOffset"])}if(b===1){const v=`
+          float ${o}(int row, int col) {
+            int offset_${t} = coordsToOffset(TexCoords, ${b}, ${y});
+            float index = dot(vec3(row, col, offset_${t}), vec3(${r[1]}, 1, 1));
+            vec2 uv = vec2((index + 0.5) / ${y}.0, 0.5);
+            return sampleTexture(${t}, uv);
+          }
+        `;return new l.GlslLibRoutine(v,["coordinates.sampleTexture","coordinates.coordsToOffset"])}const w=`
+        float ${o}(int row, int col) {
+          int index = col * ${r[1]} + row;
+          vec2 uv = uvFromFlat(${b}, ${y}, index);
+          return sampleTexture(${t}, uv);
+        }
+      `;return new l.GlslLibRoutine(w,["coordinates.uvFromFlat","coordinates.sampleTexture","coordinates.coordsToOffset"])}getUnpackedSampler3D(o,t,e){const r=e.unpackedShape,i=r[1]*r[2],d=r[2],{newShape:g,keptDims:m}=(0,s.squeezeShape)(r),b=g;if(b.length<r.length){const w=(0,h.squeezeInputShape)(r,b),v=["batch","col","row"],S=JSON.parse(JSON.stringify(e));S.unpackedShape=w;const A=this.getUnpackedSamplerFromInput(o,t,S),O=m.reverse(),x=`
+          ${A.routineBody}
+          float ${o}(int batch, int row, int col) {
+            return ${o}(${(0,h.getSqueezedParams)(v,O)});
+          }
+        `;return new l.GlslLibRoutine(x,A.dependencies)}const y=`
+          float ${o}(int depth, int row, int col) {
+            // Explicitly use integer operations as dot() only works on floats.
+            int index = depth * ${i} + col * ${d} + row;
+            vec2 uv = uvFromFlat(${e.width}, ${e.height}, index);
+            return sampleTexture(${t}, uv);
+          }
+      `;return new l.GlslLibRoutine(y,["coordinates.uvFromFlat","coordinates.sampleTexture","coordinates.coordsToOffset"])}getUnpackedSampler4D(o,t,e){const r=e.unpackedShape,i=r[3],d=r[2]*i,g=`
+        float ${o}(int row, int col, int depth, int depth2) {
+          int index = row * ${r[1]*d} + col * ${d} +
+              depth2 * ${i} + depth;
+          vec2 uv = uvFromFlat(${e.width}, ${e.height}, index);
+          return sampleTexture(${t}, uv);
+        }
+      `;return new l.GlslLibRoutine(g,["coordinates.uvFromFlat","coordinates.sampleTexture"])}getUnpackedSampler5D(o,t,e){const r=e.unpackedShape,i=r[4],d=r[3]*i,g=r[2]*d,m=r[1]*g,{newShape:b,keptDims:y}=(0,s.squeezeShape)(r);if(b.length<r.length){const v=(0,h.squeezeInputShape)(r,b),S=["row","col","depth","depth2","depth3"],A=JSON.parse(JSON.stringify(e));A.unpackedShape=v;const O=`
+          ${this.getUnpackedSamplerFromInput(o,t,A).routineBody}
+          float ${o}(int row, int col, int depth, int depth2, int depth3) {
+            return ${o}(${(0,h.getSqueezedParams)(S,y)});
+          }
+        `;return new l.GlslLibRoutine(O,["coordinates.sampleTexture","coordinates.uvFromFlat"])}const w=`
+        float ${o}(int row, int col, int depth, int depth2, int depth3) {
+          int index = row * ${m} + col * ${g} + depth * ${d} +
+          depth3 * ${i} + depth2;
+          vec2 uv = uvFromFlat(${e.width}, ${e.height}, index);
+          return sampleTexture(${t}, uv);
+        }
+      `;return new l.GlslLibRoutine(w,["coordinates.sampleTexture","coordinates.uvFromFlat"])}getUnpackedSampler6D(o,t,e){const r=e.unpackedShape,i=r[5],d=r[4]*i,g=r[3]*d,m=r[2]*g,b=r[1]*m,{newShape:y,keptDims:w}=(0,s.squeezeShape)(r);if(y.length<r.length){const S=(0,h.squeezeInputShape)(r,y),A=["row","col","depth","depth2","depth3","depth4"],O=JSON.parse(JSON.stringify(e));O.unpackedShape=S;const x=`
+            ${this.getUnpackedSamplerFromInput(o,t,O).routineBody}
+            float ${o}(int row, int col, int depth,
+              int depth2, int depth3, int depth4) {
+              return ${o}(${(0,h.getSqueezedParams)(A,w)});
+            }
+          `;return new l.GlslLibRoutine(x,["coordinates.sampleTexture","coordinates.uvFromFlat"])}const v=`
+          float ${o}(int row, int col, int depth,
+            int depth2, int depth3, int depth4) {
+            int index = row * ${b} + col * ${m} + depth * ${g} +
+            depth2 * ${d} + depth3 * ${i} + depth4;
+            vec2 uv = uvFromFlat(${e.width}, ${e.height}, index);
+            return sampleTexture(${t}, uv);
+          }
+        `;return new l.GlslLibRoutine(v,["coordinates.uvFromFlat","coordinates.sampleTexture","coordinates.coordsToOffset"])}toVec(){const o=this.context.outputTextureLayout,t=o.shape.length,e=o.strides,r=o.width,i=o.height,d=[];for(let m=0;m<t-1;++m)d.push(`
+        c[${m}] = offset / ${e[m]};`),d.push(`
+        offset -= c[${m}] * ${e[m]};`);d.push(`
+        c[${t-1}] = offset;`);const g=`
+      void toVec(vec2 texCoords, out int c[${t}]) {
+        int offset = coordsToOffset(texCoords, ${r}, ${i});
+        ${d.join("")}
+      }
+      void toVec(int offset, out int c[${t}]) {
+        ${d.join("")}
+      }
+    `;return{toVec:new l.GlslLibRoutine(g,["coordinates.coordsToOffset"])}}valueFrom(){const o={};return this.context.programInfo.inputNames.forEach((t,e)=>{const r=this.context.inputTextureLayouts[e],i=(r.unpackedShape.length>0?r.unpackedShape:r.shape).length;let d=`_${t}`;o[d]=new l.GlslLibRoutine(this.getValueFromSingle(t,i,r.width,r.height,!1),[`shapeUtils.indicesToOffset${d}`,"coordinates.offsetToCoords","fragcolor.getColorAsFloat"]),d+="_T",o[d]=new l.GlslLibRoutine(this.getValueFromSingle(t,i,r.width,r.height,!0),[`shapeUtils.indicesToOffset${d}`,"coordinates.offsetToCoords","fragcolor.getColorAsFloat"])}),o}getValueFromSingle(o,t,e,r,i){let d=`_${o}`;return i&&(d+="_T"),`
+        float ${d}(int m[${t}]) {
+          int offset = indicesToOffset${d}(m);
+          vec2 coords = offsetToCoords(offset, ${e}, ${r});
+          float value = getColorAsFloat(${(0,p.getGlsl)(this.context.glContext.version).texture2D}(${o}, coords));
+          return value;
+        }
+        `}getPackedValueFrom(o,t,e,r,i){let d=`_${o}_Pack`;return i&&(d+="_T"),`
+        vec4 ${d}(int m[${t}]) {
+          int offset = indicesToOffset_${o}(m);
+          vec2 coords = offsetToCoords(offset, ${e}, ${r});
+          return ${(0,p.getGlsl)(this.context.glContext.version).texture2D}(${o}, coords);
+        }
+        `}}n.CoordsGlslLib=f},8520:(_,n)=>{var a;Object.defineProperty(n,"__esModule",{value:!0}),n.TopologicalSortGlslRoutines=n.GlslLibRoutineNode=n.GlslLibRoutine=n.GlslLib=n.GlslContext=n.FunctionType=void 0,(a=n.FunctionType||(n.FunctionType={}))[a.ValueBased=0]="ValueBased",a[a.Positional=1]="Positional",n.GlslContext=class{constructor(u,l,p,s){this.glContext=u,this.programInfo=l,this.inputTextureLayouts=p,this.outputTextureLayout=s}},n.GlslLib=class{constructor(u){this.context=u}},n.GlslLibRoutine=class{constructor(u,l){this.routineBody=u,this.dependencies=l}},n.GlslLibRoutineNode=class{constructor(u,l,p){this.name=u,this.dependencies=p||[],l&&(this.routineBody=l)}addDependency(u){u&&this.dependencies.push(u)}},n.TopologicalSortGlslRoutines=class{static returnOrderedNodes(u){if(!u||u.length===0)return[];if(u.length===1)return u;const l=new Set,p=new Set,s=new Array;return this.createOrderedNodes(u,l,p,s),s}static createOrderedNodes(u,l,p,s){for(let h=0;h<u.length;++h)this.dfsTraverse(u[h],l,p,s)}static dfsTraverse(u,l,p,s){if(!u||p.has(u.name))return;if(l.has(u.name))throw new Error("Cyclic dependency detected. Can't topologically sort routines needed for shader.");l.add(u.name);const h=u.dependencies;if(h&&h.length>0)for(let f=0;f<h.length;++f)this.dfsTraverse(h[f],l,p,s);s.push(u),p.add(u.name),l.delete(u.name)}}},7341:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.EncodingGlslLib=void 0;const u=a(8520);class l extends u.GlslLib{constructor(s){super(s)}getFunctions(){return Object.assign(Object.assign({},this.encodeFloat32()),this.decodeFloat32())}getCustomTypes(){return{}}encodeFloat32(){return{encode:new u.GlslLibRoutine(`highp vec4 encode(highp float f) {
+        return vec4(f, 0.0, 0.0, 0.0);
+      }
+        `)}}decodeFloat32(){return{decode:new u.GlslLibRoutine(`highp float decode(highp vec4 rgba) {
+        return rgba.r;
+      }
+        `)}}encodeUint8(){const s=l.isLittleEndian()?"rgba.rgba=rgba.abgr;":"";return{encode:new u.GlslLibRoutine(`
+      highp vec4 encode(highp float f) {
+        highp float F = abs(f);
+        highp float Sign = step(0.0,-f);
+        highp float Exponent = floor(log2(F));
+        highp float Mantissa = (exp2(- Exponent) * F);
+        Exponent = floor(log2(F) + 127.0) + floor(log2(Mantissa));
+        highp vec4 rgba;
+        rgba[0] = 128.0 * Sign  + floor(Exponent*exp2(-1.0));
+        rgba[1] = 128.0 * mod(Exponent,2.0) + mod(floor(Mantissa*128.0),128.0);
+        rgba[2] = floor(mod(floor(Mantissa*exp2(23.0 -8.0)),exp2(8.0)));
+        rgba[3] = floor(exp2(23.0)*mod(Mantissa,exp2(-15.0)));
+        ${s}
+        rgba = rgba / 255.0; // values need to be normalized to [0,1]
+        return rgba;
+    }
+        `)}}decodeUint8(){const s=l.isLittleEndian()?"rgba.rgba=rgba.abgr;":"";return{decode:new u.GlslLibRoutine(`
+        highp float decode(highp vec4 rgba) {
+          rgba = rgba * 255.0; // values need to be de-normalized from [0,1] to [0,255]
+          ${s}
+          highp float Sign = 1.0 - step(128.0,rgba[0])*2.0;
+          highp float Exponent = 2.0 * mod(rgba[0],128.0) + step(128.0,rgba[1]) - 127.0;
+          highp float Mantissa = mod(rgba[1],128.0)*65536.0 + rgba[2]*256.0 +rgba[3] + float(0x800000);
+          highp float Result =  Sign * exp2(Exponent) * (Mantissa * exp2(-23.0 ));
+          return Result;
+      }
+        `)}}static isLittleEndian(){const s=new ArrayBuffer(4),h=new Uint32Array(s),f=new Uint8Array(s);if(h[0]=3735928559,f[0]===239)return!0;if(f[0]===222)return!1;throw new Error("unknown endianness")}}n.EncodingGlslLib=l},9894:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.FragColorGlslLib=void 0;const u=a(8520),l=a(5060);class p extends u.GlslLib{constructor(h){super(h)}getFunctions(){return Object.assign(Object.assign({},this.setFragColor()),this.getColorAsFloat())}getCustomTypes(){return{}}setFragColor(){const h=(0,l.getGlsl)(this.context.glContext.version);return{setFragColor:new u.GlslLibRoutine(`
+        void setFragColor(float value) {
+            ${h.output} = encode(value);
+        }
+        `,["encoding.encode"])}}getColorAsFloat(){return{getColorAsFloat:new u.GlslLibRoutine(`
+        float getColorAsFloat(vec4 color) {
+            return decode(color);
+        }
+        `,["encoding.decode"])}}}n.FragColorGlslLib=p},2848:(_,n)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.replaceInlines=void 0;const a=/@inline[\s\n\r]+(\w+)[\s\n\r]+([0-9a-zA-Z_]+)\s*\(([^)]*)\)\s*{(([^}]|[\n\r])*)}/gm;n.replaceInlines=function(u){const l={};let p;for(;(p=a.exec(u))!==null;){const s=p[3].split(",").map(h=>{const f=h.trim().split(" ");return f&&f.length===2?{type:f[0],name:f[1]}:null}).filter(h=>h!==null);l[p[2]]={params:s,body:p[4]}}for(const s in l){const h="(\\w+)?\\s+([_0-9a-zA-Z]+)\\s+=\\s+__FUNC__\\((.*)\\)\\s*;".replace("__FUNC__",s),f=new RegExp(h,"gm");for(;(p=f.exec(u))!==null;){const c=p[1],o=p[2],t=p[3].split(","),e=c?`${c} ${o};`:"";let r=l[s].body,i="";l[s].params.forEach((g,m)=>{g&&(i+=`${g.type} ${g.name} = ${t[m]};
+`)}),r=`${i}
+ ${r}`,r=r.replace("return",`${o} = `);const d=`
+      ${e}
+      {
+        ${r}
+      }
+      `;u=u.replace(p[0],d)}}return u.replace(a,"")}},8879:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.GlslPreprocessor=void 0;const u=a(8520),l=a(2848),p=a(5483),s=a(5060);n.GlslPreprocessor=class{constructor(h,f,c,o){this.libs={},this.glslLibRoutineDependencyGraph={},this.context=new u.GlslContext(h,f,c,o),Object.keys(p.glslRegistry).forEach(e=>{const r=new p.glslRegistry[e](this.context);this.libs[e]=r});const t=this.glslLibRoutineDependencyGraph;for(const e in this.libs){const r=this.libs[e].getFunctions();for(const i in r){const d=e+"."+i;let g;t[d]?(g=t[d],g.routineBody=r[i].routineBody):(g=new u.GlslLibRoutineNode(d,r[i].routineBody),t[d]=g);const m=r[i].dependencies;if(m)for(let b=0;b<m.length;++b)if(t[m[b]])g.addDependency(t[m[b]]);else{const y=new u.GlslLibRoutineNode(m[b]);t[m[b]]=y,g.addDependency(y)}}}}preprocess(){const h=this.context.programInfo;let f=h.shaderSource;return this.context.programInfo.hasMain||(f=`${f}
+      ${(0,s.getDefaultFragShaderMain)(this.context.glContext.version,this.context.outputTextureLayout.shape.length)}`),f=(0,l.replaceInlines)(f),`${(0,s.getFragShaderPreamble)(this.context.glContext.version)}
+    ${this.getUniforms(h.inputNames,h.variables)}
+    ${this.getImports(f)}
+    ${f}`}getImports(h){const f=this.selectGlslLibRoutinesToBeIncluded(h);if(f.length===0)return"";let c="";for(let o=0;o<f.length;++o){if(!f[o].routineBody)throw new Error(`Missing body for the Glsl Library routine: ${f[o].name}`);c+=f[o].routineBody+`
+`}return c}selectGlslLibRoutinesToBeIncluded(h){const f=[];return Object.keys(this.glslLibRoutineDependencyGraph).forEach(c=>{const o=c.split(".")[1];h.indexOf(o)!==-1&&f.push(this.glslLibRoutineDependencyGraph[c])}),u.TopologicalSortGlslRoutines.returnOrderedNodes(f)}getUniforms(h,f){const c=[];if(h)for(const o of h)c.push(`uniform sampler2D ${o};`);if(f)for(const o of f)c.push(`uniform ${o.type} ${o.name}${o.arrayLength?`[${o.arrayLength}]`:""};`);return c.join(`
+`)}}},5483:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.glslRegistry=void 0;const u=a(5107),l=a(7341),p=a(9894),s=a(2655),h=a(3891);n.glslRegistry={encoding:l.EncodingGlslLib,fragcolor:p.FragColorGlslLib,vec:h.VecGlslLib,shapeUtils:s.ShapeUtilsGlslLib,coordinates:u.CoordsGlslLib}},2655:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.ShapeUtilsGlslLib=void 0;const u=a(8520);class l extends u.GlslLib{constructor(s){super(s)}getFunctions(){return Object.assign(Object.assign(Object.assign(Object.assign(Object.assign({},this.bcastIndex()),this.bcastMatmulIndex()),this.offsetToIndices()),this.indicesToOffset()),this.incrementIndices())}getCustomTypes(){return{}}bcastIndex(){const s=this.context.outputTextureLayout.shape.length,h={};return this.context.programInfo.inputNames.forEach((f,c)=>{const o=this.context.inputTextureLayouts[c].unpackedShape;if(o.length<=s){const t=o.length,e=s-t,r=`bcastIndices_${f}`;let i="";for(let g=0;g<t;++g)i+=`
+          realIndices[${g}] = int( mod(float(bcastedIndices[${e+g}]), ${o[g]}.0) );
+          `;const d=`
+        void ${r} (int bcastedIndices[${s}], out int realIndices[${t}]) {
+          ${i}
+        }
+        `;h[r]=new u.GlslLibRoutine(d)}}),h}bcastMatmulIndex(){const s=this.context.outputTextureLayout.shape.length,h={};return this.context.programInfo.inputNames.forEach((f,c)=>{const o=this.context.inputTextureLayouts[c].shape;if(!(o.length<2||o.length>s)){const t=o.length,e=s-t,r=`bcastMatmulIndices_${f}`;let i="";for(let g=0;g<t-2;++g)i+=`
+          realIndices[${g}] = int( mod(float(bcastedIndices[${e+g}]), ${o[g]}.0) );
+          `;const d=`
+        void ${r}(int bcastedIndices[${s}], out int realIndices[${t}]) {
+          ${i}
+          realIndices[${t-1}] = bcastedIndices[${s-1}];
+          realIndices[${t-2}] = bcastedIndices[${s-2}];
+        }
+        `;h[r]=new u.GlslLibRoutine(d)}}),h}indicesToOffset(){const s={};return this.context.programInfo.inputNames.forEach((h,f)=>{const c=this.context.inputTextureLayouts[f].shape,o=this.context.inputTextureLayouts[f].strides,t=c.length;let e=`indicesToOffset_${h}`;s[e]=new u.GlslLibRoutine(l.indexToOffsetSingle(e,t,o)),e=`indicesToOffset_${h}_T`,s[e]=new u.GlslLibRoutine(l.indexToOffsetSingle(e,t,o.slice().reverse()))}),s}static indexToOffsetSingle(s,h,f){let c="";for(let o=h-1;o>=0;--o)c+=`
+        offset += indices[${o}] * ${f[o]};
+        `;return`
+      int ${s}(int indices[${h}]) {
+        int offset = 0;
+        ${c}
+        return offset;
+      }
+      `}offsetToIndices(){const s={};return this.context.programInfo.inputNames.forEach((h,f)=>{const c=this.context.inputTextureLayouts[f].shape,o=this.context.inputTextureLayouts[f].strides,t=c.length;let e=`offsetToIndices_${h}`;s[e]=new u.GlslLibRoutine(l.offsetToIndicesSingle(e,t,o)),e=`offsetToIndices_${h}_T`,s[e]=new u.GlslLibRoutine(l.offsetToIndicesSingle(e,t,o.slice().reverse()))}),s}static offsetToIndicesSingle(s,h,f){const c=[];for(let o=0;o<h-1;++o)c.push(`
+      indices[${o}] = offset / ${f[o]};`),c.push(`
+        offset -= indices[${o}] * ${f[o]};`);return c.push(`
+      indices[${h-1}] = offset;`),`
+      void ${s}(int offset, out int indices[${h}]) {
+        ${c.join("")}
+      }
+      `}incrementIndices(){const s={};return this.context.programInfo.inputNames.forEach((h,f)=>{const c=this.context.inputTextureLayouts[f].shape,o=c.length,t=`incrementIndices_${h}`;let e="";for(let i=0;i<o;++i)e+=`
+        shape[${i}] = ${c[i]};`;const r=`
+        void ${t}(int axis, out int indices[${o}]) {
+          int shape[${o}];
+          ${e};
+          for(int i = ${o} -1 ; i >= 0; --i) {
+            if(i > axis) continue;
+            indices[i] += 1;
+            if(indices[i] < shape[i]) {
+              break;
+            }
+            indices[i] = 0;
+          }
+        }
+        `;s[t]=new u.GlslLibRoutine(r)}),s}}n.ShapeUtilsGlslLib=l},5060:(_,n)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.getDefaultFragShaderMain=n.getFragShaderPreamble=n.getVertexShaderSource=n.getGlsl=void 0;const a={version:"",attribute:"attribute",varyingVertex:"varying",varyingFrag:"varying",texture2D:"texture2D",output:"gl_FragColor",outputDeclaration:""},u={version:"#version 300 es",attribute:"in",varyingVertex:"out",varyingFrag:"in",texture2D:"texture",output:"outputColor",outputDeclaration:"out vec4 outputColor;"};function l(p){return p===1?a:u}n.getGlsl=l,n.getVertexShaderSource=function(p){const s=l(p);return`${s.version}
+      precision highp float;
+      ${s.attribute} vec3 position;
+      ${s.attribute} vec2 textureCoord;
+
+      ${s.varyingVertex} vec2 TexCoords;
+
+      void main()
+      {
+          gl_Position = vec4(position, 1.0);
+          TexCoords = textureCoord;
+      }`},n.getFragShaderPreamble=function(p){const s=l(p);return`${s.version}
+    precision highp float;
+    precision highp int;
+    precision highp sampler2D;
+    ${s.varyingFrag} vec2 TexCoords;
+    ${s.outputDeclaration}
+    const vec2 halfCR = vec2(0.5, 0.5);
+
+    // Custom vector types to handle higher dimenalities.
+    struct ivec5
+    {
+      int x;
+      int y;
+      int z;
+      int w;
+      int u;
+    };
+
+    struct ivec6
+    {
+      int x;
+      int y;
+      int z;
+      int w;
+      int u;
+      int v;
+    };
+
+    int imod(int x, int y) {
+      return x - y * (x / y);
+    }
+
+    `},n.getDefaultFragShaderMain=function(p,s){return`
+  void main() {
+    int indices[${s}];
+    toVec(TexCoords, indices);
+    vec4 result = vec4(process(indices));
+    ${l(p).output} = result;
+  }
+  `}},3891:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.VecGlslLib=void 0;const u=a(8520);class l extends u.GlslLib{constructor(s){super(s)}getCustomTypes(){return{}}getFunctions(){return Object.assign(Object.assign(Object.assign(Object.assign({},this.binaryVecFunctions()),this.copyVec()),this.setVecItem()),this.getVecItem())}binaryVecFunctions(){const s=this.context.outputTextureLayout.shape.length,h={add:"+=",sub:"-=",mul:"*=",div:"/="},f={};for(const c in h){const o=`${c}Vec`;let t="";for(let r=0;r<s;++r)t+=`
+          dest[${r}] ${h[c]} src[${r}];
+          `;const e=`
+        void ${o}(int src[${s}], out int dest[${s}]) {
+          ${t}
+        }
+        `;f[o]=new u.GlslLibRoutine(e)}return f}copyVec(){const s=this.context.outputTextureLayout.shape.length;let h="";for(let c=0;c<s;++c)h+=`
+        dest[${c}] = src[${c}];
+        `;const f=`
+      void copyVec(int src[${s}], out int dest[${s}]) {
+        ${h}
+      }
+      `;return{copyVec:new u.GlslLibRoutine(f)}}setVecItem(){const s=this.context.outputTextureLayout.shape.length;let h=`
+        if(index < 0)
+            index =${s} + index;
+        if (index == 0)
+            m[0] = value;
+        `;for(let c=1;c<s-1;++c)h+=`
+        else if (index == ${c})
+            m[${c}] = value;
+            `;h+=`
+        else
+            m[${s-1}] = value;
+        `;const f=`
+      void setVecItem(out int m[${s}], int index, int value) {
+        ${h}
+      }
+        `;return{setVecItem:new u.GlslLibRoutine(f)}}getVecItem(){const s=this.context.outputTextureLayout.shape.length;let h=`
+        if(index < 0)
+            index = ${s} + index;
+        if (index == 0)
+            return m[0];
+      `;for(let c=1;c<s-1;++c)h+=`
+        else if (index == ${c})
+            return m[${c}];
+      `;h+=`
+        else
+            return m[${s-1}];
+        `;const f=`
+      int getVecItem(int m[${s}], int index) {
+        ${h}
+      }
+    `;return{getVecItem:new u.GlslLibRoutine(f)}}}n.VecGlslLib=l},8316:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.WebGLInferenceHandler=void 0;const u=a(6231),l=a(9162),p=a(2517),s=a(2403),h=a(7019),f=a(8710),c=a(5611),o=a(4057),t=a(2039);n.WebGLInferenceHandler=class{constructor(e){this.session=e,this.packedTextureDataCache=new Map,this.unpackedTextureDataCache=new Map}calculateTextureWidthAndHeight(e,r){return(0,o.calculateTextureWidthAndHeight)(this.session.layoutStrategy,e,r)}executeProgram(e,r){if(r.length<e.inputNames.length)throw new Error(`Input size mustn't be less than ${e.inputNames.length}.`);if(e.inputNames.length!==e.inputTypes.length)throw new Error("input names size does not match input types");const i=[];for(let w=0;w<e.inputNames.length;++w)i[w]=this.getOrCreateTextureData(r[w],e.inputTypes[w]);const d=((w,v)=>{const S=v.map(O=>`${O.unpackedShape.join(",")};${O.width}x${O.height}`).join("_");let A=w.name;return 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+  float process(int[${r}] indices) {
+    vec2 position = offsetToCoords(indices[1], ${i}, ${d});
+    float scale = getColorAsFloat(${e.texture2D}(Scale, position));
+    float mean = getColorAsFloat(${e.texture2D}(Mean, position));
+    float variance = getColorAsFloat(${e.texture2D}(Variance, position));
+    float b = getColorAsFloat(${e.texture2D}(B, position));
+
+    return scale * ( (_A(indices) - mean) / sqrt(variance + float(${t.epsilon})) ) + b;
+  }`;return Object.assign(Object.assign({},s),{output:{dims:o[0].dims,type:o[0].type,textureType:p.TextureType.unpacked},shaderSource:g})},f=c=>{if(!c||c.length!==5)throw new Error("BatchNormalization requires 5 inputs.");const o=c[0],t=c[1],e=c[2],r=c[3],i=c[4];if(o.dims.length<3||t.dims.length!==1||e.dims.length!==1||r.dims.length!==1||i.dims.length!==1)throw new Error("invalid input shape.");if(t.dims[0]!==o.dims[1]||e.dims[0]!==o.dims[1]||r.dims[0]!==o.dims[1]||i.dims[0]!==o.dims[1])throw new Error("invalid input shape.");if(o.type!=="float32"&&o.type!=="float64"||t.type!=="float32"&&t.type!=="float64"||e.type!=="float32"&&e.type!=="float64"||r.type!=="float32"&&r.type!=="float64"||i.type!=="float32"&&i.type!=="float64")throw new Error("invalid input tensor types.")}},7839:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.xor=n.sub=n.pRelu=n.pow=n.or=n.mul=n.less=n.greater=n.equal=n.div=n.and=n.add=n.glslPRelu=n.glslPow=n.glslXor=n.glslOr=n.glslAnd=n.glslLess=n.glslGreater=n.glslEqual=n.glslSub=n.glslMul=n.glslDiv=n.glslAdd=void 0;const u=a(2517),l=a(8520),p=a(5060),s=a(2039);function h(){const v="add_";return{body:`
+  float ${v}(float a, float b) {
+    return a + b;
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    return v1 + v2;
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}function f(){const v="div_";return{body:`
+  float ${v}(float a, float b) {
+    return a / b;
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    return v1 / v2;
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}function c(){const v="mul_";return{body:`
+  float ${v}(float a, float b) {
+    return a * b;
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    return v1 * v2;
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}function o(){const v="sub_";return{body:`
+  float ${v}(float a, float b) {
+    return a - b;
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    return v1 - v2;
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}function t(){const v="equal_";return{body:`
+  float ${v}(float a, float b) {
+    return float(a == b);
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    return vec4(equal(v1, v2));
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}function e(){const v="greater_";return{body:`
+  float ${v}(float a, float b) {
+    return float(a > b);
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    return vec4( v1.r > v2.r ,
+      v1.g > v2.g,
+      v1.b > v2.b,
+      v1.a > v2.a );
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}function r(){const v="less_";return{body:`
+  float ${v}(float a, float b) {
+    return float(a < b);
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    return vec4( v1.r < v2.r ,
+                v1.g < v2.g,
+                v1.b < v2.b,
+                v1.a < v2.a );
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}function i(){const v="and_";return{body:`
+  float ${v}(float a, float b) {
+    return float( bool(a) && bool(b) );
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    bvec4 b1 = bvec4(v1);
+    bvec4 b2 = bvec4(v2);
+    return vec4( b1.r && b2.r ,
+                b1.g && b2.g,
+                b1.b && b2.b,
+                b1.a && b2.a );
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}function d(){const v="or_";return{body:`
+  float ${v}(float a, float b) {
+    return float( bool(a) || bool(b) );
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    bvec4 b1 = bvec4(v1);
+    bvec4 b2 = bvec4(v2);
+    return vec4( b1.r || b2.r ,
+                b1.g || b2.g,
+                b1.b || b2.b,
+                b1.a || b2.a );
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}function g(){const v="xor_";return{body:`
+  float ${v}(float a, float b) {
+    return float( bool(a) ^^ bool(b) );
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    bvec4 b1 = bvec4(v1);
+    bvec4 b2 = bvec4(v2);
+    return vec4( b1.r ^^ b2.r ,
+                b1.g ^^ b2.g,
+                b1.b ^^ b2.b,
+                b1.a ^^ b2.a );
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}function m(){return function(v){const S=`${v}_`;return{body:`
+  float ${S}(float a, float b) {
+    return ${v}(a, b);
+  }
+  vec4 ${S}(vec4 v1, vec4 v2) {
+    return ${v}(v1, v2);
+  }
+  `,name:S,type:l.FunctionType.ValueBased}}("pow")}function b(){const v="prelu_";return{body:`
+  float ${v}(float a, float b) {
+    return a < 0.0 ? a * b: a;
+  }
+  vec4 ${v}(vec4 v1, vec4 v2) {
+    return vec4(
+      v1.r < 0.0 ? v1.r * v2.r: v1.r,
+      v1.g < 0.0 ? v1.g * v2.g: v1.g,
+      v1.b < 0.0 ? v1.b * v2.b: v1.b,
+      v1.a < 0.0 ? v1.a * v2.a: v1.a
+      );
+  }
+  `,name:v,type:l.FunctionType.ValueBased}}n.glslAdd=h,n.glslDiv=f,n.glslMul=c,n.glslSub=o,n.glslEqual=t,n.glslGreater=e,n.glslLess=r,n.glslAnd=i,n.glslOr=d,n.glslXor=g,n.glslPow=m,n.glslPRelu=b;const y=(v,S,A,O=S[0].type,x)=>{const I=v.session.pack?s.TextureType.packed:s.TextureType.unpacked;return{name:A.name,inputNames:["A","B"],inputTypes:[I,I],cacheHint:x,get:()=>w(v,S,A,O)}},w=(v,S,A,O=S[0].type)=>{const x=v.session.pack?s.TextureType.packed:s.TextureType.unpacked,I=!u.ShapeUtil.areEqual(S[0].dims,S[1].dims);let N=S[0].dims;const R=v.session.pack;if(I){const G=u.BroadcastUtil.calcShape(S[0].dims,S[1].dims,!1);if(!G)throw new Error("Can't perform binary op on the given tensors");N=G;const D=N.length,j=S[0].dims.length!==0?S[0].dims.length:1,Z=S[1].dims.length!==0?S[1].dims.length:1,X=S[0].dims.length!==0?"bcastIndices_A(indices, aindices);":"aindices[0] = 0;",J=S[1].dims.length!==0?"bcastIndices_B(indices, bindices);":"bindices[0] = 0;",ee=(0,p.getGlsl)(v.session.backend.glContext.version),ue=R?`
+      ${A.body}
+      void main() {
+        vec4 a = getAAtOutCoords();
+        vec4 b = getBAtOutCoords();
+        vec4 result = ${A.name}(a, b);
+        ${ee.output} = result;
+      }`:`
+      ${A.body}
+      float process(int indices[${D}]) {
+        int aindices[${j}];
+        int bindices[${Z}];
+        ${X}
+        ${J}
+        return ${A.name}(_A(aindices), _B(bindices));
+      }`;return{name:A.name,inputNames:["A","B"],inputTypes:[x,x],output:{dims:N,type:O,textureType:x},shaderSource:ue,hasMain:R}}const L=(0,p.getGlsl)(v.session.backend.glContext.version),$=`
+    ${A.body}
+    void main() {
+      vec4 v1 = ${L.texture2D}(A, TexCoords);
+      vec4 v2 = ${L.texture2D}(B, TexCoords);
+      vec4 result = ${A.name}(v1, v2);
+      ${L.output} = result;
+    }
+    `;return{name:A.name,inputNames:["A","B"],inputTypes:[x,x],output:{dims:S[0].dims,type:O,textureType:x},shaderSource:$,hasMain:!0}};n.add=(v,S)=>[v.run(y(v,S,h()),S)],n.and=(v,S)=>[v.run(y(v,S,i(),"bool"),S)],n.div=(v,S)=>[v.run(y(v,S,f()),S)],n.equal=(v,S)=>[v.run(y(v,S,t(),"bool"),S)],n.greater=(v,S)=>[v.run(y(v,S,e(),"bool"),S)],n.less=(v,S)=>[v.run(y(v,S,r(),"bool"),S)],n.mul=(v,S)=>[v.run(y(v,S,c()),S)],n.or=(v,S)=>[v.run(y(v,S,d(),"bool"),S)],n.pow=(v,S)=>[v.run(y(v,S,m()),S)],n.pRelu=(v,S)=>[v.run(y(v,S,b()),S)],n.sub=(v,S)=>[v.run(y(v,S,o()),S)],n.xor=(v,S)=>[v.run(y(v,S,g(),"bool"),S)]},4196:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseCastAttributes=n.cast=void 0;const u=a(2517);n.cast=(p,s,h)=>(l(s),[p.cast(s[0],h)]),n.parseCastAttributes=p=>u.ProtoUtil.tensorDataTypeFromProto(p.attributes.getInt("to"));const l=p=>{if(!p||p.length!==1)throw new Error("Cast requires 1 input.");if(p[0].type==="string")throw new Error("Invalid input type.")}},1163:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.createPackedConcatProgramInfoLoader=void 0;const u=a(5060),l=a(2039),p=a(9390),s=a(2827);n.createPackedConcatProgramInfoLoader=(f,c,o)=>{const t=(e=c.length,r=o.cacheKey,{name:"Concat (packed)",inputNames:Array.from({length:e},(i,d)=>`X${d}`),inputTypes:Array(e).fill(l.TextureType.packed),cacheHint:r});var e,r;return Object.assign(Object.assign({},t),{get:()=>((i,d,g,m)=>{const b=g[0].dims.slice();if(m>=b.length||m<-1*b.length)throw new Error("axis specified for concat doesn't match input dimensionality");m<0&&(m=b.length+m);const y=b.slice(0);for(let X=1;X<g.length;X++){const J=g[X].dims.slice();for(let ee=0;ee<b.length;ee++)if(ee===m)y[m]+=J[ee];else if(b[ee]!==J[ee])throw new Error("non concat dimensions must match")}const w=y.length,v=(0,s.getChannels)("coords",w),S=(0,p.getCoordsDataType)(w),A=(0,s.unpackFromChannel)(),O=g.map(X=>X.dims),x=(0,p.getGlChannels)(w),I=new Array(O.length-1);I[0]=O[0][m];for(let X=1;X<I.length;X++)I[X]=I[X-1]+O[X][m];const N=x[m],R=x.slice(-2),L=x.join();let $=`if (${N} < ${I[0]}) {
+        return getChannel(
+            getX0(${L}), vec2(${R.join()}));
+        }`;for(let X=1;X<I.length;X++){const J=I[X-1];$+=`
+            if (${N} < ${I[X]}  && ${N} >= ${I[X-1]}) {
+              return getChannel(
+                getX${X}(${h(x,N,J)}),
+                vec2(${h(R,N,J)}));
+            }`}const G=I.length,D=I[I.length-1];$+=`
+            return getChannel(
+              getX${G}(${h(x,N,D)}),
+              vec2(${h(R,N,D)}));`;const j=(0,u.getGlsl)(i.session.backend.glContext.version),Z=`
+          ${A}
+          float getValue(${x.map(X=>"int "+X)}) {
+            ${$}
+          }
+
+          void main() {
+            ${S} coords = getOutputCoords();
+            int lastDim = coords.${x[w-1]};
+            coords.${x[w-1]} = coords.${x[w-2]};
+            coords.${x[w-2]} = lastDim;
+
+            vec4 result = vec4(getValue(${v}), 0., 0., 0.);
+
+            ${v[w-1]} = ${v[w-1]} + 1;
+            if (${v[w-1]} < ${y[w-1]}) {
+              result.g = getValue(${v});
+            }
+
+            ${v[w-2]} = ${v[w-2]} + 1;
+            if (${v[w-2]} < ${y[w-2]}) {
+              result.a = getValue(${v});
+            }
+
+            ${v[w-1]} = ${v[w-1]} - 1;
+            if (${v[w-2]} < ${y[w-2]} &&
+                ${v[w-1]} < ${y[w-1]}) {
+              result.b = getValue(${v});
+            }
+            ${j.output} = result;
+          }
+        `;return Object.assign(Object.assign({},d),{output:{dims:y,type:g[0].type,textureType:l.TextureType.packed},shaderSource:Z,hasMain:!0})})(f,t,c,o.axis)})};const h=(f,c,o)=>{const t=f.indexOf(c);return f.map((e,r)=>r===t?`${e} - ${o}`:e).join()}},2069:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseConcatAttributes=n.concat=void 0;const u=a(246),l=a(2039),p=a(1163);n.concat=(e,r,i)=>(t(r),e.session.pack&&r[0].dims.length>1?[e.run((0,p.createPackedConcatProgramInfoLoader)(e,r,i),r)]:[e.run(s(e,r,i),r)]);const s=(e,r,i)=>{const d=(g=r.length,m=i.cacheKey,{name:"Concat",inputNames:Array.from({length:g},(b,y)=>`X${y}`),inputTypes:Array(g).fill(l.TextureType.unpacked),cacheHint:m});var g,m;return Object.assign(Object.assign({},d),{get:()=>((b,y,w,v)=>{const S=w[0].dims.slice();if(v>=S.length||v<-1*S.length)throw new Error("axis specified for concat doesn't match input dimensionality");v<0&&(v=S.length+v);const A=S.slice(0);for(let L=1;L<w.length;L++){const $=w[L].dims.slice();for(let G=0;G<S.length;G++)if(G===v)A[v]+=$[G];else if(S[G]!==$[G])throw new Error("non concat dimensions must match")}const O=A.length,x=new Array(w.length);let I=0;for(let L=0;L<x.length;++L)I+=w[L].dims[v],x[L]=I;let N="";N=w.length<5?h(x):f(x);const R=`
+        ${c(w.length,O)}
+        ${o(x)}
+        ${N}
+        float process(int indices[${O}]) {
+          int textureIndex = getTextureWhereDataResides (indices[${v}]);
+
+          if(textureIndex != 0) {
+            indices[${v}] = indices[${v}] - int(getSizeInConcatAxisValueFromIndex(textureIndex-int(1)));
+          }
+
+          return fetchDataFromCorrectTexture(textureIndex, indices);
+        }`;return Object.assign(Object.assign({},y),{output:{dims:A,type:w[0].type,textureType:l.TextureType.unpacked},shaderSource:R})})(0,d,r,i.axis)})},h=e=>`int getTextureWhereDataResides(int index) {
+      ${e.map((r,i)=>`if(index<${r}) {return ${i};}
+`).join("")}
+    }`,f=e=>h(e),c=(e,r)=>{const i=[`float fetchDataFromCorrectTexture(int textureIndex, int indices[${r}]) {`];for(let d=0;d<e;++d)d===0?i.push(`	if (textureIndex == ${d}) { return _X${d}(indices); }`):d===e-1?i.push(`	else { return _X${d}(indices); }`):i.push(`	else if (textureIndex == ${d}) { return _X${d}(indices); }`);return i.push("	}"),i.join(`
+`)},o=e=>{const r=["int getSizeInConcatAxisValueFromIndex(int index) {"];for(let i=0;i<e.length;++i)i===0?r.push(`	if (index == ${i}) { return ${e[i]}; }`):i===e.length-1?r.push(`	else { return ${e[i]}; }`):r.push(`	else if (index == ${i}) { return ${e[i]}; }`);return r.push("	}"),r.join(`
+`)};n.parseConcatAttributes=e=>(0,u.createAttributeWithCacheKey)({axis:e.attributes.getInt("axis")});const t=e=>{if(!e||e.length<1)throw new Error("too few inputs");const r=e[0].type,i=e[0].dims.length;if(r==="string")throw new Error("string tensor is not supported yet");for(const d of e){if(d.type!==r)throw new Error("input tensors should be one type");if(d.dims.length!==i)throw new Error("input tensors should have the same shape")}}},4770:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.createUnpackedGroupedConvProgramInfoLoader=void 0;const u=a(6231),l=a(5060),p=a(2039),s=a(8138),h=a(2823);n.createUnpackedGroupedConvProgramInfoLoader=(f,c,o)=>{const t=(e=c.length>2,r=o.cacheKey,{name:"GroupedConv",inputNames:e?["X","W","Bias"]:["X","W"],inputTypes:e?[p.TextureType.unpacked,p.TextureType.unpacked,p.TextureType.unpacked]:[p.TextureType.unpacked,p.TextureType.unpacked],cacheHint:r});var e,r;return Object.assign(Object.assign({},t),{get:()=>((i,d,g,m)=>{const b=d.length>2?"value += getBias(output_channel);":"",y=d[0].dims.slice(),w=d[1].dims.slice(),v=w[0]/m.group;u.Logger.verbose("GroupedConv",`autpPad:${m.autoPad}, dilations:${m.dilations}, group:${m.group}, kernelShape:${m.kernelShape}, pads:${m.pads}, strides:${m.strides}`);const S=(0,s.calculateOutputShape)(y,w,m.dilations,m.pads,m.strides),A=(0,l.getGlsl)(i.session.backend.glContext.version),{activationFunction:O,applyActivation:x}=(0,h.getActivationSnippet)(m),I=`
+  const ivec2 strides = ivec2(${m.strides[0]}, ${m.strides[1]});
+  const ivec2 pads = ivec2(${m.pads[0]}, ${m.pads[1]});
+  ${O}
+  void main() {
+    ivec4 coords = getOutputCoords();
+    int batch = coords.x;
+    int output_channel = coords.y;
+    ivec2 xRCCorner = coords.zw * strides - pads;
+    int group_id = output_channel / ${v};
+
+    float value = 0.0;
+    for (int wInChannel = 0; wInChannel < ${w[1]}; wInChannel++) {
+      int input_channel = group_id * ${w[1]} + wInChannel;
+      for (int wHeight = 0; wHeight < ${w[2]}; wHeight++) {
+        int xHeight = xRCCorner.x + wHeight * ${m.dilations[0]};
+
+        if (xHeight < 0 || xHeight >= ${y[2]}) {
+          continue;
+        }
+
+        for (int wWidth = 0; wWidth < ${w[3]}; wWidth++) {
+          int xWidth = xRCCorner.y + wWidth * ${m.dilations[1]};
+          if (xWidth < 0 || xWidth >= ${y[3]}) {
+            continue;
+          }
+
+          float xVal = getX(batch, input_channel, xWidth, xHeight);
+          float wVal = getW(output_channel, wInChannel, wWidth, wHeight);
+          value += xVal*wVal;
+        }
+      }
+    }
+    ${b}
+    ${x}
+    ${A.output} = vec4(value, .0, .0, .0);
+  }
+`;return Object.assign(Object.assign({},g),{output:{dims:S,type:d[0].type,textureType:p.TextureType.unpacked},shaderSource:I,hasMain:!0})})(f,c,t,o)})}},1386:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.conv2DPacked=n.conv2DPackedPointwise=void 0;const u=a(8138),l=a(8555),p=a(708);n.conv2DPackedPointwise=(s,h,f)=>{const c=h[0].dims,o=h[1].dims,t=(0,u.calculateOutputShape)(c,o,f.dilations,f.pads,f.strides),e=s.reshapePacked(h[0],[c[1],c[2]*c[3]]),r=s.reshapePacked(h[1],[o[0],o[1]]),i=h.length>2?[r,e,h[2]]:[r,e],d=s.run((0,p.createPackedMatmulProgramInfoLoader)(s,i,f),i);return s.reshapePacked(d,t)},n.conv2DPacked=(s,h,f)=>{const c=h[0].dims,o=h[1].dims,t=(0,u.calculateOutputShape)(c,o,f.dilations,f.pads,f.strides),e=s.run((0,l.createPackedIm2ColProgramInfoLoader)(s,h[0],h[1],t,f),[h[0]]),r=s.reshapePacked(h[1],[o[0],o[1]*o[2]*o[3]]),i=h.length===3?[r,e,h[2]]:[r,e],d=s.run((0,p.createPackedMatmulProgramInfoLoader)(s,i,f),i);return s.reshapePacked(d,t)}},9663:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseConvTransposeAttributes=n.convTranspose=void 0;const u=a(246),l=a(5060),p=a(2039),s=a(2823),h=(r,i,d,g,m,b)=>(r-1)*i+d+(g-1)*m+1-b,f=(r,i,d,g,m)=>{const b=Math.floor(r/2);i==="SAME_UPPER"?(d[g]=b,d[m]=r-b):i==="SAME_LOWER"&&(d[g]=r-b,d[m]=b)};n.convTranspose=(r,i,d)=>(e(i,d),c(r,i,d));const c=(r,i,d)=>{const g=t(d,i);return[o(r,i,g)]},o=(r,i,d)=>r.run(((g,m,b)=>{const y=(w=m.length>2,v=b.cacheKey,{name:"ConvTranspose",inputNames:w?["X","W","B"]:["X","W"],inputTypes:w?[p.TextureType.unpacked,p.TextureType.unpacked,p.TextureType.unpacked]:[p.TextureType.unpacked,p.TextureType.unpacked],cacheHint:v});var w,v;return Object.assign(Object.assign({},y),{get:()=>((S,A,O,x)=>{const I=A.length>2?"getB(output_channel)":"0.0",N=A[0].dims,R=A[1].dims,L=R[1],$=R[0]/x.group,G=[A[0].dims[0],A[1].dims[1]*x.group,...x.outputShape],D=(0,l.getGlsl)(S.session.backend.glContext.version),{activationFunction:j,applyActivation:Z}=(0,s.getActivationSnippet)(x),X=`
+  const ivec2 strides = ivec2(${x.strides[0]}, ${x.strides[1]});
+  const ivec2 pads = ivec2(${x.pads[0]}, ${x.pads[1]});
+  ${j}
+  void main() {
+    ivec4 coords = getOutputCoords();
+    int batch = coords.x;
+    int output_channel = coords.y;
+
+    ivec2 loc = coords.zw + pads;
+
+    int group_id = output_channel / ${L};
+    int wOutChannel = output_channel - group_id * ${L};
+
+    float value = ${I};
+    for (int inChannelOffset = 0; inChannelOffset < ${$}; inChannelOffset++) {
+      int input_channel = group_id * ${$} + inChannelOffset;
+      for (int wWOff = 0; wWOff < ${R[2]}; wWOff++) {
+        for (int wHOff = 0; wHOff < ${R[3]}; wHOff++) {
+          ivec2 wOff = ivec2(wWOff * ${x.dilations[0]}, wHOff * ${x.dilations[1]});
+          ivec2 wLoc = loc - wOff;
+          ivec2 wLocIn = wLoc / strides;
+          if (
+            wLocIn * strides == wLoc &&
+            wLocIn.x >= 0 && wLocIn.x < ${N[2]} &&
+            wLocIn.y >= 0 && wLocIn.y < ${N[3]}
+          ) {
+            float xVal = getX(batch, input_channel, wLocIn.y, wLocIn.x);
+            float wVal = getW(input_channel, wOutChannel, wHOff, wWOff);
+            value += xVal * wVal;
+          }
+        }
+      }
+    }
+    ${Z}
+    ${D.output} = vec4(value, .0, .0, .0);
+  }
+`;return Object.assign(Object.assign({},O),{output:{dims:G,type:A[0].type,textureType:p.TextureType.unpacked},shaderSource:X,hasMain:!0})})(g,m,y,b)})})(r,i,d),i),t=(r,i)=>{const d=r.kernelShape.slice();if(r.kernelShape.length===0)for(let y=2;y<i[1].dims.length;++y)d.push(i[1].dims[y]);const g=r.pads.slice(),m=r.outputShape.slice();((y,w,v,S,A,O,x,I)=>{const N=y.length-2,R=I.length===0;for(let L=0;L<N;++L){const $=R?y[L+2]*O[L]:I[L],G=h(y[L+2],O[L],A[L],w[L],v[L],$);f(G,S,A,L,L+N),R&&I.push(O[L]*(y[L+2]-1)+x[L]+(w[L]-1)*v[L]+1-A[L]-A[L+N])}})(i[0].dims,d,r.dilations,r.autoPad,g,r.strides,r.outputPadding,m);const b=Object.assign({},r);return Object.assign(b,{kernelShape:d,pads:g,outputShape:m,cacheKey:r.cacheKey}),b};n.parseConvTransposeAttributes=r=>{const i=r.attributes,d=(0,s.parseInternalActivationAttributes)(i),g=i.getString("auto_pad","NOTSET"),m=i.getInts("dilations",[1,1]),b=i.getInt("group",1),y=i.getInts("kernel_shape",[]),w=i.getInts("output_padding",[0,0]),v=i.getInts("output_shape",[]),S=i.getInts("pads",[0,0,0,0]),A=i.getInts("strides",[1,1]);return(0,u.createAttributeWithCacheKey)(Object.assign({autoPad:g,dilations:m,group:b,kernelShape:y,outputPadding:w,outputShape:v,pads:S,strides:A},d))};const e=(r,i)=>{if(!r||r.length!==2&&r.length!==3)throw new Error("Conv requires 2 or 3 inputs");if(r[0].dims.length!==4||r[1].dims.length!==4)throw new Error("currently only support 2-dimensional conv");if(r[0].dims[1]!==r[1].dims[0])throw new Error("FILTER_IN_CHANNEL should be equal to DATA_CHANNEL");const d=r[1].dims[1]*i.group;if(r.length===3&&(r[2].dims.length!==1||r[2].dims[0]!==d))throw new Error("invalid bias");const g=r[0].dims.length-2;if(i.dilations.length!==g)throw new Error(`dilations should be ${g}D`);if(i.strides.length!==g)throw new Error(`strides should be ${g}D`);if(i.pads.length!==2*g)throw new Error(`pads should be ${2*g}D`);if(i.outputPadding.length!==g)throw new Error(`output_padding should be ${g}D`);if(i.kernelShape.length!==0&&i.kernelShape.length!==r[1].dims.length-2)throw new Error("invalid kernel shape");if(i.outputShape.length!==0&&i.outputShape.length!==r[0].dims.length-2)throw new Error("invalid output shape");if(r[0].type!=="float32"||r[1].type!=="float32")throw new Error("ConvTranspose input(X,W) should be float tensor");if(r.length===3&&r[2].type!=="float32")throw new Error("ConvTranspose input(bias) should be float tensor")}},8138:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseConvAttributes=n.conv=n.calculateOutputShape=void 0;const u=a(246),l=a(2517),p=a(4770),s=a(1386),h=a(9828),f=a(2823),c=a(3248),o=a(5623);n.calculateOutputShape=(g,m,b,y,w)=>{const v=g[0],S=g.slice(2),A=S.length,O=m[0],x=m.slice(2).map((N,R)=>N+(N-1)*(b[R]-1)),I=S.map((N,R)=>N+y[R]+y[R+A]).map((N,R)=>Math.floor((N-x[R]+w[R])/w[R]));return[v,O].concat(...I)},n.conv=(g,m,b)=>(d(m,b),t(g,m,b));const t=(g,m,b)=>{const y=i(b,m),w=g.session.pack,v=y.kernelShape[0]===1&&y.kernelShape[1]===1;return y.group>1?[g.run((0,p.createUnpackedGroupedConvProgramInfoLoader)(g,m,y),m)]:v&&w?[e(g,m,y)]:w&&m[0].dims.length===4&&m[0].dims[0]===1&&!v?[(0,s.conv2DPacked)(g,m,y)]:[r(g,m,y)]},e=(g,m,b)=>{const y=m[0].dims,w=m[1].dims,v=(0,n.calculateOutputShape)(y,w,b.dilations,b.pads,b.strides),S=g.reshapeUnpacked(m[0],[y[1],y[2]*y[3]]),A=g.reshapeUnpacked(m[1],[w[0],w[1]]),O=m.length>2?[A,S,m[2]]:[A,S],x=g.run((0,o.createMatmulProgramInfoLoader)(O,b),O);return g.reshapeUnpacked(x,v)},r=(g,m,b)=>{const y=m[0].dims,w=m[1].dims,v=(0,n.calculateOutputShape)(y,w,b.dilations,b.pads,b.strides),S=g.run((0,c.createIm2ColProgramInfoLoader)(g,m[0],m[1],v,b),[m[0]]),A=m.length===3?[S,m[1],m[2]]:[S,m[1]];return g.run((0,h.createDotProductProgramInfoLoader)(g,m,v,b),A)},i=(g,m)=>{const b=g.kernelShape.slice();if(g.kernelShape.length===0)for(let v=2;v<m[1].dims.length;++v)b.push(m[1].dims[v]);const y=g.pads.slice();l.PoolConvUtil.adjustPadsBasedOnAutoPad(m[0].dims,g.strides,g.dilations,b,y,g.autoPad);const w=Object.assign({},g);return Object.assign(w,{kernelShape:b,pads:y,cacheKey:g.cacheKey}),w};n.parseConvAttributes=g=>{const m=g.attributes,b=(0,f.parseInternalActivationAttributes)(m),y=m.getString("auto_pad","NOTSET"),w=m.getInts("dilations",[1,1]),v=m.getInt("group",1),S=m.getInts("kernel_shape",[]),A=m.getInts("pads",[0,0,0,0]),O=m.getInts("strides",[1,1]);return(0,u.createAttributeWithCacheKey)(Object.assign({autoPad:y,dilations:w,group:v,kernelShape:S,pads:A,strides:O},b))};const d=(g,m)=>{if(!g||g.length!==2&&g.length!==3)throw new Error("Conv requires 2 or 3 inputs");if(g[0].dims.length!==4||g[1].dims.length!==4)throw new Error("currently only support 2-dimensional conv");if(g[0].dims[1]!==g[1].dims[1]*m.group)throw new Error("FILTER_IN_CHANNEL should be equal to DATA_CHANNEL");if(g.length===3&&(g[2].dims.length!==1||g[1].dims[0]!==g[2].dims[0]))throw new Error("invalid bias");const b=g[0].dims.length-2;if(m.dilations.length!==b)throw new Error(`dilations should be ${b}D`);if(m.strides.length!==b)throw new Error(`strides should be ${b}D`);if(m.pads.length!==2*b)throw new Error(`pads should be ${2*b}D`);if(m.kernelShape.length!==0&&m.kernelShape.length!==g[1].dims.length-2)throw new Error("invalid kernel shape");if(g[0].type!=="float32"||g[1].type!=="float32")throw new Error("Conv input(X,W) should be float tensor");if(g.length===3&&g[2].type!=="float32")throw new Error("Conv input(bias) should be float tensor")}},5193:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseDepthToSpaceAttributes=n.depthToSpace=void 0;const u=a(3738);n.depthToSpace=(p,s,h)=>{l(s);const f=h.blocksize,c=f*f,o=h.mode==="DCR"?[0,3,4,1,5,2]:[0,1,4,2,5,3],t=h.mode==="DCR"?[s[0].dims[0],f,f,s[0].dims[1]/c,s[0].dims[2],s[0].dims[3]]:[s[0].dims[0],s[0].dims[1]/c,f,f,s[0].dims[2],s[0].dims[3]],e=p.reshapeUnpacked(s[0],t),r={perm:o,cacheKey:`${o}`},[i]=(0,u.transpose)(p,[e],r),d=[s[0].dims[0],s[0].dims[1]/c,s[0].dims[2]*f,s[0].dims[3]*f];return[p.reshapeUnpacked(i,d)]},n.parseDepthToSpaceAttributes=p=>{const s=p.attributes.getInt("blocksize");if(s<1)throw new Error(`blocksize must be >= 1, but got : ${s} for DepthToSpace`);const h=p.attributes.getString("mode","DCR");if(h!=="DCR"&&h!=="CRD")throw new Error(`unrecognized mode: ${h} for DepthToSpace`);return{mode:h,blocksize:s}};const l=p=>{if(p.length!==1)throw new Error(`DepthToSpace expect 1 inputs, but got ${p.length}`);if(p[0].type==="string"||p[0].dims.length!==4)throw new TypeError("DepthToSpace input should be a 4-D numeric tensor")}},9828:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.createDotProductProgramInfoLoader=void 0;const u=a(2517),l=a(5060),p=a(2039),s=a(2823),h=a(3248);n.createDotProductProgramInfoLoader=(f,c,o,t)=>{const e=((r,i)=>({name:"ConvDotProduct",inputNames:r?["Im2Col","K","B"]:["Im2Col","K"],inputTypes:r?[p.TextureType.unpacked,p.TextureType.packedLastDimension,p.TextureType.unpacked]:[p.TextureType.unpacked,p.TextureType.packedLastDimension],cacheKey:i.activationCacheKey}))(c.length>2,t);return Object.assign(Object.assign({},e),{get:()=>((r,i,d,g,m)=>{const b=d[0].dims,y=d[1].dims,w=[y[0],Math.ceil(b[1]*y[2]*y[3]/4)],v=(0,h.calculateIm2ColDims)(b,y,g),[S,A]=r.calculateTextureWidthAndHeight(w,p.TextureType.packedLastDimension),O=u.ShapeUtil.computeStrides(v),[x,I]=r.calculateTextureWidthAndHeight(v,p.TextureType.packedLastDimension),N=g.length,R=d.length<3?"0.0":"_B(b)",L=Math.ceil(b[1]*y[2]*y[3]/4),{activationFunction:$,applyActivation:G}=(0,s.getActivationSnippet)(m),D=(0,l.getGlsl)(r.session.backend.glContext.version),j=`
+${$}
+float process(int indices[${N}]) {
+  int b[1];
+  b[0] = indices[1];
+  int im2col[4];
+  im2col[0] = indices[0];
+  im2col[1] = indices[2];
+  im2col[2] = indices[3];
+  int im2colOffset = im2col[0] * ${O[0]} + im2col[1] * ${O[1]} + im2col[2] * ${O[2]};
+  int kernelOffset = indices[1] * ${w[1]};
+  float value = ${R};
+  for (int i = 0; i < ${L}; ++i) {
+    vec2 im2colCoords = offsetToCoords(im2colOffset, ${x}, ${I});
+    vec2 kernelCoords = offsetToCoords(kernelOffset, ${S}, ${A});
+    value += dot(${D.texture2D}(Im2Col, im2colCoords), ${D.texture2D}(K, kernelCoords));
+    ++im2colOffset;
+    ++kernelOffset;
+  }
+  ${G}
+  return value;
+}`;return Object.assign(Object.assign({},i),{output:{dims:g,type:d[0].type,textureType:p.TextureType.unpacked},shaderSource:j})})(f,e,c,o,t)})}},7992:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseFlattenAttributes=n.flatten=void 0;const u=a(2517);n.flatten=(p,s,h)=>{l(s,h);const f=u.ShapeUtil.flattenShape(s[0].dims,h);return[p.reshapeUnpacked(s[0],f)]},n.parseFlattenAttributes=p=>p.attributes.getInt("axis",1);const l=(p,s)=>{if(!p||p.length!==1)throw new Error("Flatten requires 1 input.");const h=p[0].dims.length;if(h===0)throw new Error("scalar tensor is not supported.");if(s<-h||s>h)throw new Error("Invalid axis");if(p[0].type==="string")throw new Error("string tensor is not supported.")}},2823:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseInternalActivationAttributes=n.getActivationSnippet=void 0;const u=a(2517),l=a(4909);n.getActivationSnippet=function(p){let s;switch(p.activation){case"Relu":s=(0,l.glslRelu)();break;case"Sigmoid":s=(0,l.glslSigmoid)();break;case"Clip":s=(0,l.glslClip)(p.clipMin,p.clipMax);break;default:return{activationFunction:"",applyActivation:""}}const h=s.name;return{activationFunction:s.body,applyActivation:`value = ${h}_(value);`}},n.parseInternalActivationAttributes=p=>{const s=p.getString("activation","");if(s==="Clip"){const[h,f]=p.getFloats("activation_params",[u.MIN_CLIP,u.MAX_CLIP]);return{activation:s,clipMax:f,clipMin:h,activationCacheKey:`${s}:${h},${f}`}}return{activation:s,activationCacheKey:s}}},1253:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseGatherAttributes=n.gather=void 0;const u=a(246),l=a(782),p=a(2517),s=a(2039);n.gather=(o,t,e)=>(c(t,e.axis),[o.run(f(o,t,e),t)]),n.parseGatherAttributes=o=>(0,u.createAttributeWithCacheKey)({axis:o.attributes.getInt("axis",0)});const h={name:"Gather",inputNames:["A","B"],inputTypes:[s.TextureType.unpacked,s.TextureType.unpacked]},f=(o,t,e)=>{const r=Object.assign(Object.assign({},h),{cacheHint:e.cacheKey});return Object.assign(Object.assign({},r),{get:()=>((i,d,g,m)=>{const b=g[0].dims.slice(),y=g[1].dims.slice(),w=new Array(b.length+y.length-1);m=p.ShapeUtil.normalizeAxis(m,b.length);const v=[];for(let A=0;A<w.length;A++)A<m?(w[A]=b[A],v.push(`inputIdx[${A}] = outputIdx[${A}];`)):A<m+y.length?(w[A]=y[A-m],v.push(`indexDataIdx[${A-m}] = outputIdx[${A}];`)):(w[A]=b[A-y.length+1],v.push(`inputIdx[${A-y.length+1}] = outputIdx[${A}];`));const S=`
+      float process(int outputIdx[${w.length||1}]) {
+        int inputIdx[${b.length}];
+        int indexDataIdx[${y.length||1}];
+        indexDataIdx[0] = 0;
+        ${v.join(`
+        `)}
+        int idx = int(_B(indexDataIdx));
+        inputIdx[${m}] = idx < 0 ? idx + ${b[m]} : idx;
+        return _A(inputIdx);
+      }`;return Object.assign(Object.assign({},d),{output:{dims:w,type:g[0].type,textureType:s.TextureType.unpacked},shaderSource:S})})(0,r,t,e.axis)})},c=(o,t)=>{if(!o||o.length!==2)throw new Error("Gather requires 2 inputs.");const e=o[0].dims.length;if(e<1)throw new Error("Invalid input shape.");if(t<-e||t>e-1)throw new Error("Invalid axis.");if(l.NUMBER_TYPES.indexOf(o[0].type)===-1)throw new Error("Invaid input type.");if(o[1].type!=="int32"&&o[1].type!=="int16")throw new Error("Invaid input type.")}},4776:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseGemmAttributesV11=n.parseGemmAttributesV7=n.gemm=void 0;const u=a(246),l=a(2517),p=a(2039);n.gemm=(o,t,e)=>(c(t,e),[o.run(h(t,e),t)]);const s=(o,t)=>{const e=o.attributes.getInt("transA",0)!==0,r=o.attributes.getInt("transB",0)!==0,i=o.attributes.getFloat("alpha",1),d=o.attributes.getFloat("beta",1);return(0,u.createAttributeWithCacheKey)({transA:e,transB:r,alpha:i,beta:d,isOptionalC:t})};n.parseGemmAttributesV7=o=>s(o,!1),n.parseGemmAttributesV11=o=>s(o,!0);const h=(o,t)=>{const e={name:"Gemm",inputNames:o.length===3?["A","B","C"]:["A","B"],inputTypes:o.length===3?[p.TextureType.unpacked,p.TextureType.unpacked,p.TextureType.unpacked]:[p.TextureType.unpacked,p.TextureType.unpacked],key:t.cacheKey};return Object.assign(Object.assign({},e),{get:()=>f(e,o,t)})},f=(o,t,e)=>{const r=t[0].dims.slice(),i=t[1].dims.slice(),[d,g]=l.GemmUtil.getShapeOfGemmResult(r,e.transA,i,e.transB,t.length===3?t[2].dims:void 0),m=[d,g];if(!m)throw new Error("Can't use gemm on the given tensors");let b=r[r.length-1],y="";e.transA&&(b=r[0]),e.transA&&e.transB?y="value += _A_T(a) * _B_T(b);":e.transA&&!e.transB?y="value += _A_T(a) * _B(b);":!e.transA&&e.transB?y="value += _A(a) * _B_T(b);":e.transA||e.transB||(y="value += _A(a) * _B(b);");const w=m.length,v=`
+      float process(int indices[${w}]) {
+          int a[${w}];
+          int b[${w}];
+          ${t.length===3?`int c[${t[2].dims.length}];`:""}
+
+          copyVec(indices, a);
+          copyVec(indices, b);
+          ${t.length===3?"bcastIndices_C(indices, c);":""}
+
+          float value = 0.0;
+          for (int k=0; k<${b}; ++k) {
+              a[${w-1}] = k;
+              b[${w-2}] = k;
+              ${y}
+          }
+
+          value = value * alpha;
+          ${t.length===3?"value += beta * _C(c);":""}
+          return value;
+      }`;return Object.assign(Object.assign({},o),{output:{dims:m,type:t[0].type,textureType:p.TextureType.unpacked},variables:[{name:"alpha",type:"float",data:e.alpha},{name:"beta",type:"float",data:e.beta}],shaderSource:v})},c=(o,t)=>{if(!o)throw new Error("Input is missing");if(t.isOptionalC&&(o.length<2||o.length>3))throw new Error("Invaid input shape.");if(!t.isOptionalC&&o.length!==3)throw new Error("Gemm requires 3 inputs");if(o.length===3&&o[2].dims.length!==1&&o[2].dims.length!==2)throw new Error("Invalid input shape of C");if(o[0].type!=="float32"&&o[0].type!=="float64"||o[1].type!=="float32"&&o[1].type!=="float64"||o.length===3&&o[2].type!=="float32"&&o[2].type!=="float64")throw new Error("Invalid input type.");if(o[0].type!==o[1].type||o.length===3&&o[0].type!==o[2].type)throw new Error("Input types are mismatched")}},8555:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.createPackedIm2ColProgramInfoLoader=void 0;const u=a(5060),l=a(2039),p=a(2827);n.createPackedIm2ColProgramInfoLoader=(s,h,f,c,o)=>{const t=(e=o.cacheKey,{name:"Im2Col (packed)",inputNames:["A"],inputTypes:[l.TextureType.packed],cacheHint:e});var e;return Object.assign(Object.assign({},t),{get:()=>((r,i,d,g,m,b)=>{const y=d.dims,w=g.dims,v=m.length,S=[w[1]*w[2]*w[3],m[2]*m[3]],A=w[2]*w[3],O=(0,p.unpackFromChannel)(),x=(0,u.getGlsl)(r.session.backend.glContext.version);let I="";for(let R=0;R<=1;R++)for(let L=0;L<=1;L++)I+=`
+            blockIndex = rc.x + ${L};
+            pos = rc.y + ${R};
+
+            if(blockIndex < ${S[1]} && pos < ${S[0]}) {
+              offsetY = int(blockIndex / (${m[v-1]})) * ${b.strides[0]} -
+                ${b.pads[0]};
+              d0 = offsetY + ${b.dilations[0]} * (imod(pos, ${A}) / ${w[2]});
+
+              if(d0 < ${y[2]} && d0 >= 0) {
+                offsetX = imod(blockIndex, ${m[v-1]}) * ${b.strides[1]} -
+                  ${b.pads[1]};
+                d1 = offsetX + ${b.dilations[1]} * imod(imod(pos, ${A}), ${w[2]});
+
+                if(d1 < ${y[3]} && d1 >= 0) {
+
+                  ch = int(float(pos)/ ${A}.);
+                    innerDims = vec2(d0, d1);
+                    result[${2*R+L}] = getChannel(
+                      getA(0, ch, int(innerDims.x),
+                      int(innerDims.y)), innerDims);
+                }
+              }
+            }
+
+          `;const N=`
+      ${O}
+
+      void main() {
+        ivec2 rc = getOutputCoords();
+          vec4 result = vec4(0.0);
+          int blockIndex, pos, offsetY, d0, offsetX, d1, ch;
+          vec2 innerDims;
+          ${I}
+          ${x.output} = result;
+      }
+            `;return Object.assign(Object.assign({},i),{output:{dims:S,type:d.type,textureType:l.TextureType.packed},shaderSource:N,hasMain:!0})})(s,t,h,f,c,o)})}},3248:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.calculateIm2ColDims=n.createIm2ColProgramInfoLoader=void 0;const u=a(2039);n.createIm2ColProgramInfoLoader=(l,p,s,h,f)=>{const c=(o=f.cacheKey,{name:"Im2Col",inputNames:["X"],inputTypes:[u.TextureType.unpacked],cacheHint:o});var o;return Object.assign(Object.assign({},c),{get:()=>((t,e,r,i,d,g)=>{const m=r.dims,b=i.dims,y=d.length,w=(0,n.calculateIm2ColDims)(m,b,d,4),v=`
+        const int XC = ${m[1]};
+        const int XH = ${m[2]};
+        const int XW = ${m[3]};
+        const int KH = ${g.kernelShape[0]};
+        const int KW = ${g.kernelShape[1]};
+        const int dilationH = ${g.dilations[0]};
+        const int dilationW = ${g.dilations[1]};
+        const int strideH = ${g.strides[0]};
+        const int strideW = ${g.strides[1]};
+        const int padH = ${g.pads[0]};
+        const int padW = ${g.pads[1]};
+        const int KHKW = KH*KW;
+        const int XCKHKW = XC * KHKW;
+        const int outputChannels = 4;
+        vec4 process(int indices[${y}]) {
+          int b  = indices[0]; // batch size
+          int oh = indices[1] * strideH - padH; //output height
+          int ow = indices[2] * strideW - padW; //output width
+          int p = indices[3] * outputChannels; //patch
+          vec4 value = vec4(0.0);
+          for(int i=0; i < outputChannels; ++i) {
+            if(p < XCKHKW) {
+              int patchC = p / KHKW;
+              int patchH = (p - patchC*KHKW) / KW;
+              int patchW = (p - patchC*KHKW) - patchH * KW;
+              int xh2 = oh + patchH * dilationH;
+              int xw2 = ow + patchW * dilationW;
+              int x[${m.length}];
+              x[0] = b;
+              x[1] = patchC;
+              x[2] = xh2;
+              x[3] = xw2;
+              if(xh2 >= 0 &&
+                  xh2 < XH &&
+                  xw2 >= 0 &&
+                  xw2 < XW) {
+                value[i] = _X(x);
+              }
+            }
+            ++p;
+          }
+          return value;
+        }
+        `;return Object.assign(Object.assign({},e),{output:{dims:w,type:r.type,textureType:u.TextureType.packedLastDimension},shaderSource:v})})(0,c,p,s,h,f)})},n.calculateIm2ColDims=(l,p,s,h=4)=>[s[0],s[2],s[3],Math.ceil(l[1]*p[2]*p[3]/h)]},6572:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseImageScalerAttributes=n.imageScaler=void 0;const u=a(246),l=a(2039);n.imageScaler=(c,o,t)=>(f(o),[c.run(s(c,o,t),o)]),n.parseImageScalerAttributes=c=>{const o=c.attributes.getFloat("scale"),t=c.attributes.getFloats("bias");return(0,u.createAttributeWithCacheKey)({scale:o,bias:t})};const p={name:"ImageScaler",inputNames:["X"],inputTypes:[l.TextureType.unpacked]},s=(c,o,t)=>{const e=Object.assign(Object.assign({},p),{cacheHint:t.cacheKey});return Object.assign(Object.assign({},e),{get:()=>((r,i,d,g)=>{const m=d[0].dims.slice(),b=m.length,y=`
+      ${h(g.bias.length)}
+      float process(int indices[${b}]) {
+        return _X(indices) * scale + getBias(bias, indices[1]);
+      }`;return Object.assign(Object.assign({},i),{output:{dims:m,type:d[0].type,textureType:l.TextureType.unpacked},variables:[{name:"bias",type:"float",arrayLength:g.bias.length,data:g.bias},{name:"scale",type:"float",data:g.scale}],shaderSource:y})})(0,e,o,t)})},h=c=>{const o=[`float getBias(float bias[${c}], int channel) {`];for(let t=0;t<c;++t)t===0?o.push(`	if (channel == ${t}) { return bias[${t}]; }`):t===c-1?o.push(`	else { return bias[${t}]; }`):o.push(`	else if (channel == ${t}) { return bias[${t}]; }`);return o.push("	}"),o.join(`
+`)},f=c=>{if(!c||c.length!==1)throw new Error("ImageScaler requires 1 input.");if(c[0].dims.length!==4)throw new Error("Invalid input shape.");if(c[0].type!=="float32"&&c[0].type!=="float64")throw new Error("Invalid input type.")}},3346:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseInstanceNormalizationAttributes=n.instanceNormalization=void 0;const u=a(5060),l=a(2039);n.instanceNormalization=(o,t,e)=>{c(t);const r=o.run(s(t[0]),t);return[o.run(f(o,t[0],e,r.dims),[t[0],r,t[1],t[2]])]},n.parseInstanceNormalizationAttributes=o=>o.attributes.getFloat("epsilon",1e-5);const p={name:"InstanceNormalization_MeanAndVariance",inputNames:["X"],inputTypes:[l.TextureType.unpacked]},s=o=>Object.assign(Object.assign({},p),{get:()=>((t,e)=>{const r=e.dims.slice(),i=r[1],d=r[2]*r[3],g=[r[0],i],m=`
+      vec4 process(int[2] indices) {
+        vec4 v = vec4(0.0);
+        int a[4];
+        a[0] = indices[0];
+        a[1] = indices[1];
+        float temp = 0.0;
+        for(int a2=0; a2<${r[2]}; a2++) {
+          a[2] = a2;
+          for(int a3=0; a3<${r[3]}; a3++) {
+            a[3] = a3;
+            float x = _X(a);
+            temp += x;
+          }
+        }
+        float mean = temp / float(${d});
+        temp = 0.0;
+        for(int a2=0; a2<${r[2]}; a2++) {
+          a[2] = a2;
+          for(int a3=0; a3<${r[3]}; a3++) {
+            a[3] = a3;
+            float x = _X(a);
+            temp += (x - mean) * (x - mean);
+          }
+        }
+        v.r = mean;
+        v.g = temp / float(${d});
+
+        return v;
+      }`;return Object.assign(Object.assign({},t),{output:{dims:g,type:e.type,textureType:l.TextureType.packedLastDimension},shaderSource:m})})(p,o)}),h={name:"InstanceNormalization_ComputeOutput",inputNames:["X","MeanAndVariance","Scale","B"],inputTypes:[l.TextureType.unpacked,l.TextureType.packedLastDimension,l.TextureType.unpacked,l.TextureType.unpacked]},f=(o,t,e,r)=>{const i=Object.assign(Object.assign({},h),{cacheHint:`${e}`});return Object.assign(Object.assign({},i),{get:()=>((d,g,m,b,y)=>{const w=(0,u.getGlsl)(d.session.backend.glContext.version),[v,S]=d.calculateTextureWidthAndHeight(y,l.TextureType.packedLastDimension),[A,O]=[v/4,S],x=`
+      vec4 get_MeanAndVariance(int[2] mv) {
+        int offset = indicesToOffset_MeanAndVariance(mv);
+        vec2 coords = offsetToCoords(offset, ${A}, ${O});
+        return ${w.texture2D}(MeanAndVariance, coords);
+      }
+
+      float process(int[4] indices) {
+        int mv[2];
+        mv[0] = indices[0];
+        mv[1] = indices[1];
+        vec4 mean_and_variance = get_MeanAndVariance(mv);
+        float mean = mean_and_variance.r;
+        float variance = mean_and_variance.g;
+
+        int sb[1];
+        sb[0] = indices[1];
+        float scale = _Scale(sb);
+        float b = _B(sb);
+
+        return scale * (_X(indices) - mean) / sqrt(variance + epsilon) + b;
+      }`;return Object.assign(Object.assign({},g),{output:{dims:m.dims,type:m.type,textureType:l.TextureType.unpacked},variables:[{name:"epsilon",type:"float",data:b}],shaderSource:x})})(o,i,t,e,r)})},c=o=>{if(!o||o.length!==3)throw new Error("InstanceNormalization requires 3 inputs.");const t=o[0],e=o[1],r=o[2];if(t.dims.length<3||e.dims.length!==1||r.dims.length!==1)throw new Error("Invalid input shape.");if(e.dims[0]!==t.dims[1]||r.dims[0]!==t.dims[1])throw new Error("Input shapes are mismatched.");if(t.type!=="float32"&&t.type!=="float64"||e.type!=="float32"&&e.type!=="float64"||r.type!=="float32"&&r.type!=="float64")throw new Error("Invalid input type.");if(o[0].dims.length!==4)throw new Error("Only support 4-D input shape.")}},708:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.createPackedMatmulProgramInfoLoader=void 0;const u=a(2517),l=a(5060),p=a(2039),s=a(9390),h=a(2823),f=a(5623);n.createPackedMatmulProgramInfoLoader=(c,o,t)=>{const e=(r=o.length>2,i=t.activationCacheKey,{name:"MatMul (packed)",inputNames:r?["A","B","Bias"]:["A","B"],inputTypes:r?[p.TextureType.packed,p.TextureType.packed,p.TextureType.packed]:[p.TextureType.packed,p.TextureType.packed],cacheHint:i});var r,i;return Object.assign(Object.assign({},e),{get:()=>((d,g,m,b)=>{const y=m.length>2,w=y?"value += getBiasForMatmul();":"",v=m[0].dims,S=m[1].dims,A=u.BroadcastUtil.calcShape(v,S,!0),O=!u.ShapeUtil.areEqual(m[0].dims,m[1].dims);if(!A)throw new Error("Can't use matmul on the given tensors");const x=v[v.length-1],I=Math.ceil(x/2),N=v.length,R=S.length,L=(0,l.getGlsl)(d.session.backend.glContext.version),$=(0,s.getCoordsDataType)(A.length),G=A.length,D=(0,s.getGlChannels)(),{activationFunction:j,applyActivation:Z}=(0,h.getActivationSnippet)(b),X=y?`${(0,f.getBiasForMatmul)($,D,m[2].dims,A,!0)}`:"",J=O?`${function(ve,oe,ye,be){let ke=[],Fe=[];const xe=ye[0].dims,Ne=ye[1].dims,Ce=xe.length,Oe=Ne.length,Ae=be.length,Be=Ae-Ce,Ge=Ae-Oe;ke=xe.map((Pe,je)=>`coords.${oe[je+Be]}`),ke[Ce-1]="i*2",ke.join(", "),Fe=Ne.map((Pe,je)=>`coords.${oe[je+Ge]}`),Fe[Oe-2]="i*2",Fe.join(", ");const Ve=u.BroadcastUtil.getBroadcastDims(xe,be),Xe=u.BroadcastUtil.getBroadcastDims(Ne,be),Ze=Ve.map(Pe=>`coords.${oe[Pe+Be]} = 0;`).join(`
+`),qe=Xe.map(Pe=>`coords.${oe[Pe+Ge]} = 0;`).join(`
+`),Ue=`int lastDim = coords.${oe[Ae-1]};
+  coords.${oe[Ae-1]} = coords.${oe[Ae-2]};
+  coords.${oe[Ae-2]} = lastDim;`;return`
+vec4 getAAtOutCoordsMatmul(int i) {
+  ${ve} coords = getOutputCoords();
+  ${Ue}
+  ${Ze}
+  vec4 outputValue = getA(${ke});
+  return outputValue;
+}
+
+vec4 getBAtOutCoordsMatmul(int i) {
+  ${ve} coords = getOutputCoords();
+  ${Ue}
+  ${qe}
+  vec4 outputValue = getB(${Fe});
+  return outputValue;
+}`}($,D,m,A)}`:"",ee=O?"getAAtOutCoordsMatmul(i)":`getA(${function(ve,oe){let ye="";for(let be=0;be<oe-2;be++)ye+=`rc.${ve[be]}, `;return ye+=`rc.${ve[oe-2]}, i*2`,ye}(D,N)})`,ue=O?"getBAtOutCoordsMatmul(i)":`getB(${function(ve,oe){let ye="";for(let be=0;be<oe-2;be++)ye+=`rc.${ve[be]}, `;return ye+=`i*2, rc.${ve[oe-1]}`,ye}(D,R)})`,Se=`
+            ${J}
+            ${X}
+            ${j}
+            void main() {
+              ${O?"":`${$} rc =
+          getOutputCoords(); int lastDim = rc.${D[G-1]}; rc.${D[G-1]} =
+          rc.${D[G-2]}; rc.${D[G-2]} = lastDim;
+      `}
+
+              vec4 value = vec4(0);
+              for (int i = 0; i < ${I}; i++) {
+                vec4 a = ${ee};
+                vec4 b = ${ue};
+
+                value += (a.rrbb * b.rgrg);
+                value += (a.ggaa * b.baba);
+              }
+              ${w}
+              ${Z}
+              ${L.output} = value;
+            }`;return Object.assign(Object.assign({},g),{output:{dims:A,type:m[0].type,textureType:p.TextureType.packed},shaderSource:Se,hasMain:!0})})(c,e,o,t)})}},5623:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.getBiasForMatmul=n.createMatmulProgramInfoLoader=n.parseMatMulAttributes=n.matMul=void 0;const u=a(2517),l=a(2039),p=a(9390),s=a(2823),h=a(708);function f(t,e){const r=(i=t.length>2,d=e.activationCacheKey,{name:"MatMul",inputNames:i?["A","B","Bias"]:["A","B"],inputTypes:i?[l.TextureType.unpacked,l.TextureType.unpacked,l.TextureType.unpacked]:[l.TextureType.unpacked,l.TextureType.unpacked],cacheHint:d});var i,d;return Object.assign(Object.assign({},r),{get:()=>function(g,m,b){const y=m[0].dims,w=m[1].dims,v=u.BroadcastUtil.calcShape(y,w,!0);if(!v)throw new Error("Can't use matmul on the given tensors");const S=(0,p.getCoordsDataType)(v.length),A=(0,p.getGlChannels)(),{activationFunction:O,applyActivation:x}=(0,s.getActivationSnippet)(b),I=m.length>2,N=I?"value += getBiasForMatmul();":"",R=I?`${o(S,A,m[2].dims,v,!1)}`:"",L=v.length,$=y.length,G=w.length,D=`
+    ${O}
+    ${R}
+    float process(int indices[${L}]) {
+        int a[${$}];
+        int b[${G}];
+        bcastMatmulIndices_A(indices, a);
+        bcastMatmulIndices_B(indices, b);
+
+        float value;
+        for (int k=0; k<${y[y.length-1]}; ++k) {
+            a[${$-1}] = k;
+            b[${G-2}] = k;
+            value += _A(a) * _B(b);
+        }
+        ${N}
+        ${x}
+        return value;
+    }`;return Object.assign(Object.assign({},g),{output:{dims:v,type:m[0].type,textureType:l.TextureType.unpacked},shaderSource:D})}(r,t,e)})}n.matMul=(t,e,r)=>(c(e),t.session.pack?[t.run((0,h.createPackedMatmulProgramInfoLoader)(t,e,r),e)]:[t.run(f(e,r),e)]),n.parseMatMulAttributes=t=>(0,s.parseInternalActivationAttributes)(t.attributes),n.createMatmulProgramInfoLoader=f;const c=t=>{if(!t||t.length!==2)throw new Error("MatMul requires 2 inputs.");if(t[0].dims[t[0].dims.length-1]!==t[1].dims[t[1].dims.length-2])throw new Error("shared dimension does not match.");if(t[0].type!=="float32"&&t[0].type!=="float64"||t[1].type!=="float32"&&t[1].type!=="float64")throw new Error("inputs should be float type");if(t[0].type!==t[1].type)throw new Error("inputs types should match")};function o(t,e,r,i,d){let g="";const m=r.length,b=i.length,y=b-m;g=b<2&&m>0?"coords":r.map((S,A)=>`coords.${e[A+y]}`).join(", ");const w=u.BroadcastUtil.getBroadcastDims(r,i).map(S=>`coords.${e[S+y]} = 0;`).join(`
+`);let v="vec4(outputValue.xx, outputValue.yy)";return u.ShapeUtil.size(r)===1&&(v="vec4(outputValue.x)"),d?`
+vec4 getBiasForMatmul() {
+  ${t} coords = getOutputCoords();
+  ${w}
+  vec4 outputValue = getBias(${g});
+  return ${v};
+}`:`
+float getBiasForMatmul() {
+  ${t} coords = getOutputCoords();
+  ${w}
+  return getBias(coords.x);
+}`}n.getBiasForMatmul=o},2403:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.createPackProgramInfoLoader=void 0;const u=a(5060),l=a(2039),p=a(9390),s=a(2827),h={name:"pack",inputNames:["A"],inputTypes:[l.TextureType.unpackedReversed]};n.createPackProgramInfoLoader=(f,c)=>Object.assign(Object.assign({},h),{get:()=>((o,t)=>{const e=(0,u.getGlsl)(o.session.backend.glContext.version),r=t.dims,i=r.length,d=t.dims.length,g=(0,p.getCoordsDataType)(d),m=(0,s.getChannels)("rc",d),b=(y=d,w=m,v=r[r.length-2],S=r[r.length-1],y===0||y===1?"":`
+    int r = ${w[y-2]};
+    int c = ${w[y-1]};
+    int rp1 = ${w[y-2]} + 1;
+    int cp1 = ${w[y-1]} + 1;
+    bool rEdge = rp1 >= ${S};
+    bool cEdge = cp1 >= ${v};
+    `);var y,w,v,S;let A;A=i===0?[1,1]:i===1?[r[0],1]:[r[d-1],r[d-2]];const O=function(N,R,L){if(N===0)return"false";if(N===1)return`rc > ${R[0]}`;let $="";for(let G=N-2;G<N;G++)$+=`${L[G]} >= ${R[G-N+2]}`,G<N-1&&($+="||");return $}(d,A,m),x=function(N,R){const L=N.length;if(L===0)return"getA(), 0, 0, 0";if(L===1)return`getA(rc),
+            rc + 1 >= ${N[0]} ? 0. : getA(rc + 1),
+            0, 0`;let $="";if(L>2)for(let G=0;G<L-2;++G)$+=`${R[G]},`;return`getA(${$}r, c),
+          rEdge ? 0. : getA(${$}rp1, c),
+          cEdge ? 0. : getA(${$}r, cp1),
+          rEdge || cEdge ? 0. : getA(${$}rp1, cp1)`}(r,m),I=`
+        void main() {
+          ${g} rc = getOutputCoords();
+
+          if(${O}) {
+            ${e.output} = vec4(0);
+          } else {
+            ${b}
+
+            ${e.output} = vec4(${x});
+          }
+        }
+      `;return Object.assign(Object.assign({},h),{hasMain:!0,output:{dims:t.dims,type:t.type,textureType:l.TextureType.packed},shaderSource:I})})(f,c)})},2827:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.unpackFromChannel=n.getChannels=n.getVecChannels=void 0;const u=a(9390);function l(p,s){return(0,u.getGlChannels)(s).map(h=>`${p}.${h}`)}n.getVecChannels=l,n.getChannels=function(p,s){return s===1?[p]:l(p,s)},n.unpackFromChannel=function(){return`
+    float getChannel(vec4 frag, int dim) {
+      int modCoord = imod(dim, 2);
+      return modCoord == 0 ? frag.r : frag.g;
+    }
+
+    float getChannel(vec4 frag, vec2 innerDims) {
+      vec2 modCoord = mod(innerDims, 2.);
+      return modCoord.x == 0. ?
+        (modCoord.y == 0. ? frag.r : frag.g) :
+        (modCoord.y == 0. ? frag.b : frag.a);
+    }
+  `}},2870:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parsePadAttributesV11=n.padV11=n.parsePadAttributesV2=n.padV2=void 0;const u=a(246),l=a(2517),p=a(5060),s=a(2039),h={name:"Pad",inputNames:["A"],inputTypes:[s.TextureType.unpacked]};n.padV2=(g,m,b)=>(o(m),[g.run(Object.assign(Object.assign({},h),{cacheHint:b.cacheKey,get:()=>c(g,m[0],b)}),m)]),n.parsePadAttributesV2=g=>{const m=g.attributes.getString("mode","constant"),b=g.attributes.getFloat("value",0),y=g.attributes.getInts("pads");return(0,u.createAttributeWithCacheKey)({mode:m,value:b,pads:y})},n.padV11=(g,m,b)=>{t(m);const y=f(g,m,b);return(0,n.padV2)(g,[m[0]],y)},n.parsePadAttributesV11=g=>g.attributes.getString("mode","constant");const f=(g,m,b)=>{if(!g.session.isInitializer(m[1].dataId)||m.length>=3&&!g.session.isInitializer(m[2].dataId))throw new Error("dynamic pad attributes are not allowed");const y=Array.from(m[1].integerData),w=m.length>=3?m[2].floatData[0]:0;return(0,u.createAttributeWithCacheKey)({mode:b,pads:y,value:w})},c=(g,m,b)=>{const y=l.ShapeUtil.padShape(m.dims.slice(),b.pads),w=y.length,v=`
+      ${e(g,m,b)}
+      float process(int[${w}] indices) {
+          return padA(indices);
+      }`;return{name:"Pad",inputNames:["A"],inputTypes:[s.TextureType.unpacked],output:{dims:y,type:m.type,textureType:s.TextureType.unpacked},shaderSource:v}},o=g=>{if(!g||g.length!==1)throw new Error("Pad requires 1 input");if(g[0].type!=="float32"&&g[0].type!=="float64")throw new Error("Invalid input type.")},t=g=>{if(!g||g.length!==2&&g.length!==3)throw new Error("Pad requires 2 or 3 inputs");if(g[1].type!=="int32")throw new Error("Invalid input type.");if(g.length>=3&&g[2].type==="string")throw new Error("Invalid input type.")},e=(g,m,b)=>{const y=(0,p.getGlsl)(g.session.backend.glContext.version),[w,v]=g.calculateTextureWidthAndHeight(m.dims,s.TextureType.unpacked),S=l.ShapeUtil.computeStrides(m.dims);switch(b.mode){case"constant":return r(y,m.dims,S,w,v,b.pads,b.value);case"reflect":return i(y,m.dims,S,w,v,b.pads);case"edge":return d(y,m.dims,S,w,v,b.pads);default:throw new Error("Invalid mode")}},r=(g,m,b,y,w,v,S)=>{const A=m.length;let O="";for(let x=A-1;x>=0;--x)O+=`
+        k = m[${x}] - ${v[x]};
+        if (k < 0)  return constant;
+        if (k >= ${m[x]}) return constant;
+        offset += k * ${b[x]};
+        `;return`
+      float padA(int m[${A}]) {
+        const float constant = float(${S});
+        int offset = 0;
+        int k = 0;
+        ${O}
+        vec2 coords = offsetToCoords(offset, ${y}, ${w});
+        float value = getColorAsFloat(${g.texture2D}(A, coords));
+        return value;
+      }
+      `},i=(g,m,b,y,w,v)=>{const S=m.length;let A="";for(let O=S-1;O>=0;--O)A+=`
+        k = m[${O}] - ${v[O]};
+        if (k < 0) { k = -k; }
+        {
+          const int _2n_1 = ${2*(m[O]-1)};
+          k = int( mod( float(k), float(_2n_1) ) ) ;
+          if(k >= ${m[O]}) { k = _2n_1 - k; }
+        }
+        offset += k * ${b[O]};
+        `;return`
+      float padA(int m[${S}]) {
+        int offset = 0;
+        int k = 0;
+        ${A}
+        vec2 coords = offsetToCoords(offset, ${y}, ${w});
+        float value = getColorAsFloat(${g.texture2D}(A, coords));
+        return value;
+      }
+      `},d=(g,m,b,y,w,v)=>{const S=m.length;let A="";for(let O=S-1;O>=0;--O)A+=`
+        k = m[${O}] - ${v[O]};
+        if (k < 0)  k = 0;
+        if (k >= ${m[O]}) k = ${m[O]-1};
+        offset += k * ${b[O]};
+      `;return`
+      float padA(int m[${S}]) {
+        int offset = 0;
+        int k = 0;
+        ${A}
+        vec2 coords = offsetToCoords(offset, ${y}, ${w});
+        float value = getColorAsFloat(${g.texture2D}(A, coords));
+        return value;
+      }
+      `}},2143:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.globalMaxPool=n.parseMaxPoolAttributes=n.maxPool=n.parseGlobalAveragePoolAttributes=n.globalAveragePool=n.parseAveragePoolAttributes=n.averagePool=void 0;const u=a(246),l=a(2517),p=a(2039);n.averagePool=(d,g,m)=>{t(g);const b={name:"AveragePool",inputNames:["X"],inputTypes:[p.TextureType.unpacked],cacheHint:m.cacheKey};return[d.run(Object.assign(Object.assign({},b),{get:()=>s(g,b,!1,m)}),g)]},n.parseAveragePoolAttributes=d=>{const g=d.attributes.getString("auto_pad","NOTSET"),m=d.attributes.getInt("ceil_mode",0),b=d.attributes.getInt("count_include_pad",0)!==0,y=d.attributes.getInts("kernel_shape"),w=d.attributes.getInts("strides",[]),v=d.attributes.getInts("pads",[]);if(m!==0)throw new Error("using ceil() in shape computation is not yet supported for AveragePool");return(0,u.createAttributeWithCacheKey)({autoPad:g,ceilMode:m,countIncludePad:b,kernelShape:y,strides:w,pads:v})};const s=(d,g,m,b)=>{const[y,w]=f(d,b,m),v=l.ShapeUtil.size(y.kernelShape);let S="";y.countIncludePad?S+=`value /= float(${v});`:S+=`value /= float(${v} - pad);`;const A=`
+        ${e(d[0].dims,y,"value += _X(x);",S,"0.0")}
+      `;return Object.assign(Object.assign({},g),{output:{dims:w,type:d[0].type,textureType:p.TextureType.unpacked},shaderSource:A})};n.globalAveragePool=(d,g,m)=>{t(g);const b={name:"GlobalAveragePool",inputNames:["X"],inputTypes:[p.TextureType.unpacked],cacheHint:`${m.countIncludePad}`};return[d.run(Object.assign(Object.assign({},b),{get:()=>s(g,b,!0,m)}),g)]},n.parseGlobalAveragePoolAttributes=d=>{const g=d.attributes.getInt("count_include_pad",0)!==0;return(0,u.createAttributeWithCacheKey)({autoPad:"",ceilMode:0,countIncludePad:g,kernelShape:[],strides:[],pads:[]})},n.maxPool=(d,g,m)=>{t(g);const b={name:"MaxPool",inputNames:["X"],inputTypes:[p.TextureType.unpacked],cacheHint:m.cacheKey};return[d.run(Object.assign(Object.assign({},b),{get:()=>h(g,b,!1,m)}),g)]},n.parseMaxPoolAttributes=d=>{const g=d.attributes.getString("auto_pad","NOTSET"),m=d.attributes.getInt("ceil_mode",0),b=d.attributes.getInts("kernel_shape"),y=d.attributes.getInts("strides",[]),w=d.attributes.getInts("pads",[]),v=d.attributes.getInt("storage_order",0),S=d.attributes.getInts("dilations",[]);if(v!==0)throw new Error("column major storage order is not yet supported for MaxPool");if(m!==0)throw new Error("using ceil() in shape computation is not yet supported for MaxPool");return(0,u.createAttributeWithCacheKey)({autoPad:g,ceilMode:m,countIncludePad:!1,kernelShape:b,strides:y,pads:w,storageOrder:v,dilations:S})};const h=(d,g,m,b)=>{const[y,w]=f(d,b,m),v=`
+      ${e(d[0].dims,y,`
+      value = max(_X(x), value);
+    `,"","-1e5")}
+    `;return Object.assign(Object.assign({},g),{output:{dims:w,type:d[0].type,textureType:p.TextureType.unpacked},shaderSource:v})},f=(d,g,m)=>{const b=d[0].dims.slice(),y=Object.hasOwnProperty.call(g,"dilations"),w=g.kernelShape.slice(),v=g.strides.slice(),S=y?g.dilations.slice():[],A=g.pads.slice();l.PoolConvUtil.adjustPoolAttributes(m,b,w,v,S,A);const O=l.PoolConvUtil.computePoolOutputShape(m,b,v,S,w,A,g.autoPad),x=Object.assign({},g);return y?Object.assign(x,{kernelShape:w,strides:v,pads:A,dilations:S,cacheKey:g.cacheKey}):Object.assign(x,{kernelShape:w,strides:v,pads:A,cacheKey:g.cacheKey}),[x,O]},c={autoPad:"",ceilMode:0,countIncludePad:!1,kernelShape:[],strides:[],pads:[],storageOrder:0,dilations:[],cacheKey:""},o={name:"GlobalMaxPool",inputNames:["X"],inputTypes:[p.TextureType.unpacked]};n.globalMaxPool=(d,g)=>(t(g),[d.run(Object.assign(Object.assign({},o),{get:()=>h(g,o,!0,c)}),g)]);const t=d=>{if(!d||d.length!==1)throw new Error("Pool ops requires 1 input.");if(d[0].type!=="float32"&&d[0].type!=="float64")throw new Error("Invalid input type.")},e=(d,g,m,b,y)=>{const w=d.length;if(g.kernelShape.length<=2){const v=g.kernelShape[g.kernelShape.length-1],S=g.strides[g.strides.length-1],A=g.pads[g.pads.length/2-1],O=g.pads[g.pads.length-1],x=d[w-1];let I="",N="",R="";if(I=A+O!==0?`
+          for (int i = 0; i < ${v}; i++) {
+            x[${w} - 1] = indices[${w} - 1] * ${S} - ${A} + i;
+            if (x[${w} - 1] < 0 || x[${w} - 1] >= ${x}) {
+              pad++;
+              continue;
+            }
+            ${m}
+          }`:`
+          for (int i = 0; i < ${v}; i++) {
+            x[${w} - 1] = indices[${w} - 1] * ${S} - ${A} + i;
+            ${m}
+          }`,g.kernelShape.length===2){const L=g.kernelShape[g.kernelShape.length-2],$=g.strides[g.strides.length-2],G=g.pads[g.pads.length/2-2],D=g.pads[g.pads.length-2],j=d[w-2];N=G+D!==0?`
+            for (int j = 0; j < ${L}; j++) {
+              x[${w} - 2] = indices[${w} - 2] * ${$} - ${G} + j;
+              if (x[${w} - 2] < 0 || x[${w} - 2] >= ${j}) {
+                pad+= ${v};
+                continue;
+              }
+          `:`
+            for (int j = 0; j < ${L}; j++) {
+              x[${w} - 2] = indices[${w} - 2] * ${$} - ${G} + j;
+            `,R=`
+          }
+        `}return`
+        float process(int indices[${w}]) {
+          int x[${w}];
+          copyVec(indices, x);
+
+          float value = ${y};
+          int pad = 0;
+          ${N}
+          ${I}
+          ${R}
+          ${b}
+          return value;
+        }
+      `}{const v=l.ShapeUtil.size(g.kernelShape),S=l.ShapeUtil.computeStrides(g.kernelShape),A=S.length,O=g.pads.length,x=i(A),I=r(d,"inputDims"),N=r(g.pads,"pads"),R=r(S,"kernelStrides"),L=r(g.strides,"strides");let $="";return $=g.pads.reduce((G,D)=>G+D)?`
+            if (x[j] >= inputDims[j] || x[j] < 0) {
+              pad++;
+              isPad = true;
+              break;
+            }
+          }
+          if (!isPad) {
+            ${m}
+          }`:`
+          }
+          ${m}
+        `,`
+        ${x}
+        float process(int indices[${w}]) {
+          int x[${w}];
+          copyVec(indices, x);
+          int offset[${A}];
+          int pads[${O}];
+          int inputDims[${w}];
+          int kernelStrides[${A}];
+          int strides[${A}];
+          ${N}
+          ${I}
+          ${L}
+          ${R}
+
+          float value = ${y};
+          int pad = 0;
+          bool isPad = false;
+          for (int i = 0; i < ${v}; i++) {
+            offsetToIndices(i, kernelStrides, offset);
+            isPad = false;
+            for (int j = ${w} - ${A}; j < ${w}; j++) {
+              x[j] = indices[j] * strides[j - ${w} + ${A}]
+                + offset[j - ${w} + ${A}] - pads[j - 2];
+              ${$}
+          }
+          ${b}
+
+          return value;
+        }
+      `}},r=(d,g)=>{let m="";for(let b=0;b<d.length;b++)m+=`
+      ${g}[${b}] = ${d[b]};
+    `;return m},i=d=>`
+  void offsetToIndices(int offset, int[${d}] strides, out int[${d}] indices) {
+    if (${d} == 0) {
+      return;
+    }
+    for (int i = 0; i < ${d} - 1; ++i) {
+      indices[i] = offset / strides[i];
+      offset -= indices[i] * strides[i];
+    }
+    indices[${d} - 1] = offset;
+  }`},4939:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.reduceLogSumSquare=n.reduceLogSum=n.reduceProd=n.reduceMin=n.reduceMax=n.reduceMean=n.reduceSum=n.parseReduceAttributes=void 0;const u=a(246),l=a(782),p=a(2517),s=a(2039),h=(o,t,e,r,i)=>{c(t);const d={name:r,inputNames:["A"],inputTypes:[s.TextureType.unpacked]};return[o.run(Object.assign(Object.assign({},d),{cacheHint:e.cacheKey,get:()=>f(o,t,e,r,i,d)}),t)]};n.parseReduceAttributes=o=>{const t=o.attributes.getInts("axes",[]),e=o.attributes.getInt("keepdims",1)===1;return(0,u.createAttributeWithCacheKey)({axes:t,keepDims:e})};const f=(o,t,e,r,i,d)=>{const g=[],m=t[0].dims.length||1,b=[],y=p.ShapeUtil.normalizeAxes(e.axes,t[0].dims.length),w=i(t,y);let v=w[1];for(let A=0;A<t[0].dims.length;A++)y.indexOf(A)>=0||y.length===0?(e.keepDims&&g.push(1),v=`
+          for(int j${A} = 0; j${A} < ${t[0].dims[A]}; j${A}++) {
+            inputIdx[${A}] = j${A};
+            ${v}
+          }`):(b.push(`inputIdx[${A}] = outputIdx[${g.length}];`),g.push(t[0].dims[A]));const S=`
+      float process(int outputIdx[${g.length||1}]) {
+        float value;                 // final result
+        int inputIdx[${m}];      // addressing input data
+        ${b.join(`
+`)}
+        ${w[0]}       // init ops for reduce max/min
+        ${v}
+        ${w[2]}       // final computation for reduce mean
+        return value;
+      }`;return Object.assign(Object.assign({},d),{output:{dims:g,type:t[0].type,textureType:s.TextureType.unpacked},shaderSource:S})},c=o=>{if(!o||o.length!==1)throw new Error("Reduce op requires 1 input.");if(l.NUMBER_TYPES.indexOf(o[0].type)===-1)throw new Error("Invalid input type.")};n.reduceSum=(o,t,e)=>h(o,t,e,"ReduceSum",()=>["value = 0.0;","value += _A(inputIdx);",""]),n.reduceMean=(o,t,e)=>h(o,t,e,"ReduceMean",(r,i)=>{let d=1;for(let g=0;g<r[0].dims.length;g++)(i.indexOf(g)>=0||i.length===0)&&(d*=r[0].dims[g]);return["value = 0.0;","value += _A(inputIdx);",`value /= ${d}.;`]}),n.reduceMax=(o,t,e)=>h(o,t,e,"ReduceMax",(r,i)=>{const d=[];for(let g=0;g<r[0].dims.length;g++)(i.indexOf(g)>=0||i.length===0)&&d.push(`inputIdx[${g}] = 0;`);return[`${d.join(`
+`)}
+value = _A(inputIdx);`,"value = max(value, _A(inputIdx));",""]}),n.reduceMin=(o,t,e)=>h(o,t,e,"ReduceMin",(r,i)=>{const d=[];for(let g=0;g<r[0].dims.length;g++)(i.indexOf(g)>=0||i.length===0)&&d.push(`inputIdx[${g}] = 0;`);return[`${d.join(`
+`)}
+value = _A(inputIdx);`,"value = min(value, _A(inputIdx));",""]}),n.reduceProd=(o,t,e)=>h(o,t,e,"ReduceProd",()=>["value = 1.0;","value *= _A(inputIdx);",""]),n.reduceLogSum=(o,t,e)=>h(o,t,e,"ReduceLogSum",()=>["value = 0.0;","value += _A(inputIdx);","value = log(value);"]),n.reduceLogSumSquare=(o,t,e)=>h(o,t,e,"ReduceLogSumSquare",()=>["float t; value = 0.0;","t = _A(inputIdx); value += t * t;",""])},7019:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.isReshapeCheap=n.processDims3D=n.createPackedReshape3DProgramInfoLoader=void 0;const u=a(2517),l=a(5060),p=a(2039),s=a(2827);n.createPackedReshape3DProgramInfoLoader=(h,f,c)=>{const o=(t=>({name:"Reshape (packed)",inputTypes:[p.TextureType.packed],inputNames:["A"],cacheHint:`${t}`}))(c);return Object.assign(Object.assign({},o),{get:()=>((t,e,r,i)=>{const d=e.dims,g=i;let m="";for(let w=0;w<4;w++){let v="";switch(w){case 0:v="outputCoords = rc;";break;case 1:v="outputCoords = ivec3(rc.x, rc.y+1, rc.z);";break;case 2:v="outputCoords = ivec3(rc.x, rc.y, rc.z+1);";break;case 3:v="outputCoords = ivec3(rc.x, rc.y+1, rc.z+1);";break;default:throw new Error}m+=`
+        ${v}
+        ${w>0?"if(outputCoords.y < rows && outputCoords.z < cols){":""}
+          int flattenedIndex = getFlattenedIndex(outputCoords);
+
+          ivec3 inputRC = inputCoordsFromReshapedOutCoords(flattenedIndex);
+          vec2 innerDims = vec2(float(inputRC.y),float(inputRC.z));
+
+          result[${w}] = getChannel(getA(inputRC.x, inputRC.y, inputRC.z), innerDims);
+
+        ${w>0?"}":""}
+      `}const b=(0,l.getGlsl)(t.session.backend.glContext.version),y=`
+      ${function(w){const v=u.ShapeUtil.computeStrides(w),S=["b","r","c"],A="index";return`
+    ivec3 inputCoordsFromReshapedOutCoords(int index) {
+      ${v.map((O,x)=>`int ${S[x]} = ${A} / ${O}; ${x===v.length-1?`int ${S[x+1]} = ${A} - ${S[x]} * ${O}`:`index -= ${S[x]} * ${O}`};`).join("")}
+      return ivec3(b, r, c);
+    }
+  `}(d)}
+      ${function(w){const v=u.ShapeUtil.computeStrides(w);return`
+  int getFlattenedIndex(ivec3 coords) {
+    // reverse y, z order
+    return coords.x * ${v[0]} + coords.z * ${v[1]} + coords.y;
+  }
+`}(g)}
+      ${(0,s.unpackFromChannel)()}
+
+      void main() {
+        ivec3 rc = getOutputCoords();
+
+        vec4 result = vec4(0.0);
+
+        ivec3 outputCoords;
+        int rows = ${g[2]};
+        int cols = ${g[1]};
+
+        ${m}
+        ${b.output} = result;
+      }
+    `;return Object.assign(Object.assign({},r),{output:{dims:g,type:e.type,textureType:p.TextureType.packed},shaderSource:y,hasMain:!0})})(h,f,o,c)})},n.processDims3D=function(h){if(h.length===0)return[1,1,1];let f=1;for(let c=0;c<h.length-2;++c)f*=h[c];return[f,h.length>1?h[h.length-2]:1,h[h.length-1]]},n.isReshapeCheap=function(h,f){let c=!1;return c=h.length===0||f.length===0||(h.length<2||f.length<2?h[h.length-1]===f[f.length-1]:h[h.length-1]===f[f.length-1]&&h[h.length-2]===f[f.length-2]),c}},718:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.reshape=void 0;const u=a(2517);n.reshape=(l,p)=>{const s=u.ShapeUtil.calculateReshapedDims(p[0].dims,p[1].integerData);return l.session.pack?[l.reshapePacked(p[0],s)]:[l.reshapeUnpacked(p[0],s)]}},2268:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseResizeAttributesV11=n.parseResizeAttributesV10=n.resize=void 0;const u=a(5060),l=a(2039),p=a(9390),s=a(2827),h=a(9793),f={name:"Resize",inputNames:["A"],inputTypes:[l.TextureType.packed]};n.resize=(r,i,d)=>((0,h.validateInputs)(i,d),[r.run(Object.assign(Object.assign({},f),{cacheHint:d.cacheKey,get:()=>c(r,i,d)}),i)]),n.parseResizeAttributesV10=r=>(0,h.parseUpsampleAttributes)(r,10),n.parseResizeAttributesV11=r=>(0,h.parseUpsampleAttributes)(r,11);const c=(r,i,d)=>{const g=(0,u.getGlsl)(r.session.backend.glContext.version),[m,b]=o(i,d);if(m.every($=>$===1)&&d.coordinateTransformMode!=="tf_crop_and_resize")return Object.assign(Object.assign({},f),{output:{dims:b,type:i[0].type,textureType:l.TextureType.packed},hasMain:!0,shaderSource:`void main() {
+                    vec4 v = ${g.texture2D}(X, TexCoords);
+                    ${g.output} = v;
+                }`});const y=b.length;if(y<2)throw new Error(`output dimension should be at least 2, but got ${y}`);const w=b[y-2],v=b[y-1],S=i[0].dims;if(y!==S.length)throw new Error(`output dimension should match input ${S.length}, but got ${y}`);const A=S[y-2],O=S[y-1],x=m[y-2],I=m[y-1];let N="";if(d.mode!=="linear")throw new Error(`resize (packed) does not support mode: '${d.mode}'`);switch(d.coordinateTransformMode){case"asymmetric":N=`
+                    vec4 getSourceFracIndex(ivec4 coords) {
+                        return vec4(coords) / scaleWHWH;
+                    }
+                `;break;case"half_pixel":N=`
+                    vec4 getSourceFracIndex(ivec4 coords) {
+                        return (vec4(coords) + 0.5) / scaleWHWH - 0.5;
+                    }
+                `;break;case"pytorch_half_pixel":N=`
+                    vec4 getSourceFracIndex(ivec4 coords) {
+                        vec4 fcoords = vec4(coords);
+                        return vec4(
+                            ${v}.0 > 1.0 ? (fcoords.x + 0.5) / scaleWHWH.x - 0.5 : 0.0,
+                            ${w}.0 > 1.0 ? (fcoords.y + 0.5) / scaleWHWH.y - 0.5 : 0.0,
+                            ${v}.0 > 1.0 ? (fcoords.z + 0.5) / scaleWHWH.z - 0.5 : 0.0,
+                            ${w}.0 > 1.0 ? (fcoords.w + 0.5) / scaleWHWH.w - 0.5 : 0.0
+                          );
+                    }
+                `;break;case"align_corners":N=`
+                    vec4 getSourceFracIndex(ivec4 coords) {
+                        vec4 resized = vec4(${v}.0 - 1.0, ${w}.0 - 1.0, ${v}.0 - 1.0,
+                            ${w}.0 - 1.0);
+                        vec4 original = vec4(${O}.0 - 1.0, ${A}.0 - 1.0, ${O}.0 - 1.0,
+                            ${A}.0 - 1.0);
+                        vec4 new_scale = original / resized;
+                        return vec4(coords) * new_scale;
+                    }
+                `;break;default:throw new Error(`resize (packed) does not support coordinateTransformMode:                                 '${d.coordinateTransformMode}'`)}const R=(0,p.getCoordsDataType)(y),L=`
+            const vec2 inputWH = vec2(${A}.0, ${O}.0);
+            const vec4 scaleWHWH = vec4(float(${x}), float(${I}), float(${x}), float(${I}));
+            ${(0,s.unpackFromChannel)()}
+            ${N}
+            float getAValue(int x10, int r, int c, int d) {
+                return getChannel(getA(x10, r, c, d), vec2(c, d));
+            }
+            void main() {
+                ${R} rc = getOutputCoords();
+
+                int batch = rc[0];
+                int depth = rc[1];
+
+                // retrieve the 4 coordinates that is used in the 4 packed output values.
+                ivec4 coords = ivec4(rc.wz, rc.w + 1, rc.z + 1);
+
+                // calculate the source index in fraction
+                vec4 sourceFrac = getSourceFracIndex(coords);
+
+                // get the lower and upper bound of the 4 values that will be packed into one texel.
+                ivec4 x00 = ivec4(max(sourceFrac.xy, vec2(0.0)), min(inputWH - 1.0, ceil(sourceFrac.xy)));
+                ivec4 x01 = ivec4(max(sourceFrac.xw, vec2(0.0)), min(inputWH - 1.0, ceil(sourceFrac.xw)));
+                ivec4 x10 = ivec4(max(sourceFrac.zy, vec2(0.0)), min(inputWH - 1.0, ceil(sourceFrac.zy)));
+                ivec4 x11 = ivec4(max(sourceFrac.zw, vec2(0.0)), min(inputWH - 1.0, ceil(sourceFrac.zw)));
+
+                bool hasNextRow = rc.w < ${w-1};
+                bool hasNextCol = rc.z < ${v-1};
+
+                // pack x00, x01, x10, x11's top-left corner into one vec4 structure
+                vec4 topLeft = vec4(
+                    getAValue(batch, depth, x00.x, x00.y),
+                    hasNextCol ? getAValue(batch, depth, x01.x, x01.y) : 0.0,
+                    hasNextRow ? getAValue(batch, depth, x10.x, x10.y) : 0.0,
+                    (hasNextRow && hasNextCol) ? getAValue(batch, depth, x11.x, x11.y) : 0.0);
+
+                // pack x00, x01, x10, x11's top-right corner into one vec4 structure
+                vec4 topRight = vec4(
+                    getAValue(batch, depth, x00.x, x00.w),
+                    hasNextCol ? getAValue(batch, depth, x01.x, x01.w) : 0.0,
+                    hasNextRow ? getAValue(batch, depth, x10.x, x10.w) : 0.0,
+                    (hasNextRow && hasNextCol) ? getAValue(batch, depth, x11.x, x11.w) : 0.0);
+
+                // pack x00, x01, x10, x11's bottom-left corner into one vec4 structure
+                vec4 bottomLeft = vec4(
+                    getAValue(batch, depth, x00.z, x00.y),
+                    hasNextCol ? getAValue(batch, depth, x01.z, x01.y) : 0.0,
+                    hasNextRow ? getAValue(batch, depth, x10.z, x10.y) : 0.0,
+                    (hasNextRow && hasNextCol) ? getAValue(batch, depth, x11.z, x11.y) : 0.0);
+
+                // pack x00, x01, x10, x11's bottom-right corner into one vec4 structure
+                vec4 bottomRight = vec4(
+                    getAValue(batch, depth, x00.z, x00.w),
+                    hasNextCol ? getAValue(batch, depth, x01.z, x01.w) : 0.0,
+                    hasNextRow ? getAValue(batch, depth, x10.z, x10.w) : 0.0,
+                    (hasNextRow && hasNextCol) ? getAValue(batch, depth, x11.z, x11.w) : 0.0);
+
+                // calculate the interpolation fraction on u and v direction
+                vec4 frac = vec4(sourceFrac) - floor(sourceFrac);
+                vec4 clampFrac = clamp(frac, vec4(0.0), vec4(1.0));
+
+                vec4 top = mix(topLeft, topRight, clampFrac.ywyw);
+                vec4 bottom = mix(bottomLeft, bottomRight, clampFrac.ywyw);
+                vec4 newValue = mix(top, bottom, clampFrac.xxzz);
+
+                ${g.output} = vec4(newValue);
+            }
+        `;return Object.assign(Object.assign({},f),{output:{dims:b,type:i[0].type,textureType:l.TextureType.packed},hasMain:!0,shaderSource:L})},o=(r,i)=>{const d=r[0].dims;let g,m=i.scales;if(m.length===0){const y=r[i.scalesInputIdx];if(y&&y.size!==0){if(r[i.sizesInputIdx])throw new Error("Only one of scales or sizes must be provided as input.");m=t(y,i.mode,i.isResize)}else{const w=r[i.sizesInputIdx];if(!w||w.size===0)throw new Error("Either scales or sizes MUST be provided as input.");g=Array.from(w.integerData),m=e(g,d,i.mode,i.isResize)}}else if(r[i.sizesInputIdx])throw new Error("Only one of scales or sizes must be provided as input.");const b=g||d.map((y,w)=>Math.floor(y*m[w]));return[m,b]},t=(r,i,d)=>{const g=Array.from(r.floatData);return(0,h.scalesValidation)(g,i,d),g},e=(r,i,d,g)=>{const m=i.length,b=new Array(m);for(let y=0,w=m;y<w;y++)if(i[y]===0){if(r[y]!==0)throw new Error("Input dim is zero but required output dim is non-zero.");b[y]=1}else b[y]=r[y]/i[y];return(0,h.scalesValidation)(b,d,g),b}},8117:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.shape=void 0;const u=a(9162);n.shape=(p,s)=>(l(s),[new u.Tensor([s[0].dims.length],"int32",void 0,void 0,new Int32Array(s[0].dims))]);const l=p=>{if(!p||p.length!==1)throw new Error("Shape requires 1 input.")}},2278:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.sliceV10=n.parseSliceAttributes=n.slice=void 0;const u=a(246),l=a(782),p=a(2517),s=a(2039),h={name:"Slice",inputNames:["A"],inputTypes:[s.TextureType.unpacked]};n.slice=(e,r,i)=>(c(r),[e.run(Object.assign(Object.assign({},h),{cacheHint:i.cacheKey,get:()=>f(e,r[0],i)}),r)]),n.parseSliceAttributes=e=>{const r=e.attributes.getInts("starts"),i=e.attributes.getInts("ends"),d=e.attributes.getInts("axes",[]);return(0,u.createAttributeWithCacheKey)({starts:r,ends:i,axes:d})};const f=(e,r,i)=>{const d=i.axes.length===0?r.dims.slice(0).map((S,A)=>A):i.axes,g=p.ShapeUtil.normalizeAxes(d,r.dims.length),m=i.starts.map((S,A)=>S>r.dims[g[A]]-1?r.dims[g[A]]:p.ShapeUtil.normalizeAxis(S,r.dims[g[A]])),b=i.ends.map((S,A)=>S>r.dims[g[A]]-1?r.dims[g[A]]:p.ShapeUtil.normalizeAxis(S,r.dims[g[A]])),y=r.dims.slice(),w=[];for(let S=0;S<g.length;S++)y[g[S]]=b[S]-m[S],m[S]>0&&w.push(`outputIdx[${g[S]}] += ${m[S]};`);const v=`
+      float process(int outputIdx[${y.length}]) {
+        ${w.join(`
+      `)}
+        return _A(outputIdx);
+      }`;return Object.assign(Object.assign({},h),{output:{dims:y,type:r.type,textureType:s.TextureType.unpacked},shaderSource:v})},c=e=>{if(!e||e.length!==1)throw new Error("Slice requires 1 input.");if(l.NUMBER_TYPES.indexOf(e[0].type)===-1)throw new Error("Invalid input type.")};n.sliceV10=(e,r)=>{t(r);const i=o(e,r);return[e.run(Object.assign(Object.assign({},h),{cacheHint:i.cacheKey,get:()=>f(e,r[0],i)}),[r[0]])]};const o=(e,r)=>{if(!e.session.isInitializer(r[1].dataId)||!e.session.isInitializer(r[2].dataId)||r.length>=4&&!e.session.isInitializer(r[3].dataId)||r.length>=5&&!e.session.isInitializer(r[4].dataId))throw new Error("dynamic slice attributes are not allowed");if(r.length>=5&&r[4].integerData.some(m=>m!==1))throw new Error("currently non-1 steps is not supported for Slice");const i=Array.from(r[1].integerData),d=Array.from(r[2].integerData),g=r.length>=4?Array.from(r[3].integerData):[];return{starts:i,ends:d,axes:g,cacheKey:`${g};${i};${d}`}},t=e=>{if(!e||e.length<3||e.length>5)throw new Error("Invalid input number.");if(e[1].type!=="int32"||e[1].dims.length!==1)throw new Error("Invalid input type.");if(e[2].type!=="int32"||e[2].dims.length!==1)throw new Error("Invalid input type.");if(e.length>=4&&(e[3].type!=="int32"||e[3].dims.length!==1))throw new Error("Invalid input type.");if(e.length>=5&&(e[4].type!=="int32"||e[4].dims.length!==1))throw new Error("Invalid input type.")}},5524:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.softmaxV13=n.parseSoftmaxAttributesV13=n.parseSoftmaxAttributes=n.softmax=void 0;const u=a(246),l=a(2517),p=a(5060),s=a(2039),h=a(3738),f={name:"SoftmaxComputeMax",inputNames:["A"],inputTypes:[s.TextureType.unpacked]},c={name:"SoftmaxComputeScale",inputNames:["A","Max"],inputTypes:[s.TextureType.unpacked,s.TextureType.unpacked]},o={name:"SoftMax",inputNames:["A","Max","Norm"],inputTypes:[s.TextureType.unpacked,s.TextureType.unpacked,s.TextureType.unpacked]};n.softmax=(g,m,b)=>{d(m);const y=m[0].dims.slice(),w=l.ShapeUtil.normalizeAxis(b.axis,y.length),v=l.ShapeUtil.sizeToDimension(y,w),S=l.ShapeUtil.sizeFromDimension(y,w);return t(g,m,b,v,S)},n.parseSoftmaxAttributes=g=>(0,u.createAttributeWithCacheKey)({axis:g.attributes.getInt("axis",1)}),n.parseSoftmaxAttributesV13=g=>(0,u.createAttributeWithCacheKey)({axis:g.attributes.getInt("axis",-1)}),n.softmaxV13=(g,m,b)=>{d(m);const y=m[0].dims.slice(),w=l.ShapeUtil.normalizeAxis(b.axis,y.length),v=y.length,S=w!==v-1,A=[];let O,x=[],I=[];S&&(x=Array.from({length:v}).map(($,G)=>G),x[w]=v-1,x[v-1]=w,x.map($=>A.push(y[$])),O=(0,u.createAttributeWithCacheKey)({perm:x}),I=(0,h.transpose)(g,m,O));const N=S?l.ShapeUtil.sizeToDimension(A,v-1):l.ShapeUtil.sizeToDimension(y,v-1),R=S?l.ShapeUtil.sizeFromDimension(A,v-1):l.ShapeUtil.sizeFromDimension(y,v-1),L=t(g,S?I:m,b,N,R);return S?(0,h.transpose)(g,L,O):L};const t=(g,m,b,y,w)=>{const v=e(g,m[0],y,w,[y]),S=g.run(Object.assign(Object.assign({},f),{cacheHint:b.cacheKey,get:()=>v}),m),A=r(g,m[0],y,w,v.output.dims,[y]),O=g.run(Object.assign(Object.assign({},c),{cacheHint:b.cacheKey,get:()=>A}),[m[0],S]),x=i(g,m[0],y,w,v.output.dims,A.output.dims);return[g.run(Object.assign(Object.assign({},o),{cacheHint:b.cacheKey,get:()=>x}),[m[0],S,O])]},e=(g,m,b,y,w)=>{const[v,S]=g.calculateTextureWidthAndHeight(m.dims,s.TextureType.unpacked),A=w.length;if(b<1||y<1)throw new Error("Logical row count N and feature count D must be greater than or equal to 1");if(w.length!==1)throw new Error("Dimensionality of the output should be 1");if(w[0]!==b)throw new Error("Shape of the output should be equal to logical row count");const O=(0,p.getGlsl)(g.session.backend.glContext.version),x=`
+      float process(int[${A}] indices) {
+        int logical_row_start_offset = indices[0] * ${y};
+
+        float max = getColorAsFloat(${O.texture2D}(A, offsetToCoords(logical_row_start_offset, ${v},
+        ${S} )));
+        for(int i=1; i<${y}; ++i)
+        {
+          float current = getColorAsFloat(${O.texture2D}(A, offsetToCoords(logical_row_start_offset + i,
+            ${v}, ${S})));
+          if(current > max)
+          max = current;
+        }
+
+        return max;
+      }`;return Object.assign(Object.assign({},f),{output:{dims:w,type:m.type,textureType:s.TextureType.unpacked},shaderSource:x})},r=(g,m,b,y,w,v)=>{const[S,A]=g.calculateTextureWidthAndHeight(m.dims,s.TextureType.unpacked),O=v.length;if(b<1||y<1)throw new Error("Logical row count N and feature count D must be greater than or equal to 1");if(v.length!==1)throw new Error("Dimensionality of the output should be 1");if(v[0]!==b)throw new Error("Shape of the output should be equal to logical row count");if(w.length!==1)throw new Error("Dimensionality of the intermediate results should be 1");if(w[0]!==b)throw new Error("Shape of the intermediate results should be equal to logical row count");const x=`
+      float process(int[${O}] indices) {
+        int logical_row_start_offset = indices[0] * ${y};
+
+        float norm_factor = 0.0;
+        float max = _Max(indices);
+        for(int i=0; i<${y}; ++i)
+        {
+          norm_factor += exp(getColorAsFloat(${(0,p.getGlsl)(g.session.backend.glContext.version).texture2D}(A, offsetToCoords(logical_row_start_offset + i,
+            ${S}, ${A}))) - max);
+        }
+
+        return norm_factor;
+      }`;return Object.assign(Object.assign({},c),{output:{dims:v,type:m.type,textureType:s.TextureType.unpacked},shaderSource:x})},i=(g,m,b,y,w,v)=>{const[S,A]=g.calculateTextureWidthAndHeight(m.dims,s.TextureType.unpacked),O=m.dims.length;if(b<1||y<1)throw new Error("Logical row count N and feature count D must be greater than or equal to 1");if(w.length!==1||v.length!==1)throw new Error("Dimensionality of the intermediate results should be 1");if(w[0]!==b||v[0]!==b)throw new Error("Shape of the intermediate results should be equal to logical row count");const x=`
+      float process(int[${O}] indices) {
+
+      // get offset of current logical tensor index from the 2-D texture coordinates (TexCoords)
+      int offset = coordsToOffset(TexCoords, ${S}, ${A});
+
+      //determine the logical row for this index
+      int logical_row_index[1];
+      logical_row_index[0] = offset / ${y};
+
+      float norm_factor = _Norm(logical_row_index);
+
+      // avoid possible division by 0
+      // if norm_facor is 0, all elements are zero
+      // if so, return 0
+      if(norm_factor == 0.0)
+        return 0.0;
+
+      return exp(_A(indices) - _Max(logical_row_index)) / norm_factor;
+    }`;return Object.assign(Object.assign({},o),{output:{dims:m.dims,type:m.type,textureType:s.TextureType.unpacked},shaderSource:x})},d=g=>{if(!g||g.length!==1)throw new Error("Softmax requires 1 input.");if(g[0].type!=="float32"&&g[0].type!=="float64")throw new Error("Invalid input type")}},5975:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseSplitAttributes=n.split=void 0;const u=a(246),l=a(2517),p=a(2039),s={name:"Split",inputNames:["A"],inputTypes:[p.TextureType.unpacked]};n.split=(o,t,e)=>{c(t);const r=l.ShapeUtil.normalizeAxis(e.axis,t[0].dims.length),i=h(o,t,r,e),d=[];for(let g=0;g<i;++g)d.push(o.run(Object.assign(Object.assign({},s),{cacheHint:`${e.cacheKey};${g}`,get:()=>f(o,t[0],e,r,g)}),t));return d},n.parseSplitAttributes=o=>{const t=o.attributes.getInt("axis",0),e=o.attributes.getInts("split",[]),r=o.outputs.length;return(0,u.createAttributeWithCacheKey)({axis:t,split:e,numOutputs:r})};const h=(o,t,e,r)=>{const[,i]=l.SplitUtil.splitShape(t[0].dims,e,r.split,r.numOutputs);return i.length},f=(o,t,e,r,i)=>{const[d,g]=l.SplitUtil.splitShape(t.dims,r,e.split,e.numOutputs),m=g[i],b=d[i],y=`
+      float process(int indices[${b.length}]) {
+        indices[${r}] += ${m};
+        return _A(indices);
+      }
+    `;return Object.assign(Object.assign({},s),{cacheHint:`${e.cacheKey}:${i}`,output:{dims:b,type:t.type,textureType:p.TextureType.unpacked},shaderSource:y})},c=o=>{if(!o||o.length!==1)throw new Error("Split requires one input.");if(o[0].type!=="int8"&&o[0].type!=="uint8"&&o[0].type!=="int16"&&o[0].type!=="uint16"&&o[0].type!=="int32"&&o[0].type!=="uint32"&&o[0].type!=="float32"&&o[0].type!=="float64"&&o[0].type!=="bool")throw new Error("Invalid input type.")}},3933:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseSqueezeAttributes=n.squeezeV13=n.squeeze=void 0;const u=a(2517);n.squeeze=(s,h,f)=>{l(h);const c=u.ShapeUtil.squeezeShape(h[0].dims,f);return[s.reshapeUnpacked(h[0],c)]},n.squeezeV13=(s,h)=>(p(h),(0,n.squeeze)(s,[h[0]],Array.from(h[1].integerData))),n.parseSqueezeAttributes=s=>s.attributes.getInts("axes");const l=s=>{if(!s||s.length!==1)throw new Error("Squeeze requires 1 input.");if(s[0].type==="string")throw new Error("invalid input tensor types.")},p=s=>{if(!s||s.length!==2)throw new Error("Squeeze requires 2 inputs.");if(s[1].type!=="int32")throw new Error("Invalid input type.")}},6558:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.sum=void 0;const u=a(5060),l=a(2039);n.sum=(h,f)=>{s(f);const c={name:"Sum",inputNames:f.map((o,t)=>`X${t}`),inputTypes:new Array(f.length).fill(l.TextureType.unpacked)};return[h.run(Object.assign(Object.assign({},c),{get:()=>p(h,f,c)}),f)]};const p=(h,f,c)=>{const o=(0,u.getGlsl)(h.session.backend.glContext.version),t=f[0].dims.slice(),e=`
+      void main() {
+        vec4 result = ${f.map((r,i)=>`${o.texture2D}(X${i},TexCoords)`).join(" + ")};
+        ${o.output} = result;
+      }
+    `;return Object.assign(Object.assign({},c),{output:{dims:t,type:f[0].type,textureType:l.TextureType.unpacked},hasMain:!0,shaderSource:e})},s=h=>{if(!h||h.length===0)throw new Error("Sum requires inputs.");const f=h[0].dims.length;for(let c=1;c<h.length;c++){if(f!==h[c].dims.length)throw new Error("Input shapes are mismatched.");for(let o=0;o<f;o++)if(h[0].dims[o]!==h[c].dims[o])throw new Error("Input shapes are not matched.")}if(h[0].type!=="float32"&&h[0].type!=="float64")throw new Error("Invalid input type.");for(let c=1;c<h.length;c++)if(h[0].type!==h[c].type)throw new Error("Input types are not matched.")}},5723:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.tile=void 0;const u=a(782),l=a(2039);n.tile=(h,f)=>{s(f);const c={name:"Tile",inputNames:["A"],inputTypes:[l.TextureType.unpacked]};return[h.run(Object.assign(Object.assign({},c),{get:()=>p(h,f,c)}),f)]};const p=(h,f,c)=>{const o=f[0].dims.slice(),t=new Array(o.length),e=[];for(let d=0;d<o.length;d++)t[d]=o[d]*f[1].numberData[d],e.push(`inputIdx[${d}] = int(mod(float(outputIdx[${d}]), ${o[d]}.));`);const r=t.length,i=`
+      float process(int outputIdx[${r}]) {
+        int inputIdx[${r}];
+        ${e.join(`
+`)}
+        return _A(inputIdx);
+      }
+    `;return Object.assign(Object.assign({},c),{output:{dims:t,type:f[0].type,textureType:l.TextureType.unpacked},shaderSource:i})},s=h=>{if(!h||h.length!==2)throw new Error("Tile requires 2 input.");if(h[1].dims.length!==1)throw new Error("The second input shape must 1 dimension.");if(h[1].dims[0]!==h[0].dims.length)throw new Error("Invalid input shape.");if(u.NUMBER_TYPES.indexOf(h[0].type)===-1)throw new Error("Invalid input type.");if(h[1].type!=="int32"&&h[1].type!=="int16")throw new Error("Invalid repeat type.")}},3738:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseTransposeAttributes=n.transpose=void 0;const u=a(246),l=a(2517),p=a(2039),s={name:"Transpose",inputNames:["A"],inputTypes:[p.TextureType.unpacked]};n.transpose=(e,r,i)=>(t(r),[e.run(Object.assign(Object.assign({},s),{cacheHint:i.cacheKey,get:()=>h(e,r[0],i.perm)}),r)]),n.parseTransposeAttributes=e=>(0,u.createAttributeWithCacheKey)({perm:e.attributes.getInts("perm",[])});const h=(e,r,i)=>{const d=r.dims;i=f(d,i);const g=c(d,i),m=d.length,b=`
+      ${o("perm",i,m)}
+      float process(int indices[${m}]) {
+        int a[${m}];
+        perm(a, indices);
+        return _A(a);
+      }`;return Object.assign(Object.assign({},s),{output:{dims:g,type:r.type,textureType:p.TextureType.unpacked},shaderSource:b})},f=(e,r)=>(r&&r.length!==e.length&&(r=[...e.keys()].reverse()),r),c=(e,r)=>(r=f(e,r),l.ShapeUtil.sortBasedOnPerm(e,r)),o=(e,r,i)=>{const d=[];d.push(`void ${e}(out int a[${i}], int src[${i}]) {`);for(let g=0;g<i;++g)d.push(`	a[${r[g]}]=src[${g}];`);return d.push("	}"),d.join(`
+`)},t=e=>{if(!e||e.length!==1)throw new Error("Transpose requires 1 input.");if(e[0].type!=="float32"&&e[0].type!=="float64")throw new Error("input should be float tensor")}},8710:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.encodeAsUint8=void 0;const u=a(5060),l=a(2039);n.encodeAsUint8=(p,s)=>{const h=s.shape,f=(0,u.getGlsl)(p.session.backend.glContext.version),c=`
+    const float FLOAT_MAX = 1.70141184e38;
+    const float FLOAT_MIN = 1.17549435e-38;
+
+    bool isNaN(float val) {
+      return (val < 1.0 || 0.0 < val || val == 0.0) ? false : true;
+    }
+
+    highp vec4 encodeAsUint8(highp float v) {
+      if (isNaN(v)) {
+        return vec4(255, 255, 255, 255);
+      }
+
+      highp float av = abs(v);
+
+      if(av < FLOAT_MIN) {
+        return vec4(0.0, 0.0, 0.0, 0.0);
+      } else if(v > FLOAT_MAX) {
+        return vec4(0.0, 0.0, 128.0, 127.0) / 255.0;
+      } else if(v < -FLOAT_MAX) {
+        return vec4(0.0, 0.0,  128.0, 255.0) / 255.0;
+      }
+
+      highp vec4 c = vec4(0,0,0,0);
+
+      highp float e = floor(log2(av));
+      highp float m = exp2(fract(log2(av))) - 1.0;
+
+      c[2] = floor(128.0 * m);
+      m -= c[2] / 128.0;
+      c[1] = floor(32768.0 * m);
+      m -= c[1] / 32768.0;
+      c[0] = floor(8388608.0 * m);
+
+      highp float ebias = e + 127.0;
+      c[3] = floor(ebias / 2.0);
+      ebias -= c[3] * 2.0;
+      c[2] += floor(ebias) * 128.0;
+
+      c[3] += 128.0 * step(0.0, -v);
+
+      return c / 255.0;
+    }
+
+    void main() {
+      float value = ${f.texture2D}(X,TexCoords).r;
+      ${f.output} = encodeAsUint8(value);
+    }`,o={name:"Uint8Encode",inputTypes:[l.TextureType.unpacked],inputNames:["X"],output:{dims:h,type:s.tensor.type,textureType:l.TextureType.downloadUint8AsFloat},shaderSource:c,hasMain:!0};return p.executeProgram(o,[s.tensor])}},4909:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.tanh=n.tan=n.sqrt=n.sin=n.sigmoid=n.relu=n.not=n.neg=n.log=n.parseLeakyReluAttributes=n.leakyRelu=n.identity=n.floor=n.exp=n.parseEluAttributes=n.elu=n.cos=n.ceil=n.clipV11=n.parseClipAttributes=n.clip=n.atan=n.asin=n.acos=n.abs=n.glslTanh=n.glslTan=n.glslSqrt=n.glslSigmoid=n.glslRelu=n.glslSin=n.glslNot=n.glslNeg=n.glslLog=n.glslLeakyRelu=n.glslIdentity=n.glslClip=n.glslFloor=n.glslExp=n.glslElu=n.glslCos=n.glslCeil=n.glslAtan=n.glslAsin=n.glslAcos=n.glslAbs=void 0;const u=a(246),l=a(2517),p=a(8520),s=a(5060),h=a(2039);function f(){return L("abs")}function c(){return L("acos")}function o(){return L("asin")}function t(){return L("atan")}function e(){return L("ceil")}function r(){return L("cos")}function i(D){const j="elu";return{body:`
+  const float alpha = float(${D});
+
+  float ${j}_(float a) {
+    return a >= 0.0 ? a: (exp(a) - 1.0) * alpha;
+  }
+  vec4 ${j}_(vec4 v) {
+    return vec4(${j}_(v.x), ${j}_(v.y), ${j}_(v.z), ${j}_(v.w));
+  }
+  `,name:j,type:p.FunctionType.ValueBased}}function d(){return L("exp")}function g(){return L("floor")}function m(D,j){const Z="clip";return{body:`
+  const float min = float(${D});
+  const float max = float(${j});
+
+  float ${Z}_(float a) {
+    return clamp(a, min, max);
+  }
+  vec4 ${Z}_(vec4 v) {
+    return clamp(v, min, max);
+  }
+  `,name:Z,type:p.FunctionType.ValueBased}}function b(){const D="indentity";return{body:`
+  float ${D}_(float a) {
+    return a;
+  }
+  vec4 ${D}_(vec4 v) {
+    return v;
+  }
+  `,name:D,type:p.FunctionType.ValueBased}}function y(D){const j="leakyRelu";return{body:`
+  const float alpha = float(${D});
+
+  float ${j}_(float a) {
+    return a < 0.0 ? a * alpha : a;
+  }
+  vec4 ${j}_(vec4 v) {
+    return vec4(${j}_(v.x), ${j}_(v.y), ${j}_(v.z), ${j}_(v.w));
+  }
+  `,name:j,type:p.FunctionType.ValueBased}}function w(){return L("log")}function v(){const D="neg";return{body:`
+  float ${D}_(float a) {
+    return -a;
+  }
+  vec4 ${D}_(vec4 v) {
+    return -v;
+  }
+  `,name:D,type:p.FunctionType.ValueBased}}function S(){const D="not";return{body:`
+  float ${D}_(float a) {
+    return float( ! bool(a) );
+  }
+  bool ${D}_(bool a) {
+    return !a;
+  }
+  vec4 ${D}_(vec4 v) {
+    return vec4(!bool(v.x), !bool(v.y), !bool(v.z), !bool(v.w));
+  }
+  bvec4 ${D}_(bvec4 v) {
+    return bvec4(!v.x, !v.y, !v.z, !v.w);
+  }
+  `,name:D,type:p.FunctionType.ValueBased}}function A(){return L("sin")}function O(){const D="relu";return{body:`
+  float ${D}_(float a) {
+    return max( a, 0.0 );
+  }
+  vec4 ${D}_(vec4 v) {
+    return max( v, 0.0 );
+  }
+  `,name:D,type:p.FunctionType.ValueBased}}function x(){const D="sigmoid";return{body:`
+  float ${D}_(float a) {
+    return 1.0 / (1.0 + exp(-a));
+  }
+  vec4 ${D}_(vec4 v) {
+    return 1.0 / (1.0 + exp(-v));
+  }
+  `,name:D,type:p.FunctionType.ValueBased}}function I(){return L("sqrt")}function N(){return L("tan")}function R(){const D="tanh";return{body:`
+  float ${D}_(float a) {
+    a = clamp(a, -10., 10.);
+    a = exp(2.*a);
+    return (a - 1.) / (a + 1.);
+  }
+  vec4 ${D}_(vec4 v) {
+    v = clamp(v, -10., 10.);
+    v = exp(2.*v);
+    return (v - 1.) / (v + 1.);
+  }
+  `,name:D,type:p.FunctionType.ValueBased}}function L(D){return{body:`
+  float ${D}_(float a) {
+    return ${D}(a);
+  }
+  vec4 ${D}_(vec4 v) {
+    return ${D}(v);
+  }
+  `,name:D,type:p.FunctionType.ValueBased}}n.glslAbs=f,n.glslAcos=c,n.glslAsin=o,n.glslAtan=t,n.glslCeil=e,n.glslCos=r,n.glslElu=i,n.glslExp=d,n.glslFloor=g,n.glslClip=m,n.glslIdentity=b,n.glslLeakyRelu=y,n.glslLog=w,n.glslNeg=v,n.glslNot=S,n.glslSin=A,n.glslRelu=O,n.glslSigmoid=x,n.glslSqrt=I,n.glslTan=N,n.glslTanh=R;const $=(D,j,Z,X)=>{const J=D.session.pack?h.TextureType.packed:h.TextureType.unpacked,ee={name:Z.name,inputTypes:[J],inputNames:["A"],cacheHint:X};return Object.assign(Object.assign({},ee),{get:()=>((ue,Se,ve,oe)=>{const ye=ue.session.pack?h.TextureType.packed:h.TextureType.unpacked,be=(0,s.getGlsl)(ue.session.backend.glContext.version);return Object.assign(Object.assign({},Se),{output:{dims:ve.dims,type:ve.type,textureType:ye},shaderSource:`
+     ${oe.body}
+     void main() {
+       vec4 v = ${be.texture2D}(A, TexCoords);
+       v = ${oe.name}_(v);
+       ${be.output} = v;
+     }
+     `,hasMain:!0})})(D,ee,j,Z)})};n.abs=(D,j)=>[D.run($(D,j[0],f()),j)],n.acos=(D,j)=>[D.run($(D,j[0],c()),j)],n.asin=(D,j)=>[D.run($(D,j[0],o()),j)],n.atan=(D,j)=>[D.run($(D,j[0],t()),j)],n.clip=(D,j,Z)=>[D.run($(D,j[0],m(Z.min,Z.max),Z.cacheKey),j)],n.parseClipAttributes=D=>(0,u.createAttributeWithCacheKey)({min:D.attributes.getFloat("min",l.MIN_CLIP),max:D.attributes.getFloat("max",l.MAX_CLIP)}),n.clipV11=(D,j)=>{const Z=G(D,j);return(0,n.clip)(D,[j[0]],Z)};const G=(D,j)=>{if(j.length>=3&&(!D.session.isInitializer(j[1].dataId)||!D.session.isInitializer(j[2].dataId)))throw new Error("dynamic clip attributes are not allowed");const Z=j.length>=3?j[1].numberData[0]:l.MIN_CLIP,X=j.length>=3?j[2].numberData[0]:l.MAX_CLIP;return(0,u.createAttributeWithCacheKey)({min:Z,max:X})};n.ceil=(D,j)=>[D.run($(D,j[0],e()),j)],n.cos=(D,j)=>[D.run($(D,j[0],r()),j)],n.elu=(D,j,Z)=>[D.run($(D,j[0],i(Z.alpha),Z.cacheKey),j)],n.parseEluAttributes=D=>(0,u.createAttributeWithCacheKey)({alpha:D.attributes.getFloat("alpha",1)}),n.exp=(D,j)=>[D.run($(D,j[0],d()),j)],n.floor=(D,j)=>[D.run($(D,j[0],g()),j)],n.identity=(D,j)=>[D.run($(D,j[0],b()),j)],n.leakyRelu=(D,j,Z)=>[D.run($(D,j[0],y(Z.alpha),Z.cacheKey),j)],n.parseLeakyReluAttributes=D=>(0,u.createAttributeWithCacheKey)({alpha:D.attributes.getFloat("alpha",.01)}),n.log=(D,j)=>[D.run($(D,j[0],w()),j)],n.neg=(D,j)=>[D.run($(D,j[0],v()),j)],n.not=(D,j)=>[D.run($(D,j[0],S()),j)],n.relu=(D,j)=>[D.run($(D,j[0],O()),j)],n.sigmoid=(D,j)=>[D.run($(D,j[0],x()),j)],n.sin=(D,j)=>[D.run($(D,j[0],A()),j)],n.sqrt=(D,j)=>[D.run($(D,j[0],I()),j)],n.tan=(D,j)=>[D.run($(D,j[0],N()),j)],n.tanh=(D,j)=>[D.run($(D,j[0],R()),j)]},5611:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.createUnpackProgramInfoLoader=n.createUnpackProgramInfo=void 0;const u=a(5060),l=a(2039),p=a(9390),s=a(2827),h={name:"unpack",inputNames:["A"],inputTypes:[l.TextureType.packed]};n.createUnpackProgramInfo=(f,c)=>{const o=c.dims.length,t=(0,s.getChannels)("rc",o),e=t.slice(-2),r=(0,p.getCoordsDataType)(o),i=(0,s.unpackFromChannel)(),d=c.dims.length===0?"":function(b,y){if(b===1)return"rc";let w="";for(let v=0;v<b;v++)w+=y[v],v<b-1&&(w+=",");return w}(o,t),g=o<=1?"rc":`vec2(${e.join(",")})`,m=`
+    ${i}
+    void main() {
+      ${r} rc = getOutputCoords();
+
+       // Sample the texture with the coords to get the rgba channel value.
+       vec4 packedInput = getA(${d});
+
+       ${(0,u.getGlsl)(f.session.backend.glContext.version).output} = vec4(getChannel(packedInput, ${g}), 0, 0, 0);
+     }
+   `;return Object.assign(Object.assign({},h),{hasMain:!0,output:{dims:c.dims,type:c.type,textureType:l.TextureType.unpacked},shaderSource:m})},n.createUnpackProgramInfoLoader=(f,c)=>Object.assign(Object.assign({},h),{get:()=>(0,n.createUnpackProgramInfo)(f,c)})},8428:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.parseUnsqueezeAttributes=n.unsqueezeV13=n.unsqueeze=void 0;const u=a(2517);n.unsqueeze=(s,h,f)=>{l(h);const c=u.ShapeUtil.unsqueezeShape(h[0].dims,f);return[s.reshapeUnpacked(h[0],c)]},n.unsqueezeV13=(s,h)=>(p(h),(0,n.unsqueeze)(s,[h[0]],Array.from(h[1].integerData))),n.parseUnsqueezeAttributes=s=>s.attributes.getInts("axes");const l=s=>{if(!s||s.length!==1)throw new Error("Unsqueeze requires 1 input.");if(s[0].type==="string")throw new Error("invalid input tensor types.")},p=s=>{if(!s||s.length!==2)throw new Error("Unsqueeze requires 2 inputs.");if(s[1].type!=="int32")throw new Error("Invalid input type.")}},9793:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.scalesValidation=n.validateInputs=n.parseUpsampleAttributes=n.parseUpsampleAttributesV9=n.parseUpsampleAttributesV7=n.upsample=void 0;const u=a(246),l=a(5060),p=a(2039),s={name:"Upsample",inputNames:["X"],inputTypes:[p.TextureType.unpacked]};n.upsample=(f,c,o)=>((0,n.validateInputs)(c,o),[f.run(Object.assign(Object.assign({},s),{cacheHint:o.cacheKey,get:()=>h(f,c,o)}),c)]),n.parseUpsampleAttributesV7=f=>(0,n.parseUpsampleAttributes)(f,7),n.parseUpsampleAttributesV9=f=>(0,n.parseUpsampleAttributes)(f,9),n.parseUpsampleAttributes=(f,c)=>{const o=c>=10,t=f.attributes.getString("mode","nearest");if(t!=="nearest"&&t!=="linear"&&(c<11||t!=="cubic"))throw new Error(`unrecognized mode: ${t}`);let e=[];c<9&&(e=f.attributes.getFloats("scales"),(0,n.scalesValidation)(e,t,o));const r=f.attributes.getFloat("extrapolation_value",0),i=c>10?f.attributes.getString("coordinate_transformation_mode","half_pixel"):"asymmetric";if(["asymmetric","pytorch_half_pixel","tf_half_pixel_for_nn","align_corners","tf_crop_and_resize","half_pixel"].indexOf(i)===-1)throw new Error(`coordinate_transform_mode '${i}' is not supported`);const d=i==="tf_crop_and_resize",g=d,m=t==="nearest"&&c>=11?f.attributes.getString("nearest_mode","round_prefer_floor"):"";if(["round_prefer_floor","round_prefer_ceil","floor","ceil",""].indexOf(m)===-1)throw new Error(`nearest_mode '${m}' is not supported`);const b=f.attributes.getFloat("cubic_coeff_a",-.75),y=f.attributes.getInt("exclude_outside",0)!==0;if(y&&t!=="cubic")throw new Error("exclude_outside can be set to 1 only when mode is CUBIC.");const w=c<11||t==="nearest"&&i==="asymmetric"&&m==="floor";let v=0,S=0,A=0;return c>10?f.inputs.length>2?(v=1,S=2,A=3):(S=1,A=2):c===9&&(S=1),(0,u.createAttributeWithCacheKey)({opset:c,isResize:o,mode:t,scales:e,extrapolationValue:r,coordinateTransformMode:i,useExtrapolation:g,needRoiInput:d,nearestMode:m,cubicCoefficientA:b,excludeOutside:y,useNearest2xOptimization:w,roiInputIdx:v,scalesInputIdx:S,sizesInputIdx:A})};const h=(f,c,o)=>{const t=(0,l.getGlsl)(f.session.backend.glContext.version),[e,r]=f.calculateTextureWidthAndHeight(c[0].dims,p.TextureType.unpacked),i=c[0].dims.map((A,O)=>Math.floor(A*o.scales[O])),[d,g]=f.calculateTextureWidthAndHeight(i,p.TextureType.unpacked),m=i.length,b=new Array(m),y=new Array(m);let w=`
+      int output_pitches[${m}];
+      int input_pitches[${m}];
+      `;for(let A=m-1;A>=0;A--)b[A]=A===m-1?1:b[A+1]*i[A+1],y[A]=A===m-1?1:y[A+1]*c[0].dims[A+1],w+=`
+        output_pitches[${A}] = ${b[A]};
+        input_pitches[${A}] = ${y[A]};
+        `;const v=`
+      float getInputFloat(int index) {
+        vec2 coords = offsetToCoords(index, ${e}, ${r});
+        float value = getColorAsFloat(${t.texture2D}(X, coords));
+        return value;
+      }
+      `,S=o.mode==="nearest"?`
+    ${v}
+    float process(int indices[${m}]) {
+      int input_index = 0;
+      int output_index = coordsToOffset(TexCoords, ${d}, ${g});
+
+      ${w}
+
+      int d, m;
+      for (int dim = 0; dim < ${m}; ++dim) {
+        d = output_index / output_pitches[dim];
+        m = output_index - d * output_pitches[dim];
+        output_index = m;
+
+        if (scales[dim] != 1 && d > 0) {
+          int d2 = d / scales[dim];
+          m = d - d2 * scales[dim];
+          d = d2;
+        }
+        input_index += input_pitches[dim] * d;
+      }
+
+      return getInputFloat(input_index);
+    }`:m===4?`
+    ${v}
+    float process(int indices[4]) {
+      int input_index = 0;
+      int output_index = coordsToOffset(TexCoords, ${d}, ${g});
+
+      ${w}
+
+      int m;
+      int index_of_dim0, index_of_dim1, index_of_dim2, index_of_dim3;
+      index_of_dim0 = output_index / output_pitches[0];
+      m = output_index - index_of_dim0 * output_pitches[0];
+      index_of_dim1 = m / output_pitches[1];
+      m = m - index_of_dim1 * output_pitches[1];
+      index_of_dim2 = m / output_pitches[2];
+      m = m - index_of_dim2 * output_pitches[2];
+      index_of_dim3 = m;
+
+      int index_of_input_dim2, index_of_input_dim3, x_offset, y_offset;
+      index_of_input_dim2 = index_of_dim2 / scales[2];
+      y_offset = index_of_dim2 - index_of_input_dim2 * scales[2];
+      index_of_input_dim3 = index_of_dim3 / scales[3];
+      x_offset = index_of_dim3 - index_of_input_dim3 * scales[3];
+
+      input_index = index_of_dim0 * input_pitches[0] +
+            index_of_dim1 * input_pitches[1] +
+            index_of_input_dim2 * input_pitches[2] +
+            index_of_input_dim3;
+
+      float x00 = getInputFloat(input_index);
+      float x10, x01, x11;
+
+      bool end_of_dim2 = false;
+      if (index_of_input_dim2 == (${c[0].dims[2]} - 1)) {
+        // It's the end in dimension 2
+        x01 = x00;
+        end_of_dim2 = true;
+      } else {
+        x01 = getInputFloat(input_index + input_pitches[2]);
+      }
+
+      if (index_of_input_dim3 == (input_pitches[2] - 1)) {
+        // It's the end in dimension 3
+        x10 = x00;
+        x11 = x01;
+      }
+      else {
+        x10 = getInputFloat(input_index + 1);
+        x11 = end_of_dim2 ? x10 : getInputFloat(input_index + input_pitches[2] + 1);
+      }
+
+      float y0 = x00 + float(y_offset) * (x01 - x00) / float(scales[2]);
+      float y1 = x10 + float(y_offset) * (x11 - x10) / float(scales[2]);
+      return y0 + float(x_offset) * (y1 - y0) / float(scales[3]);
+    }`:`
+    ${v}
+    float process(int indices[2]) {
+      int input_index = 0;
+      int output_index = coordsToOffset(TexCoords, ${d}, ${g});
+
+      ${w}
+
+      int m;
+      int index_of_dim0, index_of_dim1;
+      index_of_dim0 = output_index / output_pitches[0];
+      m = output_index - index_of_dim0 * output_pitches[0];
+      index_of_dim1 = m;
+
+      int index_of_input_dim0, index_of_input_dim1, x_offset, y_offset;
+      index_of_input_dim0 = index_of_dim0 / scales[0];
+      y_offset = index_of_dim0 - index_of_input_dim0 * scales[0];
+      index_of_input_dim1 = index_of_dim1 / scales[1];
+      x_offset = index_of_dim1 - index_of_input_dim1 * scales[1];
+
+      input_index = index_of_input_dim0 * input_pitches[0] + index_of_input_dim1;
+
+      float x00 = getInputFloat(input_index);
+      float x10, x01, x11;
+
+      bool end_of_dim0 = false;
+      if (index_of_input_dim0 == (${c[0].dims[0]} - 1)) {
+        // It's the end in dimension 0
+        x01 = x00;
+        end_of_dim0 = true;
+      } else {
+        x01 = getInputFloat(input_index + input_pitches[0]);
+      }
+
+      if (index_of_input_dim1 == (input_pitches[0] - 1)) {
+        // It's the end in dimension 1
+        x10 = x00;
+        x11 = x01;
+      }
+      else {
+        x10 = getInputFloat(input_index + 1);
+        x11 = end_of_dim0 ? x10 : getInputFloat(input_index + input_pitches[0] + 1);
+      }
+
+      float y0 = x00 + float(y_offset) * (x01 - x00) / float(scales[0]);
+      float y1 = x10 + float(y_offset) * (x11 - x10) / float(scales[0]);
+      return y0 + float(x_offset) * (y1 - y0) / float(scales[1]);
+    }`;return Object.assign(Object.assign({},s),{output:{dims:i,type:c[0].type,textureType:p.TextureType.unpacked},shaderSource:S,variables:[{name:"scales",type:"int",arrayLength:o.scales.length,data:o.scales.map(A=>Math.ceil(A))}]})};n.validateInputs=(f,c)=>{if(!f||c.opset<9&&f.length!==1||c.opset>=9&&c.opset<11&&f.length!==2||c.opset>=11&&f.length<2)throw new Error("invalid inputs.");if(c.scales.length>0&&f[0].dims.length!==c.scales.length)throw new Error("Invalid input shape.");if(f[0].type==="string")throw new Error("Invalid input tensor types.")},n.scalesValidation=(f,c,o)=>{if(o){for(const t of f)if(t<=0)throw new Error("Scale value should be greater than 0.")}else for(const t of f)if(t<1)throw new Error("Scale value should be greater than or equal to 1.");if(!(c!=="linear"&&c!=="cubic"||f.length===2||f.length===4&&f[0]===1&&f[1]===1))throw new Error(`'Linear' mode and 'Cubic' mode only support 2-D inputs ('Bilinear', 'Bicubic')         or 4-D inputs with the corresponding outermost 2 scale values being 1         in the ${o?"Resize":"Upsample"} opeartor.`)}},1958:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.ProgramManager=void 0;const u=a(1670),l=a(6231),p=a(8879),s=a(5060);n.ProgramManager=class{constructor(h,f,c){this.profiler=h,this.glContext=f,this.textureLayoutStrategy=c,this.repo=new Map,this.attributesBound=!1}getArtifact(h){return this.repo.get(h)}setArtifact(h,f){this.repo.set(h,f)}run(h,f,c){var o;this.profiler.event("op",`ProgramManager.run ${(o=h.programInfo.name)!==null&&o!==void 0?o:"unknown kernel"}`,()=>{var t;const e=this.glContext.gl,r=h.program;e.useProgram(r);try{this.bindOutput(c),this.attributesBound||this.bindAttributes(h.attribLocations),this.bindUniforms(h.uniformLocations,(t=h.programInfo.variables)!==null&&t!==void 0?t:[],f)}catch(i){throw l.Logger.error("ProgramManager",h.programInfo.shaderSource),i}this.profiler.event("backend","GlContext.draw()",()=>{this.glContext.draw()})},this.glContext)}dispose(){this.vertexShader&&this.glContext.deleteShader(this.vertexShader),this.repo.forEach(h=>this.glContext.deleteProgram(h.program))}build(h,f,c){return this.profiler.event("backend","ProgramManager.build",()=>{const o=new p.GlslPreprocessor(this.glContext,h,f,c),t=o.preprocess(),e=this.compile(t);return{programInfo:h,program:e,uniformLocations:this.getUniformLocations(e,o.context.programInfo.inputNames,o.context.programInfo.variables),attribLocations:this.getAttribLocations(e)}})}compile(h){if(!this.vertexShader){l.Logger.verbose("ProrgramManager","Compiling and caching Vertex shader for the first time");const o=(0,s.getVertexShaderSource)(this.glContext.version);this.vertexShader=this.glContext.compileShader(o,this.glContext.gl.VERTEX_SHADER)}u.env.debug&&l.Logger.verbose("ProrgramManager",`FragShader:
+${h}
+`);const f=this.glContext.compileShader(h,this.glContext.gl.FRAGMENT_SHADER),c=this.glContext.createProgram(this.vertexShader,f);return this.glContext.deleteShader(f),c}bindOutput(h){const f=h.width,c=h.height;l.Logger.verbose("ProrgramManager",`Binding output texture to Framebuffer: w/h=${f}/${c}, shape=${h.shape}, type=${h.tensor.type}`),this.glContext.attachFramebuffer(h.texture,f,c)}bindAttributes(h){const f=h.position,c=h.textureCoord;this.glContext.setVertexAttributes(f,c),this.attributesBound=!0}bindUniforms(h,f,c){var o;const t=this.glContext.gl;let e=0;for(const{name:r,type:i,location:d,arrayLength:g}of h){const m=(o=f.find(b=>b.name===r))===null||o===void 0?void 0:o.data;if(i!=="sampler2D"&&!m)throw new Error(`variable '${r}' does not have data defined in program info`);switch(i){case"sampler2D":this.bindTexture(c[e],d,e),e++;break;case"float":g?t.uniform1fv(d,m):t.uniform1f(d,m);break;case"int":g?t.uniform1iv(d,m):t.uniform1i(d,m);break;default:throw new Error(`Uniform not implemented: ${i}`)}}}bindTexture(h,f,c){this.glContext.bindTextureToUniform(h.texture,c,f)}getAttribLocations(h){return{position:this.getAttribLocation(h,"position"),textureCoord:this.getAttribLocation(h,"textureCoord")}}getUniformLocations(h,f,c){const o=[];if(f)for(const t of f)o.push({name:t,type:"sampler2D",location:this.getUniformLocation(h,t)});if(c)for(const t of c)o.push(Object.assign(Object.assign({},t),{location:this.getUniformLocation(h,t.name)}));return o}getUniformLocation(h,f){const c=this.glContext.gl.getUniformLocation(h,f);if(c===null)throw new Error(`Uniform ${f} not found.`);return c}getAttribLocation(h,f){return this.glContext.gl.getAttribLocation(h,f)}}},6416:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.WebGLSessionHandler=void 0;const u=a(6231),l=a(1047),p=a(8316),s=a(1640),h=a(1958),f=a(7859),c=a(5702);n.WebGLSessionHandler=class{constructor(o,t){this.backend=o,this.context=t,this.layoutStrategy=new f.PreferLogicalStrategy(o.glContext.maxTextureSize),this.programManager=new h.ProgramManager(this.context.profiler,o.glContext,this.layoutStrategy),this.textureManager=new c.TextureManager(o.glContext,this.layoutStrategy,this.context.profiler,{reuseTextures:o.textureCacheMode==="full"}),this.packedTextureDataCache=new Map,this.unpackedTextureDataCache=new Map,this.pack=o.pack,this.pack2unpackMap=new Map,this.unpack2packMap=new Map}createInferenceHandler(){return new p.WebGLInferenceHandler(this)}onGraphInitialized(o){const t=o.getValues().filter(e=>e.from===-1&&e.tensor).map(e=>e.tensor.dataId);this.initializers=new Set(t)}isInitializer(o){return!!this.initializers&&this.initializers.has(o)}addInitializer(o){this.initializers.add(o)}getTextureData(o,t){return t?this.packedTextureDataCache.get(o):this.unpackedTextureDataCache.get(o)}setTextureData(o,t,e=!1){u.Logger.verbose("WebGLSessionHandler","Storing Texture data in cache"),e?this.packedTextureDataCache.set(o,t):this.unpackedTextureDataCache.set(o,t)}dispose(){this.programManager.dispose(),this.textureManager.clearActiveTextures(),this.packedTextureDataCache.forEach(o=>this.textureManager.releaseTexture(o,!0)),this.packedTextureDataCache=new Map,this.unpackedTextureDataCache.forEach(o=>this.textureManager.releaseTexture(o,!0)),this.unpackedTextureDataCache=new Map}resolve(o,t,e){const r=(0,l.resolveOperator)(o,t,s.WEBGL_OP_RESOLVE_RULES);return{impl:r.opImpl,context:r.opInit?r.opInit(o,e):o}}}},7769:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.Uint8DataEncoder=n.RGBAFloatDataEncoder=n.RedFloat32DataEncoder=void 0;const u=a(6231);n.RedFloat32DataEncoder=class{constructor(l,p=1){if(p===1)this.internalFormat=l.R32F,this.format=l.RED,this.textureType=l.FLOAT,this.channelSize=p;else{if(p!==4)throw new Error(`Invalid number of channels: ${p}`);this.internalFormat=l.RGBA32F,this.format=l.RGBA,this.textureType=l.FLOAT,this.channelSize=p}}encode(l,p){let s,h;return l.constructor!==Float32Array&&(u.Logger.warning("Encoder","data was not of type Float32; creating new Float32Array"),h=new Float32Array(l)),p*this.channelSize>l.length?(u.Logger.warning("Encoder","Source data too small. Allocating larger array"),h=l,s=this.allocate(p*this.channelSize),h.forEach((f,c)=>s[c]=f)):(h=l,s=h),s}allocate(l){return new Float32Array(4*l)}decode(l,p){return this.channelSize===1?l.filter((s,h)=>h%4==0).subarray(0,p):l.subarray(0,p)}},n.RGBAFloatDataEncoder=class{constructor(l,p=1,s){if(p!==1&&p!==4)throw new Error(`Invalid number of channels: ${p}`);this.internalFormat=l.RGBA,this.format=l.RGBA,this.channelSize=p,this.textureType=s||l.FLOAT}encode(l,p){let s=l;return this.channelSize===1&&(u.Logger.verbose("Encoder","Exploding into a larger array"),s=this.allocate(p),l.forEach((h,f)=>s[4*f]=h)),s}allocate(l){return new Float32Array(4*l)}decode(l,p){return this.channelSize===1?l.filter((s,h)=>h%4==0).subarray(0,p):l.subarray(0,p)}},n.Uint8DataEncoder=class{constructor(l,p=1){if(this.channelSize=4,p===1)this.internalFormat=l.ALPHA,this.format=l.ALPHA,this.textureType=l.UNSIGNED_BYTE,this.channelSize=p;else{if(p!==4)throw new Error(`Invalid number of channels: ${p}`);this.internalFormat=l.RGBA,this.format=l.RGBA,this.textureType=l.UNSIGNED_BYTE,this.channelSize=p}}encode(l,p){return new Uint8Array(l.buffer,l.byteOffset,l.byteLength)}allocate(l){return new Uint8Array(l*this.channelSize)}decode(l,p){if(l instanceof Uint8Array)return l.subarray(0,p);throw new Error(`Invalid array type: ${l.constructor}`)}}},7859:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.getBatchDim=n.sizeToSquarishShape=n.getRowsCols=n.sizeFromShape=n.isInt=n.parseAxisParam=n.squeezeShape=n.PreferLogicalStrategy=n.AlwaysKeepOriginalSizeStrategy=void 0;const u=a(6231),l=a(2517);function p(o,t){const e=[],r=[],i=t!=null&&Array.isArray(t)&&t.length===0,d=t==null||i?null:s(t,o).sort();let g=0;for(let m=0;m<o.length;++m){if(d!=null){if(d[g]===m&&o[m]!==1)throw new Error(`Can't squeeze axis ${m} since its dim '${o[m]}' is not 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e,r;if(this.config.reuseTextures){e=`${o}x${t}_${c.format}_${c.internalFormat}_${c.textureType}`,r=this.inUseTextures.get(e),r||(r=[],this.inUseTextures.set(e,r));const d=this.idleTextures.get(e);if(d&&d.length>0){const g=d.pop();return r.push(g),h===1&&this.glContext.updateTexture(g,o,t,c,this.toTextureData(l,s)),g}}u.Logger.verbose("TextureManager",`Creating new texture of size ${p.width}x${p.height}`);const i=this.glContext.allocateTexture(o,t,c,this.toTextureData(l,s));return this.config.reuseTextures&&(r.push(i),this.textureLookup.set(i,e)),i}readTexture(l,p,s){return s||(s=1),this.profiler.event("backend","TextureManager.readTexture",()=>{const h=l.shape.reduce((c,o)=>c*o)*s,f=this.glContext.readTexture(l.texture,l.width,l.height,h,this.toEncoderType(p),s);return this.toTensorData(p,f)})}async readTextureAsync(l,p,s){const h=l.tensor.dataId;if(s||(s=1),this.pendingRead.has(h)){const f=this.pendingRead.get(h);return new Promise(c=>f==null?void 0:f.push(c))}return this.profiler.event("backend","TextureManager.readTextureAsync",async()=>{this.pendingRead.set(h,[]);const f=l.shape.reduce((e,r)=>e*r)*s;await this.glContext.createAndWaitForFence();const c=this.glContext.readTexture(l.texture,l.width,l.height,f,this.toEncoderType(p),s),o=this.toTensorData(p,c),t=this.pendingRead.get(h);return this.pendingRead.delete(h),t==null||t.forEach(e=>e(o)),o})}readUint8TextureAsFloat(l){return this.profiler.event("backend","TextureManager.readUint8TextureAsFloat",()=>{const p=l.shape.reduce((h,f)=>h*f),s=this.glContext.readTexture(l.texture,l.width,l.height,4*p,"byte",4);return new Float32Array(s.buffer,s.byteOffset,p)})}releaseTexture(l,p){let s;if(this.config.reuseTextures&&(s=this.textureLookup.get(l.texture),s)){p&&this.textureLookup.delete(s);const h=this.inUseTextures.get(s);if(h){const f=h.indexOf(l.texture);if(f!==-1){h.splice(f,1);let 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Error: ${t}`)}if((!h||h==="webgl")&&(c=f.getContext("webgl",o)||f.getContext("experimental-webgl",o),c))try{return new l.WebGLContext(c,1)}catch(t){u.Logger.warning("GlContextFactory",`failed to create WebGLContext using contextId 'webgl' or 'experimental-webgl'. 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+Shader source:
+${o}`);return r}deleteShader(o){this.gl.deleteShader(o)}bindTextureToUniform(o,t,e){const r=this.gl;r.activeTexture(r.TEXTURE0+t),this.checkError(),r.bindTexture(r.TEXTURE_2D,o),this.checkError(),r.uniform1i(e,t),this.checkError()}draw(){this.gl.drawArrays(this.gl.TRIANGLE_STRIP,0,4),this.checkError()}checkError(){if(s.env.debug){const o=this.gl,t=o.getError();let e="";switch(t){case o.NO_ERROR:return;case o.INVALID_ENUM:e="INVALID_ENUM";break;case o.INVALID_VALUE:e="INVALID_VALUE";break;case o.INVALID_OPERATION:e="INVALID_OPERATION";break;case o.INVALID_FRAMEBUFFER_OPERATION:e="INVALID_FRAMEBUFFER_OPERATION";break;case o.OUT_OF_MEMORY:e="OUT_OF_MEMORY";break;case o.CONTEXT_LOST_WEBGL:e="CONTEXT_LOST_WEBGL";break;default:e=`Unknown WebGL Error: ${t.toString(16)}`}throw new Error(e)}}deleteTexture(o){this.gl.deleteTexture(o)}deleteProgram(o){this.gl.deleteProgram(o)}getEncoder(o,t,e=0){if(this.version===2)return new h.RedFloat32DataEncoder(this.gl,t);switch(o){case"float":return e===1||this.isRenderFloat32Supported?new h.RGBAFloatDataEncoder(this.gl,t):new h.RGBAFloatDataEncoder(this.gl,t,this.textureHalfFloatExtension.HALF_FLOAT_OES);case"int":throw new Error("not implemented");case"byte":return new h.Uint8DataEncoder(this.gl,t);default:throw new Error(`Invalid dataType: ${o}`)}}clearActiveTextures(){const o=this.gl;for(let t=0;t<this.maxTextureImageUnits;++t)o.activeTexture(o.TEXTURE0+t),o.bindTexture(o.TEXTURE_2D,null)}dispose(){if(this.disposed)return;const o=this.gl;o.bindFramebuffer(o.FRAMEBUFFER,null),o.deleteFramebuffer(this.framebuffer),o.bindBuffer(o.ARRAY_BUFFER,null),o.deleteBuffer(this.vertexbuffer),o.bindBuffer(o.ELEMENT_ARRAY_BUFFER,null),o.finish(),this.disposed=!0}createDefaultGeometry(){return new Float32Array([-1,1,0,0,1,-1,-1,0,0,0,1,1,0,1,1,1,-1,0,1,0])}createVertexbuffer(){const o=this.gl,t=o.createBuffer();if(!t)throw new Error("createBuffer() returned null");const e=this.createDefaultGeometry();return o.bindBuffer(o.ARRAY_BUFFER,t),o.bufferData(o.ARRAY_BUFFER,e,o.STATIC_DRAW),this.checkError(),t}createFramebuffer(){const o=this.gl.createFramebuffer();if(!o)throw new Error("createFramebuffer returned null");return o}queryVitalParameters(){const o=this.gl;if(this.isFloatTextureAttachableToFrameBuffer=this.checkFloatTextureAttachableToFrameBuffer(),this.isRenderFloat32Supported=this.checkRenderFloat32(),this.isFloat32DownloadSupported=this.checkFloat32Download(),this.version===1&&!this.textureHalfFloatExtension&&!this.isRenderFloat32Supported)throw new Error("both float32 and float16 TextureType are not supported");this.isBlendSupported=!this.isRenderFloat32Supported||this.checkFloat32Blend(),this.maxTextureSize=o.getParameter(o.MAX_TEXTURE_SIZE),this.maxTextureImageUnits=o.getParameter(o.MAX_TEXTURE_IMAGE_UNITS),this.version}getExtensions(){this.version===2?(this.colorBufferFloatExtension=this.gl.getExtension("EXT_color_buffer_float"),this.disjointTimerQueryWebgl2Extension=this.gl.getExtension("EXT_disjoint_timer_query_webgl2")):(this.textureFloatExtension=this.gl.getExtension("OES_texture_float"),this.textureHalfFloatExtension=this.gl.getExtension("OES_texture_half_float"))}checkFloatTextureAttachableToFrameBuffer(){const o=this.gl,t=o.createTexture();o.bindTexture(o.TEXTURE_2D,t);const e=this.version===2?o.RGBA32F:o.RGBA;o.texImage2D(o.TEXTURE_2D,0,e,1,1,0,o.RGBA,o.FLOAT,null);const r=o.createFramebuffer();o.bindFramebuffer(o.FRAMEBUFFER,r),o.framebufferTexture2D(o.FRAMEBUFFER,o.COLOR_ATTACHMENT0,o.TEXTURE_2D,t,0);const i=o.checkFramebufferStatus(o.FRAMEBUFFER)===o.FRAMEBUFFER_COMPLETE;return o.bindTexture(o.TEXTURE_2D,null),o.bindFramebuffer(o.FRAMEBUFFER,null),o.deleteTexture(t),o.deleteFramebuffer(r),i}checkRenderFloat32(){if(this.version===2){if(!this.colorBufferFloatExtension)return!1}else if(!this.textureFloatExtension)return!1;return this.isFloatTextureAttachableToFrameBuffer}checkFloat32Download(){if(this.version===2){if(!this.colorBufferFloatExtension)return!1}else if(!this.textureFloatExtension||!this.gl.getExtension("WEBGL_color_buffer_float"))return!1;return this.isFloatTextureAttachableToFrameBuffer}checkFloat32Blend(){const o=this.gl;let t,e,r,i,d;try{t=o.createTexture(),e=o.createFramebuffer(),o.bindTexture(o.TEXTURE_2D,t);const g=this.version===2?o.RGBA32F:o.RGBA;return o.texImage2D(o.TEXTURE_2D,0,g,1,1,0,o.RGBA,o.FLOAT,null),o.bindFramebuffer(o.FRAMEBUFFER,e),o.framebufferTexture2D(o.FRAMEBUFFER,o.COLOR_ATTACHMENT0,o.TEXTURE_2D,t,0),o.enable(o.BLEND),r=o.createShader(o.VERTEX_SHADER),!!r&&(o.shaderSource(r,"void main(){}"),o.compileShader(r),i=o.createShader(o.FRAGMENT_SHADER),!!i&&(o.shaderSource(i,"precision highp float;void main(){gl_FragColor=vec4(0.5);}"),o.compileShader(i),d=o.createProgram(),!!d&&(o.attachShader(d,r),o.attachShader(d,i),o.linkProgram(d),o.useProgram(d),o.drawArrays(o.POINTS,0,1),o.getError()===o.NO_ERROR)))}finally{o.disable(o.BLEND),d&&o.deleteProgram(d),r&&o.deleteShader(r),i&&o.deleteShader(i),e&&(o.bindFramebuffer(o.FRAMEBUFFER,null),o.deleteFramebuffer(e)),t&&(o.bindTexture(o.TEXTURE_2D,null),o.deleteTexture(t))}}beginTimer(){if(this.version===2&&this.disjointTimerQueryWebgl2Extension){const o=this.gl,t=this.disjointTimerQueryWebgl2Extension,e=o.createQuery();return o.beginQuery(t.TIME_ELAPSED_EXT,e),e}throw new Error("WebGL1 profiling currently not supported.")}endTimer(){if(this.version!==2||!this.disjointTimerQueryWebgl2Extension)throw new Error("WebGL1 profiling currently not supported");{const o=this.gl,t=this.disjointTimerQueryWebgl2Extension;o.endQuery(t.TIME_ELAPSED_EXT)}}isTimerResultAvailable(o){let t=!1,e=!1;if(this.version!==2||!this.disjointTimerQueryWebgl2Extension)throw new Error("WebGL1 profiling currently not supported");{const r=this.gl,i=this.disjointTimerQueryWebgl2Extension;t=r.getQueryParameter(o,r.QUERY_RESULT_AVAILABLE),e=r.getParameter(i.GPU_DISJOINT_EXT)}return t&&!e}getTimerResult(o){let t=0;if(this.version!==2)throw new Error("WebGL1 profiling currently not supported");{const e=this.gl;t=e.getQueryParameter(o,e.QUERY_RESULT),e.deleteQuery(o)}return t/1e6}async waitForQueryAndGetTime(o){return await(0,f.repeatedTry)(()=>this.isTimerResultAvailable(o)),this.getTimerResult(o)}async createAndWaitForFence(){const o=this.createFence(this.gl);return this.pollFence(o)}createFence(o){let t;const e=o,r=e.fenceSync(e.SYNC_GPU_COMMANDS_COMPLETE,0);return o.flush(),t=r===null?()=>!0:()=>{const i=e.clientWaitSync(r,0,0);return i===e.ALREADY_SIGNALED||i===e.CONDITION_SATISFIED},{query:r,isFencePassed:t}}async pollFence(o){return new Promise(t=>{this.addItemToPoll(()=>o.isFencePassed(),()=>t())})}pollItems(){const o=c(this.itemsToPoll.map(t=>t.isDoneFn));for(let t=0;t<=o;++t){const{resolveFn:e}=this.itemsToPoll[t];e()}this.itemsToPoll=this.itemsToPoll.slice(o+1)}async addItemToPoll(o,t){this.itemsToPoll.push({isDoneFn:o,resolveFn:t}),this.itemsToPoll.length>1||await(0,f.repeatedTry)(()=>(this.pollItems(),this.itemsToPoll.length===0))}}},1036:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.ExecutionPlan=void 0;const u=a(6231);class l{constructor(s,h){this.op=s,this.node=h}}n.ExecutionPlan=class{constructor(p,s,h){this.graph=p,this.profiler=h,this.initialize(s)}initialize(p){this.profiler.event("session","ExecutionPlan.initialize",()=>{const s=this.graph.getNodes();if(s.length!==p.length)throw new Error("The size of nodes and OPs do not match.");this._ops=p.map((h,f)=>new l(h,s[f])),this.reset(),this._starter=[],this._ops.forEach((h,f)=>{let c=!0;for(const o of h.node.inputs)if(!this._values[o]&&this.graph.getInputIndices().indexOf(o)===-1){c=!1;break}c&&this._starter.push(f)})})}reset(){this._values=this.graph.getValues().map(p=>p.tensor)}async execute(p,s){return this.profiler.event("session","ExecutionPlan.execute",async()=>{this.reset();const h=p.createInferenceHandler(),f=this.graph.getInputIndices();if(s.length!==f.length)throw new Error(`number of input tensors don't match the number of inputs to the model: actual: ${s.length} expected: ${f.length}`);s.forEach((i,d)=>{const g=f[d];this._values[g]=i});const c=this._starter.slice(0),o=this.graph.getValues(),t=this.graph.getNodes();let e=0;for(;e<c.length;){const i=c[e++],d=this._ops[i],g=d.node.inputs.map(w=>this._values[w]);if(g.indexOf(void 0)!==-1)throw new Error(`unresolved input detected: op: ${d.node}`);const m=g;u.Logger.verbose("ExecPlan",`Runing op:${d.node.name} (${m.map((w,v)=>`'${d.node.inputs[v]}': ${w.type}[${w.dims.join(",")}]`).join(", ")})`);const b=await this.profiler.event("node",d.node.name,async()=>d.op.impl(h,m,d.op.context));if(b.length!==d.node.outputs.length)throw new Error("the size of output does not match model definition.");b.forEach((w,v)=>{const S=d.node.outputs[v];if(this._values[S])throw new Error(`output [${S}] already has value: op:${d.node.name}`);this._values[S]=w});const y=new Set;b.forEach((w,v)=>{const S=d.node.outputs[v];for(const A of o[S].to){const O=t[A];let x=!0;for(const I of O.inputs)if(!this._values[I]){x=!1;break}x&&y.add(A)}}),c.push(...y)}const r=[];for(let i=0;i<this.graph.getOutputIndices().length;i++){const d=this.graph.getOutputIndices()[i],g=this._values[d];if(g===void 0)throw new Error(`required output [${d}] does not have value`);d===0?await g.getData():g.data,r.push(g)}return u.Logger.verbose("ExecPlan","disposing of inferenceHandler"),h.dispose(),r})}}},7070:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.Graph=void 0;const u=a(1446),l=a(7778),p=a(9395),s=a(9162),h=a(2517);var f=p.onnxruntime.experimental.fbs;n.Graph={from:(e,r)=>new t(e,r)};class c{constructor(r){this._from=void 0,this._to=[],this.tensor=void 0,this.type=void 0,r&&(this.type=h.ProtoUtil.tensorValueTypeFromProto(r.type.tensorType))}get from(){return this._from}get to(){return this._to}}class o{constructor(r,i){r instanceof u.onnx.NodeProto?(this.name=r.name,this.opType=r.opType,this.attributes=new l.Attribute(r.attribute)):r instanceof f.Node&&(this.name=i??r.name(),this.opType=r.opType(),this.attributes=new l.Attribute(h.ProtoUtil.tensorAttributesFromORTFormat(r))),this.inputs=[],this.outputs=[],this.executeNode=!0}}class t{constructor(r,i){if(!r)throw new TypeError("graph is empty");this.buildGraph(r),this.transformGraph(i),this.checkIsAcyclic()}getInputIndices(){return this._allInputIndices}getInputNames(){return this._allInputNames}getOutputIndices(){return this._allOutputIndices}getOutputNames(){return this._allOutputNames}getValues(){return this._allData}getNodes(){return this._nodes}buildGraph(r){if(r instanceof u.onnx.GraphProto)this.buildGraphFromOnnxFormat(r);else{if(!(r instanceof f.Graph))throw new TypeError("Graph type is not supported.");this.buildGraphFromOrtFormat(r)}}buildGraphFromOnnxFormat(r){const i=new Map;this._allData=[],this._allInputIndices=[],this._allInputNames=[],this._allOutputIndices=[],this._allOutputNames=[],this._nodes=[];const d=new Map;if(!r.input)throw new Error("missing information in graph: input");const g=[];for(const m of r.input){if(i.has(m.name))throw new Error(`duplicated input name: ${m.name}`);const b=this._allData.push(new c(m))-1;i.set(m.name,b),g.push(m.name)}if(!r.initializer)throw new Error("missing information in graph: initializer");for(const m of r.initializer){let b=i.get(m.name);if(b===void 0){const y=new c;y.type={shape:{dims:h.ProtoUtil.tensorDimsFromProto(m.dims)},tensorType:h.ProtoUtil.tensorDataTypeFromProto(m.dataType)},b=this._allData.push(y)-1,i.set(m.name,b)}this._allData[b]._from=-1,this._allData[b].tensor=s.Tensor.fromProto(m)}for(let m=0;m<this._allData.length;m++)this._allData[m].tensor||(this._allInputIndices.push(m),this._allInputNames.push(g[m]));if(!r.output)throw new Error("missing information in graph: output");for(const m of r.output){if(i.has(m.name))throw new Error(`duplicated output name: ${m.name}`);const b=this._allData.push(new c(m))-1;i.set(m.name,b),this._allOutputIndices.push(b),this._allOutputNames.push(m.name)}if(!r.node)throw new Error("missing information in graph: node");for(const m of r.node){if(!m.name)for(let y=0;;y++){const w=`unnamed_${m.opType}_${y}`;if(!d.has(w)){m.name=w;break}}if(d.has(m.name))throw new Error(`duplicated node name: ${m.name}`);const b=this._nodes.push(new o(m))-1;d.set(m.name,b)}for(let m=0;m<this._nodes.length;m++){const b=this._nodes[m],y=r.node[m];if(!y.output)throw new Error(`missing output for node: ${y.name}`);for(const w of y.output){let v=i.get(w);if(v===void 0&&(v=this._allData.push(new c)-1,i.set(w,v)),b.outputs.push(v),this._allData[v]._from!==void 0)throw new Error(`multiple nodes output to one data value: ${v}`);if(this._allData[v]._from=m,y.opType==="Constant"){if(!y.attribute||y.attribute.length!==1||!y.attribute[0].t)throw new Error("missing attributes or missing tensor value in attributes for this Constant operator");if(!y.output||y.output.length!==1)throw new Error("missing output or incorrect number of outputs for this Constant operator");b.outputs.pop(),b.executeNode=!1,this._allData[v]._from=-1,this._allData[v].tensor=s.Tensor.fromProto(y.attribute[0].t)}}}for(let m=0;m<this._nodes.length;m++){const b=this._nodes[m],y=r.node[m];if(!y.input)throw new Error(`missing input for node: ${y.name}`);for(const w of y.input){const v=i.get(w);if(v===void 0){if(w===""&&y.input.length===3&&y.opType==="Resize")continue;throw new Error(`unrecognized input '${w}' for node: ${y.name}`)}b.inputs.push(v),this._allData[v]._to.push(m)}}return!0}buildGraphFromOrtFormat(r){var i,d,g;const m=new Map;this._allData=[],this._allInputIndices=[],this._allInputNames=[],this._allOutputIndices=[],this._allOutputNames=[],this._nodes=[];const b=new Map,y=[];for(let w=0;w<r.inputsLength();w++){const v=r.inputs(w);if(m.has(v))throw new Error(`duplicated input name: ${v}`);for(let S=0;S<r.nodeArgsLength();S++)if(((i=r.nodeArgs(S))===null||i===void 0?void 0:i.name())===v){const A=new c;if(((g=(d=r.nodeArgs(S))===null||d===void 0?void 0:d.type())===null||g===void 0?void 0:g.valueType())!==f.TypeInfoValue.tensor_type)throw new Error("Unexpected value type for the nodeArg.");const O=r.nodeArgs(S).type().value(new f.TensorTypeAndShape),x=h.ProtoUtil.tensorDataTypeFromProto(O.elemType()),I=O.shape(),N=[];for(let L=0;L<I.dimLength();L++)N.push(h.LongUtil.longToNumber(I.dim(L).value().dimValue()));A.type={shape:{dims:N},tensorType:x};const R=this._allData.push(A)-1;m.set(v,R),y.push(v)}}for(let w=0;w<r.initializersLength();w++){const v=r.initializers(w);let S=m.get(v.name());if(S===void 0){const A=new c,O=h.ProtoUtil.tensorDimsFromORTFormat(v),x=h.ProtoUtil.tensorDataTypeFromProto(v.dataType());A.type={shape:{dims:O},tensorType:x},S=this._allData.push(A)-1,m.set(v.name(),S)}this._allData[S]._from=-1,this._allData[S].tensor=s.Tensor.fromOrtTensor(v)}for(let w=0;w<this._allData.length;w++)this._allData[w].tensor||(this._allInputIndices.push(w),this._allInputNames.push(y[w]));for(let w=0;w<r.outputsLength();w++){const v=r.outputs(w);if(m.has(v))throw new Error(`duplicated output name: ${v}`);const S=this._allData.push(new c)-1;m.set(v,S),this._allOutputIndices.push(S),this._allOutputNames.push(v)}if(!r.nodes)throw new Error("missing information in graph: node");for(let w=0;w<r.nodesLength();w++){const v=r.nodes(w);let S=v.name();if(!S)for(let O=0;S=`unnamed_${v.opType()}_${O}`,b.has(S);O++);if(b.has(S))throw new Error(`duplicated node name: ${S}`);const A=this._nodes.push(new o(v,S))-1;b.set(S,A)}for(let w=0;w<this._nodes.length;w++){const v=this._nodes[w],S=r.nodes(w);if(S==null)throw new Error(`No node exists at index ${w}`);if((S==null?void 0:S.outputsLength())===0)throw new Error(`missing output for node: ${S.name}`);for(let A=0;A<(S==null?void 0:S.outputsLength());A++){const O=S==null?void 0:S.outputs(A);let x=m.get(O);if(x===void 0&&(x=this._allData.push(new c)-1,m.set(O,x)),v.outputs.push(x),this._allData[x]._from!==void 0)throw new Error(`multiple nodes output to one data value: ${x}`);if(this._allData[x]._from=w,S.opType()==="Constant"){if(S.attributesLength()!==1||!S.attributes(0).t())throw new Error("missing attributes or missing tensor value in attributes for this Constant operator");if(S.outputsLength()!==1)throw new Error("missing output or incorrect number of outputs for this Constant operator");v.outputs.pop(),v.executeNode=!1,this._allData[x]._from=-1,this._allData[x].tensor=s.Tensor.fromOrtTensor(S.attributes(0).t())}}}for(let w=0;w<this._nodes.length;w++){const v=this._nodes[w],S=r.nodes(w);if(S.inputsLength()===0)throw new Error(`missing input for node: ${S.name}`);for(let A=0;A<S.inputsLength();A++){const O=S.inputs(A),x=m.get(O);if(x===void 0)throw new Error(`unrecognized input '${O}' for node: ${S.name()}`);v.inputs.push(x),this._allData[x]._to.push(w)}}}checkIsAcyclic(){const r=new Set;this._allInputIndices.forEach(g=>{this._allData[g]._to.forEach(m=>{r.add(m)})});const i=Array.from(r),d=new Array(this._nodes.length).fill("white");for(;i.length>0;){const g=i.pop();d[g]==="gray"?d[g]="black":(i.push(g),d[g]="gray",this._nodes[g].outputs.forEach(m=>{const b=this._allData[m];if(b.tensor!==void 0)throw new Error("node outputs should not be initialized");if(b._from!==g)throw new Error("from property of the Value object doesn't match index of Node being processed");b._to.forEach(y=>{if(d[y]==="gray")throw new Error("model graph is cyclic");d[y]==="white"&&i.push(y)})}))}}transformGraph(r){this.removeAllIdentityNodes(),this.removeAllDropoutNodes(),this.fuseConvActivationNodes(),r&&r.transformGraph(this),this.finalizeGraph()}finalizeGraph(){let r=0;for(let i=0;i<this._nodes.length;i++)this._nodes[i].executeNode?r>0&&(this._nodes[i].inputs.forEach(d=>{const g=this._allData[d]._to.indexOf(i+r);g!==-1&&(this._allData[d]._to[g]=i)}),this._nodes[i].outputs.forEach(d=>{this._allData[d]._from&&this._allData[d]._from===i+r&&(this._allData[d]._from=i)})):(r++,this._nodes[i].outputs.forEach(d=>{this._allData[d]._from=-2}),this._nodes.splice(i,1),i--);r=0;for(let i=0;i<this._allData.length;i++)if(this._allData[i].from!==-2||this._allOutputIndices.indexOf(i+r)!==-1){if(r>0){let d=-1;this._allData[i].from!==void 0&&this._allData[i].from!==-1?(d=this._nodes[this._allData[i].from].outputs.indexOf(i+r),d!==-1&&(this._nodes[this._allData[i].from].outputs[d]=i)):(d=this._allInputIndices.indexOf(i+r),d!==-1&&(this._allInputIndices[d]=i)),this._allData[i].to.forEach(g=>{d=this._nodes[g].inputs.indexOf(i+r),d!==-1&&(this._nodes[g].inputs[d]=i)}),this._allData[i].to.length===0&&(d=this._allOutputIndices.indexOf(i+r),d!==-1&&(this._allOutputIndices[d]=i))}}else r++,this._allData.splice(i,1),i--}deleteNode(r){const i=this._nodes[r];if(i.outputs.length>1){for(let w=1;w<i.outputs.length;w++)if(this._allData[i.outputs[w]].to.length>0)throw new Error("Node deletion with more than one output connected to other nodes is not supported. ")}i.executeNode=!1;const d=i.inputs[0],g=i.outputs[0],m=this._allData[g].to,b=this._allData[d].to.indexOf(r);if(b===-1)throw new Error("The Value object doesn't have the current Node in it's 'to' property ");this._allData[d].to.splice(b,1),this._allData[g]._to=[];const y=this._allOutputIndices.indexOf(g);if(y!==-1&&(this._allOutputIndices[y]=d),m&&m.length>0)for(const w of m){const v=this._nodes[w].inputs.indexOf(g);if(v===-1)throw new Error("The Node object doesn't have the output Value in it's 'inputs' property ");this._nodes[w].inputs[v]=d,this._allData[d].to.push(w)}}removeAllDropoutNodes(){let r=0;for(const i of this._nodes){if(i.opType==="Dropout"){if(i.inputs.length!==1)throw new Error("Dropout nodes should only contain one input. ");if(i.outputs.length!==1&&i.outputs.length!==2)throw new Error("Dropout nodes should contain either 1 or 2 output(s)");if(i.outputs.length===2&&this._allData[i.outputs[1]]._to.length!==0)throw new Error("Dropout nodes's second output should not be referenced by other nodes");this.deleteNode(r)}r++}}removeAllIdentityNodes(){let r=0;for(const i of this._nodes)i.opType==="Identity"&&this.deleteNode(r),r++}isActivation(r){switch(r.opType){case"Relu":case"Sigmoid":case"Clip":return!0;default:return!1}}fuseConvActivationNodes(){for(const r of this._nodes)if(r.opType==="Conv"){const i=this._allData[r.outputs[0]]._to;if(i.length===1&&this.isActivation(this._nodes[i[0]])){const d=this._nodes[i[0]];if(d.opType==="Clip")if(d.inputs.length===1)try{r.attributes.set("activation_params","floats",[d.attributes.getFloat("min"),d.attributes.getFloat("max")])}catch{r.attributes.set("activation_params","floats",[h.MIN_CLIP,h.MAX_CLIP])}else{if(!(d.inputs.length>=3&&this._allData[d.inputs[1]].tensor!==void 0&&this._allData[d.inputs[2]].tensor!==void 0))continue;r.attributes.set("activation_params","floats",[this._allData[d.inputs[1]].tensor.floatData[0],this._allData[d.inputs[2]].tensor.floatData[0]])}r.attributes.set("activation","string",d.opType),this.deleteNode(i[0])}}}}},6231:(_,n)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.now=n.Profiler=n.Logger=void 0;const a={verbose:1e3,info:2e3,warning:4e3,error:5e3,fatal:6e3},u={none:new class{log(o,t,e){}},console:new class{log(o,t,e){console.log(`${this.color(o)} ${e?"\x1B[35m"+e+"\x1B[0m 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r=this.bb.__offset(this.bb_pos,14);return r?this.bb.__string(this.bb.__vector(this.bb_pos+r)+4*t,e):null}inputsLength(){let t=this.bb.__offset(this.bb_pos,14);return t?this.bb.__vector_len(this.bb_pos+t):0}outputs(t,e){let r=this.bb.__offset(this.bb_pos,16);return r?this.bb.__string(this.bb.__vector(this.bb_pos+r)+4*t,e):null}outputsLength(){let t=this.bb.__offset(this.bb_pos,16);return t?this.bb.__vector_len(this.bb_pos+t):0}sparseInitializers(t,e){let r=this.bb.__offset(this.bb_pos,18);return r?(e||new s.experimental.fbs.SparseTensor).__init(this.bb.__indirect(this.bb.__vector(this.bb_pos+r)+4*t),this.bb):null}sparseInitializersLength(){let t=this.bb.__offset(this.bb_pos,18);return t?this.bb.__vector_len(this.bb_pos+t):0}static startGraph(t){t.startObject(8)}static addInitializers(t,e){t.addFieldOffset(0,e,0)}static createInitializersVector(t,e){t.startVector(4,e.length,4);for(let r=e.length-1;r>=0;r--)t.addOffset(e[r]);return t.endVector()}static startInitializersVector(t,e){t.startVector(4,e,4)}static addNodeArgs(t,e){t.addFieldOffset(1,e,0)}static createNodeArgsVector(t,e){t.startVector(4,e.length,4);for(let r=e.length-1;r>=0;r--)t.addOffset(e[r]);return t.endVector()}static startNodeArgsVector(t,e){t.startVector(4,e,4)}static addNodes(t,e){t.addFieldOffset(2,e,0)}static createNodesVector(t,e){t.startVector(4,e.length,4);for(let r=e.length-1;r>=0;r--)t.addOffset(e[r]);return t.endVector()}static startNodesVector(t,e){t.startVector(4,e,4)}static addMaxNodeIndex(t,e){t.addFieldInt32(3,e,0)}static addNodeEdges(t,e){t.addFieldOffset(4,e,0)}static createNodeEdgesVector(t,e){t.startVector(4,e.length,4);for(let r=e.length-1;r>=0;r--)t.addOffset(e[r]);return t.endVector()}static startNodeEdgesVector(t,e){t.startVector(4,e,4)}static addInputs(t,e){t.addFieldOffset(5,e,0)}static createInputsVector(t,e){t.startVector(4,e.length,4);for(let r=e.length-1;r>=0;r--)t.addOffset(e[r]);return t.endVector()}static startInputsVector(t,e){t.startVector(4,e,4)}static addOutputs(t,e){t.addFieldOffset(6,e,0)}static createOutputsVector(t,e){t.startVector(4,e.length,4);for(let r=e.length-1;r>=0;r--)t.addOffset(e[r]);return t.endVector()}static startOutputsVector(t,e){t.startVector(4,e,4)}static addSparseInitializers(t,e){t.addFieldOffset(7,e,0)}static createSparseInitializersVector(t,e){t.startVector(4,e.length,4);for(let r=e.length-1;r>=0;r--)t.addOffset(e[r]);return t.endVector()}static startSparseInitializersVector(t,e){t.startVector(4,e,4)}static endGraph(t){return t.endObject()}static createGraph(t,e,r,i,d,g,m,b,y){return c.startGraph(t),c.addInitializers(t,e),c.addNodeArgs(t,r),c.addNodes(t,i),c.addMaxNodeIndex(t,d),c.addNodeEdges(t,g),c.addInputs(t,m),c.addOutputs(t,b),c.addSparseInitializers(t,y),c.endGraph(t)}}f.Graph=c})(h.fbs||(h.fbs={}))})(s.experimental||(s.experimental={}))}(n.onnxruntime||(n.onnxruntime={})),function(s){(function(h){(function(f){class c{constructor(){this.bb=null,this.bb_pos=0}__init(t,e){return this.bb_pos=t,this.bb=e,this}static getRootAsModel(t,e){return(e||new c).__init(t.readInt32(t.position())+t.position(),t)}static getSizePrefixedRootAsModel(t,e){return t.setPosition(t.position()+u.flatbuffers.SIZE_PREFIX_LENGTH),(e||new c).__init(t.readInt32(t.position())+t.position(),t)}irVersion(){let t=this.bb.__offset(this.bb_pos,4);return t?this.bb.readInt64(this.bb_pos+t):this.bb.createLong(0,0)}opsetImport(t,e){let r=this.bb.__offset(this.bb_pos,6);return r?(e||new s.experimental.fbs.OperatorSetId).__init(this.bb.__indirect(this.bb.__vector(this.bb_pos+r)+4*t),this.bb):null}opsetImportLength(){let t=this.bb.__offset(this.bb_pos,6);return t?this.bb.__vector_len(this.bb_pos+t):0}producerName(t){let e=this.bb.__offset(this.bb_pos,8);return e?this.bb.__string(this.bb_pos+e,t):null}producerVersion(t){let e=this.bb.__offset(this.bb_pos,10);return e?this.bb.__string(this.bb_pos+e,t):null}domain(t){let e=this.bb.__offset(this.bb_pos,12);return e?this.bb.__string(this.bb_pos+e,t):null}modelVersion(){let t=this.bb.__offset(this.bb_pos,14);return t?this.bb.readInt64(this.bb_pos+t):this.bb.createLong(0,0)}docString(t){let e=this.bb.__offset(this.bb_pos,16);return e?this.bb.__string(this.bb_pos+e,t):null}graph(t){let e=this.bb.__offset(this.bb_pos,18);return e?(t||new s.experimental.fbs.Graph).__init(this.bb.__indirect(this.bb_pos+e),this.bb):null}graphDocString(t){let e=this.bb.__offset(this.bb_pos,20);return e?this.bb.__string(this.bb_pos+e,t):null}static startModel(t){t.startObject(9)}static addIrVersion(t,e){t.addFieldInt64(0,e,t.createLong(0,0))}static addOpsetImport(t,e){t.addFieldOffset(1,e,0)}static createOpsetImportVector(t,e){t.startVector(4,e.length,4);for(let r=e.length-1;r>=0;r--)t.addOffset(e[r]);return t.endVector()}static startOpsetImportVector(t,e){t.startVector(4,e,4)}static addProducerName(t,e){t.addFieldOffset(2,e,0)}static addProducerVersion(t,e){t.addFieldOffset(3,e,0)}static addDomain(t,e){t.addFieldOffset(4,e,0)}static addModelVersion(t,e){t.addFieldInt64(5,e,t.createLong(0,0))}static addDocString(t,e){t.addFieldOffset(6,e,0)}static addGraph(t,e){t.addFieldOffset(7,e,0)}static addGraphDocString(t,e){t.addFieldOffset(8,e,0)}static endModel(t){return t.endObject()}static createModel(t,e,r,i,d,g,m,b,y,w){return c.startModel(t),c.addIrVersion(t,e),c.addOpsetImport(t,r),c.addProducerName(t,i),c.addProducerVersion(t,d),c.addDomain(t,g),c.addModelVersion(t,m),c.addDocString(t,b),c.addGraph(t,y),c.addGraphDocString(t,w),c.endModel(t)}}f.Model=c})(h.fbs||(h.fbs={}))})(s.experimental||(s.experimental={}))}(n.onnxruntime||(n.onnxruntime={})),function(s){(function(h){(function(f){class c{constructor(){this.bb=null,this.bb_pos=0}__init(t,e){return this.bb_pos=t,this.bb=e,this}static getRootAsKernelCreateInfos(t,e){return(e||new c).__init(t.readInt32(t.position())+t.position(),t)}static getSizePrefixedRootAsKernelCreateInfos(t,e){return t.setPosition(t.position()+u.flatbuffers.SIZE_PREFIX_LENGTH),(e||new c).__init(t.readInt32(t.position())+t.position(),t)}nodeIndices(t){let e=this.bb.__offset(this.bb_pos,4);return e?this.bb.readUint32(this.bb.__vector(this.bb_pos+e)+4*t):0}nodeIndicesLength(){let t=this.bb.__offset(this.bb_pos,4);return t?this.bb.__vector_len(this.bb_pos+t):0}nodeIndicesArray(){let t=this.bb.__offset(this.bb_pos,4);return t?new Uint32Array(this.bb.bytes().buffer,this.bb.bytes().byteOffset+this.bb.__vector(this.bb_pos+t),this.bb.__vector_len(this.bb_pos+t)):null}kernelDefHashes(t){let e=this.bb.__offset(this.bb_pos,6);return e?this.bb.readUint64(this.bb.__vector(this.bb_pos+e)+8*t):this.bb.createLong(0,0)}kernelDefHashesLength(){let t=this.bb.__offset(this.bb_pos,6);return t?this.bb.__vector_len(this.bb_pos+t):0}static startKernelCreateInfos(t){t.startObject(2)}static addNodeIndices(t,e){t.addFieldOffset(0,e,0)}static createNodeIndicesVector(t,e){t.startVector(4,e.length,4);for(let r=e.length-1;r>=0;r--)t.addInt32(e[r]);return t.endVector()}static startNodeIndicesVector(t,e){t.startVector(4,e,4)}static addKernelDefHashes(t,e){t.addFieldOffset(1,e,0)}static createKernelDefHashesVector(t,e){t.startVector(8,e.length,8);for(let r=e.length-1;r>=0;r--)t.addInt64(e[r]);return t.endVector()}static startKernelDefHashesVector(t,e){t.startVector(8,e,8)}static endKernelCreateInfos(t){return t.endObject()}static createKernelCreateInfos(t,e,r){return c.startKernelCreateInfos(t),c.addNodeIndices(t,e),c.addKernelDefHashes(t,r),c.endKernelCreateInfos(t)}}f.KernelCreateInfos=c})(h.fbs||(h.fbs={}))})(s.experimental||(s.experimental={}))}(n.onnxruntime||(n.onnxruntime={})),function(s){(function(h){(function(f){class c{constructor(){this.bb=null,this.bb_pos=0}__init(t,e){return this.bb_pos=t,this.bb=e,this}static getRootAsSubGraphSessionState(t,e){return(e||new c).__init(t.readInt32(t.position())+t.position(),t)}static getSizePrefixedRootAsSubGraphSessionState(t,e){return t.setPosition(t.position()+u.flatbuffers.SIZE_PREFIX_LENGTH),(e||new c).__init(t.readInt32(t.position())+t.position(),t)}graphId(t){let e=this.bb.__offset(this.bb_pos,4);return e?this.bb.__string(this.bb_pos+e,t):null}sessionState(t){let e=this.bb.__offset(this.bb_pos,6);return e?(t||new s.experimental.fbs.SessionState).__init(this.bb.__indirect(this.bb_pos+e),this.bb):null}static startSubGraphSessionState(t){t.startObject(2)}static addGraphId(t,e){t.addFieldOffset(0,e,0)}static addSessionState(t,e){t.addFieldOffset(1,e,0)}static endSubGraphSessionState(t){let e=t.endObject();return t.requiredField(e,4),e}static createSubGraphSessionState(t,e,r){return c.startSubGraphSessionState(t),c.addGraphId(t,e),c.addSessionState(t,r),c.endSubGraphSessionState(t)}}f.SubGraphSessionState=c})(h.fbs||(h.fbs={}))})(s.experimental||(s.experimental={}))}(n.onnxruntime||(n.onnxruntime={})),function(s){(function(h){(function(f){class c{constructor(){this.bb=null,this.bb_pos=0}__init(t,e){return this.bb_pos=t,this.bb=e,this}static getRootAsSessionState(t,e){return(e||new c).__init(t.readInt32(t.position())+t.position(),t)}static getSizePrefixedRootAsSessionState(t,e){return t.setPosition(t.position()+u.flatbuffers.SIZE_PREFIX_LENGTH),(e||new c).__init(t.readInt32(t.position())+t.position(),t)}kernels(t){let e=this.bb.__offset(this.bb_pos,4);return e?(t||new s.experimental.fbs.KernelCreateInfos).__init(this.bb.__indirect(this.bb_pos+e),this.bb):null}subGraphSessionStates(t,e){let r=this.bb.__offset(this.bb_pos,6);return r?(e||new s.experimental.fbs.SubGraphSessionState).__init(this.bb.__indirect(this.bb.__vector(this.bb_pos+r)+4*t),this.bb):null}subGraphSessionStatesLength(){let t=this.bb.__offset(this.bb_pos,6);return t?this.bb.__vector_len(this.bb_pos+t):0}static startSessionState(t){t.startObject(2)}static addKernels(t,e){t.addFieldOffset(0,e,0)}static addSubGraphSessionStates(t,e){t.addFieldOffset(1,e,0)}static createSubGraphSessionStatesVector(t,e){t.startVector(4,e.length,4);for(let r=e.length-1;r>=0;r--)t.addOffset(e[r]);return t.endVector()}static startSubGraphSessionStatesVector(t,e){t.startVector(4,e,4)}static endSessionState(t){return t.endObject()}static createSessionState(t,e,r){return c.startSessionState(t),c.addKernels(t,e),c.addSubGraphSessionStates(t,r),c.endSessionState(t)}}f.SessionState=c})(h.fbs||(h.fbs={}))})(s.experimental||(s.experimental={}))}(n.onnxruntime||(n.onnxruntime={})),function(s){(function(h){(function(f){class c{constructor(){this.bb=null,this.bb_pos=0}__init(t,e){return this.bb_pos=t,this.bb=e,this}static getRootAsInferenceSession(t,e){return(e||new c).__init(t.readInt32(t.position())+t.position(),t)}static getSizePrefixedRootAsInferenceSession(t,e){return t.setPosition(t.position()+u.flatbuffers.SIZE_PREFIX_LENGTH),(e||new c).__init(t.readInt32(t.position())+t.position(),t)}static bufferHasIdentifier(t){return t.__has_identifier("ORTM")}ortVersion(t){let e=this.bb.__offset(this.bb_pos,4);return e?this.bb.__string(this.bb_pos+e,t):null}model(t){let e=this.bb.__offset(this.bb_pos,6);return e?(t||new s.experimental.fbs.Model).__init(this.bb.__indirect(this.bb_pos+e),this.bb):null}sessionState(t){let e=this.bb.__offset(this.bb_pos,8);return e?(t||new s.experimental.fbs.SessionState).__init(this.bb.__indirect(this.bb_pos+e),this.bb):null}static startInferenceSession(t){t.startObject(3)}static addOrtVersion(t,e){t.addFieldOffset(0,e,0)}static addModel(t,e){t.addFieldOffset(1,e,0)}static addSessionState(t,e){t.addFieldOffset(2,e,0)}static endInferenceSession(t){return t.endObject()}static finishInferenceSessionBuffer(t,e){t.finish(e,"ORTM")}static finishSizePrefixedInferenceSessionBuffer(t,e){t.finish(e,"ORTM",!0)}static createInferenceSession(t,e,r,i){return c.startInferenceSession(t),c.addOrtVersion(t,e),c.addModel(t,r),c.addSessionState(t,i),c.endInferenceSession(t)}}f.InferenceSession=c})(h.fbs||(h.fbs={}))})(s.experimental||(s.experimental={}))}(n.onnxruntime||(n.onnxruntime={}))},7448:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.OnnxjsSessionHandler=void 0;const u=a(1670),l=a(9162);n.OnnxjsSessionHandler=class{constructor(p){this.session=p,this.inputNames=this.session.inputNames,this.outputNames=this.session.outputNames}async dispose(){}async run(p,s,h){const f=new Map;for(const t in p)if(Object.hasOwnProperty.call(p,t)){const e=p[t];f.set(t,new l.Tensor(e.dims,e.type,void 0,void 0,e.data))}const c=await this.session.run(f),o={};return c.forEach((t,e)=>{o[e]=new u.Tensor(t.type,t.data,t.dims)}),o}startProfiling(){this.session.startProfiling()}endProfiling(){this.session.endProfiling()}}},6919:(_,n,a)=>{Object.defineProperty(n,"__esModule",{value:!0}),n.Session=void 0;const u=a(7067),l=a(1296),p=a(7091),s=a(1036),h=a(6231),f=a(2644);n.Session=class{constructor(c={}){this._initialized=!1,this.backendHint=c.backendHint,this.profiler=h.Profiler.create(c.profiler),this.context={profiler:this.profiler,graphInputTypes:[],graphInputDims:[]}}get inputNames(){return this._model.graph.getInputNames()}get outputNames(){return this._model.graph.getOutputNames()}startProfiling(){this.profiler.start()}endProfiling(){this.profiler.stop()}async loadModel(c,o,t){await this.profiler.event("session","Session.loadModel",async()=>{const e=await(0,p.resolveBackend)(this.backendHint);if(this.sessionHandler=e.createSessionHandler(this.context),this._model=new f.Model,typeof c=="string"){const r=c.endsWith(".ort");if(typeof fetch>"u"){const i=await(0,l.promisify)(u.readFile)(c);this.initialize(i,r)}else{const i=await fetch(c),d=await i.arrayBuffer();this.initialize(new Uint8Array(d),r)}}else if(ArrayBuffer.isView(c))this.initialize(c);else{const r=new Uint8Array(c,o||0,t||c.byteLength);this.initialize(r)}})}initialize(c,o){if(this._initialized)throw new Error("already initialized");this.profiler.event("session","Session.initialize",()=>{const t=this.sessionHandler.transformGraph?this.sessionHandler:void 0;this._model.load(c,t,o),this.sessionHandler.onGraphInitialized&&this.sessionHandler.onGraphInitialized(this._model.graph),this.initializeOps(this._model.graph),this._executionPlan=new s.ExecutionPlan(this._model.graph,this._ops,this.profiler)}),this._initialized=!0}async run(c){if(!this._initialized)throw new Error("session not initialized yet");return this.profiler.event("session","Session.run",async()=>{const o=this.normalizeAndValidateInputs(c),t=await this._executionPlan.execute(this.sessionHandler,o);return this.createOutput(t)})}normalizeAndValidateInputs(c){const o=this._model.graph.getInputNames();if(Array.isArray(c)){if(c.length!==o.length)throw new Error(`incorrect input array length: expected ${o.length} but got ${c.length}`)}else{if(c.size!==o.length)throw new Error(`incorrect input map size: expected ${o.length} but got ${c.size}`);const t=new Array(c.size);let e=0;for(let r=0;r<o.length;++r){const i=c.get(o[r]);if(!i)throw new Error(`missing input tensor for: '${name}'`);t[e++]=i}c=t}if(this.context.graphInputTypes&&this.context.graphInputTypes.length!==0&&this.context.graphInputDims&&this.context.graphInputDims.length!==0)this.validateInputTensorDims(this.context.graphInputDims,c,!1);else{const t=this._model.graph.getInputIndices(),e=this._model.graph.getValues(),r=new Array(t.length);for(let i=0;i<t.length;++i){const d=e[t[i]];r[i]=d.type.shape.dims,this.context.graphInputTypes.push(d.type.tensorType),this.context.graphInputDims.push(c[i].dims)}this.validateInputTensorDims(r,c,!0)}return this.validateInputTensorTypes(this.context.graphInputTypes,c),c}validateInputTensorTypes(c,o){for(let t=0;t<o.length;t++){const e=c[t],r=o[t].type;if(e!==r)throw new Error(`input tensor[${t}] check failed: expected type '${e}' but got ${r}`)}}validateInputTensorDims(c,o,t){for(let e=0;e<o.length;e++){const r=c[e],i=o[e].dims;if(!this.compareTensorDims(r,i,t))throw new Error(`input tensor[${e}] check failed: expected shape '[${r.join(",")}]' but got [${i.join(",")}]`)}}compareTensorDims(c,o,t){if(c.length!==o.length)return!1;for(let e=0;e<c.length;++e)if(c[e]!==o[e]&&(!t||c[e]!==0))return!1;return!0}createOutput(c){const o=this._model.graph.getOutputNames();if(c.length!==o.length)throw new Error("expected number of outputs do not match number of generated outputs");const t=new Map;for(let e=0;e<o.length;++e)t.set(o[e],c[e]);return t}initializeOps(c){const o=c.getNodes();this._ops=new Array(o.length);for(let t=0;t<o.length;t++)this._ops[t]=this.sessionHandler.resolve(o[t],this._model.opsets,c)}}},9162:function(_,n,a){var u=this&&this.__importDefault||function(d){return d&&d.__esModule?d:{default:d}};Object.defineProperty(n,"__esModule",{value:!0}),n.Tensor=void 0;const l=a(3442),p=u(a(3720)),s=a(1446),h=a(9395),f=a(2517);var c=h.onnxruntime.experimental.fbs;class o{get data(){if(this.cache===void 0){const g=this.dataProvider(this.dataId);if(g.length!==this.size)throw new Error("Length of data provided by the Data Provider is inconsistent with the dims of this Tensor.");this.cache=g}return this.cache}get stringData(){if(this.type!=="string")throw new TypeError("data type is not string");return this.data}get integerData(){switch(this.type){case"uint8":case"int8":case"uint16":case"int16":case"int32":case"uint32":case"bool":return this.data;default:throw new TypeError("data type is not integer (uint8, int8, uint16, int16, int32, uint32, bool)")}}get floatData(){switch(this.type){case"float32":case"float64":return this.data;default:throw new TypeError("data type is not float (float32, float64)")}}get numberData(){if(this.type!=="string")return this.data;throw new TypeError("type cannot be non-number (string)")}get(g){return this.data[f.ShapeUtil.indicesToOffset(g,this.strides)]}set(g,m){this.data[f.ShapeUtil.indicesToOffset(g,this.strides)]=m}async getData(){return this.cache===void 0&&(this.cache=await this.asyncDataProvider(this.dataId)),this.cache}get strides(){return this._strides||(this._strides=f.ShapeUtil.computeStrides(this.dims)),this._strides}constructor(g,m,b,y,w,v=l.Guid.create()){this.dims=g,this.type=m,this.dataProvider=b,this.asyncDataProvider=y,this.cache=w,this.dataId=v,this.size=f.ShapeUtil.validateDimsAndCalcSize(g);const S=this.size,A=b===void 0&&y===void 0&&w===void 0;if(w!==void 0&&w.length!==S)throw new RangeError("Input dims doesn't match data length.");if(m==="string"){if(!(w===void 0||Array.isArray(w)&&w.every(O=>typeof O=="string")))throw new TypeError("cache should be a string array");A&&(this.cache=new Array(S))}else{if(w!==void 0){const O=e(m);if(!(w instanceof O))throw new TypeError(`cache should be type ${O.name}`)}if(A){const O=new ArrayBuffer(S*function(x){switch(x){case"bool":case"int8":case"uint8":return 1;case"int16":case"uint16":return 2;case"int32":case"uint32":case"float32":return 4;case"float64":return 8;default:throw new Error(`cannot calculate sizeof() on type ${x}`)}}(m));this.cache=function(x,I){return new(e(I))(x)}(O,m)}}}static fromProto(g){if(!g)throw new Error("cannot construct Value from an empty tensor");const m=f.ProtoUtil.tensorDataTypeFromProto(g.dataType),b=f.ProtoUtil.tensorDimsFromProto(g.dims),y=new o(b,m);if(m==="string")g.stringData.forEach((w,v)=>{y.data[v]=(0,f.decodeUtf8String)(w)});else if(g.rawData&&typeof g.rawData.byteLength=="number"&&g.rawData.byteLength>0){const w=y.data,v=new DataView(g.rawData.buffer,g.rawData.byteOffset,g.rawData.byteLength),S=t(g.dataType),A=g.rawData.byteLength/S;if(g.rawData.byteLength%S!=0)throw new Error("invalid buffer length");if(w.length!==A)throw new Error("buffer length mismatch");for(let O=0;O<A;O++){const x=i(v,g.dataType,O*S);w[O]=x}}else{let w;switch(g.dataType){case s.onnx.TensorProto.DataType.FLOAT:w=g.floatData;break;case s.onnx.TensorProto.DataType.INT32:case s.onnx.TensorProto.DataType.INT16:case s.onnx.TensorProto.DataType.UINT16:case s.onnx.TensorProto.DataType.INT8:case s.onnx.TensorProto.DataType.UINT8:case s.onnx.TensorProto.DataType.BOOL:w=g.int32Data;break;case s.onnx.TensorProto.DataType.INT64:w=g.int64Data;break;case s.onnx.TensorProto.DataType.DOUBLE:w=g.doubleData;break;case s.onnx.TensorProto.DataType.UINT32:case s.onnx.TensorProto.DataType.UINT64:w=g.uint64Data;break;default:throw new Error("unspecific error")}if(w==null)throw new Error("failed to populate data from a tensorproto value");const v=y.data;if(v.length!==w.length)throw new Error("array length mismatch");for(let S=0;S<w.length;S++){const A=w[S];p.default.isLong(A)?v[S]=r(A,g.dataType):v[S]=A}}return y}static fromData(g,m,b){return new o(m,b,void 0,void 0,g)}static fromOrtTensor(g){if(!g)throw new Error("cannot construct Value from an empty tensor");const m=f.ProtoUtil.tensorDimsFromORTFormat(g),b=f.ProtoUtil.tensorDataTypeFromProto(g.dataType()),y=new o(m,b);if(b==="string")for(let w=0;w<g.stringDataLength();w++)y.data[w]=g.stringData(w);else if(g.rawDataArray()&&typeof g.rawDataLength()=="number"&&g.rawDataLength()>0){const w=y.data,v=new DataView(g.rawDataArray().buffer,g.rawDataArray().byteOffset,g.rawDataLength()),S=t(g.dataType()),A=g.rawDataLength()/S;if(g.rawDataLength()%S!=0)throw new Error("invalid buffer length");if(w.length!==A)throw new Error("buffer length mismatch");for(let O=0;O<A;O++){const x=i(v,g.dataType(),O*S);w[O]=x}}return y}}function t(d){switch(d){case s.onnx.TensorProto.DataType.UINT8:case s.onnx.TensorProto.DataType.INT8:case s.onnx.TensorProto.DataType.BOOL:return 1;case s.onnx.TensorProto.DataType.UINT16:case s.onnx.TensorProto.DataType.INT16:return 2;case s.onnx.TensorProto.DataType.FLOAT:case s.onnx.TensorProto.DataType.INT32:case s.onnx.TensorProto.DataType.UINT32:return 4;case s.onnx.TensorProto.DataType.INT64:case s.onnx.TensorProto.DataType.DOUBLE:case s.onnx.TensorProto.DataType.UINT64:return 8;default:throw new Error(`cannot calculate sizeof() on type ${s.onnx.TensorProto.DataType[d]}`)}}function e(d){switch(d){case"bool":case"uint8":return Uint8Array;case"int8":return Int8Array;case"int16":return Int16Array;case"uint16":return Uint16Array;case"int32":return Int32Array;case"uint32":return Uint32Array;case"float32":return Float32Array;case"float64":return Float64Array;default:throw new Error("unspecified error")}}function r(d,g){if(g===s.onnx.TensorProto.DataType.INT64||g===c.TensorDataType.INT64){if(d.greaterThanOrEqual(2147483648)||d.lessThan(-2147483648))throw new TypeError("int64 is not supported")}else{if(g!==s.onnx.TensorProto.DataType.UINT32&&g!==c.TensorDataType.UINT32&&g!==s.onnx.TensorProto.DataType.UINT64&&g!==c.TensorDataType.UINT64)throw new TypeError(`not a LONG type: ${s.onnx.TensorProto.DataType[g]}`);if(d.greaterThanOrEqual(4294967296)||d.lessThan(0))throw new TypeError("uint64 is not supported")}return d.toNumber()}function i(d,g,m){switch(g){case s.onnx.TensorProto.DataType.BOOL:case s.onnx.TensorProto.DataType.UINT8:return d.getUint8(m);case s.onnx.TensorProto.DataType.INT8:return d.getInt8(m);case s.onnx.TensorProto.DataType.UINT16:return d.getUint16(m,!0);case s.onnx.TensorProto.DataType.INT16:return d.getInt16(m,!0);case s.onnx.TensorProto.DataType.FLOAT:return d.getFloat32(m,!0);case s.onnx.TensorProto.DataType.INT32:return d.getInt32(m,!0);case s.onnx.TensorProto.DataType.UINT32:return d.getUint32(m,!0);case s.onnx.TensorProto.DataType.INT64:return r(p.default.fromBits(d.getUint32(m,!0),d.getUint32(m+4,!0),!1),g);case s.onnx.TensorProto.DataType.DOUBLE:return d.getFloat64(m,!0);case s.onnx.TensorProto.DataType.UINT64:return r(p.default.fromBits(d.getUint32(m,!0),d.getUint32(m+4,!0),!0),g);default:throw new Error(`cannot read from DataView for type ${s.onnx.TensorProto.DataType[g]}`)}}n.Tensor=o},2517:function(_,n,a){var u=this&&this.__importDefault||function(g){return g&&g.__esModule?g:{default:g}};Object.defineProperty(n,"__esModule",{value:!0}),n.decodeUtf8String=n.MAX_CLIP=n.MIN_CLIP=n.PoolConvUtil=n.ReduceUtil=n.SplitUtil=n.MathUtil=n.ShapeUtil=n.LongUtil=n.ProtoUtil=n.GemmUtil=n.arrayCopyHelper=n.BroadcastUtil=n.MatMulUtil=n.ArrayUtil=n.assert=n.checkInputsShape=void 0;const l=a(5686),p=u(a(3720)),s=a(1446),h=a(9162);n.checkInputsShape=function(g,...m){if(!g||g.length!==m.length)return!1;for(let b=0;b<g.length;b++)if(!g[b].dims||g[b].dims.length!==m[b])return!1;return!0},n.assert=function(g,m){if(!g)throw new Error(typeof m=="string"?m:m())},n.ArrayUtil=class{static arraysEqual(g,m){if(g.length!==m.length)return!1;for(let b=0;b<g.length;b++)if(g[b]!==m[b])return!1;return!0}};class f{static preprocessInputShapes(m,b){return[m.length===1?[1,m[0]]:m,b.length===1?[b[0],1]:b]}static postprocessOutputShape(m,b,y){b===1&&m.splice(m.length-2,1),y===1&&m.pop()}static calcMatMulShape(m,b){return m[1]!==b[0]?void 0:[m[0],b[1]]}}n.MatMulUtil=f;class c{static calcShape(m,b,y=!1){const w=m.length,v=b.length;if(w===0)return b;if(v===0)return m;const S=Math.max(m.length,b.length),A=new Array(S);if(y){if(w<2||v<2)return;const O=f.calcMatMulShape([m[w-2],m[w-1]],[b[v-2],b[v-1]]);if(O===void 0)return;[A[S-2],A[S-1]]=O}for(let O=y?3:1;O<=S;O++){const x=w-O<0?1:m[w-O],I=v-O<0?1:b[v-O];if(x!==I&&x>1&&I>1)return;A[S-O]=Math.max(x,I)}return A}static index(m,b){const y=new Array(b.length);return c.fillIndex(m,b,y),y}static fillIndex(m,b,y){const w=m.length-b.length;for(let v=0;v<b.length;v++)y[v]=m[w+v]%b[v]}static calc(m,b,y,w,v){const S=c.calcShape(m.dims,b.dims);if(S){if(w&&!e.areEqual(S,m.dims))return;const A=e.size(S),O=w?m:new h.Tensor(S,v||m.type);if(S.length===0)O.set([],y(m.get([]),b.get([])));else{const x=new Array(S.length),I=new Array(m.dims.length),N=new Array(b.dims.length);let R,L=0,$=0,G=!1,D=!1;m.dims.length===0&&(L=m.get([]),G=!0),b.dims.length===0&&($=b.get([]),D=!0);for(let j=0;j<A;j++){R=j;for(let Z=S.length-1;Z>=0;Z--)x[Z]=R%S[Z],R=Math.floor(R/S[Z]);G||(c.fillIndex(x,m.dims,I),L=m.get(I)),D||(c.fillIndex(x,b.dims,N),$=b.get(N)),O.set(x,y(L,$))}}return O}}static isValidBroadcast(m,b){const y=m.length,w=b.length;if(y>w)return!1;for(let v=1;v<=y;v++)if(m[y-v]!==1&&m[y-v]!==b[w-v])return!1;return!0}static getBroadcastDims(m,b){const y=m.length,w=[];for(let v=0;v<y;v++){const S=y-1-v,A=m[S]||1;(b[b.length-1-v]||1)>1&&A===1&&w.unshift(S)}return w}}n.BroadcastUtil=c,n.arrayCopyHelper=function(g,m,b,y,w){if(y<0||y>=m.length)throw new Error("sourceIndex out of bounds");if(b<0||b>=g.length)throw new Error("targetIndex out of bounds");if(y+w>m.length)throw new Error("source indices to be copied are outside bounds");if(b+w>g.length)throw new Error("target array is too small to hold result");for(let v=0;v<w;v++)g[b+v]=m[y+v]},n.GemmUtil=class{static getShapeOfGemmResult(g,m,b,y,w){if(g.length!==2||b.length!==2)throw new Error("shape need to be of size 2");let v,S,A;m?(v=g[1],S=g[0]):(v=g[0],S=g[1]);let O=-1;if(y?(A=b[0],O=1):(A=b[1],O=0),b[O]!==S)throw new Error("dimension mismatch");if(v<=0||A<=0||S<=0)throw new Error("invalid shape specified");if(w&&!c.isValidBroadcast(w,[v,A]))throw new Error("gemm: invalid bias shape for broadcast");return[v,A,S]}};class o{static tensorDataTypeFromProto(m){switch(m){case s.onnx.TensorProto.DataType.INT8:return"int8";case s.onnx.TensorProto.DataType.UINT8:return"uint8";case s.onnx.TensorProto.DataType.BOOL:return"bool";case s.onnx.TensorProto.DataType.INT16:return"int16";case s.onnx.TensorProto.DataType.UINT16:return"uint16";case s.onnx.TensorProto.DataType.INT32:return"int32";case s.onnx.TensorProto.DataType.UINT32:return"uint32";case s.onnx.TensorProto.DataType.FLOAT:return"float32";case s.onnx.TensorProto.DataType.DOUBLE:return"float64";case s.onnx.TensorProto.DataType.STRING:return"string";case s.onnx.TensorProto.DataType.INT64:return"int32";case s.onnx.TensorProto.DataType.UINT64:return"uint32";default:throw new Error(`unsupported data type: ${s.onnx.TensorProto.DataType[m]}`)}}static tensorDataTypeStringToEnum(m){switch(m){case"int8":return s.onnx.TensorProto.DataType.INT8;case"uint8":return s.onnx.TensorProto.DataType.UINT8;case"bool":return s.onnx.TensorProto.DataType.BOOL;case"int16":return s.onnx.TensorProto.DataType.INT16;case"uint16":return s.onnx.TensorProto.DataType.UINT16;case"int32":return s.onnx.TensorProto.DataType.INT32;case"uint32":return s.onnx.TensorProto.DataType.UINT32;case"float32":return s.onnx.TensorProto.DataType.FLOAT;case"float64":return s.onnx.TensorProto.DataType.DOUBLE;case"string":return s.onnx.TensorProto.DataType.STRING;case"int64":return s.onnx.TensorProto.DataType.INT64;case"uint64":return s.onnx.TensorProto.DataType.UINT64;default:throw new Error(`unsupported data type: ${m}`)}}static tensorDimsFromProto(m){return m.map(b=>p.default.isLong(b)?b.toNumber():b)}static tensorValueTypeFromProto(m){return{tensorType:o.tensorDataTypeFromProto(m.elemType),shape:{dims:o.tensorDimsFromProto(m.shape.dim.map(b=>b.dimValue))}}}static tensorDimsFromORTFormat(m){const b=[];for(let y=0;y<m.dimsLength();y++)b.push(t.longToNumber(m.dims(y)));return b}static tensorAttributesFromORTFormat(m){const b=[];for(let y=0;y<m.attributesLength();y++)b.push(m.attributes(y));return b}}n.ProtoUtil=o;class t{static longToNumber(m,b){return p.default.isLong(m)?m.toNumber():m instanceof l.flatbuffers.Long?p.default.fromValue({low:m.low,high:m.high,unsigned:b!=null&&b}).toNumber():m}static isLong(m){return p.default.isLong(m)||m instanceof l.flatbuffers.Long}}n.LongUtil=t;class e{static size(m){return e.getSizeFromDimensionRange(m,0,m.length)}static sizeFromDimension(m,b){if(b<0||b>m.length)throw new Error(`invalid dimension of ${b} for sizeFromDimension as Tensor has ${m.length} dimensions.`);return e.getSizeFromDimensionRange(m,b,m.length)}static sizeToDimension(m,b){if(b<0||b>m.length)throw new Error(`invalid dimension of ${b} for sizeToDimension as Tensor has ${m.length} dimensions.`);return e.getSizeFromDimensionRange(m,0,b)}static getSizeFromDimensionRange(m,b,y){let w=1;for(let v=b;v<y;v++){if(m[v]<=0)throw new Error("cannot get valid size from specified dimension range. Most likely the range contains 0 or negative values in them.");w*=m[v]}return w}static computeStrides(m){const b=m.length;if(b===0)return[];if(b===1)return[1];const y=new Array(b);y[b-1]=1,y[b-2]=m[b-1];for(let w=b-3;w>=0;--w)y[w]=y[w+1]*m[w+1];return y}static transpose(m){return m.slice().reverse()}static indicesToOffset(m,b,y){y===void 0&&(y=m.length);let w=0;for(let v=0;v<y;++v)w+=b[v]*m[v];return w}static offsetToIndices(m,b){const y=b.length;if(y===0)return[];if(y===1)return[m*b[0]];const w=new Array(b.length);for(let v=0;v<w.length-1;++v)w[v]=Math.floor(m/b[v]),m-=w[v]*b[v];return w[w.length-1]=m,w}static normalizeAxis(m,b){if(m<-b&&m>=b)throw new Error("unsupported axis for this operation.");return m<0?m+b:m}static normalizeAxes(m,b){return m.map(y=>this.normalizeAxis(y,b))}static incrementIndex(m,b,y){if(b.length===0||m.length===0)throw new Error("Index incrementing unsupported for scalar Tensor");if(y===void 0)y=b.length;else if(y<=0||y>b.length)throw new Error("Incorrect axis to increment on");for(let w=y-1;w>=0&&(m[w]++,!(m[w]<b[w]));--w)m[w]=0}static calculateReshapedDims(m,b){if(b.length===0){if(m.length===0||e.size(m)===1)return[];throw new Error("cannot reshape to a scalar Tensor")}const y=b.length,w=new Array(y);let v=-1,S=1;for(let O=0;O<y;O++){if(b[O]<-1)throw new Error("a dimension in shape hints cannot be less than -1");if(b[O]===-1){if(v!==-1)throw new Error("at most one dimension in shape hints can be -1");v=O}else{if(b[O]===0){if(O>=m.length)throw new Error("the dimension with value zero exceeds the dimension size of the input tensor");w[O]=m[O]}else w[O]=b[O];S*=w[O]}}const A=e.size(m);if(v!==-1){if(A%S!=0)throw new Error(`the input tensor cannot be reshaped to the requested shape. Input shape: [${m}] Output shape: [${b}]`);w[v]=A/S}else if(S!==A)throw new Error("reshapedDims and originalDims don't have matching sizes");return w}static sortBasedOnPerm(m,b){return b?b.map(y=>m[y]):m.slice().reverse()}static padShape(m,b){const y=m.length;return m.map((w,v)=>w+b[v]+b[v+y])}static areEqual(m,b){return m.length===b.length&&m.every((y,w)=>y===b[w])}static validateDimsAndCalcSize(m){if(m.length>6)throw new TypeError("Only rank 0 to 6 is supported for tensor shape.");let b=1;for(const y of m){if(!Number.isInteger(y))throw new TypeError(`Invalid shape: ${y} is not an integer`);if(y<0||y>2147483647)throw new TypeError(`Invalid shape: length ${y} is not allowed`);b*=y}return b}static flattenShape(m,b){b<0&&(b+=m.length);const y=m.reduce((v,S)=>v*S,1),w=m.slice(b).reduce((v,S)=>v*S,1);return[y/w,w]}static squeezeShape(m,b){const y=new Array;b=e.normalizeAxes(b,m.length);for(let w=0;w<m.length;w++){const v=b.indexOf(w)>=0;if(v&&m[w]!==1)throw new Error("squeeze an axis of size different than 1");(b.length===0&&m[w]>1||b.length>0&&!v)&&y.push(m[w])}return y}static unsqueezeShape(m,b){const y=new Array(m.length+b.length);y.fill(0);for(let v=0;v<b.length;v++){const S=e.normalizeAxis(b[v],y.length);if(S>=y.length)throw new Error("'axes' has an out of range axis");if(y[S]!==0)throw new Error("'axes' has a duplicate axis");y[S]=1}let w=0;for(let v=0;v<y.length;v++)y[v]===0&&(y[v]=m[w++]);if(w!==m.length)throw new Error("the unsqueezed dimension could not be established");return y}}n.ShapeUtil=e,n.MathUtil=class{static sqr(g,m,b,y,w){if(y<0||y>=m.length)throw new Error("sourceIndex out of bounds");if(b<0||b>=g.length)throw new Error("targetIndex out of bounds");if(y+w>m.length)throw new Error("source indices to be copied are outside bounds");if(b+w>g.length)throw new Error("target array is too small to hold result");for(let v=0;v<w;v++)g[b+v]+=Math.pow(m[y+v],2)}static axpy(g,m,b,y,w,v){if(y<0||y>=m.length)throw new Error("sourceIndex out of bounds");if(b<0||b>=g.length)throw new Error("targetIndex out of bounds");if(y+w>m.length)throw new Error("source indices to be copied are outside bounds");if(b+w>g.length)throw new Error("target array is too small to hold result");for(let S=0;S<w;S++)g[b+S]+=v*m[y+S]}static powx(g,m,b,y,w,v){if(y<0||y>=m.length)throw new Error("sourceIndex out of bounds");if(b<0||b>=g.length)throw new Error("targetIndex out of bounds");if(y+w>m.length)throw new Error("source indices to be copied are outside bounds");if(b+w>g.length)throw new Error("target array is too small to hold result");for(let S=0;S<w;S++)g[b+S]=Math.pow(m[y+S],v)}static mul(g,m,b,y,w){if(y<0||y>=m.length)throw new Error("sourceIndex out of bounds");if(b<0||b>=g.length)throw new Error("targetIndex out of bounds");if(y+w>m.length)throw new Error("source indices to be copied are outside bounds");if(b+w>g.length)throw new Error("target array is too small to hold result");for(let v=0;v<w;v++)g[b+v]=m[y+v]*g[b+v]}};class r{static splitShape(m,b,y,w){if(y.length===0){if(!w)throw new Error("need to know number of outputs when the 'split' attribute is not specified");r.determineSplit(m[b],w,y)}const v=[],S=[0];for(let A=0;A<y.length;++A){A!==0&&S.push(S[A-1]+y[A-1]);const O=m.slice();O[b]=y[A],v.push(O)}return[v,S]}static determineSplit(m,b,y){if(m%b!=0)throw new Error("cannot split tensor to equal sized parts");for(let w=0;w<b;++w)y.push(m/b)}}n.SplitUtil=r;class i{static calcReduce(m,b,y,w,v){const S=m.dims.slice(0);b.length===0&&S.forEach((L,$)=>b.push($));const A=i.calcReduceShape(S,b,!0),O=e.size(A),x=new h.Tensor(A,m.type),I=e.computeStrides(A),N=e.computeStrides(S),R=new Array(S.length);for(let L=0;L<O;L++){const $=e.offsetToIndices(L,I);c.fillIndex($,S,R),x.set($,i.calcReduceByAxis(m.numberData,b,S,0,e.indicesToOffset(R,N),w,v))}return y?x:new h.Tensor(i.calcReduceShape(S,b,y),x.type,void 0,void 0,x.data,x.dataId)}static calcReduceByAxis(m,b,y,w,v,S,A){let O=0;if(w>=b.length)return S(m[v]);const x=b[w],I=x>=y.length?1:e.size(y.slice(x+1));for(let N=0;N<y[x];N++)O=N===0?i.calcReduceByAxis(m,b,y,w+1,v,S,A):A(O,i.calcReduceByAxis(m,b,y,w+1,v,S,A)),v+=I;return O}static calcReduceShape(m,b,y){const w=m.slice();for(let v=0;v<b.length;v++)w[b[v]]=y?1:0;return w.filter(v=>v!==0)}}n.ReduceUtil=i;class d{static adjustPoolAttributes(m,b,y,w,v,S){if(!m&&y.length!==b.length-2)throw new Error("length of specified kernel shapes should be 2 less than length of input dimensions");if(m)for(let A=0;A<b.length-2;A++)A>=y.length?y.push(b[A+2]):y[A]=b[A+2];for(let A=0;A<y.length;A++)if(A<w.length){if(w[A]<0)throw new Error("strides should be greater than or equal to 1")}else w.push(1);for(let A=0;A<y.length;A++)if(A<v.length){if(v[A]<0)throw new Error("dilations should be greater than or equal to 1")}else v.push(1);for(let A=0;A<2*y.length;A++)if(A<S.length){if(S[A]<0)throw new Error("pad should be greater than or equal to 1")}else S.push(0);for(let A=0;A<y.length;A++){if(y[A]<=0)throw new 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c=="number")c=safeIndex(c,this.dims[f],f),u.push([c,c+1]);else if(Array.isArray(c)&&c.length===2){if(c[0]>c[1])throw new Error(`Invalid slice: ${c}`);let o=[Math.max(c[0],0),Math.min(c[1],this.dims[f])];u.push(o),a.push(o[1]-o[0])}else throw new Error(`Invalid slice: ${c}`)}let l=u.map(([f,c])=>c-f),p=l.reduce((f,c)=>f*c),s=new this.data.constructor(p);const h=this.stride();for(let f=0;f<p;++f){let c=0;for(let o=l.length-1,t=f;o>=0;--o){const e=l[o];c+=(t%e+u[o][0])*h[o],t=Math.floor(t/e)}s[f]=this.data[c]}return new Tensor(this.type,s,a)}transpose(...n){return transpose(this,n)}sum(n=null,a=!1){return this.norm(1,n,a)}norm(n="fro",a=null,u=!1){if(n==="fro")n=2;else if(typeof n=="string")throw Error(`Unsupported norm: ${n}`);if(a===null){let s=this.data.reduce((h,f)=>h+f**n,0)**(1/n);return new Tensor(this.type,[s],[])}a=safeIndex(a,this.dims.length);const l=this.dims.slice();l[a]=1;const p=new this.data.constructor(this.data.length/this.dims[a]);for(let s=0;s<this.data.length;++s){let h=0;for(let f=this.dims.length-1,c=s,o=1;f>=0;--f){const t=this.dims[f];if(f!==a){const e=c%t;h+=e*o,o*=l[f]}c=Math.floor(c/t)}p[h]+=this.data[s]**n}if(n!==1)for(let s=0;s<p.length;++s)p[s]=p[s]**(1/n);return u||l.splice(a,1),new Tensor(this.type,p,l)}normalize_(n=2,a=1){a=safeIndex(a,this.dims.length);const u=this.norm(n,a,!0);for(let l=0;l<this.data.length;++l){let p=0;for(let s=this.dims.length-1,h=l,f=1;s>=0;--s){const c=this.dims[s];if(s!==a){const o=h%c;p+=o*f,f*=this.dims[s]}h=Math.floor(h/c)}this.data[l]/=u.data[p]}return this}normalize(n=2,a=1){return this.clone().normalize_(n,a)}stride(){return dimsToStride(this.dims)}squeeze(n=null){return new Tensor(this.type,this.data,calc_squeeze_dims(this.dims,n))}squeeze_(n=null){return this.dims=calc_squeeze_dims(this.dims,n),this}unsqueeze(n=null){return new Tensor(this.type,this.data,calc_unsqueeze_dims(this.dims,n))}unsqueeze_(n=null){return this.dims=calc_unsqueeze_dims(this.dims,n),this}flatten_(n=0,a=-1){a=(a+this.dims.length)%this.dims.length;let u=this.dims.slice(0,n),l=this.dims.slice(n,a+1),p=this.dims.slice(a+1);return this.dims=[...u,l.reduce((s,h)=>s*h,1),...p],this}flatten(n=0,a=-1){return this.clone().flatten_(n,a)}view(...n){let a=-1;for(let u=0;u<n.length;++u)if(n[u]===-1){if(a!==-1)throw new Error("Only one dimension can be inferred");a=u}if(a!==-1){const u=n.reduce((l,p,s)=>s!==a?l*p:l,1);n[a]=this.data.length/u}return new Tensor(this.type,this.data,n)}neg_(){for(let n=0;n<this.data.length;++n)this.data[n]=-this.data[n];return this}neg(){return this.clone().neg_()}}function reshape(_,n){const a=_.length,u=n.reduce((p,s)=>p*s);if(a!==u)throw Error(`cannot reshape array of size ${a} into shape (${n})`);let l=_;for(let p=n.length-1;p>=0;p--)l=l.reduce((s,h)=>{let f=s[s.length-1];return f.length<n[p]?f.push(h):s.push([h]),s},[[]]);return l[0]}function transpose(_,n){const[a,u]=transpose_data(_.data,_.dims,n);return new Tensor(_.type,a,u)}function interpolate(_,[n,a],u="bilinear",l=!1){const p=_.dims.at(-3)??1,s=_.dims.at(-2),h=_.dims.at(-1);let f=interpolate_data(_.data,[p,s,h],[n,a],u,l);return new Tensor(_.type,f,[p,n,a])}function mean_pooling(_,n){let a=[_.dims[0],_.dims[2]],u=new _.data.constructor(a[0]*a[1]),[l,p,s]=_.dims,h=0;for(let f=0;f<l;++f){let c=f*s*p;for(let o=0;o<s;++o){let t=0,e=0,r=f*p,i=c+o;for(let g=0;g<p;++g){let m=Number(n.data[r+g]);e+=m,t+=_.data[i+g*s]*m}let d=t/e;u[h++]=d}}return new Tensor(_.type,u,a)}function calc_squeeze_dims(_,n){return _=_.slice(),n===null?_=_.filter(a=>a!==1):typeof n=="number"?_[n]===1&&_.splice(n,1):Array.isArray(n)&&(_=_.filter((a,u)=>a!==1||!n.includes(u))),_}function calc_unsqueeze_dims(_,n){return n=safeIndex(n,_.length+1),_=_.slice(),_.splice(n,0,1),_}function safeIndex(_,n,a=null){if(_<-n||_>=n)throw new Error(`IndexError: index ${_} is out of bounds for dimension${a===null?"":" "+a} with size ${n}`);return _<0&&(_=(_%n+n)%n),_}function cat(_,n=0){n=safeIndex(n,_[0].dims.length);const a=_[0].dims.slice();a[n]=_.reduce((s,h)=>s+h.dims[n],0);const u=a.reduce((s,h)=>s*h,1),l=new _[0].data.constructor(u),p=_[0].type;if(n===0){let s=0;for(let h of _)l.set(h.data,s),s+=h.data.length}else{let s=0;for(let h=0;h<_.length;++h){let f=_[h];for(let c=0;c<f.data.length;++c){let o=0;for(let t=f.dims.length-1,e=c,r=1;t>=0;--t){const i=f.dims[t];let d=e%i;t===n&&(d+=s),o+=d*r,r*=a[t],e=Math.floor(e/i)}l[o]=f.data[c]}s+=f.dims[n]}}return new Tensor(p,l,a)}function stack(_,n=0){return cat(_.map(a=>a.unsqueeze(n)),n)}function std_mean(_,n=null,a=1,u=!1){if(n===null){const c=_.data.reduce((r,i)=>r+i,0)/_.data.length,o=Math.sqrt(_.data.reduce((r,i)=>r+(i-c)**2,0)/(_.data.length-a)),t=new Tensor(_.type,[c],[]);return[new Tensor(_.type,[o],[]),t]}n=safeIndex(n,_.dims.length);const l=mean(_,n,u),p=_.dims.slice();p[n]=1;const s=new _.data.constructor(_.data.length/_.dims[n]);for(let f=0;f<_.data.length;++f){let c=0;for(let o=_.dims.length-1,t=f,e=1;o>=0;--o){const r=_.dims[o];if(o!==n){const i=t%r;c+=i*e,e*=p[o]}t=Math.floor(t/r)}s[c]+=(_.data[f]-l.data[c])**2}for(let f=0;f<s.length;++f)s[f]=Math.sqrt(s[f]/(_.dims[n]-a));return u||p.splice(n,1),[new Tensor(_.type,s,p),l]}function mean(_,n=null,a=!1){if(n===null){let p=_.data.reduce((s,h)=>s+h,0);return new Tensor(_.type,[p/_.data.length],[])}n=safeIndex(n,_.dims.length);const u=_.dims.slice();u[n]=1;const l=new _.data.constructor(_.data.length/_.dims[n]);for(let p=0;p<_.data.length;++p){let s=0;for(let h=_.dims.length-1,f=p,c=1;h>=0;--h){const o=_.dims[h];if(h!==n){const t=f%o;s+=t*c,c*=u[h]}f=Math.floor(f/o)}l[s]+=_.data[p]}if(_.dims[n]!==1)for(let p=0;p<l.length;++p)l[p]=l[p]/_.dims[n];return a||u.splice(n,1),new Tensor(_.type,l,u)}function dynamicTimeWarping(_){const[n,a]=_.dims,u=[n+1,a+1],l=new Tensor("float32",new Float32Array(u[0]*u[1]).fill(1/0),u),p=new Tensor("float32",new Float32Array(u[0]*u[1]).fill(-1),u);l[0].data[0]=0;for(let o=1;o<a+1;++o)for(let t=1;t<n+1;++t){const e=l[t-1][o-1].item(),r=l[t-1][o].item(),i=l[t][o-1].item();let d,g;e<r&&e<i?(d=e,g=0):r<e&&r<i?(d=r,g=1):(d=i,g=2),l[t].data[o]=_[t-1][o-1].item()+d,p[t].data[o]=g}let s=n,h=a;p.data.fill(2,0,u[1]);for(let o=0;o<u[0];++o)p[o].data[0]=1;let f=[],c=[];for(;s>0||h>0;)switch(f.push(s-1),c.push(h-1),p[s][h].item()){case 0:--s,--h;break;case 1:--s;break;case 2:--h;break;default:throw new Error(`Internal error in dynamic time warping. Unexpected trace[${s}, ${h}]. Please file a bug report.`)}return f.reverse(),c.reverse(),[f,c]}function dimsToStride(_){const n=new Array(_.length);for(let a=_.length-1,u=1;a>=0;--a)n[a]=u,u*=_[a];return n}async function loadTokenizer(_,n){return await Promise.all([getModelJSON(_,"tokenizer.json",!0,n),getModelJSON(_,"tokenizer_config.json",!0,n)])}function createPattern(_,n=!0){return _.Regex?new RegExp(n?_.Regex:`(${_.Regex})`,"gu"):_.String?_.String:(console.warn("Unknown pattern type:",_),null)}function clean_up_tokenization(_){return _.replace(/ \./g,".").replace(/ \?/g,"?").replace(/ \!/g,"!").replace(/ ,/g,",").replace(/ \' /g,"'").replace(/ n\'t/g,"n't").replace(/ \'m/g,"'m").replace(/ \'s/g,"'s").replace(/ \'ve/g,"'ve").replace(/ \'re/g,"'re")}function fuse(_,n){let a=[],u=0;for(;u<_.length;){if(a.push(_[u]),_[u]!==n){++u;continue}for(;u<_.length&&_[u]===n;)++u}return a}function whitespace_split(_){return _.match(/\S+/g)||[]}const PUNCTUATION_REGEX="\\p{P}\\u0021-\\u002F\\u003A-\\u0040\\u005B-\\u0060\\u007B-\\u007E";class TokenizerModel extends Callable{constructor(n){super(),this.config=n,this.vocab=[],this.tokens_to_ids=new Map,this.unk_token_id=void 0,this.unk_token=void 0,this.end_of_word_suffix=void 0,this.fuse_unk=!1}static fromConfig(n,...a){switch(n.type){case"WordPiece":return new WordPieceTokenizer(n);case"Unigram":return new Unigram(n,...a);case"BPE":return new BPE(n,...a);default:throw new Error(`Unknown TokenizerModel type: ${n.type}`)}}_call(n){return this.encode(n)}encode(n){throw Error("encode should be implemented in subclass.")}convert_tokens_to_ids(n){let a=n.map(u=>this.tokens_to_ids.get(u)??this.unk_token_id);return this.fuse_unk&&(a=fuse(a,this.unk_token_id)),a}convert_ids_to_tokens(n){return n.map(a=>this.vocab[a]??this.unk_token)}}class WordPieceTokenizer extends TokenizerModel{constructor(n){super(n),this.tokens_to_ids=n.vocab,this.unk_token_id=this.tokens_to_ids.get(n.unk_token),this.unk_token=n.unk_token,this.vocab=new Array(this.tokens_to_ids.size);for(const[a,u]of this.tokens_to_ids)this.vocab[u]=a}encode(n){let a=[];for(let u of n){let l=[...u],p=!1,s=0,h=[];for(;s<l.length;){let f=l.length,c=null;for(;s<f;){let o=l.slice(s,f).join("");if(s>0&&(o=this.config.continuing_subword_prefix+o),this.tokens_to_ids.has(o)){c=o;break}--f}if(c===null){p=!0;break}h.push(c),s=f}p?a.push(this.unk_token):a.push(...h)}return a}}class Unigram extends TokenizerModel{constructor(n,a){super(n),this.vocab=new Array(n.vocab.size),this.scores=new Array(n.vocab.size);let u=0;n.vocab.forEach((l,p)=>{this.vocab[u]=p,this.scores[u]=l,++u}),this.unk_token_id=n.unk_id,this.unk_token=this.vocab[n.unk_id],this.tokens_to_ids=new Map(this.vocab.map((l,p)=>[l,p])),this.bosToken=" ",this.bosTokenId=this.tokens_to_ids.get(this.bosToken),this.eosToken=a.eos_token,this.eosTokenId=this.tokens_to_ids.get(this.eosToken),this.unkToken=this.vocab[this.unk_token_id],this.minScore=min(this.scores)[0],this.unkScore=this.minScore-10,this.scores[this.unk_token_id]=this.unkScore,this.trie=new CharTrie,this.trie.extend(this.vocab),this.fuse_unk=!0}populateNodes(n){const a=n.sentence,u=a.length;let l=0;for(;l<u;){let s=!1;for(let h of this.trie.commonPrefixSearch(a.slice(l))){const f=this.tokens_to_ids.get(h),c=this.scores[f],o=h.length;n.insert(l,o,c,f),!s&&o===1&&(s=!0)}s||n.insert(l,1,this.unkScore,this.unk_token_id),l+=1}}tokenize(n){const a=new TokenLattice(n,this.bosTokenId,this.eosTokenId);return this.populateNodes(a),a.tokens()}encode(n){let a=[];for(let u of n){const l=this.tokenize(u);a.push(...l)}return a}}const BYTES_TO_UNICODE=(()=>{const _=[...Array.from({length:"~".charCodeAt(0)-"!".charCodeAt(0)+1},(l,p)=>p+"!".charCodeAt(0)),...Array.from({length:"¬".charCodeAt(0)-"¡".charCodeAt(0)+1},(l,p)=>p+"¡".charCodeAt(0)),...Array.from({length:"ÿ".charCodeAt(0)-"®".charCodeAt(0)+1},(l,p)=>p+"®".charCodeAt(0))];let n=_.slice(),a=0;for(let l=0;l<256;++l)_.includes(l)||(_.push(l),n.push(256+a),a+=1);let u=n.map(l=>String.fromCharCode(l));return Object.fromEntries(_.map((l,p)=>[l,u[p]]))})(),UNICODE_TO_BYTES=reverseDictionary(BYTES_TO_UNICODE);class BPE extends TokenizerModel{constructor(n){super(n),this.BPE_SPLIT_TOKEN=" ",this.tokens_to_ids=n.vocab,this.unk_token_id=this.tokens_to_ids.get(n.unk_token),this.unk_token=n.unk_token,this.vocab=new Array(this.tokens_to_ids.size);for(const[a,u]of this.tokens_to_ids)this.vocab[u]=a;this.bpe_ranks=Object.fromEntries(n.merges.map((a,u)=>[a,u])),this.merges=n.merges.map(a=>a.split(this.BPE_SPLIT_TOKEN)),this.end_of_word_suffix=n.end_of_word_suffix,this.byte_fallback=this.config.byte_fallback??!1,this.byte_fallback&&(this.text_encoder=new TextEncoder),this.cache=Object.create(null),this.fuse_unk??(this.fuse_unk=this.config.fuse_unk)}get_pairs(n){let a=new Set,u=n[0];for(let l=1;l<n.length;++l){let p=n[l];a.add(u+this.BPE_SPLIT_TOKEN+p),u=p}return Array.from(a)}bpe(n){if(n in this.cache)return this.cache[n];let a=Array.from(n);this.end_of_word_suffix&&(a[a.length-1]+=this.end_of_word_suffix);let u=this.get_pairs(a);if(!u.length)return this.end_of_word_suffix&&(n+=this.end_of_word_suffix),n;for(;;){let p=u.reduce((t,e)=>{let r=this.bpe_ranks[t]??1/0,i=this.bpe_ranks[e]??1/0;return r<=i?t:e});if(!(p in this.bpe_ranks))break;let[s,h]=p.split(this.BPE_SPLIT_TOKEN),f=[],c=0,o=-1;for(;c<a.length;){try{if(o=a.indexOf(s,c),o===-1)throw"Error"}catch{f.push(...a.slice(c));break}f.push(...a.slice(c,o)),c=o,a[c]===s&&c<a.length-1&&a[c+1]===h?(f.push(s+h),c+=2):(f.push(a[c]),c+=1)}if(a=f,a.length===1)break;u=this.get_pairs(a)}let l=a.join(this.BPE_SPLIT_TOKEN);return this.cache[n]=l,l}encode(n){let a=[];for(let u of n){let l=this.bpe(u).split(this.BPE_SPLIT_TOKEN);for(let p of l)this.tokens_to_ids.has(p)?a.push(p):this.byte_fallback?a.push(...Array.from(this.text_encoder.encode(p)).map(s=>`<0x${s.toString(16).toUpperCase().padStart(2,"0")}>`)):a.push(this.unk_token)}return a}}class Normalizer extends Callable{constructor(n){super(),this.config=n}static fromConfig(n){if(n===null)return null;switch(n.type){case"BertNormalizer":return new BertNormalizer(n);case"Precompiled":return new Precompiled(n);case"Sequence":return new NormalizerSequence(n);case"Replace":return new Replace(n);case"NFC":return new NFC(n);case"NFKD":return new NFKD(n);case"StripAccents":return new StripAccents(n);case"Lowercase":return new Lowercase(n);case"Prepend":return new Prepend(n);default:throw new Error(`Unknown Normalizer type: ${n.type}`)}}normalize(n){throw Error("normalize should be implemented in subclass.")}_call(n){return this.normalize(n)}}class Replace extends Normalizer{normalize(n){let a=createPattern(this.config.pattern);return a===null||(n=n.replaceAll(a,this.config.content)),n}}class NFC extends Normalizer{normalize(n){return n=n.normalize("NFC"),n}}class NFKD extends Normalizer{normalize(n){return n=n.normalize("NFKD"),n}}class StripAccents extends Normalizer{normalize(n){return n=n.replace(/[\u0300-\u036f]/g,""),n}}class Lowercase extends Normalizer{normalize(n){return n=n.toLowerCase(),n}}class Prepend extends Normalizer{normalize(n){return n=this.config.prepend+n,n}}class NormalizerSequence extends Normalizer{constructor(n){super(n),this.normalizers=n.normalizers.map(a=>Normalizer.fromConfig(a))}normalize(n){return this.normalizers.reduce((a,u)=>u.normalize(a),n)}}class BertNormalizer extends Normalizer{_tokenize_chinese_chars(n){let a=[];for(let u=0;u<n.length;++u){let l=n[u],p=l.charCodeAt(0);this._is_chinese_char(p)?(a.push(" "),a.push(l),a.push(" ")):a.push(l)}return a.join("")}_is_chinese_char(n){return n>=19968&&n<=40959||n>=13312&&n<=19903||n>=131072&&n<=173791||n>=173824&&n<=177983||n>=177984&&n<=178207||n>=178208&&n<=183983||n>=63744&&n<=64255||n>=194560&&n<=195103}stripAccents(n){return n.normalize("NFD").replace(/[\u0300-\u036f]/g,"")}normalize(n){return this.config.handle_chinese_chars&&(n=this._tokenize_chinese_chars(n)),this.config.lowercase?(n=n.toLowerCase(),this.config.strip_accents!==!1&&(n=this.stripAccents(n))):this.config.strip_accents&&(n=this.stripAccents(n)),n}}class PreTokenizer extends Callable{static fromConfig(n){if(n===null)return null;switch(n.type){case"BertPreTokenizer":return new BertPreTokenizer(n);case"Sequence":return new PreTokenizerSequence(n);case"WhitespaceSplit":return new WhitespaceSplit(n);case"Metaspace":return new MetaspacePreTokenizer(n);case"ByteLevel":return new ByteLevelPreTokenizer(n);case"Split":return new SplitPreTokenizer(n);case"Punctuation":return new PunctuationPreTokenizer(n);case"Digits":return new DigitsPreTokenizer(n);default:throw new Error(`Unknown PreTokenizer type: ${n.type}`)}}pre_tokenize_text(n){throw Error("pre_tokenize_text should be implemented in subclass.")}pre_tokenize(n){let a=[];return Array.isArray(n)?a=n.map(u=>this.pre_tokenize_text(u)):a=this.pre_tokenize_text(n),a.flat()}_call(n){return this.pre_tokenize(n)}}class BertPreTokenizer extends PreTokenizer{constructor(n){super(),this.pattern=new RegExp(`[^\\s${PUNCTUATION_REGEX}]+|[${PUNCTUATION_REGEX}]`,"gu")}pre_tokenize_text(n){return n.trim().match(this.pattern)||[]}}class ByteLevelPreTokenizer extends PreTokenizer{constructor(n){super(),this.config=n,this.add_prefix_space=this.config.add_prefix_space,this.trim_offsets=this.config.trim_offsets,this.use_regex=this.config.use_regex??!0,this.pattern=/'s|'t|'re|'ve|'m|'ll|'d| ?\p{L}+| ?\p{N}+| ?[^\s\p{L}\p{N}]+|\s+(?!\S)|\s+/gu,this.byte_encoder=BYTES_TO_UNICODE,this.text_encoder=new TextEncoder}pre_tokenize_text(n){return(this.use_regex?n.match(this.pattern)||[]:[n]).map(u=>(this.add_prefix_space&&!u.startsWith(" ")&&(u=" "+u),u=Array.from(this.text_encoder.encode(u),l=>this.byte_encoder[l]).join(""),u))}}class SplitPreTokenizer extends PreTokenizer{constructor(n){super(),this.config=n,this.pattern=createPattern(this.config.pattern,this.config.invert)}pre_tokenize_text(n){return this.pattern===null?[]:this.config.invert?n.match(this.pattern)||[]:n.split(this.pattern).filter(a=>a)}}class PunctuationPreTokenizer extends PreTokenizer{constructor(n){super(),this.config=n,this.pattern=new RegExp(`[^${PUNCTUATION_REGEX}]+|[${PUNCTUATION_REGEX}]+`,"gu")}pre_tokenize_text(n){return n.match(this.pattern)||[]}}class DigitsPreTokenizer extends PreTokenizer{constructor(n){super(),this.config=n;const a=`[^\\d]+|\\d${this.config.individual_digits?"":"+"}`;this.pattern=new RegExp(a,"gu")}pre_tokenize_text(n){return n.match(this.pattern)||[]}}class PostProcessor extends Callable{constructor(n){super(),this.config=n}static fromConfig(n){if(n===null)return null;switch(n.type){case"TemplateProcessing":return new TemplateProcessing(n);case"ByteLevel":return new ByteLevelPostProcessor(n);case"RobertaProcessing":return new RobertaProcessing(n);default:throw new Error(`Unknown PostProcessor type: ${n.type}`)}}post_process(n,...a){throw Error("post_process should be implemented in subclass.")}_call(n,...a){return this.post_process(n,...a)}}class RobertaProcessing extends PostProcessor{constructor(n){super(n),this.cls=n.cls[0],this.sep=n.sep[0]}post_process(n,a=null){return n=mergeArrays([this.cls],n,[this.sep]),a!==null&&(n=mergeArrays(n,[this.sep],a,[this.sep])),n}}class TemplateProcessing extends PostProcessor{constructor(n){super(n),this.single=n.single,this.pair=n.pair}post_process(n,a=null){let u=a===null?this.single:this.pair,l=[];for(let p of u)"SpecialToken"in p?l.push(p.SpecialToken.id):"Sequence"in p&&(p.Sequence.id==="A"?l=mergeArrays(l,n):p.Sequence.id==="B"&&(l=mergeArrays(l,a)));return l}}class ByteLevelPostProcessor extends PostProcessor{post_process(n){return n}}class Decoder extends Callable{constructor(n){super(),this.config=n,this.added_tokens=[],this.end_of_word_suffix=null,this.trim_offsets=n.trim_offsets}static fromConfig(n){switch(n.type){case"WordPiece":return new WordPieceDecoder(n);case"Metaspace":return new MetaspaceDecoder(n);case"ByteLevel":return new ByteLevelDecoder(n);case"Replace":return new ReplaceDecoder(n);case"ByteFallback":return new ByteFallback(n);case"Fuse":return new FuseDecoder(n);case"Strip":return new StripDecoder(n);case"Sequence":return new DecoderSequence(n);default:throw new Error(`Unknown Decoder type: ${n.type}`)}}_call(n){return this.decode(n)}decode(n){return this.decode_chain(n).join("")}decode_chain(n){throw Error("`decode_chain` should be implemented in subclass.")}}class ReplaceDecoder extends Decoder{constructor(n){super(n)}decode_chain(n){let a=createPattern(this.config.pattern);return a===null?n:n.map(u=>u.replaceAll(a,this.config.content))}}class ByteFallback extends Decoder{constructor(n){super(n),this.text_decoder=new TextDecoder}decode_chain(n){let a=[],u=[];for(let l of n){let p=null;if(l.length===6&&l.startsWith("<0x")&&l.endsWith(">")){let s=parseInt(l.slice(3,5),16);isNaN(s)||(p=s)}if(p!==null)u.push(p);else{if(u.length>0){let s=this.text_decoder.decode(Uint8Array.from(u));a.push(s),u=[]}a.push(l)}}if(u.length>0){let l=this.text_decoder.decode(Uint8Array.from(u));a.push(l),u=[]}return a}}class FuseDecoder extends Decoder{constructor(n){super(n)}decode_chain(n){return[n.join("")]}}class StripDecoder extends Decoder{constructor(n){super(n),this.content=this.config.content,this.start=this.config.start,this.stop=this.config.stop}decode_chain(n){return n.map(a=>{let u=0;for(let p=0;p<this.start&&a[p]===this.content;++p){u=p+1;continue}let l=a.length;for(let p=0;p<this.stop;++p){const s=a.length-p-1;if(a[s]===this.content){l=s;continue}else break}return a.slice(u,l)})}}class WordPieceDecoder extends Decoder{constructor(n){super(n),this.cleanup=n.cleanup}decode_chain(n){return n.map((a,u)=>(u!==0&&(a.startsWith(this.config.prefix)?a=a.replace(this.config.prefix,""):a=" "+a),this.cleanup&&(a=clean_up_tokenization(a)),a))}}class ByteLevelDecoder extends Decoder{constructor(n){super(n),this.byte_decoder=UNICODE_TO_BYTES,this.text_decoder=new TextDecoder("utf-8",{fatal:!1,ignoreBOM:!0}),this.end_of_word_suffix=null}convert_tokens_to_string(n){let a=n.join(""),u=new Uint8Array([...a].map(p=>this.byte_decoder[p]));return this.text_decoder.decode(u)}decode_chain(n){let a=[],u=[];for(let l of n)this.added_tokens.includes(l)?(u.length>0&&(a.push(this.convert_tokens_to_string(u)),u=[]),a.push(l)):u.push(l);return u.length>0&&a.push(this.convert_tokens_to_string(u)),a}}class DecoderSequence extends Decoder{constructor(n){super(n),this.decoders=n.decoders.map(a=>Decoder.fromConfig(a))}decode_chain(n){return this.decoders.reduce((a,u)=>u.decode_chain(a),n)}}class MetaspacePreTokenizer extends PreTokenizer{constructor(n){super(),this.addPrefixSpace=n.add_prefix_space,this.replacement=n.replacement,this.strRep=n.str_rep||this.replacement}pre_tokenize(n){typeof n=="string"&&(n=n.trimStart().split(/\s+/));const a=[];for(let u of n){let l=u.replaceAll(" ",this.strRep);this.addPrefixSpace&&!l.startsWith(this.replacement)&&(l=this.strRep+l),a.push(l)}return a}}class MetaspaceDecoder extends Decoder{constructor(n){super(n),this.addPrefixSpace=n.add_prefix_space,this.replacement=n.replacement}decode_chain(n){let a=[];for(let u=0;u<n.length;++u){let l=n[u].replaceAll(this.replacement," ");this.addPrefixSpace&&u==0&&l.startsWith(" ")&&(l=l.substring(1)),a.push(l)}return a}}class Precompiled extends Normalizer{constructor(n){super(n),this.charsmap=n.precompiled_charsmap}normalize(n){return n=n.normalize("NFKC"),n}}class PreTokenizerSequence extends PreTokenizer{constructor(n){super(),this.tokenizers=n.pretokenizers.map(a=>PreTokenizer.fromConfig(a))}pre_tokenize_text(n){return typeof n=="string"&&(n=[n]),this.tokenizers.reduce((a,u)=>u.pre_tokenize(a),n)}}class WhitespaceSplit extends PreTokenizer{constructor(n){super()}pre_tokenize_text(n){return whitespace_split(n)}}class PreTrainedTokenizer extends Callable{constructor(n,a){super(),this.normalizer=Normalizer.fromConfig(n.normalizer),this.pre_tokenizer=PreTokenizer.fromConfig(n.pre_tokenizer),n.model.vocab&&(Array.isArray(n.model.vocab)||(n.model.vocab=Object.entries(n.model.vocab)),n.model.vocab=new Map(n.model.vocab)),this.model=TokenizerModel.fromConfig(n.model,a),this.post_processor=PostProcessor.fromConfig(n.post_processor),this.decoder=Decoder.fromConfig(n.decoder),this.decoder.end_of_word_suffix=this.model.end_of_word_suffix,this.special_tokens=[],this.all_special_ids=[],this.added_tokens=[];for(let u of n.added_tokens){let l=u.id,p=u.content;this.added_tokens.push(p),this.model.tokens_to_ids.set(p,l),this.model.vocab[l]=p,u.special&&(this.special_tokens.push(p),this.all_special_ids.push(l))}this.decoder.added_tokens=this.added_tokens,this.added_tokens_regex=new RegExp("("+this.added_tokens.map(escapeRegExp).join("|")+")"),this.mask_token=this.getToken(a,"mask_token"),this.mask_token_id=this.model.tokens_to_ids.get(this.mask_token),this.pad_token=this.getToken(a,"pad_token","eos_token"),this.pad_token_id=this.model.tokens_to_ids.get(this.pad_token),this.sep_token=this.getToken(a,"sep_token"),this.sep_token_id=this.model.tokens_to_ids.get(this.sep_token),this.model_max_length=a.model_max_length,this.remove_space=a.remove_space,this.clean_up_tokenization_spaces=a.clean_up_tokenization_spaces??!0,this.padding_side="right"}getToken(n,...a){for(let u of a){let l=n[u];if(l)if(typeof l=="object"){if(l.__type==="AddedToken")return l.content;throw Error(`Unknown token: ${l}`)}else return l}return null}static async from_pretrained(n,{progress_callback:a=null,config:u=null,cache_dir:l=null,local_files_only:p=!1,revision:s="main"}={}){let h=await loadTokenizer(n,{progress_callback:a,config:u,cache_dir:l,local_files_only:p,revision:s});return new this(...h)}prepare_model_inputs(n){return n}_call(n,{text_pair:a=null,padding:u=!1,truncation:l=null,max_length:p=null,return_tensor:s=!0}={}){let h;if(Array.isArray(n)){if(n.length===0)throw Error("text array must be non-empty");if(a!==null){if(Array.isArray(a)){if(n.length!==a.length)throw Error("text and text_pair must have the same length")}else throw Error("text_pair must also be an array");h=n.map((t,e)=>this.encode(t,a[e]))}else h=n.map(t=>this.encode(t))}else{if(n===null)throw Error("text may not be null");if(Array.isArray(a))throw Error("When specifying `text_pair`, since `text` is a string, `text_pair` must also be a string (i.e., not an array).");h=[this.encode(n,a)]}let f=max(h.map(t=>t.length))[0];p===null&&(p=f),p=Math.min(p,this.model_max_length);let c=[];if(u||l)for(let t=0;t<h.length;++t)if(h[t].length===p){c.push(new Array(h[t].length).fill(1));continue}else if(h[t].length>p)l&&(h[t]=h[t].slice(0,p)),c.push(new Array(h[t].length).fill(1));else if(u){let e=p-h[t].length;this.padding_side==="right"?(c.push(new Array(h[t].length).fill(1).concat(new Array(e).fill(0))),h[t].push(...new Array(e).fill(this.pad_token_id))):(c.push(new Array(e).fill(0).concat(new Array(h[t].length).fill(1))),h[t].unshift(...new Array(e).fill(this.pad_token_id)))}else c.push(new Array(h[t].length).fill(1));else c=h.map(t=>new Array(t.length).fill(1));if(s){if(!(u&&l)&&h.some(e=>e.length!==h[0].length))throw Error("Unable to create tensor, you should probably activate truncation and/or padding with 'padding=true' and 'truncation=true' to have batched tensors with the same length.");let t=[h.length,h[0].length];h=new Tensor("int64",BigInt64Array.from(h.flat().map(BigInt)),t),c=new Tensor("int64",BigInt64Array.from(c.flat().map(BigInt)),t)}else Array.isArray(n)||(h=h[0],c=c[0]);let o={input_ids:h,attention_mask:c};return o=this.prepare_model_inputs(o),o}_encode_text(n){return n===null?null:n.split(this.added_tokens_regex).filter(l=>l).map(l=>{if(this.added_tokens.includes(l))return l;{this.remove_space===!0&&(l=l.trim().split(/\s+/).join(" ")),this.normalizer!==null&&(l=this.normalizer(l));let p=this.pre_tokenizer!==null?this.pre_tokenizer(l):[l];return this.model(p)}}).flat()}encode(n,a=null){let u=this._encode_text(n),l=this._encode_text(a),p=this.post_processor!==null?this.post_processor(u,l):mergeArrays(u??[],l??[]);return this.model.convert_tokens_to_ids(p)}batch_decode(n,a={}){return n.map(u=>this.decode(u,a))}decode(n,a={}){if(!Array.isArray(n)||n.length===0||!isIntegralNumber(n[0]))throw Error("token_ids must be a non-empty array of integers.");return this.decode_single(n,a)}decode_single(n,{skip_special_tokens:a=!1,clean_up_tokenization_spaces:u=null}){let l=this.model.convert_ids_to_tokens(n);a&&(l=l.filter(s=>!this.special_tokens.includes(s)));let p=this.decoder(l);return this.decoder.end_of_word_suffix&&(p=p.replaceAll(this.decoder.end_of_word_suffix," "),a&&(p=p.trim())),(u??this.clean_up_tokenization_spaces)&&(p=clean_up_tokenization(p)),p}}function add_token_types(_){if(_.input_ids instanceof Tensor)_.token_type_ids=new Tensor("int64",new BigInt64Array(_.input_ids.data.length),_.input_ids.dims);else if(Array.isArray(_.input_ids))Array.isArray(_.input_ids[0])?_.token_type_ids=_.input_ids.map(n=>new Array(n.length).fill(0)):_.token_type_ids=new Array(_.input_ids.length).fill(0);else throw new Error("Input ids must be a Tensor or an Array");return _}class BertTokenizer extends PreTrainedTokenizer{prepare_model_inputs(n){return add_token_types(n)}}class AlbertTokenizer extends PreTrainedTokenizer{prepare_model_inputs(n){return add_token_types(n)}}class MobileBertTokenizer extends PreTrainedTokenizer{prepare_model_inputs(n){return add_token_types(n)}}class SqueezeBertTokenizer extends PreTrainedTokenizer{prepare_model_inputs(n){return add_token_types(n)}}class DistilBertTokenizer extends PreTrainedTokenizer{}class T5Tokenizer extends PreTrainedTokenizer{}class GPT2Tokenizer extends PreTrainedTokenizer{}class BartTokenizer extends PreTrainedTokenizer{}class RobertaTokenizer extends PreTrainedTokenizer{}class BloomTokenizer extends PreTrainedTokenizer{}class LlamaTokenizer extends PreTrainedTokenizer{}class XLMRobertaTokenizer extends PreTrainedTokenizer{}class MPNetTokenizer extends PreTrainedTokenizer{}class FalconTokenizer extends PreTrainedTokenizer{prepare_model_inputs(n){return add_token_types(n)}}class GPTNeoXTokenizer extends PreTrainedTokenizer{}class NllbTokenizer extends PreTrainedTokenizer{constructor(n,a){super(n,a),this.languageRegex=/^[a-z]{3}_[A-Z][a-z]{3}$/,this.language_codes=this.special_tokens.filter(u=>this.languageRegex.test(u))}_build_translation_inputs(n,a,u){if(!this.language_codes.includes(u.tgt_lang))throw new Error(`Target language code "${u.tgt_lang}" is not valid. Must be one of: {${this.language_codes.join(", ")}}`);if(u.src_lang!==void 0){if(!this.language_codes.includes(u.src_lang))throw new Error(`Source language code "${u.src_lang}" is not valid. Must be one of: {${this.language_codes.join(", ")}}`);for(let l of this.post_processor.config.single)if("SpecialToken"in l&&this.languageRegex.test(l.SpecialToken.id)){l.SpecialToken.id=u.src_lang;break}}return u.forced_bos_token_id=this.model.convert_tokens_to_ids([u.tgt_lang])[0],this._call(n,a)}}const WHISPER_LANGUAGES=[["en","english"],["zh","chinese"],["de","german"],["es","spanish"],["ru","russian"],["ko","korean"],["fr","french"],["ja","japanese"],["pt","portuguese"],["tr","turkish"],["pl","polish"],["ca","catalan"],["nl","dutch"],["ar","arabic"],["sv","swedish"],["it","italian"],["id","indonesian"],["hi","hindi"],["fi","finnish"],["vi","vietnamese"],["he","hebrew"],["uk","ukrainian"],["el","greek"],["ms","malay"],["cs","czech"],["ro","romanian"],["da","danish"],["hu","hungarian"],["ta","tamil"],["no","norwegian"],["th","thai"],["ur","urdu"],["hr","croatian"],["bg","bulgarian"],["lt","lithuanian"],["la","latin"],["mi","maori"],["ml","malayalam"],["cy","welsh"],["sk","slovak"],["te","telugu"],["fa","persian"],["lv","latvian"],["bn","bengali"],["sr","serbian"],["az","azerbaijani"],["sl","slovenian"],["kn","kannada"],["et","estonian"],["mk","macedonian"],["br","breton"],["eu","basque"],["is","icelandic"],["hy","armenian"],["ne","nepali"],["mn","mongolian"],["bs","bosnian"],["kk","kazakh"],["sq","albanian"],["sw","swahili"],["gl","galician"],["mr","marathi"],["pa","punjabi"],["si","sinhala"],["km","khmer"],["sn","shona"],["yo","yoruba"],["so","somali"],["af","afrikaans"],["oc","occitan"],["ka","georgian"],["be","belarusian"],["tg","tajik"],["sd","sindhi"],["gu","gujarati"],["am","amharic"],["yi","yiddish"],["lo","lao"],["uz","uzbek"],["fo","faroese"],["ht","haitian creole"],["ps","pashto"],["tk","turkmen"],["nn","nynorsk"],["mt","maltese"],["sa","sanskrit"],["lb","luxembourgish"],["my","myanmar"],["bo","tibetan"],["tl","tagalog"],["mg","malagasy"],["as","assamese"],["tt","tatar"],["haw","hawaiian"],["ln","lingala"],["ha","hausa"],["ba","bashkir"],["jw","javanese"],["su","sundanese"]],WHISPER_LANGUAGE_MAPPING=new Map(WHISPER_LANGUAGES),WHISPER_TO_LANGUAGE_CODE_MAPPING=new Map([...WHISPER_LANGUAGES.map(([_,n])=>[n,_]),["burmese","my"],["valencian","ca"],["flemish","nl"],["haitian","ht"],["letzeburgesch","lb"],["pushto","ps"],["panjabi","pa"],["moldavian","ro"],["moldovan","ro"],["sinhalese","si"],["castilian","es"]]);class WhisperTokenizer extends PreTrainedTokenizer{_decode_asr(n,{return_timestamps:a=!1,return_language:u=!1,time_precision:l=null,force_full_sequences:p=!0}={}){if(l===null)throw Error("Must specify time_precision");let s=null;const h=a==="word";function f(){return{language:s,timestamp:[null,null],text:""}}const c=[];let o=f(),t=0;const e=this.model.convert_tokens_to_ids(["<|notimestamps|>"])[0]+1;let r=[],i=[],d=!1,g=null;const m=new Set(this.all_special_ids);for(let w of n){const v=w.tokens,S=h?w.token_timestamps:null;let A=null,O=e;if("stride"in w){const[N,R,L]=w.stride;if(t-=R,g=N-L,R&&(O=R/l+e),L)for(let $=v.length-1;$>=0;--$){const G=v[$];if(G>=e){if(A!==null&&(G-e)*l<g)break;A=G}}}let x=[],I=[];for(let N=0;N<v.length;++N){const R=v[N];if(m.has(R)){const L=this.decode([R]);if(L[0]==="["&&L[L.length-1]==="]"){const $=WHISPER_LANGUAGE_MAPPING.get(L.slice(1,-1));if($!==void 0){if(s!==null&&$!==s&&!a){r.push(x);const G=this.findLongestCommonSequence(r)[0],D=this.decode(G);o.text=D,c.push(o),r=[],x=[],o=f()}s=o.language=$}}}else if(R>=e){const L=(R-e)*l+t,$=round(L,2);if(A!==null&&R>=A)d=!0;else if(d||r.length>0&&R<O)d=!1;else if(o.timestamp[0]===null)o.timestamp[0]=$;else if($!==o.timestamp[0]){o.timestamp[1]=$,r.push(x),h&&i.push(I);const[G,D]=this.findLongestCommonSequence(r,i),j=this.decode(G);o.text=j,h&&(o.words=this.collateWordTimestamps(G,D,s)),c.push(o),r=[],x=[],i=[],I=[],o=f()}}else if(x.push(R),h){let L=round(S[N]+t,2),$;N+1<S.length?$=round(S[N+1]+t,2):$=null,I.push([L,$])}}if("stride"in w){const[N,R,L]=w.stride;t+=N-L}x.length>0?(r.push(x),h&&i.push(I)):r.every(N=>N.length===0)&&(o=f(),r=[],x=[],i=[],I=[])}if(r.length>0){if(p&&a)throw new Error("Whisper did not predict an ending timestamp, which can happen if audio is cut off in the middle of a word. Also make sure WhisperTimeStampLogitsProcessor was used during generation.");const[w,v]=this.findLongestCommonSequence(r,i),S=this.decode(w);o.text=S,h&&(o.words=this.collateWordTimestamps(w,v,s)),c.push(o)}let b=Object.create(null);const y=c.map(w=>w.text).join("");if(a||u){for(let w=0;w<c.length;++w){const v=c[w];a||delete v.timestamp,u||delete v.language}if(h){let w=[];for(let v of c)for(let S of v.words)w.push(S);b={chunks:w}}else b={chunks:c}}return[y,b]}findLongestCommonSequence(n,a=null){let u=n[0],l=u.length,p=[];const s=Array.isArray(a)&&a.length>0;let h=s?[]:null,f=s?a[0]:null;for(let c=1;c<n.length;++c){const o=n[c];let t=0,e=[l,l,0,0];const r=o.length;for(let w=1;w<l+r;++w){const v=w/1e4,S=Math.max(0,l-w),A=Math.min(l,l+r-w),O=u.slice(S,A),x=Math.max(0,w-l),I=Math.min(r,w),N=o.slice(x,I);if(O.length!==N.length)throw new Error("There is a bug within whisper `decode_asr` function, please report it. Dropping to prevent bad inference.");const R=O.filter(($,G)=>$===N[G]).length,L=R/w+v;R>1&&L>t&&(t=L,e=[S,A,x,I])}const[i,d,g,m]=e,b=Math.floor((d+i)/2),y=Math.floor((m+g)/2);p.push(...u.slice(0,b)),u=o.slice(y),l=u.length,s&&(h.push(...f.slice(0,b)),f=a[c].slice(y))}return p.push(...u),s?(h.push(...f),[p,h]):[p,[]]}collateWordTimestamps(n,a,u){let[l,p,s]=this.combineTokensIntoWords(n,u),h=[];for(let f=0;f<l.length;++f){const c=s[f];h.push({text:l[f],timestamp:[a[c.at(0)][0],a[c.at(-1)][1]]})}return h}combineTokensIntoWords(n,a,u=`"'“¡¿([{-`,l=`"'.。,，!！?？:：”)]}、`){a=a??"english";let p,s,h;return["chinese","japanese","thai","lao","myanmar"].includes(a)?[p,s,h]=this.splitTokensOnUnicode(n):[p,s,h]=this.splitTokensOnSpaces(n),this.mergePunctuations(p,s,h,u,l)}decode(n,a){let u;return a&&a.decode_with_timestamps?u=this.decodeWithTimestamps(n,a):u=super.decode(n,a),u}decodeWithTimestamps(n,a){const u=(a==null?void 0:a.time_precision)??.02,l=Array.from(this.all_special_ids).at(-1)+1;let p=[[]];for(let s of n)if(s>=l){let h=(s-l)*u;h=round(h,2),p.push(`<|${h}|>`),p.push([])}else p[p.length-1].push(s);return p=p.map(s=>typeof s=="string"?s:super.decode(s,a)),p.join("")}splitTokensOnUnicode(n){const a=this.decode(n,{decode_with_timestamps:!0}),u="�";let l=[],p=[],s=[],h=[],f=[],c=0;for(let o=0;o<n.length;++o){const t=n[o];h.push(t),f.push(o);const e=this.decode(h,{decode_with_timestamps:!0});(!e.includes(u)||a[c+e.indexOf(u)]===u)&&(l.push(e),p.push(h),s.push(f),h=[],f=[],c+=e.length)}return[l,p,s]}splitTokensOnSpaces(n){let[a,u,l]=this.splitTokensOnUnicode(n),p=[],s=[],h=[];const f=new RegExp(`[${PUNCTUATION_REGEX}]`);for(let c=0;c<a.length;++c){const o=a[c],t=u[c],e=l[c],r=t[0]>=this.model.tokens_to_ids.get("<|endoftext|>"),i=o.startsWith(" "),d=o.trim(),g=f.test(d);if(r||i||g||p.length===0)p.push(o),s.push(t),h.push(e);else{const m=p.length-1;p[m]+=o,s[m].push(...t),h[m].push(...e)}}return[p,s,h]}mergePunctuations(n,a,u,l,p){let s=structuredClone(n),h=structuredClone(a),f=structuredClone(u),c=s.length-2,o=s.length-1;for(;c>=0;)s[c].startsWith(" ")&&l.includes(s[c].trim())?(s[o]=s[c]+s[o],h[o]=mergeArrays(h[c],h[o]),f[o]=mergeArrays(f[c],f[o]),s[c]="",h[c]=[],f[c]=[]):o=c,--c;for(c=0,o=1;o<s.length;)!s[c].endsWith(" ")&&p.includes(s[o])?(s[c]+=s[o],h[c]=mergeArrays(h[c],h[o]),f[c]=mergeArrays(f[c],f[o]),s[o]="",h[o]=[],f[o]=[]):c=o,++o;return[s.filter(t=>t),h.filter(t=>t.length>0),f.filter(t=>t.length>0)]}get_decoder_prompt_ids({language:n=null,task:a=null,no_timestamps:u=!0}={}){let l=[];if(n){n=n.toLowerCase();let p=WHISPER_TO_LANGUAGE_CODE_MAPPING.get(n);if(p===void 0)if(WHISPER_LANGUAGE_MAPPING.has(n))p=n;else{const f=n.length===2?WHISPER_LANGUAGE_MAPPING.keys():WHISPER_LANGUAGE_MAPPING.values();throw new Error(`Language "${n}" is not supported. Must be one of: ${JSON.stringify(f)}`)}let s=this.model.tokens_to_ids.get(`<|${p}|>`);if(s===void 0)throw new Error(`Unable to find language "${p}" in model vocabulary. Please report this issue at https://github.com/xenova/transformers.js/issues/new/choose.`);l.push(s)}else l.push(null);if(a){if(a=a.toLowerCase(),a!=="transcribe"&&a!=="translate")throw new Error(`Task "${a}" is not supported. Must be one of: ["transcribe", "translate"]`);let p=this.model.tokens_to_ids.get(`<|${a}|>`);if(p===void 0)throw new Error(`Unable to find task "${a}" in model vocabulary. Please report this issue at https://github.com/xenova/transformers.js/issues/new/choose.`);l.push(p)}else l.push(null);if(u){let p=this.model.tokens_to_ids.get("<|notimestamps|>");if(p===void 0)throw new Error('Unable to find "<|notimestamps|>" in model vocabulary. Please report this issue at https://github.com/xenova/transformers.js/issues/new/choose.');l.push(p)}return l.map((p,s)=>[s+1,p]).filter(p=>p[1]!==null)}}class CodeGenTokenizer extends PreTrainedTokenizer{}class CLIPTokenizer extends PreTrainedTokenizer{}class MarianTokenizer extends PreTrainedTokenizer{constructor(n,a){super(n,a),this.languageRegex=/^(>>\w+<<)\s*/g,this.supported_language_codes=this.model.vocab.filter(u=>this.languageRegex.test(u)),console.warn('WARNING: `MarianTokenizer` is not yet supported by Hugging Face\'s "fast" tokenizers library. Therefore, you may experience slightly inaccurate results.')}_encode_text(n){if(n===null)return null;let[a,...u]=n.trim().split(this.languageRegex);if(u.length===0)return super._encode_text(a);if(u.length===2){let[l,p]=u;return this.supported_language_codes.includes(l)||console.warn(`Unsupported language code "${l}" detected, which may lead to unexpected behavior. Should be one of: ${JSON.stringify(this.supported_language_codes)}`),mergeArrays([l],super._encode_text(p))}}}class CharTrie{constructor(){this.root=CharTrieNode.default()}extend(n){for(let a of n)this.push(a)}push(n){let a=this.root;for(let u of n){let l=a.children.get(u);l===void 0&&(l=CharTrieNode.default(),a.children.set(u,l)),a=l}a.isLeaf=!0}*commonPrefixSearch(n){let a=this.root,u="";for(let l=0;l<n.length&&a!==void 0;++l){const p=n[l];u+=p,a=a.children.get(p),a!==void 0&&a.isLeaf&&(yield u)}}}class CharTrieNode{constructor(n,a){this.isLeaf=n,this.children=a}static default(){return new CharTrieNode(!1,new Map)}}class TokenLattice{constructor(n,a,u){this.sentence=n,this.len=n.length,this.bosTokenId=a,this.eosTokenId=u,this.nodes=[],this.beginNodes=new Array(this.len+1),this.endNodes=new Array(this.len+1);for(let s=0;s<this.len+1;++s)this.beginNodes[s]=[],this.endNodes[s]=[];const l=new TokenLatticeNode(this.bosTokenId,0,0,0,0),p=new TokenLatticeNode(this.eosTokenId,1,this.len,0,0);this.nodes.push(l.clone()),this.nodes.push(p.clone()),this.beginNodes[this.len].push(p),this.endNodes[0].push(l)}insert(n,a,u,l){const p=this.nodes.length,s=new TokenLatticeNode(l,p,n,a,u);this.beginNodes[n].push(s),this.endNodes[n+a].push(s),this.nodes.push(s)}viterbi(){const n=this.len;let a=0;for(;a<=n;){if(this.beginNodes[a].length==0)return[];for(let h of this.beginNodes[a]){h.prev=null;let f=0,c=null;for(let o of this.endNodes[a]){const t=o.backtraceScore+h.score;(c===null||t>f)&&(c=o.clone(),f=t)}if(c!==null)h.prev=c,h.backtraceScore=f;else return[]}++a}const u=[],p=this.beginNodes[n][0].prev;if(p===null)return[];let s=p.clone();for(;s.prev!==null;)u.push(s.clone()),s=s.clone().prev.clone();return u.reverse(),u}piece(n){return this.sentence.slice(n.pos,n.pos+n.length)}tokens(){return this.viterbi().map(a=>this.piece(a))}tokenIds(){return this.viterbi().map(a=>a.tokenId)}}class TokenLatticeNode{constructor(n,a,u,l,p){this.tokenId=n,this.nodeId=a,this.pos=u,this.length=l,this.score=p,this.prev=null,this.backtraceScore=0}clone(){const n=new TokenLatticeNode(this.tokenId,this.nodeId,this.pos,this.length,this.score);return n.prev=this.prev,n.backtraceScore=this.backtraceScore,n}}class AutoTokenizer{static async from_pretrained(n,{quantized:a=!0,progress_callback:u=null,config:l=null,cache_dir:p=null,local_files_only:s=!1,revision:h="main"}={}){let[f,c]=await loadTokenizer(n,{quantized:a,progress_callback:u,config:l,cache_dir:p,local_files_only:s,revision:h}),o=c.tokenizer_class.replace(/Fast$/,""),t=this.TOKENIZER_CLASS_MAPPING[o];return t||(console.warn(`Unknown tokenizer class "${o}", attempting to construct from base class.`),t=PreTrainedTokenizer),new t(f,c)}}Ie(AutoTokenizer,"TOKENIZER_CLASS_MAPPING",{T5Tokenizer,DistilBertTokenizer,BertTokenizer,MobileBertTokenizer,SqueezeBertTokenizer,AlbertTokenizer,GPT2Tokenizer,BartTokenizer,RobertaTokenizer,WhisperTokenizer,CodeGenTokenizer,CLIPTokenizer,MarianTokenizer,BloomTokenizer,NllbTokenizer,LlamaTokenizer,XLMRobertaTokenizer,MPNetTokenizer,FalconTokenizer,GPTNeoXTokenizer,PreTrainedTokenizer});async function loadConfig(_,n){return await getModelJSON(_,"config.json",!0,n)}class PretrainedConfig{constructor(n){this.model_type=null,this.is_encoder_decoder=!1,Object.assign(this,n)}static async from_pretrained(n,{progress_callback:a=null,config:u=null,cache_dir:l=null,local_files_only:p=!1,revision:s="main"}={}){let h=u??await loadConfig(n,{progress_callback:a,config:u,cache_dir:l,local_files_only:p,revision:s});return new this(h)}}class AutoConfig{static async from_pretrained(...n){return PretrainedConfig.from_pretrained(...n)}}class LogitsProcessorList extends Callable{constructor(){super(),this.processors=[]}push(n){this.processors.push(n)}extend(n){this.processors.push(...n)}_call(n,a){for(let u of a)this.processors.forEach(l=>l(n,u))}[Symbol.iterator](){return this.processors.values()}}class LogitsProcessor extends Callable{_call(n,a){throw Error("`_call` should be implemented in a subclass")}}class ForceTokensLogitsProcessor extends LogitsProcessor{constructor(n){super(),this.force_token_map=Object.fromEntries(n??[])}_call(n,a){let u=this.force_token_map[n.length];return exists(u)&&(a.data.fill(-1/0),a.data[u]=0),a}}class ForcedBOSTokenLogitsProcessor extends LogitsProcessor{constructor(n){super(),this.bos_token_id=n}_call(n,a){return n.length===1&&(a.data.fill(-1/0),a.data[this.bos_token_id]=0),a}}class ForcedEOSTokenLogitsProcessor extends LogitsProcessor{constructor(n,a){super(),this.max_length=n,this.forced_eos_token_id=a}_call(n,a){}}class SuppressTokensAtBeginLogitsProcessor extends LogitsProcessor{constructor(n,a){super(),this.begin_suppress_tokens=n,this.begin_index=a}_call(n,a){if(n.length===this.begin_index)for(let u of this.begin_suppress_tokens)a.data[u]=-1/0;return a}}class WhisperTimeStampLogitsProcessor extends LogitsProcessor{constructor(n){super(),this.eos_token_id=n.eos_token_id,this.no_timestamps_token_id=n.no_timestamps_token_id,this.timestamp_begin=this.no_timestamps_token_id+1,this.begin_index=(n.forced_decoder_ids||[]).length+2,n.forced_decoder_ids.slice(-1)[0][1]===this.no_timestamps_token_id&&(this.begin_index-=1),this.max_initial_timestamp_index=n.max_initial_timestamp_index}_call(n,a){if(a.data[this.no_timestamps_token_id]=-1/0,n.length===this.begin_index-1)return a.data.fill(-1/0),a.data[this.timestamp_begin]=0,a;const u=n.slice(this.begin_index),l=u.length>=1&&u[u.length-1]>=this.timestamp_begin,p=u.length<2||u[u.length-2]>=this.timestamp_begin;if(l&&(p?a.data.subarray(this.timestamp_begin).fill(-1/0):a.data.subarray(0,this.eos_token_id).fill(-1/0)),n.length===this.begin_index&&this.max_initial_timestamp_index!==null){const c=this.timestamp_begin+this.max_initial_timestamp_index;a.data.subarray(c+1).fill(-1/0)}const s=log_softmax(a.data),h=Math.log(s.subarray(this.timestamp_begin).map(Math.exp).reduce((c,o)=>c+o)),f=max(s.subarray(0,this.timestamp_begin))[0];return h>f&&a.data.subarray(0,this.timestamp_begin).fill(-1/0),a}}class NoRepeatNGramLogitsProcessor extends LogitsProcessor{constructor(n){super(),this.no_repeat_ngram_size=n}getNgrams(n){const a=n.length,u=[];for(let p=0;p<a+1-this.no_repeat_ngram_size;++p){const s=[];for(let h=0;h<this.no_repeat_ngram_size;++h)s.push(n[p+h]);u.push(s)}const l=new Map;for(const p of u){const s=p.slice(0,p.length-1),h=JSON.stringify(s),f=l.get(h)??[];f.push(p[p.length-1]),l.set(h,f)}return l}getGeneratedNgrams(n,a){const u=a.slice(a.length+1-this.no_repeat_ngram_size,a.length);return n.get(JSON.stringify(u))??[]}calcBannedNgramTokens(n){const a=[];if(n.length+1<this.no_repeat_ngram_size)return a;{const u=this.getNgrams(n);return this.getGeneratedNgrams(u,n)}}_call(n,a){const u=this.calcBannedNgramTokens(n);for(const l of u)a.data[l]=-1/0;return a}}class RepetitionPenaltyLogitsProcessor extends LogitsProcessor{constructor(n){super(),this.penalty=n}_call(n,a){for(const u of n)a.data[u]<0?a.data[u]*=this.penalty:a.data[u]/=this.penalty;return a}}class GenerationConfig{constructor(n={}){this.max_length=n.max_length??20,this.max_new_tokens=n.max_new_tokens??null,this.min_length=n.min_length??0,this.min_new_tokens=n.min_new_tokens??null,this.early_stopping=n.early_stopping??!1,this.max_time=n.max_time??null,this.do_sample=n.do_sample??!1,this.num_beams=n.num_beams??1,this.num_beam_groups=n.num_beam_groups??1,this.penalty_alpha=n.penalty_alpha??null,this.use_cache=n.use_cache??!0,this.temperature=n.temperature??1,this.top_k=n.top_k??50,this.top_p=n.top_p??1,this.typical_p=n.typical_p??1,this.epsilon_cutoff=n.epsilon_cutoff??0,this.eta_cutoff=n.eta_cutoff??0,this.diversity_penalty=n.diversity_penalty??0,this.repetition_penalty=n.repetition_penalty??1,this.encoder_repetition_penalty=n.encoder_repetition_penalty??1,this.length_penalty=n.length_penalty??1,this.no_repeat_ngram_size=n.no_repeat_ngram_size??0,this.bad_words_ids=n.bad_words_ids??null,this.force_words_ids=n.force_words_ids??null,this.renormalize_logits=n.renormalize_logits??!1,this.constraints=n.constraints??null,this.forced_bos_token_id=n.forced_bos_token_id??null,this.forced_eos_token_id=n.forced_eos_token_id??null,this.remove_invalid_values=n.remove_invalid_values??!1,this.exponential_decay_length_penalty=n.exponential_decay_length_penalty??null,this.suppress_tokens=n.suppress_tokens??null,this.begin_suppress_tokens=n.begin_suppress_tokens??null,this.forced_decoder_ids=n.forced_decoder_ids??null,this.num_return_sequences=n.num_return_sequences??1,this.output_attentions=n.output_attentions??!1,this.output_hidden_states=n.output_hidden_states??!1,this.output_scores=n.output_scores??!1,this.return_dict_in_generate=n.return_dict_in_generate??!1,this.pad_token_id=n.pad_token_id??null,this.bos_token_id=n.bos_token_id??null,this.eos_token_id=n.eos_token_id??null,this.encoder_no_repeat_ngram_size=n.encoder_no_repeat_ngram_size??0,this.decoder_start_token_id=n.decoder_start_token_id??null,this.generation_kwargs=n.generation_kwargs??{}}}class Sampler extends Callable{constructor(n){super(),this.generation_config=n}_call(n,a=-1){return this.sample(n,a)}sample(n,a){throw Error("sample should be implemented in subclasses.")}getLogits(n,a){let u=n.dims.at(-1),l=n.data;if(a===-1)l=l.slice(-u);else{let p=a*u;l=l.slice(p,p+u)}return this.generation_config.temperature>0&&(l=l.map(p=>p/this.generation_config.temperature)),l}randomSelect(n){let a=n.reduce((l,p)=>l+p,0),u=Math.random()*a;for(let l=0;l<n.length;++l)if(u-=n[l],u<=0)return l;return 0}static getSampler(n){if(n.do_sample)return new MultinomialSampler(n);if(n.num_beams>1)return new BeamSearchSampler(n);if(n.num_return_sequences>1)throw Error(`num_return_sequences has to be 1 when doing greedy search, but is ${n.num_return_sequences}.`);return new GreedySampler(n)}}class GreedySampler extends Sampler{sample(n,a=-1){let u=this.getLogits(n,a);return[[max(u)[1],0]]}}class MultinomialSampler extends Sampler{sample(n,a=-1){let u=n.dims.at(-1);this.generation_config.top_k>0&&(u=Math.min(this.generation_config.top_k,u));const l=this.getLogits(n,a),p=getTopItems(l,u),s=softmax(p.map(h=>h[1]));return Array.from({length:this.generation_config.num_beams},()=>{const h=this.randomSelect(s);return[p[h][0],Math.log(s[h])]})}}class BeamSearchSampler extends Sampler{sample(n,a=-1){let u=n.dims.at(-1);this.generation_config.top_k>0&&(u=Math.min(this.generation_config.top_k,u));const l=this.getLogits(n,a),p=getTopItems(l,u),s=softmax(p.map(h=>h[1]));return Array.from({length:this.generation_config.num_beams},(h,f)=>[p[f][0],Math.log(s[f])])}}const{InferenceSession,Tensor:ONNXTensor}=ONNX;class ModelType{}class EncoderOnlyModelType extends ModelType{}class EncoderDecoderModelType extends ModelType{}class Seq2SeqModelType extends EncoderDecoderModelType{}class DecoderOnlyModelType extends ModelType{}const MODEL_TYPE_MAPPING=new Map,MODEL_CLASS_MAPPING=new Map;async function forward(_,n){return MODEL_TYPE_MAPPING.get(_.constructor.name)===DecoderOnlyModelType?await decoderForward(_,n):await encoderForward(_,n)}async function constructSession(_,n,a){let u=`onnx/${n}${a.quantized?"_quantized":""}.onnx`,l=await getModelFile(_,u,!0,a);try{return await InferenceSession.create(l,{executionProviders})}catch(p){if(executionProviders.length===1&&executionProviders[0]==="wasm")throw p;return console.warn(p),console.warn("Something went wrong during model construction (most likely a missing operation). Using `wasm` as a fallback. "),await InferenceSession.create(l,{executionProviders:["wasm"]})}}async function validateInputs(_,n){const a={},u=[];for(let s of _.inputNames)n[s]===void 0?u.push(s):a[s]=n[s];if(u.length>0)throw new Error(`An error occurred during model execution: "Missing the following inputs: ${u.join(", ")}.`);const l=Object.keys(n).length,p=_.inputNames.length;if(l>p){let s=Object.keys(n).filter(h=>!_.inputNames.includes(h));console.warn(`WARNING: Too many inputs were provided (${l} > ${p}). The following inputs will be ignored: "${s.join(", ")}".`)}return a}async function sessionRun(_,n){const a=await validateInputs(_,n);try{let u=await _.run(a);return u=replaceTensors(u),u}catch(u){throw console.error(`An error occurred during model execution: "${u}".`),console.error("Inputs given to model:",a),u}}function replaceTensors(_){for(let n in _)_[n]instanceof ONNXTensor?_[n]=new Tensor(_[n]):typeof _[n]=="object"&&replaceTensors(_[n]);return _}function toI64Tensor(_){if(_ instanceof Tensor)return _;if(_.length===0)throw Error("items must be non-empty");if(Array.isArray(_[0])){if(_.some(n=>n.length!==_[0].length))throw Error("Unable to create tensor, you should probably activate truncation and/or padding with 'padding=True' and/or 'truncation=True' to have batched tensors with the same length.");return new Tensor("int64",BigInt64Array.from(_.flat().map(n=>BigInt(n))),[_.length,_[0].length])}else return new Tensor("int64",BigInt64Array.from(_.map(n=>BigInt(n))),[1,_.length])}function prepareAttentionMask(_,n){let a=_.config.pad_token_id??null,u=_.config.eos_token_id??null;isIntegralNumber(u)&&(u=[u]);let l=n.indexOf(a)!==-1,p=u===null||!u.includes(a);if(l&&p){let s=BigInt64Array.from(n.data.map(h=>h!=a));return new Tensor("int64",s,n.dims)}else return new Tensor("int64",new BigInt64Array(n.data.length).fill(1n),n.dims)}function boolTensor(_){return new Tensor("bool",[_],[1])}async function seq2seqForward(_,n,{add_decoder_pkv:a=!0}={}){let{encoder_outputs:u,past_key_values:l}=n;u||(u=(await encoderForward(_,n)).last_hidden_state);let p={input_ids:n.decoder_input_ids,encoder_hidden_states:u,use_cache_branch:boolTensor(!!l)};_.decoder_merged_session.inputNames.includes("encoder_attention_mask")&&(p.encoder_attention_mask=n.attention_mask),_.addPastKeyValues(p,l,a);const s=await sessionRun(_.decoder_merged_session,p);let h=s.logits;l=_.getPastKeyValues(s,l);const f=_.getAttentions(s);return new Seq2SeqLMOutput({logits:h,past_key_values:l,encoder_outputs:u,...f})}function seq2seqStartBeams(_,n,a,u=!0){let l=[],p=0,s=_.config.decoder_start_token_id;Array.isArray(s)||(s=[s]);for(let h of n){h.dims=[1,...h.dims];let f={inputs:h,encoder_outputs:null,prev_model_outputs:null,output_token_ids:s,done:!1,score:0,id:p++};u&&(f.attention_mask=prepareAttentionMask(_,h)),l.push(f)}return l}async function seq2seqRunBeam(_,n,{input_name:a="input_ids"}={}){var p;let u={[a]:n.inputs,decoder_input_ids:toI64Tensor(n.output_token_ids.slice(-1)),encoder_outputs:n.encoder_outputs,past_key_values:(p=n.prev_model_outputs)==null?void 0:p.past_key_values};n.attention_mask&&(u.attention_mask=n.attention_mask);let l=await _.forward(u);return n.prev_model_outputs=l,n.encoder_outputs=l.encoder_outputs,l}async function encoderForward(_,n){let a={};for(let u of _.session.inputNames)a[u]=n[u];return await sessionRun(_.session,a)}async function decoderForward(_,n){let{input_ids:a,past_key_values:u,attention_mask:l}=n,p={input_ids:a,attention_mask:l??prepareAttentionMask(_,a),use_cache_branch:boolTensor(u!==null)};_.addPastKeyValues(p,u);let s=await sessionRun(_.session,p),h=s.logits;return u=_.getPastKeyValues(s,u),{logits:h,past_key_values:u}}function decoderStartBeams(_,n,a,u){let l=[],p=0;for(let s of n){let h=s.tolist().map(Number);s.dims=[1,...s.dims];let f;u?(f=u[p],f.dims=[1,...f.dims]):f=prepareAttentionMask(_,s);let c={input:s,model_input_ids:s,attention_mask:f,prev_model_outputs:null,output_token_ids:h,num_output_tokens:a,done:!1,score:0,id:p++};l.push(c)}return l}async function decoderRunBeam(_,n){var p;let a=new BigInt64Array(n.output_token_ids.length).fill(1n),u={input_ids:n.model_input_ids,attention_mask:new Tensor("int64",a,[1,a.length]),past_key_values:(p=n.prev_model_outputs)==null?void 0:p.past_key_values},l=await _.forward(u);return n.prev_model_outputs=l,l}function decoderUpdatebeam(_,n){_.output_token_ids=[..._.output_token_ids,n],_.model_input_ids=new Tensor("int64",[BigInt(n)],[1,1])}class PreTrainedModel extends Callable{constructor(n,a){super(),this.config=n,this.session=a}async dispose(){let n=[];for(let a of Object.keys(this)){let u=this[a];u instanceof InferenceSession&&n.push(u.handler.dispose())}return await Promise.all(n)}static async from_pretrained(n,{quantized:a=!0,progress_callback:u=null,config:l=null,cache_dir:p=null,local_files_only:s=!1,revision:h="main"}={}){let f={quantized:a,progress_callback:u,config:l,cache_dir:p,local_files_only:s,revision:h},c=MODEL_TYPE_MAPPING.get(this.name),o;if(c===DecoderOnlyModelType)o=await Promise.all([AutoConfig.from_pretrained(n,f),constructSession(n,"decoder_model_merged",f)]);else if(c===Seq2SeqModelType)o=await Promise.all([AutoConfig.from_pretrained(n,f),constructSession(n,"encoder_model",f),constructSession(n,"decoder_model_merged",f),getModelJSON(n,"generation_config.json",!1,f)]);else if(c===EncoderDecoderModelType)o=await Promise.all([AutoConfig.from_pretrained(n,f),constructSession(n,"encoder_model",f),constructSession(n,"decoder_model_merged",f)]);else if(c===EncoderOnlyModelType)o=await Promise.all([AutoConfig.from_pretrained(n,f),constructSession(n,"model",f)]);else throw console.warn("Malformed class definition.",this),Error(`Unable to load model: ${n}. Please report this bug at https://github.com/xenova/transformers.js/issues/new/choose.`);return new this(...o)}async _call(n){return await this.forward(n)}async forward(n){return await forward(this,n)}_get_logits_processor(n,a,u=null){const l=new LogitsProcessorList;if(n.repetition_penalty!==null&&n.repetition_penalty!==1&&l.push(new RepetitionPenaltyLogitsProcessor(n.repetition_penalty)),n.no_repeat_ngram_size!==null&&n.no_repeat_ngram_size>0&&l.push(new NoRepeatNGramLogitsProcessor(n.no_repeat_ngram_size)),n.forced_bos_token_id!==null&&l.push(new ForcedBOSTokenLogitsProcessor(n.forced_bos_token_id)),n.forced_eos_token_id!==null&&l.push(new ForcedEOSTokenLogitsProcessor(n.max_length,n.forced_eos_token_id)),n.begin_suppress_tokens!==null){let p=a>1||n.forced_bos_token_id===null?a:a+1;n.forced_decoder_ids!==null&&(p+=n.forced_decoder_ids[n.forced_decoder_ids.length-1][0]),l.push(new SuppressTokensAtBeginLogitsProcessor(n.begin_suppress_tokens,p))}return n.forced_decoder_ids!==null&&l.push(new ForceTokensLogitsProcessor(n.forced_decoder_ids)),u!==null&&l.extend(u),l}_get_generation_config(n){let a=new GenerationConfig;return"generation_config"in this&&Object.assign(a,this.generation_config),n!==null&&Object.assign(a,n),a}async generate(n,a=null,u=null,{inputs_attention_mask:l=null}={}){if(!(n instanceof Tensor)&&!isTypedArray(n)&&!Array.isArray(n))throw Error(`\`inputs\` must be a Tensor, TypedArray, or Array, but is "${n.constructor.name}".`);let p;if(this.config.is_encoder_decoder)p=0;else if(p=n instanceof Tensor?n.dims[0]:n.length,p===0)throw Error("Must supply a non-empty array of input token ids.");a=this._get_generation_config(a),u=u??new LogitsProcessorList,u=this._get_logits_processor(a,p,u);let s=1;const h=s+(a.max_new_tokens??1/0),f=Number.isInteger(a.max_length)&&(a.max_new_tokens??null)===null;let c=Sampler.getSampler(a),o=this.getStartBeams(n,s,l);for(;o.some(i=>!i.done)&&s<h;){let i=[];for(let d of o){if(d.done){i.push(d);continue}if(f&&d.output_token_ids.length>=a.max_length){d.done=!0,i.push(d);continue}let g=await this.runBeam(d);a.output_attentions&&this.addAttentionsToBeam(d,g),a.output_scores;let m=g.logits.slice(null,-1,null);u(d.output_token_ids,m);let b=c(m);for(let[y,w]of b){let v={...d};this.updateBeam(v,y),v.score+=w,y===this.config.eos_token_id&&(v.done=!0),i.push(v)}}++s,i=this.groupBeams(i).map(d=>d.sort((g,m)=>m.score-g.score).slice(0,a.num_beams)),o=i.flat(),a.callback_function&&a.callback_function(o)}const t=this.groupBeams(o),e=i=>t.map(d=>a.num_return_sequences>1?d.slice(0,a.num_return_sequences).map(g=>g[i]):[d[0][i]]).flat(),r=e("output_token_ids");if(a.return_dict_in_generate){const i=e("decoder_attentions"),d=e("cross_attentions");return{sequences:r,decoder_attentions:i,cross_attentions:d}}else return r}addAttentionsToBeam(n,a){if(this.config.is_encoder_decoder){if(!a.cross_attentions||a.cross_attentions.length===0)throw Error("`output_attentions` is true, but the model did not produce cross-attentions. This is most likely because the model was not exported with `output_attentions=True`.");n.cross_attentions||(n.cross_attentions=[]),n.cross_attentions.push(a.cross_attentions)}if(!a.decoder_attentions||a.decoder_attentions.length===0)throw Error("`output_attentions` is true, but the model did not produce decoder-attentions. This is most likely because the model was not exported with `output_attentions=True`.");n.decoder_attentions||(n.decoder_attentions=[]),n.decoder_attentions.push(a.decoder_attentions)}groupBeams(n){const a=Object.create(null);for(const u of n)a[u.id]===void 0?a[u.id]=[u]:a[u.id].push(u);return Object.values(a)}getPastKeyValues(n,a){const u=Object.create(null);for(const l in n)if(l.startsWith("present")){let p=l.replace("present","past_key_values");a&&l.includes("encoder")?u[p]=a[p]:u[p]=n[l]}return u}getAttentions(n){const a=Object.create(null);for(const u of["cross_attentions","decoder_attentions"]){const l=[];for(const p in n)if(p.startsWith(u)){const s=p.split(".").pop();l[s]=n[p]}a[u]=l}return a}addPastKeyValues(n,a,u=!1){if(a)Object.assign(n,a);else if(u){let l=[1,this.num_encoder_heads,0,this.encoder_dim_kv];for(let s=0;s<this.num_encoder_layers;++s)n[`past_key_values.${s}.encoder.key`]=new Tensor("float32",[],l),n[`past_key_values.${s}.encoder.value`]=new Tensor("float32",[],l);let p=[1,this.num_decoder_heads,0,this.decoder_dim_kv];for(let s=0;s<this.num_decoder_layers;++s)n[`past_key_values.${s}.decoder.key`]=new Tensor("float32",[],p),n[`past_key_values.${s}.decoder.value`]=new Tensor("float32",[],p)}else if(this.config.multi_query){let l=[1,0,2*this.dim_kv];for(let p=0;p<this.num_layers;++p)n[`past_key_values.${p}.key_value`]=new Tensor("float32",[],l)}else{let l=[1,this.num_heads,0,this.dim_kv];for(let p=0;p<this.num_layers;++p)n[`past_key_values.${p}.key`]=new Tensor("float32",[],l),n[`past_key_values.${p}.value`]=new Tensor("float32",[],l)}}}class ModelOutput{}class BertPreTrainedModel extends PreTrainedModel{}class BertModel extends BertPreTrainedModel{}class BertForMaskedLM extends BertPreTrainedModel{async _call(n){return new MaskedLMOutput(await super._call(n))}}class BertForSequenceClassification extends BertPreTrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class BertForTokenClassification extends BertPreTrainedModel{async _call(n){return new TokenClassifierOutput(await super._call(n))}}class BertForQuestionAnswering extends BertPreTrainedModel{async _call(n){return new QuestionAnsweringModelOutput(await super._call(n))}}class DistilBertPreTrainedModel extends PreTrainedModel{}class DistilBertModel extends DistilBertPreTrainedModel{}class DistilBertForSequenceClassification extends DistilBertPreTrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class DistilBertForTokenClassification extends DistilBertPreTrainedModel{async _call(n){return new TokenClassifierOutput(await super._call(n))}}class DistilBertForQuestionAnswering extends DistilBertPreTrainedModel{async _call(n){return new QuestionAnsweringModelOutput(await super._call(n))}}class DistilBertForMaskedLM extends DistilBertPreTrainedModel{async _call(n){return new MaskedLMOutput(await super._call(n))}}class MobileBertPreTrainedModel extends PreTrainedModel{}class MobileBertModel extends MobileBertPreTrainedModel{}class MobileBertForMaskedLM extends MobileBertPreTrainedModel{async _call(n){return new MaskedLMOutput(await super._call(n))}}class MobileBertForSequenceClassification extends MobileBertPreTrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class MobileBertForQuestionAnswering extends MobileBertPreTrainedModel{async _call(n){return new QuestionAnsweringModelOutput(await super._call(n))}}class MPNetPreTrainedModel extends PreTrainedModel{}class MPNetModel extends MPNetPreTrainedModel{}class MPNetForMaskedLM extends MPNetPreTrainedModel{async _call(n){return new MaskedLMOutput(await super._call(n))}}class MPNetForSequenceClassification extends MPNetPreTrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class MPNetForTokenClassification extends MPNetPreTrainedModel{async _call(n){return new TokenClassifierOutput(await super._call(n))}}class MPNetForQuestionAnswering extends MPNetPreTrainedModel{async _call(n){return new QuestionAnsweringModelOutput(await super._call(n))}}class SqueezeBertPreTrainedModel extends PreTrainedModel{}class SqueezeBertModel extends SqueezeBertPreTrainedModel{}class SqueezeBertForMaskedLM extends SqueezeBertPreTrainedModel{async _call(n){return new MaskedLMOutput(await super._call(n))}}class SqueezeBertForSequenceClassification extends SqueezeBertPreTrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class SqueezeBertForQuestionAnswering extends SqueezeBertPreTrainedModel{async _call(n){return new QuestionAnsweringModelOutput(await super._call(n))}}class AlbertPreTrainedModel extends PreTrainedModel{}class AlbertModel extends AlbertPreTrainedModel{}class AlbertForSequenceClassification extends AlbertPreTrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class AlbertForQuestionAnswering extends AlbertPreTrainedModel{async _call(n){return new QuestionAnsweringModelOutput(await super._call(n))}}class AlbertForMaskedLM extends AlbertPreTrainedModel{async _call(n){return new MaskedLMOutput(await super._call(n))}}class T5PreTrainedModel extends PreTrainedModel{}class T5Model extends T5PreTrainedModel{async generate(...n){throw Error("The current model class (T5Model) is not compatible with `.generate()`, as it doesn't have a language model head. Please use one of the following classes instead: {'T5ForConditionalGeneration'}")}}class T5ForConditionalGeneration extends T5PreTrainedModel{constructor(n,a,u,l){super(n,a),this.decoder_merged_session=u,this.generation_config=l,this.num_decoder_layers=this.config.num_decoder_layers,this.num_decoder_heads=this.config.num_heads,this.decoder_dim_kv=this.config.d_kv,this.num_encoder_layers=this.config.num_layers,this.num_encoder_heads=this.config.num_heads,this.encoder_dim_kv=this.config.d_kv}getStartBeams(n,a,...u){return seq2seqStartBeams(this,n)}async runBeam(n){return await seq2seqRunBeam(this,n)}updateBeam(n,a){n.output_token_ids=[...n.output_token_ids,a]}async forward(n){return await seq2seqForward(this,n)}}class MT5PreTrainedModel extends PreTrainedModel{}class MT5Model extends MT5PreTrainedModel{async generate(...n){throw Error("The current model class (MT5Model) is not compatible with `.generate()`, as it doesn't have a language model head. Please use one of the following classes instead: {'MT5ForConditionalGeneration'}")}}class MT5ForConditionalGeneration extends MT5PreTrainedModel{constructor(n,a,u,l){super(n,a),this.decoder_merged_session=u,this.generation_config=l,this.num_decoder_layers=this.config.num_decoder_layers,this.num_decoder_heads=this.config.num_heads,this.decoder_dim_kv=this.config.d_kv,this.num_encoder_layers=this.config.num_layers,this.num_encoder_heads=this.config.num_heads,this.encoder_dim_kv=this.config.d_kv}getStartBeams(n,a,...u){return seq2seqStartBeams(this,n)}async runBeam(n){return await seq2seqRunBeam(this,n)}updateBeam(n,a){n.output_token_ids=[...n.output_token_ids,a]}async forward(n){return await seq2seqForward(this,n)}}class BartPretrainedModel extends PreTrainedModel{}class BartModel extends BartPretrainedModel{async generate(...n){throw Error("The current model class (BartModel) is not compatible with `.generate()`, as it doesn't have a language model head. Please use one of the following classes instead: {'BartForConditionalGeneration'}")}}class BartForConditionalGeneration extends BartPretrainedModel{constructor(n,a,u,l){super(n,a),this.decoder_merged_session=u,this.generation_config=l,this.num_decoder_layers=this.config.decoder_layers,this.num_decoder_heads=this.config.decoder_attention_heads,this.decoder_dim_kv=this.config.d_model/this.num_decoder_heads,this.num_encoder_layers=this.config.encoder_layers,this.num_encoder_heads=this.config.encoder_attention_heads,this.encoder_dim_kv=this.config.d_model/this.num_encoder_heads}getStartBeams(n,a,...u){return seq2seqStartBeams(this,n)}async runBeam(n){return await seq2seqRunBeam(this,n)}updateBeam(n,a){n.output_token_ids=[...n.output_token_ids,a]}async forward(n){return await seq2seqForward(this,n)}}class BartForSequenceClassification extends BartPretrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class RobertaPreTrainedModel extends PreTrainedModel{}class RobertaModel extends RobertaPreTrainedModel{}class RobertaForMaskedLM extends RobertaPreTrainedModel{async _call(n){return new MaskedLMOutput(await super._call(n))}}class RobertaForSequenceClassification extends RobertaPreTrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class RobertaForTokenClassification extends RobertaPreTrainedModel{async _call(n){return new TokenClassifierOutput(await super._call(n))}}class RobertaForQuestionAnswering extends RobertaPreTrainedModel{async _call(n){return new QuestionAnsweringModelOutput(await super._call(n))}}class XLMRobertaPreTrainedModel extends PreTrainedModel{}class XLMRobertaModel extends XLMRobertaPreTrainedModel{}class XLMRobertaForMaskedLM extends XLMRobertaPreTrainedModel{async _call(n){return new MaskedLMOutput(await super._call(n))}}class XLMRobertaForSequenceClassification extends XLMRobertaPreTrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class XLMRobertaForTokenClassification extends XLMRobertaPreTrainedModel{async _call(n){return new TokenClassifierOutput(await super._call(n))}}class XLMRobertaForQuestionAnswering extends XLMRobertaPreTrainedModel{async _call(n){return new QuestionAnsweringModelOutput(await super._call(n))}}class WhisperPreTrainedModel extends PreTrainedModel{}class WhisperModel extends WhisperPreTrainedModel{async generate(...n){throw Error("The current model class (WhisperModel) is not compatible with `.generate()`, as it doesn't have a language model head. Please use one of the following classes instead: {'WhisperForConditionalGeneration'}")}}class WhisperForConditionalGeneration extends WhisperPreTrainedModel{constructor(n,a,u,l){super(n,a),this.decoder_merged_session=u,this.generation_config=l,this.num_decoder_layers=this.config.decoder_layers,this.num_decoder_heads=this.config.decoder_attention_heads,this.decoder_dim_kv=this.config.d_model/this.num_decoder_heads,this.num_encoder_layers=this.config.encoder_layers,this.num_encoder_heads=this.config.encoder_attention_heads,this.encoder_dim_kv=this.config.d_model/this.num_encoder_heads}async generate(n,a=null,u=null){if(a=this._get_generation_config(a),a.return_timestamps??(a.return_timestamps=!1),a.return_timestamps&&(u=[new WhisperTimeStampLogitsProcessor(a)]),a.return_token_timestamps&&(a.output_attentions=!0,a.return_dict_in_generate=!0,a.task==="translate"&&console.warn("Token-level timestamps may not be reliable for task 'translate'."),!a.alignment_heads))throw new Error("Model generation config has no `alignment_heads`, token-level timestamps not available. See https://gist.github.com/hollance/42e32852f24243b748ae6bc1f985b13a on how to add this property to the generation config.");const l=await super.generate(n,a,u);return a.return_token_timestamps&&a.alignment_heads&&(l.token_timestamps=this._extract_token_timestamps(l,a.alignment_heads)),l}getStartBeams(n,a,...u){return seq2seqStartBeams(this,n,a,!1)}async runBeam(n){return await seq2seqRunBeam(this,n,{input_name:"input_features"})}updateBeam(n,a){n.output_token_ids=[...n.output_token_ids,a]}async forward(n){return await seq2seqForward(this,n)}_extract_token_timestamps(n,a,u=.02){if(!n.cross_attentions)throw new Error("Model outputs must contain cross attentions to extract timestamps. This is most likely because the model was not exported with `output_attentions=True`.");let l=this.config.median_filter_width;l===void 0&&(console.warn("Model config has no `median_filter_width`, using default value of 7."),l=7);const p=n.cross_attentions.map(f=>{let c=Array.from({length:this.config.decoder_layers},(d,g)=>cat(f.map(m=>m[g]),2)),o=stack(a.map(([d,g])=>c[d].slice(null,g)));o=o.transpose(1,0,2,3);let[t,e]=std_mean(o,-2,0,!0),r=o.clone();for(let d=0;d<r.dims[0];++d){let g=r[d];for(let m=0;m<g.dims[0];++m){let b=g[m];const y=t[d][m][0],w=e[d][m][0];for(let v=0;v<b.dims[0];++v){let S=b[v];for(let A=0;A<S.data.length;++A)S.data[A]=(S.data[A]-w.data[A])/y.data[A];S.data.set(medianFilter(S.data,l))}}}return mean(r,1)}),s=[n.sequences.length,n.sequences[0].length],h=new Tensor("float32",new Float32Array(s[0]*s[1]),s);for(let f=0;f<s[0];++f){const c=p[f].neg().squeeze_(0);let[o,t]=dynamicTimeWarping(c),e=Array.from({length:o.length-1},(d,g)=>o[g+1]-o[g]),r=mergeArrays([1],e).map(d=>!!d),i=[];for(let d=0;d<r.length;++d)r[d]&&i.push(t[d]*u);h[f].data.set(i,1)}return h}}class VisionEncoderDecoderModel extends PreTrainedModel{constructor(n,a,u){super(n,a),this.decoder_merged_session=u,this.num_layers=this.config.decoder.n_layer,this.num_heads=this.config.decoder.n_head,this.dim_kv=this.config.decoder.n_embd/this.num_heads}getStartBeams(n,a,...u){return seq2seqStartBeams(this,n)}async runBeam(n){return seq2seqRunBeam(this,n,{input_name:"pixel_values"})}updateBeam(n,a){n.output_token_ids=[...n.output_token_ids,a]}async forward(n){return await seq2seqForward(this,n,{add_decoder_pkv:!1})}}class CLIPPreTrainedModel extends PreTrainedModel{}class CLIPModel extends CLIPPreTrainedModel{}class GPT2PreTrainedModel extends PreTrainedModel{constructor(n,a){super(n,a),this.config.pad_token_id=this.config.eos_token_id,this.num_heads=this.config.n_head,this.num_layers=this.config.n_layer,this.dim_kv=this.config.n_embd/this.num_heads}}class GPT2Model extends GPT2PreTrainedModel{async generate(...n){throw Error("The current model class (GPT2Model) is not compatible with `.generate()`, as it doesn't have a language model head. Please use one of the following classes instead: {'GPT2LMHeadModel'}")}}class GPT2LMHeadModel extends GPT2PreTrainedModel{getStartBeams(n,a,u){return decoderStartBeams(this,n,a,u)}async runBeam(n){return await decoderRunBeam(this,n)}updateBeam(n,a){return decoderUpdatebeam(n,a)}async forward(n){return await decoderForward(this,n)}}class GPTNeoPreTrainedModel extends PreTrainedModel{constructor(n,a){super(n,a),this.config.pad_token_id=this.config.eos_token_id,this.num_heads=this.config.num_heads,this.num_layers=this.config.num_layers,this.dim_kv=this.config.hidden_size/this.num_heads}}class GPTNeoModel extends GPTNeoPreTrainedModel{async generate(...n){throw Error("The current model class (GPTNeoModel) is not compatible with `.generate()`, as it doesn't have a language model head. Please use one of the following classes instead: {'GPTNeoForCausalLM'}")}}class GPTNeoForCausalLM extends GPTNeoPreTrainedModel{getStartBeams(n,a,u){return decoderStartBeams(this,n,a,u)}async runBeam(n){return await decoderRunBeam(this,n)}updateBeam(n,a){return decoderUpdatebeam(n,a)}async forward(n){return await decoderForward(this,n)}}class GPTBigCodePreTrainedModel extends PreTrainedModel{constructor(n,a){super(n,a),this.config.pad_token_id=this.config.eos_token_id,this.num_heads=this.config.n_head,this.num_layers=this.config.n_layer,this.dim_kv=this.config.n_embd/this.num_heads}}class GPTBigCodeModel extends GPTBigCodePreTrainedModel{async generate(...n){throw Error("The current model class (GPTBigCodeModel) is not compatible with `.generate()`, as it doesn't have a language model head. Please use one of the following classes instead: {'GPTBigCodeForCausalLM'}")}}class GPTBigCodeForCausalLM extends GPTBigCodePreTrainedModel{getStartBeams(n,a,u){return decoderStartBeams(this,n,a,u)}async runBeam(n){return await decoderRunBeam(this,n)}updateBeam(n,a){return decoderUpdatebeam(n,a)}async forward(n){return await decoderForward(this,n)}}class CodeGenPreTrainedModel extends PreTrainedModel{constructor(n,a){super(n,a),this.config.pad_token_id=this.config.eos_token_id,this.num_heads=this.config.n_head,this.num_layers=this.config.n_layer,this.dim_kv=this.config.n_embd/this.num_heads}}class CodeGenModel extends CodeGenPreTrainedModel{async generate(...n){throw Error("The current model class (CodeGenModel) is not compatible with `.generate()`, as it doesn't have a language model head. Please use one of the following classes instead: {'CodeGenForCausalLM'}")}}class CodeGenForCausalLM extends CodeGenPreTrainedModel{getStartBeams(n,a,u){return decoderStartBeams(this,n,a,u)}async runBeam(n){return await decoderRunBeam(this,n)}updateBeam(n,a){return decoderUpdatebeam(n,a)}async forward(n){return await decoderForward(this,n)}}class ViTPreTrainedModel extends PreTrainedModel{}class ViTForImageClassification extends ViTPreTrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class MobileViTPreTrainedModel extends PreTrainedModel{}class MobileViTForImageClassification extends MobileViTPreTrainedModel{async _call(n){return new SequenceClassifierOutput(await super._call(n))}}class DetrPreTrainedModel extends PreTrainedModel{}class DetrForObjectDetection extends DetrPreTrainedModel{async _call(n){return new DetrObjectDetectionOutput(await super._call(n))}}class DetrForSegmentation extends DetrPreTrainedModel{async _call(n){return new DetrSegmentationOutput(await super._call(n))}}class DetrObjectDetectionOutput extends ModelOutput{constructor({logits:n,pred_boxes:a}){super(),this.logits=n,this.pred_boxes=a}}class DetrSegmentationOutput extends ModelOutput{constructor({logits:n,pred_boxes:a,pred_masks:u}){super(),this.logits=n,this.pred_boxes=a,this.pred_masks=u}}class SamPreTrainedModel extends PreTrainedModel{}class SamModel extends SamPreTrainedModel{async _call(n){return new SamImageSegmentationOutput(await super._call(n))}}class SamImageSegmentationOutput extends ModelOutput{constructor({iou_scores:n,pred_masks:a}){super(),this.iou_scores=n,this.pred_masks=a}}class MarianPreTrainedModel extends PreTrainedModel{}class MarianModel extends MarianPreTrainedModel{async generate(...n){throw Error("The current model class (MarianModel) is not compatible with `.generate()`, as it doesn't have a language model head. Please use one of the following classes instead: {'MarianMTModel'}")}}class MarianMTModel extends MarianPreTrainedModel{constructor(n,a,u,l){super(n,a),this.decoder_merged_session=u,this.generation_config=l,this.num_decoder_layers=this.config.decoder_layers,this.num_decoder_heads=this.config.decoder_attention_heads,this.decoder_dim_kv=this.config.d_model/this.num_decoder_heads,this.num_encoder_layers=this.config.encoder_layers,this.num_encoder_heads=this.config.encoder_attention_heads,this.encoder_dim_kv=this.config.d_model/this.num_encoder_heads}getStartBeams(n,a,...u){return seq2seqStartBeams(this,n)}async runBeam(n){return await seq2seqRunBeam(this,n)}updateBeam(n,a){n.output_token_ids=[...n.output_token_ids,a]}async forward(n){return await seq2seqForward(this,n)}}class M2M100PreTrainedModel extends PreTrainedModel{}class M2M100Model extends M2M100PreTrainedModel{async generate(...n){throw Error("The current model class (M2M100Model) is not compatible with `.generate()`, as it doesn't have a language model head. Please use one of the following classes instead: {'M2M100ForConditionalGeneration'}")}}class M2M100ForConditionalGeneration extends M2M100PreTrainedModel{constructor(n,a,u,l){super(n,a),this.decoder_merged_session=u,this.generation_config=l,this.num_decoder_layers=this.config.decoder_layers,this.num_decoder_heads=this.config.decoder_attention_heads,this.decoder_dim_kv=this.config.d_model/this.num_decoder_heads,this.num_encoder_layers=this.config.encoder_layers,this.num_encoder_heads=this.config.encoder_attention_heads,this.encoder_dim_kv=this.config.d_model/this.num_encoder_heads}getStartBeams(n,a,...u){return seq2seqStartBeams(this,n)}async runBeam(n){return await seq2seqRunBeam(this,n)}updateBeam(n,a){n.output_token_ids=[...n.output_token_ids,a]}async forward(n){return await seq2seqForward(this,n)}}class PretrainedMixin{static async from_pretrained(n,{quantized:a=!0,progress_callback:u=null,config:l=null,cache_dir:p=null,local_files_only:s=!1,revision:h="main"}={}){let f={quantized:a,progress_callback:u,config:l,cache_dir:p,local_files_only:s,revision:h};if(l=await AutoConfig.from_pretrained(n,f),f.config||(f.config=l),!this.MODEL_CLASS_MAPPINGS)throw new Error("`MODEL_CLASS_MAPPINGS` not implemented for this type of `AutoClass`: "+this.name);let c;for(let o of this.MODEL_CLASS_MAPPINGS)if(c=o.get(l.model_type),!!c)return await c.from_pretrained(n,f);if(this.BASE_IF_FAIL)return console.warn(`Unknown model class "${l.model_type}", attempting to construct from base class.`),await PreTrainedModel.from_pretrained(n,f);throw Error(`Unsupported model type: ${l.model_type}`)}}Ie(PretrainedMixin,"MODEL_CLASS_MAPPINGS",null),Ie(PretrainedMixin,"BASE_IF_FAIL",!1);const MODEL_MAPPING_NAMES_ENCODER_ONLY=new Map([["bert",BertModel],["mpnet",MPNetModel],["albert",AlbertModel],["distilbert",DistilBertModel],["roberta",RobertaModel],["xlm-roberta",XLMRobertaModel],["clip",CLIPModel],["mobilebert",MobileBertModel],["squeezebert",SqueezeBertModel],["sam",SamModel]]),MODEL_MAPPING_NAMES_ENCODER_DECODER=new Map([["t5",T5Model],["mt5",MT5Model],["bart",BartModel],["marian",MarianModel],["whisper",WhisperModel],["m2m_100",M2M100Model]]),MODEL_MAPPING_NAMES_DECODER_ONLY=new Map([["gpt2",GPT2Model],["gpt_bigcode",GPTBigCodeModel],["gpt_neo",GPTNeoModel],["codegen",CodeGenModel]]),MODEL_FOR_SEQUENCE_CLASSIFICATION_MAPPING_NAMES=new Map([["bert",BertForSequenceClassification],["mpnet",MPNetForSequenceClassification],["albert",AlbertForSequenceClassification],["distilbert",DistilBertForSequenceClassification],["roberta",RobertaForSequenceClassification],["xlm-roberta",XLMRobertaForSequenceClassification],["bart",BartForSequenceClassification],["mobilebert",MobileBertForSequenceClassification],["squeezebert",SqueezeBertForSequenceClassification]]),MODEL_FOR_TOKEN_CLASSIFICATION_MAPPING_NAMES=new Map([["bert",BertForTokenClassification],["mpnet",MPNetForTokenClassification],["distilbert",DistilBertForTokenClassification],["roberta",RobertaForTokenClassification],["xlm-roberta",XLMRobertaForTokenClassification]]),MODEL_FOR_SEQ_2_SEQ_MAPPING_NAMES=new Map([["t5",T5ForConditionalGeneration],["mt5",MT5ForConditionalGeneration],["bart",BartForConditionalGeneration],["whisper",WhisperForConditionalGeneration],["marian",MarianMTModel],["m2m_100",M2M100ForConditionalGeneration]]),MODEL_WITH_LM_HEAD_MAPPING_NAMES=new Map([["gpt2",GPT2LMHeadModel],["gpt_bigcode",GPTBigCodeForCausalLM],["gpt_neo",GPTNeoForCausalLM],["codegen",CodeGenForCausalLM]]),MODEL_FOR_MASKED_LM_MAPPING_NAMES=new Map([["bert",BertForMaskedLM],["mpnet",MPNetForMaskedLM],["albert",AlbertForMaskedLM],["distilbert",DistilBertForMaskedLM],["roberta",RobertaForMaskedLM],["xlm-roberta",XLMRobertaForMaskedLM],["mobilebert",MobileBertForMaskedLM],["squeezebert",SqueezeBertForMaskedLM]]),MODEL_FOR_QUESTION_ANSWERING_MAPPING_NAMES=new Map([["bert",BertForQuestionAnswering],["mpnet",MPNetForQuestionAnswering],["albert",AlbertForQuestionAnswering],["distilbert",DistilBertForQuestionAnswering],["roberta",RobertaForQuestionAnswering],["xlm-roberta",XLMRobertaForQuestionAnswering],["mobilebert",MobileBertForQuestionAnswering],["squeezebert",SqueezeBertForQuestionAnswering]]),MODEL_FOR_VISION_2_SEQ_MAPPING_NAMES=new Map([["vision-encoder-decoder",VisionEncoderDecoderModel]]),MODEL_FOR_IMAGE_CLASSIFICATION_MAPPING_NAMES=new Map([["vit",ViTForImageClassification],["mobilevit",MobileViTForImageClassification]]),MODEL_FOR_OBJECT_DETECTION_MAPPING_NAMES=new Map([["detr",DetrForObjectDetection]]),MODEL_FOR_IMAGE_SEGMENTATION_MAPPING_NAMES=new Map([["detr",DetrForSegmentation]]),MODEL_FOR_MASK_GENERATION_MAPPING_NAMES=new Map([["sam",SamModel]]),MODEL_CLASS_TYPE_MAPPING=[[MODEL_MAPPING_NAMES_ENCODER_ONLY,EncoderOnlyModelType],[MODEL_MAPPING_NAMES_ENCODER_DECODER,EncoderDecoderModelType],[MODEL_MAPPING_NAMES_DECODER_ONLY,DecoderOnlyModelType],[MODEL_FOR_SEQUENCE_CLASSIFICATION_MAPPING_NAMES,EncoderOnlyModelType],[MODEL_FOR_TOKEN_CLASSIFICATION_MAPPING_NAMES,EncoderOnlyModelType],[MODEL_FOR_SEQ_2_SEQ_MAPPING_NAMES,Seq2SeqModelType],[MODEL_WITH_LM_HEAD_MAPPING_NAMES,DecoderOnlyModelType],[MODEL_FOR_MASKED_LM_MAPPING_NAMES,EncoderOnlyModelType],[MODEL_FOR_QUESTION_ANSWERING_MAPPING_NAMES,EncoderOnlyModelType],[MODEL_FOR_VISION_2_SEQ_MAPPING_NAMES,EncoderDecoderModelType],[MODEL_FOR_IMAGE_CLASSIFICATION_MAPPING_NAMES,EncoderOnlyModelType],[MODEL_FOR_IMAGE_SEGMENTATION_MAPPING_NAMES,EncoderOnlyModelType],[MODEL_FOR_OBJECT_DETECTION_MAPPING_NAMES,EncoderOnlyModelType],[MODEL_FOR_MASK_GENERATION_MAPPING_NAMES,EncoderOnlyModelType]];for(let[_,n]of MODEL_CLASS_TYPE_MAPPING)for(let[a,u]of _.entries())MODEL_TYPE_MAPPING.set(u.name,n),MODEL_CLASS_MAPPING.set(u.name,a);class AutoModel extends PretrainedMixin{}Ie(AutoModel,"MODEL_CLASS_MAPPINGS",[MODEL_MAPPING_NAMES_ENCODER_ONLY,MODEL_MAPPING_NAMES_ENCODER_DECODER,MODEL_MAPPING_NAMES_DECODER_ONLY]),Ie(AutoModel,"BASE_IF_FAIL",!0);class AutoModelForSequenceClassification extends PretrainedMixin{}Ie(AutoModelForSequenceClassification,"MODEL_CLASS_MAPPINGS",[MODEL_FOR_SEQUENCE_CLASSIFICATION_MAPPING_NAMES]);class AutoModelForTokenClassification extends PretrainedMixin{}Ie(AutoModelForTokenClassification,"MODEL_CLASS_MAPPINGS",[MODEL_FOR_TOKEN_CLASSIFICATION_MAPPING_NAMES]);class AutoModelForSeq2SeqLM extends PretrainedMixin{}Ie(AutoModelForSeq2SeqLM,"MODEL_CLASS_MAPPINGS",[MODEL_FOR_SEQ_2_SEQ_MAPPING_NAMES]);class AutoModelForCausalLM extends PretrainedMixin{}Ie(AutoModelForCausalLM,"MODEL_CLASS_MAPPINGS",[MODEL_WITH_LM_HEAD_MAPPING_NAMES]);class AutoModelForMaskedLM extends PretrainedMixin{}Ie(AutoModelForMaskedLM,"MODEL_CLASS_MAPPINGS",[MODEL_FOR_MASKED_LM_MAPPING_NAMES]);class AutoModelForQuestionAnswering extends PretrainedMixin{}Ie(AutoModelForQuestionAnswering,"MODEL_CLASS_MAPPINGS",[MODEL_FOR_QUESTION_ANSWERING_MAPPING_NAMES]);class AutoModelForVision2Seq extends PretrainedMixin{}Ie(AutoModelForVision2Seq,"MODEL_CLASS_MAPPINGS",[MODEL_FOR_VISION_2_SEQ_MAPPING_NAMES]);class AutoModelForImageClassification extends PretrainedMixin{}Ie(AutoModelForImageClassification,"MODEL_CLASS_MAPPINGS",[MODEL_FOR_IMAGE_CLASSIFICATION_MAPPING_NAMES]);class AutoModelForImageSegmentation extends PretrainedMixin{}Ie(AutoModelForImageSegmentation,"MODEL_CLASS_MAPPINGS",[MODEL_FOR_IMAGE_SEGMENTATION_MAPPING_NAMES]);class AutoModelForObjectDetection extends PretrainedMixin{}Ie(AutoModelForObjectDetection,"MODEL_CLASS_MAPPINGS",[MODEL_FOR_OBJECT_DETECTION_MAPPING_NAMES]);class Seq2SeqLMOutput extends ModelOutput{constructor({logits:n,past_key_values:a,encoder_outputs:u,decoder_attentions:l=null,cross_attentions:p=null}){super(),this.logits=n,this.past_key_values=a,this.encoder_outputs=u,this.decoder_attentions=l,this.cross_attentions=p}}class SequenceClassifierOutput extends ModelOutput{constructor({logits:n}){super(),this.logits=n}}class TokenClassifierOutput extends ModelOutput{constructor({logits:n}){super(),this.logits=n}}class MaskedLMOutput extends ModelOutput{constructor({logits:n}){super(),this.logits=n}}class QuestionAnsweringModelOutput extends ModelOutput{constructor({start_logits:n,end_logits:a}){super(),this.start_logits=n,this.end_logits=a}}const BROWSER_ENV=typeof self<"u";let createCanvasFunction,ImageDataClass,loadImageFunction;if(BROWSER_ENV)createCanvasFunction=(_,n)=>{if(!self.OffscreenCanvas)throw new Error("OffscreenCanvas not supported by this browser.");return new self.OffscreenCanvas(_,n)},loadImageFunction=self.createImageBitmap,ImageDataClass=self.ImageData;else if(fs)loadImageFunction=async _=>{const a=(await _.metadata()).channels;let{data:u,info:l}=await _.raw().toBuffer({resolveWithObject:!0});const p=new RawImage(new Uint8ClampedArray(u),l.width,l.height,l.channels);return a!==void 0&&a!==l.channels&&p.convert(a),p};else throw new Error("Unable to load image processing library.");const RESAMPLING_MAPPING={0:"nearest",1:"lanczos",2:"bilinear",3:"bicubic",4:"box",5:"hamming"};class RawImage{constructor(n,a,u,l){this._update(n,a,u,l)}static async read(n){if(n instanceof RawImage)return n;if(isString(n)||n instanceof URL)return await this.fromURL(n);throw new Error(`Unsupported input type: ${typeof n}`)}static async fromURL(n){let u=await(await getFile(n)).blob();return this.fromBlob(u)}static async fromBlob(n){if(BROWSER_ENV){let a=await loadImageFunction(n);const u=createCanvasFunction(a.width,a.height).getContext("2d");return u.drawImage(a,0,0),new this(u.getImageData(0,0,a.width,a.height).data,a.width,a.height,4)}else{let a=fs(await n.arrayBuffer());return await loadImageFunction(a)}}grayscale(){if(this.channels===1)return this;let n=new Uint8ClampedArray(this.width*this.height*1);switch(this.channels){case 3:case 4:for(let a=0,u=0;a<this.data.length;a+=this.channels){const l=this.data[a],p=this.data[a+1],s=this.data[a+2];n[u++]=Math.round(.2989*l+.587*p+.114*s)}break;default:throw new Error(`Conversion failed due to unsupported number of channels: ${this.channels}`)}return this._update(n,this.width,this.height,1)}rgb(){if(this.channels===3)return this;let n=new Uint8ClampedArray(this.width*this.height*3);switch(this.channels){case 1:for(let a=0,u=0;a<this.data.length;++a)n[u++]=this.data[a],n[u++]=this.data[a],n[u++]=this.data[a];break;case 4:for(let a=0,u=0;a<this.data.length;a+=4)n[u++]=this.data[a],n[u++]=this.data[a+1],n[u++]=this.data[a+2];break;default:throw new Error(`Conversion failed due to unsupported number of channels: ${this.channels}`)}return this._update(n,this.width,this.height,3)}rgba(){if(this.channels===4)return this;let n=new Uint8ClampedArray(this.width*this.height*4);switch(this.channels){case 1:for(let a=0,u=0;a<this.data.length;++a)n[u++]=this.data[a],n[u++]=this.data[a],n[u++]=this.data[a],n[u++]=255;break;case 3:for(let a=0,u=0;a<this.data.length;a+=3)n[u++]=this.data[a],n[u++]=this.data[a+1],n[u++]=this.data[a+2],n[u++]=255;break;default:throw new Error(`Conversion failed due to unsupported number of channels: ${this.channels}`)}return this._update(n,this.width,this.height,4)}async resize(n,a,{resample:u=2}={}){let l=RESAMPLING_MAPPING[u]??u;if(BROWSER_ENV){let p=this.channels,s=this.toCanvas();const h=createCanvasFunction(n,a).getContext("2d");return h.drawImage(s,0,0,n,a),new RawImage(h.getImageData(0,0,n,a).data,n,a,4).convert(p)}else{let p=fs(this.data,{raw:{width:this.width,height:this.height,channels:this.channels}});switch(l){case"box":case"hamming":(l==="box"||l==="hamming")&&(console.warn(`Resampling method ${l} is not yet supported. Using bilinear instead.`),l="bilinear");case"nearest":case"bilinear":case"bicubic":p=p.affine([n/this.width,0,0,a/this.height],{interpolator:l});break;case"lanczos":p=p.resize({width:n,height:a,fit:"fill",kernel:"lanczos3"});break;default:throw new Error(`Resampling method ${l} is not supported.`)}return await loadImageFunction(p)}}async pad([n,a,u,l]){if(n=Math.max(n,0),a=Math.max(a,0),u=Math.max(u,0),l=Math.max(l,0),n===0&&a===0&&u===0&&l===0)return this;if(BROWSER_ENV){let p=this.channels,s=this.toCanvas(),h=this.width+n+a,f=this.height+u+l;const c=createCanvasFunction(h,f).getContext("2d");return c.drawImage(s,0,0,this.width,this.height,n,u,h,f),new RawImage(c.getImageData(0,0,h,f).data,h,f,4).convert(p)}else{let p=fs(this.data,{raw:{width:this.width,height:this.height,channels:this.channels}}).extend({left:n,right:a,top:u,bottom:l});return await loadImageFunction(p)}}async center_crop(n,a){if(this.width===n&&this.height===a)return this;let u=(this.width-n)/2,l=(this.height-a)/2;if(BROWSER_ENV){let p=this.channels,s=this.toCanvas();const h=createCanvasFunction(n,a).getContext("2d");let f=0,c=0,o=0,t=0;return u>=0?f=u:o=-u,l>=0?c=l:t=-l,h.drawImage(s,f,c,n,a,o,t,n,a),new RawImage(h.getImageData(0,0,n,a).data,n,a,4).convert(p)}else{let p=fs(this.data,{raw:{width:this.width,height:this.height,channels:this.channels}});if(u>=0&&l>=0)p=p.extract({left:Math.floor(u),top:Math.floor(l),width:n,height:a});else if(u<=0&&l<=0){let s=Math.floor(-l),h=Math.floor(-u);p=p.extend({top:s,left:h,right:n-this.width-h,bottom:a-this.height-s})}else{let s=[0,0],h=0;l<0?(s[0]=Math.floor(-l),s[1]=a-this.height-s[0]):h=Math.floor(l);let f=[0,0],c=0;u<0?(f[0]=Math.floor(-u),f[1]=n-this.width-f[0]):c=Math.floor(u),p=p.extend({top:s[0],bottom:s[1],left:f[0],right:f[1]}).extract({left:c,top:h,width:n,height:a})}return await loadImageFunction(p)}}toCanvas(){let n=this.clone().rgba(),a=createCanvasFunction(n.width,n.height),u=new ImageDataClass(n.data,n.width,n.height);return a.getContext("2d").putImageData(u,0,0),a}_update(n,a,u,l=null){return this.data=n,this.width=a,this.height=u,l!==null&&(this.channels=l),this}clone(){return new RawImage(this.data.slice(),this.width,this.height,this.channels)}convert(n){if(this.channels===n)return this;switch(n){case 1:this.grayscale();break;case 3:this.rgb();break;case 4:this.rgba();break;default:throw new Error(`Conversion failed due to unsupported number of channels: ${this.channels}`)}return this}save(n,a="image/png"){if(!env.useFS)throw new Error("Unable to save the image because filesystem is disabled in this environment.");const l=this.toCanvas().toBuffer(a);fs.writeFileSync(n,l)}}async function read_audio(_,n){if(typeof AudioContext>"u")throw Error("Unable to load audio from path/URL since `AudioContext` is not available in your environment. Instead, audio data should be passed directly to the pipeline/processor. For more information and some example code, see https://huggingface.co/docs/transformers.js/tutorials/node-audio-processing.");const a=await(await getFile(_)).arrayBuffer(),u=new AudioContext({sampleRate:n});typeof n>"u"&&console.warn(`No sampling rate provided, using default of ${u.sampleRate}Hz.`);const l=await u.decodeAudioData(a);let p;if(l.numberOfChannels===2){const s=Math.sqrt(2);let h=l.getChannelData(0),f=l.getChannelData(1);p=new Float32Array(h.length);for(let c=0;c<l.length;++c)p[c]=s*(h[c]+f[c])/2}else p=l.getChannelData(0);return p}function getMelFilters(_,n,a=128){a=Math.floor(a);const u=Math.floor(1+n/2),l=new Array(a),p=rfftfreq(n,1/_),s=0,c=(45.245640471924965-s)/(a+1),o=0,t=200/3,e=new Array(a+2),r=1e3,i=(r-o)/t,d=Math.log(6.4)/27,g=new Array(e.length);for(let b=0;b<e.length;++b){const y=b*c+s;y>=i?e[b]=r*Math.exp(d*(y-i)):e[b]=o+t*y,g[b]=p.map(w=>e[b]-w)}const m=e.slice(1).map((b,y)=>1/(b-e[y]));for(let b=0;b<l.length;++b){l[b]=new Array(u);const y=m[b],w=m[b+1],v=g[b],S=g[b+2],A=2/(e[b+2]-e[b]);for(let O=0;O<l[b].length;++O){const x=-v[O]*y,I=S[O]*w;l[b][O]=Math.max(0,Math.min(x,I))*A}}return l}class FeatureExtractor extends Callable{constructor(n){super(),this.config=n}}class ImageFeatureExtractor extends FeatureExtractor{constructor(n){super(n),this.image_mean=this.config.image_mean,this.image_std=this.config.image_std,this.resample=this.config.resample??2,this.do_rescale=this.config.do_rescale??!0,this.rescale_factor=this.config.rescale_factor??1/255,this.do_normalize=this.config.do_normalize,this.do_resize=this.config.do_resize,this.size=this.config.size,this.do_center_crop=this.config.do_center_crop,this.crop_size=this.config.crop_size,this.do_convert_rgb=this.config.do_convert_rgb??!0,this.pad_size=this.config.pad_size,this.do_pad=(this.config.do_pad??!1)&&this.pad_size}async preprocess(n){this.do_convert_rgb&&(n=n.rgb());const a=n.width,u=n.height;if(this.do_resize){let c,o;if(Number.isInteger(this.size)?(c=this.size,o=this.config.max_size??c):(c=this.size.shortest_edge,o=this.size.longest_edge),c!==void 0||o!==void 0){const t=c===void 0?1:Math.max(c/a,c/u),e=a*t,r=u*t,i=o===void 0?1:Math.min(o/e,o/r);n=await n.resize(Math.floor(e*i),Math.floor(r*i),{resample:this.resample})}else if(this.size.width!==void 0&&this.size.height!==void 0)n=await n.resize(this.size.width,this.size.height,{resample:this.resample});else throw new Error(`Could not resize image due to unsupported \`this.size\` option in config: ${JSON.stringify(this.size)}`)}if(this.do_center_crop){let c,o;Number.isInteger(this.crop_size)?(c=this.crop_size,o=this.crop_size):(c=this.crop_size.width,o=this.crop_size.height),n=await n.center_crop(c,o)}let l=[n.height,n.width];if(this.do_pad){let c=0,o=this.pad_size.width-n.width,t=0,e=this.pad_size.height-n.height;n=await n.pad([c,o,t,e])}const p=Float32Array.from(n.data);if(this.do_rescale)for(let c=0;c<p.length;++c)p[c]=this.rescale_factor*p[c];if(this.do_normalize){let c=this.image_mean;Array.isArray(this.image_mean)||(c=new Array(n.channels).fill(c));let o=this.image_std;if(Array.isArray(this.image_std)||(o=new Array(n.channels).fill(c)),c.length!==n.channels||o.length!==n.channels)throw new Error(`When set to arrays, the length of \`image_mean\` (${c.length}) and \`image_std\` (${o.length}) must match the number of channels in the image (${n.channels}).`);for(let t=0;t<p.length;t+=n.channels)for(let e=0;e<n.channels;++e)p[t+e]=(p[t+e]-this.image_mean[e])/this.image_std[e]}let s=[n.height,n.width,n.channels],h=new Tensor("float32",p,s),f=transpose(h,[2,0,1]);return{original_size:[u,a],reshaped_input_size:l,pixel_values:f}}async _call(n){Array.isArray(n)||(n=[n]);let a=await Promise.all(n.map(l=>this.preprocess(l)));return a.forEach(l=>l.pixel_values.dims=[1,...l.pixel_values.dims]),{pixel_values:cat(a.map(l=>l.pixel_values)),original_sizes:a.map(l=>l.original_size),reshaped_input_sizes:a.map(l=>l.reshaped_input_size)}}}class ViTFeatureExtractor extends ImageFeatureExtractor{}class MobileViTFeatureExtractor extends ImageFeatureExtractor{}class DetrFeatureExtractor extends ImageFeatureExtractor{async _call(n){let a=await super._call(n),u=[a.pixel_values.dims[0],64,64];return a.pixel_mask=new Tensor("int64",new BigInt64Array(u.reduce((l,p)=>l*p)).fill(1n),u),a}center_to_corners_format([n,a,u,l]){return[n-u/2,a-l/2,n+u/2,a+l/2]}post_process_object_detection(n,a=.5,u=null){const l=n.logits,p=n.pred_boxes,[s,h,f]=l.dims;if(u!==null&&u.length!==s)throw Error("Make sure that you pass in as many target sizes as the batch dimension of the logits");let c=[];for(let o=0;o<s;++o){let t=u!==null?u[o]:null,e={boxes:[],classes:[],scores:[]},r=l[o],i=p[o];for(let d=0;d<h;++d){let g=r[d],m=max(g.data)[1];if(m===f-1)continue;let y=softmax(g.data)[m];if(y>a){let w=i[d].data;w=this.center_to_corners_format(w),t!==null&&(w=w.map((v,S)=>v*t[(S+1)%2])),e.boxes.push(w),e.classes.push(m),e.scores.push(y)}}c.push(e)}return c}remove_low_and_no_objects(n,a,u,l){let p=[],s=[],h=[];for(let f=0;f<n.dims[0];++f){let c=n[f],o=a[f],t=max(c.data)[1];if(t===l)continue;let r=softmax(c.data)[t];r>u&&(p.push(o),s.push(r),h.push(t))}return[p,s,h]}check_segment_validity(n,a,u,l=.5,p=.8){let s=[],h=0,f=0;for(let o=0;o<n.length;++o)n[o]===u&&(s.push(o),++h),a[u].data[o]>=l&&++f;let c=h>0&&f>0;return c&&(c=h/f>p),[c,s]}compute_segments(n,a,u,l,p,s=null,h=null){let[f,c]=h??n[0].dims,o=new Tensor("int32",new Int32Array(f*c),[f,c]),t=[];if(h!==null)for(let d=0;d<n.length;++d)n[d]=interpolate(n[d],h,"bilinear",!1);let e=new Int32Array(n[0].data.length),r=new Float32Array(n[0].data.length);for(let d=0;d<n.length;++d){let g=a[d];for(let m=0;m<n[d].data.length;++m)n[d].data[m]*=g,n[d].data[m]>r[m]&&(e[m]=d,r[m]=n[d].data[m])}let i=0;for(let d=0;d<u.length;++d){let g=u[d],[m,b]=this.check_segment_validity(e,n,d,l,p);if(m){++i;for(let y of b)o.data[y]=i;t.push({id:i,label_id:g,score:a[d]})}}return[o,t]}post_process_panoptic_segmentation(n,a=.5,u=.5,l=.8,p=null,s=null){p===null&&(console.warn("`label_ids_to_fuse` unset. No instance will be fused."),p=new Set);const h=n.logits,c=n.pred_masks.sigmoid();let[o,t,e]=h.dims;if(e-=1,s!==null&&s.length!==o)throw Error("Make sure that you pass in as many target sizes as the batch dimension of the logits");let r=[];for(let i=0;i<o;++i){let d=s!==null?s[i]:null,g=h[i],m=c[i],[b,y,w]=this.remove_low_and_no_objects(g,m,a,e);if(w.length===0){let[A,O]=d??m.dims.slice(-2),x=new Tensor("int32",new Int32Array(A*O).fill(-1),[A,O]);r.push({segmentation:x,segments_info:[]});continue}let[v,S]=this.compute_segments(b,y,w,u,l,p,d);r.push({segmentation:v,segments_info:S})}return r}post_process_instance_segmentation(){throw Error("Not implemented yet")}}class SamImageProcessor extends ImageFeatureExtractor{async _call(n,a){let{pixel_values:u,original_sizes:l,reshaped_input_sizes:p}=await super._call(n),s=calculateDimensions(a);if(s.length===3)s=[1,...s],a=[a];else if(s.length!==4)throw Error("The input_points must be a 4D tensor of shape `batch_size`, `point_batch_size`, `nb_points_per_image`, `2`.");for(let f=0;f<a.length;++f){let c=l[f],o=p[f],t=[o[0]/c[0],o[1]/c[1]];for(let e=0;e<a[f].length;++e)for(let r=0;r<a[f][e].length;++r)for(let i=0;i<a[f][e][r].length;++i)a[f][e][r][i]*=t[i]}let h=new Tensor("int64",BigInt64Array.from(a.flat(1/0).map(f=>BigInt(Math.round(f)))),s);return{pixel_values:u,original_sizes:l,reshaped_input_sizes:p,input_points:h}}post_process_masks(n,a,u,{mask_threshold:l=0,binarize:p=!0,pad_size:s=null}={}){let h=[];s=s??this.pad_size;let f=[s.height,s.width];for(let c=0;c<a.length;++c){let o=a[c],t=u[c],e=n[c],r=[];for(let d=0;d<e.dims[0];++d){let g=e[d],m=interpolate(g,f,"bilinear",!1);m=m.slice(null,[0,t[0]],[0,t[1]]),m=interpolate(e,o,"bilinear",!1),p&&(m=new Tensor("bool",Array.from(m.data).map(b=>b>l),m.dims)),m.dims=[1,...m.dims],r.push(m)}let i=cat(r);h.push(i)}return h}}class WhisperFeatureExtractor extends FeatureExtractor{constructor(n){var a;super(n),(a=this.config).mel_filters??(a.mel_filters=getMelFilters(this.config.sampling_rate,this.config.n_fft,this.config.feature_size))}calcOffset(n,a){return Math.abs((n+a)%(2*a)-a)}padReflect(n,a,u){const l=new Float32Array(n.length+a+u),p=n.length-1;for(let s=0;s<n.length;++s)l[a+s]=n[s];for(let s=1;s<=a;++s)l[a-s]=n[this.calcOffset(s,p)];for(let s=1;s<=u;++s)l[p+a+s]=n[this.calcOffset(p-s,p)];return l}stft(n,a){const u=this.config.n_fft,l=2*(u-1),p=2*(2*u-1),s=2**Math.ceil(Math.log2(p)),h=u+2,f=new Float32Array(h*n.length),c=new Float32Array(p),o=new Float32Array(s),t=new Float32Array(s),e=new Float32Array(s),r=new Float32Array(s),i=new Float32Array(s),d=new Float32Array(s),g=-2*Math.PI/u,m=Math.cos(g),b=Math.sin(g);for(let v=0;v<p>>1;++v){const S=(v+1-u)**2/2,A=Math.sqrt(m**2+b**2)**S,O=S*Math.atan2(b,m);let x=2*v;c[x]=A*Math.cos(O),c[x+1]=A*Math.sin(O),o[x]=c[x],o[x+1]=-c[x+1]}const y=c.subarray(l,p),w=new FFT(s>>1);w.transform(r,o);for(let v=0;v<n.length;++v){const S=n[v];for(let O=0;O<y.length;O+=2){const x=O+1,I=O>>1,N=S[I]*a[I];t[O]=N*y[O],t[x]=N*y[x]}w.transform(i,t);for(let O=0;O<r.length;O+=2){const x=O+1;e[O]=i[O]*r[O]-i[x]*r[x],e[x]=i[O]*r[x]+i[x]*r[O]}w.inverseTransform(d,e);const A=v*h;for(let O=0;O<h;O+=2){const x=d[O+l],I=d[O+l+1],N=y[O],R=y[O+1],L=A+O;f[L]=x*N-I*R,f[L+1]=x*R+I*N}}return{data:f,dims:[n.length,h]}}fram_wave(n,a=!0){const u=[],l=Math.floor((this.config.n_fft-1)/2)+1,p=n.length;for(let s=0;s<p+1;s+=this.config.hop_length){let h;if(a){let f=s>l?s-l:0,c=s<p-l?s+l:p;h=n.subarray(f,c),f===0?h=this.padReflect(h,-s+l,0):c===p&&(h=this.padReflect(h,0,s-p+l))}else{h=new Float32Array(this.config.n_fft);const f=n.subarray(s,s+this.config.n_fft);f.length<this.config.n_fft?(h.set(f),h.fill(0,f.length,this.config.n_fft)):h=f}u.push(h)}return u}hanning(n){if(n<1)return[];if(n===1)return[1];const a=n-1,u=new Float32Array(a);for(let l=0;l<a;++l){const p=2*l-n+1;u[l]=.5+.5*Math.cos(Math.PI*p/a)}return u}_extract_fbank_features(n){const a=new Float32Array(this.config.n_samples);a.set(n);const u=this.hanning(this.config.n_fft+1),l=this.fram_wave(a),p=this.stft(l,u),s=p.data,h=p.dims[0]-1,f=p.dims[1]>>1,c=new Float32Array(h*f);for(let m=0;m<h;++m)for(let b=0;b<f;++b){let y=m*f+b,w=y<<1,v=s[w]**2+s[w+1]**2;c[y]=v}const o=this.config.mel_filters,t=o.length,e=new Float32Array(t*h);let r=0;for(let m=0;m<t;++m){const b=o[m];for(let y=0;y<h;++y){let w=0;for(let v=0;v<f;++v)w+=b[v]*c[y*f+v];e[r++]=w}}const i=1e-10,d=new Float32Array(e.length);let g=0;for(let m=0;m<e.length;++m){const b=Math.max(i,e[m]),y=Math.log10(b);d[m]=y,g=Math.max(y,g)}for(let m=0;m<d.length;++m)d[m]=Math.max(d[m],g-8),d[m]=(d[m]+4)/4;return{data:d,dims:[t,h]}}async _call(n){var l;if(!(n instanceof Float32Array||n instanceof Float64Array))throw new Error(`WhisperFeatureExtractor expects input to be a Float32Array or a Float64Array, but got ${((l=n==null?void 0:n.constructor)==null?void 0:l.name)??typeof n} instead.If using the feature extractor directly, remember to use \`read_audio(url, sampling_rate)\` to obtain the raw audio data of the file/url.`);n.length>this.config.n_samples&&console.warn("Attempting to extract features for audio longer than 30 seconds. If using a pipeline to extract transcript from a long audio clip, remember to specify `chunk_length_s` and/or `stride_length_s`.");let a=n.slice(0,this.config.n_samples),u=this._extract_fbank_features(a);return{input_features:new Tensor("float32",u.data,[1,...u.dims])}}}class Processor extends Callable{constructor(n){super(),this.feature_extractor=n}async _call(n){return await this.feature_extractor(n)}}class SamProcessor extends Processor{async _call(n,a){return await this.feature_extractor(n,a)}post_process_masks(...n){return this.feature_extractor.post_process_masks(...n)}}class WhisperProcessor extends Processor{async _call(n){return await this.feature_extractor(n)}}class AutoProcessor{static async from_pretrained(n,{progress_callback:a=null,config:u=null,cache_dir:l=null,local_files_only:p=!1,revision:s="main"}={}){let h=u??await getModelJSON(n,"preprocessor_config.json",!0,{progress_callback:a,config:u,cache_dir:l,local_files_only:p,revision:s}),f=h.feature_extractor_type??h.image_processor_type,c=this.FEATURE_EXTRACTOR_CLASS_MAPPING[f];if(!c)if(h.size!==void 0)console.warn("Feature extractor type not specified, assuming ImageFeatureExtractor due to size parameter in config."),c=ImageFeatureExtractor;else throw new Error(`Unknown Feature Extractor type: ${h.feature_extractor_type}`);let o=this.PROCESSOR_CLASS_MAPPING[h.processor_class]??Processor,t=new c(h);return new o(t)}}Ie(AutoProcessor,"FEATURE_EXTRACTOR_CLASS_MAPPING",{WhisperFeatureExtractor,ViTFeatureExtractor,MobileViTFeatureExtractor,DetrFeatureExtractor,SamImageProcessor}),Ie(AutoProcessor,"PROCESSOR_CLASS_MAPPING",{WhisperProcessor,SamProcessor});async function prepareImages(_){return Array.isArray(_)||(_=[_]),_=await Promise.all(_.map(n=>RawImage.read(n))),_}class Pipeline extends Callable{constructor(n,a,u){super(),this.task=n,this.tokenizer=a,this.model=u}async dispose(){await this.model.dispose()}async _call(n){let a=this.tokenizer(n,{padding:!0,truncation:!0}),u=await this.model(a);return[a,u]}}class TextClassificationPipeline extends Pipeline{async _call(n,{topk:a=1}={}){let[u,l]=await super._call(n),p=this.model.config.id2label,s=[];for(let h of l.logits){let c=getTopItems(softmax(h.data),a).map(function(o){return{label:p[o[0]],score:o[1]}});a===1?s.push(...c):s.push(c)}return Array.isArray(n)||a===1?s:s[0]}}class TokenClassificationPipeline extends Pipeline{async _call(n,{ignore_labels:a=["O"]}={}){let u=Array.isArray(n);u||(n=[n]);let l=this.tokenizer,[p,s]=await super._call(n),h=s.logits,f=this.model.config.id2label,c=[];for(let o=0;o<h.dims[0];++o){let t=p.input_ids[o],e=h[o],r=[];for(let i=0;i<e.dims[0];++i){let d=e[i],g=max(d.data)[1],m=f[g];if(a.includes(m))continue;let b=l.decode([t[i].item()],{skip_special_tokens:!0});if(b==="")continue;let y=softmax(d.data);r.push({entity:m,score:y[g],index:i,word:b,start:null,end:null})}c.push(r)}return u?c:c[0]}}class QuestionAnsweringPipeline extends Pipeline{async _call(n,a,{topk:u=1}={}){let l=this.tokenizer(n,{text_pair:a,padding:!0,truncation:!0}),p=await this.model(l),s=[];for(let h=0;h<p.start_logits.dims[0];++h){let f=l.input_ids[h],c=f.indexOf(this.tokenizer.sep_token_id),o=Array.from(softmax(p.start_logits[h].data)).map((r,i)=>[r,i]).filter(r=>r[1]>c),t=Array.from(softmax(p.end_logits[h].data)).map((r,i)=>[r,i]).filter(r=>r[1]>c),e=product(o,t).filter(r=>r[0][1]<=r[1][1]).map(r=>[r[0][1],r[1][1],r[0][0]*r[1][0]]).sort((r,i)=>i[2]-r[2]);for(let r=0;r<Math.min(e.length,u);++r){let[i,d,g]=e[r],m=[...f].slice(i,d+1),b=this.tokenizer.decode(m,{skip_special_tokens:!0});s.push({answer:b,score:g})}}return u===1?s[0]:s}}class FillMaskPipeline extends Pipeline{async _call(n,{topk:a=5}={}){let[u,l]=await super._call(n),p=this.tokenizer,s=[];for(let h=0;h<u.input_ids.dims[0];++h){let f=u.input_ids[h],c=f.indexOf(this.tokenizer.mask_token_id);if(c===-1)throw Error(`Mask token (${p.mask_token}) not found in text.`);let t=l.logits[h][c],e=getTopItems(softmax(t.data),a);s.push(e.map(r=>{let i=[...f];return i[c]=r[0],{score:r[1],token:r[0],token_str:p.model.vocab[r[0]],sequence:p.decode(i,{skip_special_tokens:!0})}}))}return Array.isArray(n)?s:s[0]}}class Text2TextGenerationPipeline extends Pipeline{constructor(){super(...arguments);Ie(this,"_key",null)}async _call(a,u={}){Array.isArray(a)||(a=[a]),this.model.config.prefix&&(a=a.map(c=>this.model.config.prefix+c));let l=this.model.config.task_specific_params;l&&l[this.task]&&l[this.task].prefix&&(a=a.map(c=>l[this.task].prefix+c));let p={padding:!0,truncation:!0},s;this instanceof TranslationPipeline&&"_build_translation_inputs"in this.tokenizer?s=this.tokenizer._build_translation_inputs(a,p,u).input_ids:s=this.tokenizer(a,p).input_ids;let h=await this.model.generate(s,u),f=this.tokenizer.batch_decode(h,{skip_special_tokens:!0});return this._key!==null&&(f=f.map(c=>this._key===null?c:{[this._key]:c})),f}}class SummarizationPipeline extends Text2TextGenerationPipeline{constructor(){super(...arguments);Ie(this,"_key","summary_text")}}class TranslationPipeline extends Text2TextGenerationPipeline{constructor(){super(...arguments);Ie(this,"_key","translation_text")}}class TextGenerationPipeline extends Pipeline{async _call(n,a={}){let u=typeof n=="string"||n instanceof String;u&&(n=[n]),this.tokenizer.padding_side="left";let l=this.tokenizer(n,{padding:!0,truncation:!0}),p=l.input_ids,s=l.attention_mask,h=await this.model.generate(p,a,null,{inputs_attention_mask:s});const f=this.tokenizer.batch_decode(h,{skip_special_tokens:!0}),c=Array.from({length:n.length},o=>[]);for(let o=0;o<f.length;++o){const t=Math.floor(o/h.length*n.length);c[t].push({generated_text:f[o]})}return u&&c.length===1?c[0]:c}}class ZeroShotClassificationPipeline extends Pipeline{constructor(n,a,u){super(n,a,u),this.label2id=Object.fromEntries(Object.entries(this.model.config.label2id).map(([l,p])=>[l.toLowerCase(),p])),this.entailment_id=this.label2id.entailment,this.entailment_id===void 0&&(console.warn("Could not find 'entailment' in label2id mapping. Using 2 as entailment_id."),this.entailment_id=2),this.contradiction_id=this.label2id.contradiction,this.contradiction_id===void 0&&(console.warn("Could not find 'contradiction' in label2id mapping. Using 0 as contradiction_id."),this.contradiction_id=0)}async _call(n,a,{hypothesis_template:u="This example is {}.",multi_label:l=!1}={}){let p=Array.isArray(n);p||(n=[n]),Array.isArray(a)||(a=[a]);let s=a.map(c=>u.replace("{}",c)),h=l||a.length===1,f=[];for(let c of n){let o=[];for(let r of s){let i=this.tokenizer(c,{text_pair:r,padding:!0,truncation:!0}),d=await this.model(i);h?o.push([d.logits.data[this.contradiction_id],d.logits.data[this.entailment_id]]):o.push(d.logits.data[this.entailment_id])}let t;h?t=o.map(r=>softmax(r)[1]):t=softmax(o);let e=t.map((r,i)=>[r,i]).sort((r,i)=>i[0]-r[0]);f.push({sequence:c,labels:e.map(r=>a[r[1]]),scores:e.map(r=>r[0])})}return p?f:f[0]}}class FeatureExtractionPipeline extends Pipeline{async _call(n,{pooling:a="none",normalize:u=!1}={}){let[l,p]=await super._call(n),s=p.last_hidden_state??p.logits;if(a!=="none")if(a==="mean")s=mean_pooling(s,l.attention_mask);else throw Error(`Pooling method '${a}' not supported.`);return u&&(s=s.normalize(2,-1)),s}}class AutomaticSpeechRecognitionPipeline extends Pipeline{constructor(n,a,u,l){super(n,a,u),this.processor=l}async _preprocess(n,a){return isString(n)&&(n=await read_audio(n,a)),n}async _call(n,a={}){let u=a.return_timestamps??!1,l=a.chunk_length_s??0,p=a.stride_length_s??null,s=a.chunk_callback??null,h=a.force_full_sequences??!1;u==="word"&&(a.return_token_timestamps=!0);let f=pop(a,"language",null),c=pop(a,"task",null);if(f||c||u){if(a.forced_decoder_ids)throw new Error("Cannot specify `language`/`task`/`return_timestamps` and `forced_decoder_ids` at the same time.");let i=this.tokenizer.get_decoder_prompt_ids({language:f,task:c,no_timestamps:!u});i.length>0&&(a.forced_decoder_ids=i)}let o=!Array.isArray(n);o&&(n=[n]);const t=this.processor.feature_extractor.config.sampling_rate,e=this.processor.feature_extractor.config.chunk_length/this.model.config.max_source_positions;let r=[];for(let i of n){i=await this._preprocess(i,t);let d=[];if(l>0){if(p===null)p=l/6;else if(l<=p)throw Error("`chunk_length_s` must be larger than `stride_length_s`.");const b=t*l,y=t*p,w=b-2*y;let v=0;for(;v<i.length;){let S=i.subarray(v,v+b),A=await this.processor(S),O=v===0,x=v+w>=i.length;d.push({stride:[S.length,O?0:y,x?0:y],input_features:A.input_features,is_last:x}),v+=w}}else d=[{stride:[i.length,0,0],input_features:(await this.processor(i)).input_features,is_last:!0}];for(let b of d){let y=await this.model.generate(b.input_features,a);u==="word"?(b.tokens=y.sequences[0],b.token_timestamps=y.token_timestamps.tolist()[0].map(w=>round(w,2))):b.tokens=y[0],b.stride=b.stride.map(w=>w/t),s!==null&&s(b)}let[g,m]=this.tokenizer._decode_asr(d,{time_precision:e,return_timestamps:u,force_full_sequences:h});r.push({text:g,...m})}return o?r[0]:r}}class ImageToTextPipeline extends Pipeline{constructor(n,a,u,l){super(n,a,u),this.processor=l}async _call(n,a={}){let u=Array.isArray(n);n=await prepareImages(n);let{pixel_values:l}=await this.processor(n),p=[];for(let s of l){s.dims=[1,...s.dims];let h=await this.model.generate(s,a),f=this.tokenizer.batch_decode(h,{skip_special_tokens:!0}).map(c=>({generated_text:c.trim()}));p.push(f)}return u?p:p[0]}}class ImageClassificationPipeline extends Pipeline{constructor(n,a,u){super(n,null,a),this.processor=u}async _call(n,{topk:a=1}={}){let u=Array.isArray(n);n=await prepareImages(n);let{pixel_values:l}=await this.processor(n),p=await this.model({pixel_values:l}),s=this.model.config.id2label,h=[];for(let f of p.logits){let o=getTopItems(softmax(f.data),a).map(function(t){return{label:s[t[0]],score:t[1]}});a===1?h.push(...o):h.push(o)}return u||a===1?h:h[0]}}class ImageSegmentationPipeline extends Pipeline{constructor(n,a,u){super(n,null,a),this.processor=u,this.subtasks_mapping={panoptic:"post_process_panoptic_segmentation",instance:"post_process_instance_segmentation",semantic:"post_process_semantic_segmentation"}}async _call(n,{threshold:a=.5,mask_threshold:u=.5,overlap_mask_area_threshold:l=.8,label_ids_to_fuse:p=null,target_sizes:s=null,subtask:h=null}={}){if(Array.isArray(n)&&n.length!==1)throw Error("Image segmentation pipeline currently only supports a batch size of 1.");n=await prepareImages(n);let c=n.map(d=>[d.height,d.width]),{pixel_values:o,pixel_mask:t}=await this.processor(n),e=await this.model({pixel_values:o,pixel_mask:t}),r=null;if(h!==null)r=this.subtasks_mapping[h];else for(let[d,g]of Object.entries(this.subtasks_mapping))if(g in this.processor.feature_extractor){r=this.processor.feature_extractor[g].bind(this.processor.feature_extractor),h=d;break}let i=[];if(h==="panoptic"||h==="instance"){let d=r(e,a,u,l,p,s??c)[0],g=d.segmentation,m=this.model.config.id2label;for(let b of d.segments_info){let y=new Uint8ClampedArray(g.data.length);for(let v=0;v<g.data.length;++v)g.data[v]===b.id&&(y[v]=255);let w=new RawImage(y,g.dims[1],g.dims[0],1);i.push({score:b.score,label:m[b.label_id],mask:w})}}else throw Error(h==="semantic"?"semantic segmentation not yet supported.":`Subtask ${h} not supported.`);return i}}class ZeroShotImageClassificationPipeline extends Pipeline{constructor(n,a,u,l){super(n,a,u),this.processor=l}async _call(n,a,{hypothesis_template:u="This is a photo of {}"}={}){let l=Array.isArray(n);n=await prepareImages(n);let p=a.map(o=>u.replace("{}",o)),s=this.tokenizer(p,{padding:!0,truncation:!0}),{pixel_values:h}=await this.processor(n),f=await this.model({...s,pixel_values:h}),c=[];for(let o of f.logits_per_image){let t=softmax(o.data);c.push([...t].map((e,r)=>({score:e,label:a[r]})))}return l?c:c[0]}}class ObjectDetectionPipeline extends Pipeline{constructor(n,a,u){super(n,null,a),this.processor=u}async _call(n,{threshold:a=.9,percentage:u=!1}={}){let l=Array.isArray(n);if(l&&n.length!==1)throw Error("Object detection pipeline currently only supports a batch size of 1.");n=await prepareImages(n);let p=u?null:n.map(e=>[e.height,e.width]),{pixel_values:s,pixel_mask:h}=await this.processor(n),f=await this.model({pixel_values:s,pixel_mask:h}),c=this.processor.feature_extractor.post_process_object_detection(f,a,p),o=this.model.config.id2label;const t=c.map(e=>e.boxes.map((r,i)=>({score:e.scores[i],label:o[e.classes[i]],box:this._get_bounding_box(r,!u)})));return l?t:t[0]}_get_bounding_box(n,a){a&&(n=n.map(h=>h|0));const[u,l,p,s]=n;return{xmin:u,ymin:l,xmax:p,ymax:s}}}const SUPPORTED_TASKS={"text-classification":{tokenizer:AutoTokenizer,pipeline:TextClassificationPipeline,model:AutoModelForSequenceClassification,default:{model:"Xenova/distilbert-base-uncased-finetuned-sst-2-english"},type:"text"},"token-classification":{tokenizer:AutoTokenizer,pipeline:TokenClassificationPipeline,model:AutoModelForTokenClassification,default:{model:"Xenova/bert-base-multilingual-cased-ner-hrl"},type:"text"},"question-answering":{tokenizer:AutoTokenizer,pipeline:QuestionAnsweringPipeline,model:AutoModelForQuestionAnswering,default:{model:"Xenova/distilbert-base-cased-distilled-squad"},type:"text"},"fill-mask":{tokenizer:AutoTokenizer,pipeline:FillMaskPipeline,model:AutoModelForMaskedLM,default:{model:"Xenova/bert-base-uncased"},type:"text"},summarization:{tokenizer:AutoTokenizer,pipeline:SummarizationPipeline,model:AutoModelForSeq2SeqLM,default:{model:"Xenova/distilbart-cnn-6-6"},type:"text"},translation:{tokenizer:AutoTokenizer,pipeline:TranslationPipeline,model:AutoModelForSeq2SeqLM,default:{model:"Xenova/t5-small"},type:"text"},"text2text-generation":{tokenizer:AutoTokenizer,pipeline:Text2TextGenerationPipeline,model:AutoModelForSeq2SeqLM,default:{model:"Xenova/flan-t5-small"},type:"text"},"text-generation":{tokenizer:AutoTokenizer,pipeline:TextGenerationPipeline,model:AutoModelForCausalLM,default:{model:"Xenova/gpt2"},type:"text"},"zero-shot-classification":{tokenizer:AutoTokenizer,pipeline:ZeroShotClassificationPipeline,model:AutoModelForSequenceClassification,default:{model:"Xenova/distilbert-base-uncased-mnli"},type:"text"},"automatic-speech-recognition":{tokenizer:AutoTokenizer,pipeline:AutomaticSpeechRecognitionPipeline,model:AutoModelForSeq2SeqLM,processor:AutoProcessor,default:{model:"Xenova/whisper-tiny.en"},type:"multimodal"},"image-to-text":{tokenizer:AutoTokenizer,pipeline:ImageToTextPipeline,model:AutoModelForVision2Seq,processor:AutoProcessor,default:{model:"Xenova/vit-gpt2-image-captioning"},type:"multimodal"},"image-classification":{pipeline:ImageClassificationPipeline,model:AutoModelForImageClassification,processor:AutoProcessor,default:{model:"Xenova/vit-base-patch16-224"},type:"multimodal"},"image-segmentation":{pipeline:ImageSegmentationPipeline,model:AutoModelForImageSegmentation,processor:AutoProcessor,default:{model:"Xenova/detr-resnet-50-panoptic"},type:"multimodal"},"zero-shot-image-classification":{tokenizer:AutoTokenizer,pipeline:ZeroShotImageClassificationPipeline,model:AutoModel,processor:AutoProcessor,default:{model:"Xenova/clip-vit-base-patch32"},type:"multimodal"},"object-detection":{pipeline:ObjectDetectionPipeline,model:AutoModelForObjectDetection,processor:AutoProcessor,default:{model:"Xenova/detr-resnet-50"},type:"multimodal"},"feature-extraction":{tokenizer:AutoTokenizer,pipeline:FeatureExtractionPipeline,model:AutoModel,default:{model:"Xenova/all-MiniLM-L6-v2"},type:"text"}},TASK_ALIASES={"sentiment-analysis":"text-classification",ner:"token-classification",vqa:"visual-question-answering",asr:"automatic-speech-recognition",embeddings:"feature-extraction"};async function pipeline(_,n=null,{quantized:a=!0,progress_callback:u=null,config:l=null,cache_dir:p=null,local_files_only:s=!1,revision:h="main"}={}){_=TASK_ALIASES[_]??_;let f=SUPPORTED_TASKS[_.split("_",1)[0]];if(!f)throw Error(`Unsupported pipeline: ${_}. Must be one of [${Object.keys(SUPPORTED_TASKS)}]`);n||(n=f.default.model,console.log(`No model specified. Using default model: "${n}".`));let c=f.tokenizer,o=f.model,t=f.pipeline,e=f.processor,r=[],i={quantized:a,progress_callback:u,config:l,cache_dir:p,local_files_only:s,revision:h};c&&r.push(c.from_pretrained(n,i)),o&&r.push(o.from_pretrained(n,i)),e&&r.push(e.from_pretrained(n,i));let d=await Promise.all(r);return dispatchCallback(u,{status:"ready",task:_,model:n}),new t(_,...d)}function product(..._){return _.reduce((n,a)=>n.flatMap(u=>a.map(l=>[u,l])))}env.allowLocalModels=!1;class CodeCompletionPipeline{static async getInstance(n=null){return this.instance===null&&(this.instance=pipeline(this.task,this.model,{progress_callback:n})),this.instance}}Ie(CodeCompletionPipeline,"task","text-generation"),Ie(CodeCompletionPipeline,"model",null),Ie(CodeCompletionPipeline,"instance",null),self.addEventListener("message",async _=>{const{model:n,text:a,max_new_tokens:u,temperature:l,top_k:p,do_sample:s}=_.data;CodeCompletionPipeline.model!==n&&(CodeCompletionPipeline.model=n,CodeCompletionPipeline.instance!==null&&((await CodeCompletionPipeline.getInstance()).dispose(),CodeCompletionPipeline.instance=null));let h=await CodeCompletionPipeline.getInstance(c=>{self.postMessage(c)}),f=await h(a,{max_new_tokens:u,temperature:l,top_k:p,do_sample:s,callback_function:c=>{self.postMessage({status:"update",output:h.tokenizer.decode(c[0].output_token_ids,{skip_special_tokens:!0})})}});self.postMessage({status:"complete",output:f})})})();