nsfwjs-patched
Version:
Detect NSFW content client-side with fixes of buffer and latest packages
410 lines • 2.73 MB
JavaScript
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/**
* @license
* Copyright 2024 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/
"use strict";var r=e("@tensorflow/tfjs-core");function a(e){var t=Object.create(null);return e&&Object.keys(e).forEach((function(n){if("default"!==n){var r=Object.getOwnPropertyDescriptor(e,n);Object.defineProperty(t,n,r.get?r:{enumerable:!0,get:function(){return e[n]}})}})),t.default=e,t}var o=a(e("seedrandom")),i=function(e,t){return i=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(e,t){e.__proto__=t}||function(e,t){for(var n in t)Object.prototype.hasOwnProperty.call(t,n)&&(e[n]=t[n])},i(e,t)};function s(e,t,n,r){return new(n||(n=Promise))((function(a,o){function i(e){try{u(r.next(e))}catch(e){o(e)}}function s(e){try{u(r.throw(e))}catch(e){o(e)}}function u(e){var t;e.done?a(e.value):(t=e.value,t instanceof n?t:new n((function(e){e(t)}))).then(i,s)}u((r=r.apply(e,t||[])).next())}))}function u(e,t){var n,r,a,o,i={label:0,sent:function(){if(1&a[0])throw a[1];return a[1]},trys:[],ops:[]};return o={next:s(0),throw:s(1),return:s(2)},"function"==typeof Symbol&&(o[Symbol.iterator]=function(){return this}),o;function s(o){return function(s){return function(o){if(n)throw new TypeError("Generator is already executing.");for(;i;)try{if(n=1,r&&(a=2&o[0]?r.return:o[0]?r.throw||((a=r.return)&&a.call(r),0):r.next)&&!(a=a.call(r,o[1])).done)return a;switch(r=0,a&&(o=[2&o[0],a.value]),o[0]){case 0:case 1:a=o;break;case 4:return i.label++,{value:o[1],done:!1};case 5:i.label++,r=o[1],o=[0];continue;case 7:o=i.ops.pop(),i.trys.pop();continue;default:if(!(a=i.trys,(a=a.length>0&&a[a.length-1])||6!==o[0]&&2!==o[0])){i=0;continue}if(3===o[0]&&(!a||o[1]>a[0]&&o[1]<a[3])){i.label=o[1];break}if(6===o[0]&&i.label<a[1]){i.label=a[1],a=o;break}if(a&&i.label<a[2]){i.label=a[2],i.ops.push(o);break}a[2]&&i.ops.pop(),i.trys.pop();continue}o=t.call(e,i)}catch(e){o=[6,e],r=0}finally{n=a=0}if(5&o[0])throw o[1];return{value:o[0]?o[1]:void 0,done:!0}}([o,s])}}}function c(e){var t="function"==typeof Symbol&&Symbol.iterator,n=t&&e[t],r=0;if(n)return n.call(e);if(e&&"number"==typeof e.length)return{next:function(){return e&&r>=e.length&&(e=void 0),{value:e&&e[r++],done:!e}}};throw new TypeError(t?"Object is not iterable.":"Symbol.iterator is not defined.")}function l(e,t){var n="function"==typeof Symbol&&e[Symbol.iterator];if(!n)return e;var r,a,o=n.call(e),i=[];try{for(;(void 0===t||t-- >0)&&!(r=o.next()).done;)i.push(r.value)}catch(e){a={error:e}}finally{try{r&&!r.done&&(n=o.return)&&n.call(o)}finally{if(a)throw a.error}}return i}function h(e,t,n){if(n||2===arguments.length)for(var r,a=0,o=t.length;a<o;a++)!r&&a in t||(r||(r=Array.prototype.slice.call(t,0,a)),r[a]=t[a]);return e.concat(r||Array.prototype.slice.call(t))}
/**
* @license
* Copyright 2019 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/function p(e,t){Array.isArray(e)||(e=[e]),e.forEach((function(e){null!=e&&r.util.assert("complex64"!==e.dtype,(function(){return"".concat(t," does not support complex64 tensors in the CPU backend.")}))}))}var d=r.kernel_impls.whereImpl,f=function(e){function t(){var t=e.call(this)||this;return t.blockSize=48,t.firstUse=!0,t.data=new r.DataStorage(t,r.engine()),t}return function(e,t){if("function"!=typeof t&&null!==t)throw new TypeError("Class extends value "+String(t)+" is not a constructor or null");function n(){this.constructor=e}i(e,t),e.prototype=null===t?Object.create(t):(n.prototype=t.prototype,new n)}(t,e),t.prototype.nextDataId=function(){return t.nextDataId++},t.prototype.write=function(e,t,n){this.firstUse&&(this.firstUse=!1,r.env().get("IS_NODE")&&r.backend_util.warn("\n============================\nHi, looks like you are running TensorFlow.js in Node.js. To speed things up dramatically, install our node backend, visit https://github.com/tensorflow/tfjs-node for more details. \n============================"));var a={id:this.nextDataId()};return this.data.set(a,{values:e,dtype:n,refCount:1}),a},t.prototype.makeTensorInfo=function(e,t,n){var a;if("string"===t&&null!=n&&n.length>0&&r.util.isString(n[0])){var o=n.map((function(e){return r.util.encodeString(e)}));a=this.write(o,e,t)}else a=this.write(n,e,t);return{dataId:a,shape:e,dtype:t}},t.prototype.refCount=function(e){return this.data.has(e)?this.data.get(e).refCount:0},t.prototype.incRef=function(e){this.data.get(e).refCount++},t.prototype.decRef=function(e){this.data.has(e)&&this.data.get(e).refCount--},t.prototype.move=function(e,t,n,r,a){this.data.set(e,{values:t,dtype:r,refCount:a})},t.prototype.numDataIds=function(){return this.data.numDataIds()},t.prototype.read=function(e){return s(this,void 0,void 0,(function(){return u(this,(function(t){return[2,this.readSync(e)]}))}))},t.prototype.readSync=function(e){var t=this.data.get(e),n=t.dtype,a=t.complexTensorInfos;if("complex64"===n){var o=this.readSync(a.real.dataId),i=this.readSync(a.imag.dataId);return r.backend_util.mergeRealAndImagArrays(o,i)}return r.util.convertBackendValuesAndArrayBuffer(this.data.get(e).values,n)},t.prototype.bufferSync=function(e){var t=this.readSync(e.dataId);if("string"===e.dtype)try{var n=t.map((function(e){return r.util.decodeString(e)}));return r.buffer(e.shape,e.dtype,n)}catch(e){throw new Error("Failed to decode encoded string bytes into utf-8")}return r.buffer(e.shape,e.dtype,t)},t.prototype.makeOutput=function(e,t,n){return r.engine().makeTensorFromTensorInfo(this.makeTensorInfo(t,n,e),this)},t.prototype.disposeData=function(e,t){if(void 0===t&&(t=!1),this.data.has(e)){if(this.data.get(e).refCount--,!t&&this.data.get(e).refCount>0)return!1;var n=this.data.get(e).complexTensorInfos;null!=n&&(this.disposeData(n.real.dataId,!0),this.disposeData(n.imag.dataId,!0)),this.data.delete(e)}return!0},t.prototype.disposeIntermediateTensorInfo=function(e){this.disposeData(e.dataId)},t.prototype.time=function(e){return s(this,void 0,void 0,(function(){var t;return u(this,(function(n){return t=r.util.now(),e(),[2,{kernelMs:r.util.now()-t}]}))}))},t.prototype.memory=function(){return{unreliable:!0,reasons:["The reported memory is an upper bound. Due to automatic garbage collection, the true allocated memory may be less."]}},t.prototype.where=function(e){p([e],"where");var t=this.readSync(e.dataId);return d(e.shape,t)},t.prototype.dispose=function(){},t.prototype.floatPrecision=function(){return 32},t.prototype.epsilon=function(){return e.prototype.epsilon.call(this)},t}(r.KernelBackend);
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the License);
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an AS IS BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/
function m(e){for(var t=new Float32Array(e.length),n=0;n<e.length;++n)t[n]=Math.abs(e[n]);return t}f.nextDataId=0;var g={kernelName:r.Abs,backendName:"cpu",kernelFunc:function(e){var t=e.inputs.x,n=e.backend;p(t,"abs");var a=new Float32Array(r.util.sizeFromShape(t.shape));return a=m(n.data.get(t.dataId).values),n.makeOutput(a,t.shape,t.dtype)}};
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/
function v(e){return function(t,n,a,o,i){var s=r.backend_util.assertAndGetBroadcastShape(t,n),u=s.length,c=r.util.computeStrides(s),l=r.util.sizeFromShape(s),h=r.util.getTypedArrayFromDType(i,l),p=t.length,d=n.length,f=r.util.computeStrides(t),m=r.util.computeStrides(n),g=r.backend_util.getBroadcastDims(t,s),v=r.backend_util.getBroadcastDims(n,s);if(g.length+v.length===0)for(var y=0;y<h.length;++y)h[y]=e(a[y%a.length],o[y%o.length]);else{var b=function(t){var n=r.util.indexToLoc(t,u,c),i=n.slice(-p);g.forEach((function(e){return i[e]=0}));var s=r.util.locToIndex(i,p,f),l=n.slice(-d);v.forEach((function(e){return l[e]=0}));var y=r.util.locToIndex(l,d,m);h[t]=e(a[s],o[y])};for(y=0;y<h.length;++y)b(y)}return[h,s]}}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/function y(e){var t=e.inputs,n=e.backend,r=t.real,a=t.imag,o=n.data.get(r.dataId).values,i=n.data.get(a.dataId).values,s=n.makeTensorInfo(r.shape,"complex64");return n.data.get(s.dataId).complexTensorInfos={real:n.makeTensorInfo(r.shape,"float32",o),imag:n.makeTensorInfo(a.shape,"float32",i)},s}var b={kernelName:r.Complex,backendName:"cpu",kernelFunc:y};
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/function x(e,t,n){if(void 0===n&&(n="float32"),"complex64"===n)return y({inputs:{real:x(e,t,"float32"),imag:x(e,t,"float32")},backend:e});var a=r.util.makeZerosTypedArray(r.util.sizeFromShape(t),n);return e.makeTensorInfo(t,n,a)}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/function w(e){var t=e.inputs,n=e.backend,r=t.x;return n.incRef(r.dataId),{dataId:r.dataId,shape:r.shape,dtype:r.dtype}}var k={kernelName:r.Identity,backendName:"cpu",kernelFunc:w};
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/function S(e){var t=e.inputs,n=e.backend,r=t.input,a=n.data.get(r.dataId).complexTensorInfos.real,o=n.data.get(a.dataId).values;return n.makeTensorInfo(a.shape,a.dtype,o)}var I={kernelName:r.Real,backendName:"cpu",kernelFunc:S};function N(e,t,n,a){if("int32"===a)return[t,"int32",Int32Array.from(e)];if("bool"===a){var o=r.util.toTypedArray([0],n),i=l(v((function(e,t){return e!==t?1:0}))(t,[],e,o,"bool"),2),s=i[0];return[i[1],"bool",s]}throw new Error("Error in Cast: failed to cast ".concat(n," to ").concat(a))}function T(e){var t=e.inputs,n=e.backend,a=e.attrs,o=t.x,i=a.dtype;if("complex64"===i){if("complex64"===o.dtype)return w({inputs:{x:o},backend:n});var s=x(n,o.shape,o.dtype),u=T({inputs:{x:o},backend:n,attrs:{dtype:"float32"}}),c=y({inputs:{real:u,imag:s},backend:n});return n.disposeIntermediateTensorInfo(s),n.disposeIntermediateTensorInfo(u),c}if("complex64"===o.dtype){var h=S({inputs:{input:o},backend:n}),c=T({inputs:{x:h},backend:n,attrs:{dtype:i}});return n.disposeIntermediateTensorInfo(h),c}if(!r.util.hasEncodingLoss(o.dtype,i))return{dataId:(c=w({inputs:{x:o},backend:n})).dataId,shape:c.shape,dtype:i};var p=l(N(n.data.get(o.dataId).values,o.shape,o.dtype,i),3),d=p[0],f=p[1],m=p[2];return n.makeTensorInfo(d,f,m)}var E={kernelName:r.Cast,backendName:"cpu",kernelFunc:T};function C(e,t,n,a){return null==n?function(n){var o=n.inputs,i=n.backend,s=o.a,u=o.b,c=i;p([s,u],e);var h=c.data.get(s.dataId).values,d=c.data.get(u.dataId).values,f="string"===s.dtype?r.backend_util.fromUint8ToStringArray(h):h,m="string"===s.dtype?r.backend_util.fromUint8ToStringArray(d):d,g=a||s.dtype,v=l(t(s.shape,u.shape,f,m,g),2),y=v[0],b=v[1];return c.makeTensorInfo(b,g,y)}:function(e){var r=e.inputs,o=e.backend,i=r.a,s=r.b,u=o;if("complex64"===i.dtype||"complex64"===s.dtype){var c=T({inputs:{x:i},backend:u,attrs:{dtype:"complex64"}}),h=u.data.get(c.dataId),p=h.complexTensorInfos.real,d=h.complexTensorInfos.imag,f=u.data.get(p.dataId).values,m=u.data.get(d.dataId).values,g=T({inputs:{x:s},backend:u,attrs:{dtype:"complex64"}}),v=u.data.get(g.dataId),b=v.complexTensorInfos.real,x=v.complexTensorInfos.imag,w=u.data.get(b.dataId).values,k=u.data.get(x.dataId).values,S=l(n(i.shape,s.shape,f,m,w,k),3),I=S[0],N=S[1],E=S[2],C=u.makeTensorInfo(E,"float32",I),A=u.makeTensorInfo(E,"float32",N),_=y({inputs:{real:C,imag:A},backend:u});return u.disposeIntermediateTensorInfo(c),u.disposeIntermediateTensorInfo(g),u.disposeIntermediateTensorInfo(C),u.disposeIntermediateTensorInfo(A),_}var R=u.data.get(i.dataId).values,F=u.data.get(s.dataId).values,D=a||i.dtype,O=l(t(i.shape,s.shape,R,F,D),2),M=O[0];E=O[1];return u.makeTensorInfo(E,D,M)}}function A(e){return function(t,n,a,o,i,s){var u=r.backend_util.assertAndGetBroadcastShape(t,n),c=r.util.sizeFromShape(u),l=u.length,h=r.util.computeStrides(u),p=r.util.getTypedArrayFromDType("float32",c),d=r.util.getTypedArrayFromDType("float32",c),f=r.backend_util.getBroadcastDims(t,u),m=r.backend_util.getBroadcastDims(n,u),g=r.backend_util.mergeRealAndImagArrays(a,o),v=r.backend_util.mergeRealAndImagArrays(i,s),y=t.length,b=r.util.computeStrides(t),x=n.length,w=r.util.computeStrides(n);if(f.length+m.length===0)for(var k=0;k<p.length;k++){var S=k%g.length,I=k%v.length,N=e(g[2*S],g[2*S+1],v[2*I],v[2*I+1]);p[k]=N.real,d[k]=N.imag}else{var T=function(t){var n=r.util.indexToLoc(t,l,h),a=n.slice(-y);f.forEach((function(e){return a[e]=0}));var o=r.util.locToIndex(a,y,b),i=n.slice(-x);m.forEach((function(e){return i[e]=0}));var s=r.util.locToIndex(i,x,w),u=e(g[2*o],g[2*o+1],v[2*s],v[2*s+1]);p[t]=u.real,d[t]=u.imag};for(k=0;k<p.length;k++)T(k)}return[p,d,u]}}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/var _=v((function(e,t){return e+t})),R=A((function(e,t,n,r){return{real:e+n,imag:t+r}})),F=C(r.Add,_,R),D={kernelName:r.Add,backendName:"cpu",kernelFunc:F};
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/
function O(e,t,n,a,o){for(var i=r.util.sizeFromShape(a),s=r.util.makeZerosTypedArray(o,n),u=0;u<e.length;u++){var c=e[u];if(c<0)throw new Error("Input x must be non-negative!");c>=o||(s[c]+=i>0?t[u]:1)}return s}function M(e,t,n,a){void 0===a&&(a=!1);for(var o=e.shape[0],i=e.shape[1],s=r.buffer([o,n],t.dtype),u=0;u<o;u++)for(var c=0;c<i;c++){var l=e.get(u,c);if(l<0)throw new Error("Input x must be non-negative!");l>=n||(a?s.set(1,u,l):t.size>0?s.set(s.get(u,l)+t.get(u,c),u,l):s.set(s.get(u,l)+1,u,l))}return s}
/**
* @license
* Copyright 2023 Google LLC.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/var z=v((function(e,t){return e&t})),B=C(r.BitwiseAnd,z),L={kernelName:r.BitwiseAnd,backendName:"cpu",kernelFunc:B};
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/
function P(e){return function(t,n,a){for(var o=r.util.getArrayFromDType(n,t.length),i=0;i<t.length;++i)o[i]=e(t[i],a);return o}}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/function U(e,t,n){return W(e,P(t),n)}function W(e,t,n){return function(a){var o=a.inputs,i=a.attrs,s=a.backend,u=o.x;p(u,e);var c,l=s,h=l.data.get(u.dataId).values;if("string"===u.dtype){if(!Array.isArray(h))throw new Error("String tensor's value was not an instance of Array");c=r.backend_util.fromUint8ToStringArray(h)}else c=h;var d=n||u.dtype,f=t(c,d,i);return l.makeTensorInfo(u.shape,d,f)}}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the License);
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an AS IS BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/var V=P((function(e){return Math.ceil(e)})),G=W(r.Ceil,V),j={kernelName:r.Ceil,backendName:"cpu",kernelFunc:G};
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/
function q(e,t,n,a){var o=r.util.getArrayFromDType(n,r.util.sizeFromShape(t));if(a&&"string"!==n){var i=0;e.forEach((function(e){var t=r.util.sizeFromShape(e.shape);o.set(e.vals,i),i+=t}))}else{var s=0;e.forEach((function(e){for(var a="string"===n?r.backend_util.fromUint8ToStringArray(e.vals):e.vals,i=0,u=0;u<e.shape[0];++u)for(var c=u*t[1]+s,l=0;l<e.shape[1];++l)o[c+l]=a[i++];s+=e.shape[1]}))}return o}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/var K=v((function(e,t){return e===t?1:0})),H=C(r.Equal,K,null,"bool"),X={kernelName:r.Equal,backendName:"cpu",kernelFunc:H},$=P((function(e){return Math.exp(e)})),Z=W(r.Exp,$,"float32"),J={kernelName:r.Exp,backendName:"cpu",kernelFunc:Z},Y=P((function(e){return Math.expm1(e)})),Q=W(r.Expm1,Y),ee={kernelName:r.Expm1,backendName:"cpu",kernelFunc:Q},te=P((function(e){return Math.floor(e)})),ne=W(r.Floor,te),re={kernelName:r.Floor,backendName:"cpu",kernelFunc:ne},ae=v((function(e,t){return Math.floor(e/t)})),oe=C(r.FloorDiv,ae,null,"int32"),ie={kernelName:r.FloorDiv,backendName:"cpu",kernelFunc:oe};function se(e,t,n,a,o,i,s,u,c){for(var p=r.buffer([a,i],n),d=0;d<a;d++){for(var f=[],m=0,g=0;g<o;g++){var v=e[d*o+g];m+=v*s[g],f.push(v)}if(m<0||m>=c/i)throw new Error("Invalid indices: ".concat(f," does not index into ").concat(u));for(var y=0;y<i;y++)p.values[d*i+y]=t.get.apply(t,h([],l(t.indexToLoc(m*i+y)),!1))}return p}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/function ue(e,t,n){for(var a=r.buffer(n,e.dtype),o=0;o<a.size;++o){var i=a.indexToLoc(o).slice(),s=i[0],u=i[2],c=t.locToIndex([s,u]);i[2]=t.values[c];var l=e.locToIndex(i);0<=l&&l<e.values.length&&(a.values[o]=e.values[l])}return a}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/var ce=v((function(e,t){return e>t?1:0})),le=C(r.Greater,ce,null,"bool"),he={kernelName:r.Greater,backendName:"cpu",kernelFunc:le},pe=v((function(e,t){return e>=t?1:0})),de=C(r.GreaterEqual,pe,null,"bool"),fe={kernelName:r.GreaterEqual,backendName:"cpu",kernelFunc:de},me=v((function(e,t){return e<t?1:0})),ge=C(r.Less,me,null,"bool"),ve={kernelName:r.Less,backendName:"cpu",kernelFunc:ge},ye=v((function(e,t){return e<=t?1:0})),be=C(r.LessEqual,ye,null,"bool"),xe={kernelName:r.LessEqual,backendName:"cpu",kernelFunc:be};
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/
function we(e,t,n){var a=(t-e)/(n-1),o=r.util.makeZerosTypedArray(n,"float32");o[0]=e;for(var i=1;i<o.length;i++)o[i]=o[i-1]+a;return o}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the License);
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an AS IS BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/var ke=P((function(e){return Math.log(e)})),Se=W(r.Log,ke),Ie={kernelName:r.Log,backendName:"cpu",kernelFunc:Se};
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/
function Ne(e,t,n,a){for(var o=r.util.getTypedArrayFromDType(a,r.util.sizeFromShape(n)),i=0;i<o.length;++i){for(var s=i*t,u=e[s],c=0;c<t;++c){var l=e[s+c];(Number.isNaN(l)||l>u)&&(u=l)}o[i]=u}return o}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/var Te=v((function(e,t){return Math.max(e,t)})),Ee=C(r.Maximum,Te),Ce={kernelName:r.Maximum,backendName:"cpu",kernelFunc:Ee},Ae=v((function(e,t){return Math.min(e,t)})),_e=C(r.Minimum,Ae),Re={kernelName:r.Minimum,backendName:"cpu",kernelFunc:_e},Fe=v((function(e,t){return e*t})),De=A((function(e,t,n,r){return{real:e*n-t*r,imag:e*r+t*n}})),Oe=C(r.Multiply,Fe,De),Me={kernelName:r.Multiply,backendName:"cpu",kernelFunc:Oe};function ze(e,t,n){var a=r.util.createScalarValue(-1,n);return Fe([],t,a,e,n)}var Be={kernelName:r.Neg,backendName:"cpu",kernelFunc:function(e){var t=e.inputs,n=e.backend,r=t.x;p(r,"neg");var a=l(ze(n.data.get(r.dataId).values,r.shape,r.dtype),2),o=a[0],i=a[1];return n.makeTensorInfo(i,r.dtype,o)}},Le=v((function(e,t){return e!==t?1:0})),Pe=C(r.NotEqual,Le,null,"bool"),Ue={kernelName:r.NotEqual,backendName:"cpu",kernelFunc:Pe};
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/
function We(e,t,n,a,o){for(var i=t.length,s=r.util.sizeFromShape(t),u=r.util.computeStrides(t),c=r.util.computeStrides(o),l=r.util.getTypedArrayFromDType(n,r.util.sizeFromShape(o)),h=0;h<s;++h){for(var p=r.util.indexToLoc(h,i,u),d=new Array(p.length),f=0;f<d.length;f++)d[f]=p[a[f]];l[r.util.locToIndex(d,i,c)]=e[h]}return l}
/**
* @license
* Copyright 2020 Google LLC. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* =============================================================================
*/function Ve(e){var t=e.inputs,n=e.attrs,r=e.backend,a=t.x,o=n.perm;p(a,"transpose");for(var i=a.shape.length,s=new Array(i),u=0;u<s.length;u++)s[u]=a.shape[o[u]];var