| 1 | /**
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| 2 | * @license
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| 3 | * Copyright 2018 Google LLC. All Rights Reserved.
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| 4 | * Licensed under the Apache License, Version 2.0 (the "License");
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| 5 | * you may not use this file except in compliance with the License.
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| 6 | * You may obtain a copy of the License at
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| 7 | *
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| 8 | * http://www.apache.org/licenses/LICENSE-2.0
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| 9 | *
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| 10 | * Unless required by applicable law or agreed to in writing, software
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| 11 | * distributed under the License is distributed on an "AS IS" BASIS,
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| 12 | * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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| 13 | * See the License for the specific language governing permissions and
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| 14 | * limitations under the License.
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| 15 | * =============================================================================
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| 16 | */
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| 17 | // tslint:disable-next-line: no-imports-from-dist
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| 18 | import * as tfOps from '@tensorflow/tfjs-core/dist/ops/ops_for_converter';
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| 19 | import { getParamValue } from './utils';
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| 20 | function nmsParams(node, tensorMap, context) {
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| 21 | const boxes = getParamValue('boxes', node, tensorMap, context);
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| 22 | const scores = getParamValue('scores', node, tensorMap, context);
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| 23 | const maxOutputSize = getParamValue('maxOutputSize', node, tensorMap, context);
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| 24 | const iouThreshold = getParamValue('iouThreshold', node, tensorMap, context);
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| 25 | const scoreThreshold = getParamValue('scoreThreshold', node, tensorMap, context);
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| 26 | const softNmsSigma = getParamValue('softNmsSigma', node, tensorMap, context);
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| 27 | return {
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| 28 | boxes,
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| 29 | scores,
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| 30 | maxOutputSize,
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| 31 | iouThreshold,
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| 32 | scoreThreshold,
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| 33 | softNmsSigma
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| 34 | };
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| 35 | }
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| 36 | export const executeOp = async (node, tensorMap, context, resourceManager, ops = tfOps) => {
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| 37 | switch (node.op) {
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| 38 | case 'NonMaxSuppressionV5': {
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| 39 | const { boxes, scores, maxOutputSize, iouThreshold, scoreThreshold, softNmsSigma } = nmsParams(node, tensorMap, context);
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| 40 | const result = await ops.image.nonMaxSuppressionWithScoreAsync(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold, softNmsSigma);
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| 41 | return [result.selectedIndices, result.selectedScores];
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| 42 | }
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| 43 | case 'NonMaxSuppressionV4': {
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| 44 | const { boxes, scores, maxOutputSize, iouThreshold, scoreThreshold } = nmsParams(node, tensorMap, context);
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| 45 | const padToMaxOutputSize = getParamValue('padToMaxOutputSize', node, tensorMap, context);
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| 46 | const result = await ops.image.nonMaxSuppressionPaddedAsync(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold, padToMaxOutputSize);
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| 47 | return [result.selectedIndices, result.validOutputs];
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| 48 | }
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| 49 | case 'NonMaxSuppressionV3':
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| 50 | case 'NonMaxSuppressionV2': {
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| 51 | const { boxes, scores, maxOutputSize, iouThreshold, scoreThreshold } = nmsParams(node, tensorMap, context);
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| 52 | return [await ops.image.nonMaxSuppressionAsync(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold)];
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| 53 | }
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| 54 | case 'Where': {
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| 55 | const condition = ops.cast(getParamValue('condition', node, tensorMap, context), 'bool');
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| 56 | const result = [await ops.whereAsync(condition)];
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| 57 | condition.dispose();
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| 58 | return result;
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| 59 | }
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| 60 | case 'ListDiff': {
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| 61 | return ops.setdiff1dAsync(getParamValue('x', node, tensorMap, context), getParamValue('y', node, tensorMap, context));
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| 62 | }
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| 63 | default:
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| 64 | throw TypeError(`Node type ${node.op} is not implemented`);
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| 65 | }
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| 66 | };
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| 67 | export const CATEGORY = 'dynamic';
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| 68 | //# sourceMappingURL=data:application/json;base64,{"version":3,"file":"dynamic_executor.js","sourceRoot":"","sources":["../../../../../../../tfjs-converter/src/operations/executors/dynamic_executor.ts"],"names":[],"mappings":"AAAA;;;;;;;;;;;;;;;GAeG;AAGH,iDAAiD;AACjD,OAAO,KAAK,KAAK,MAAM,kDAAkD,CAAC;AAO1E,OAAO,EAAC,aAAa,EAAC,MAAM,SAAS,CAAC;AAEtC,SAAS,SAAS,CACd,IAAU,EAAE,SAA0B,EAAE,OAAyB;IACnE,MAAM,KAAK,GAAG,aAAa,CAAC,OAAO,EAAE,IAAI,EAAE,SAAS,EAAE,OAAO,CAAW,CAAC;IACzE,MAAM,MAAM,GAAG,aAAa,CAAC,QAAQ,EAAE,IAAI,EAAE,SAAS,EAAE,OAAO,CAAW,CAAC;IAC3E,MAAM,aAAa,GACf,aAAa,CAAC,eAAe,EAAE,IAAI,EAAE,SAAS,EAAE,OAAO,CAAW,CAAC;IACvE,MAAM,YAAY,GACd,aAAa,CAAC,cAAc,EAAE,IAAI,EAAE,SAAS,EAAE,OAAO,CAAW,CAAC;IACtE,MAAM,cAAc,GAChB,aAAa,CAAC,gBAAgB,EAAE,IAAI,EAAE,SAAS,EAAE,OAAO,CAAW,CAAC;IACxE,MAAM,YAAY,GACd,aAAa,CAAC,cAAc,EAAE,IAAI,EAAE,SAAS,EAAE,OAAO,CAAW,CAAC;IAEtE,OAAO;QACL,KAAK;QACL,MAAM;QACN,aAAa;QACb,YAAY;QACZ,cAAc;QACd,YAAY;KACb,CAAC;AACJ,CAAC;AAED,MAAM,CAAC,MAAM,SAAS,GAA4B,KAAK,EACnD,IAAU,EAAE,SAA0B,EACtC,OAAyB,EAAE,eAAgC,EAC3D,GAAG,GAAG,KAAK,EAAqB,EAAE;IACpC,QAAQ,IAAI,CAAC,EAAE,EAAE;QACf,KAAK,qBAAqB,CAAC,CAAC;YAC1B,MAAM,EACJ,KAAK,EACL,MAAM,EACN,aAAa,EACb,YAAY,EACZ,cAAc,EACd,YAAY,EACb,GAAG,SAAS,CAAC,IAAI,EAAE,SAAS,EAAE,OAAO,CAAC,CAAC;YAExC,MAAM,MAAM,GAAG,MAAM,GAAG,CAAC,KAAK,CAAC,+BAA+B,CAC1D,KAAiB,EAAE,MAAkB,EAAE,aAAa,EAAE,YAAY,EAClE,cAAc,EAAE,YAAY,CAAC,CAAC;YAElC,OAAO,CAAC,MAAM,CAAC,eAAe,EAAE,MAAM,CAAC,cAAc,CAAC,CAAC;SACxD;QACD,KAAK,qBAAqB,CAAC,CAAC;YAC1B,MAAM,EAAC,KAAK,EAAE,MAAM,EAAE,aAAa,EAAE,YAAY,EAAE,cAAc,EAAC,GAC9D,SAAS,CAAC,IAAI,EAAE,SAAS,EAAE,OAAO,CAAC,CAAC;YAExC,MAAM,kBAAkB,GACpB,aAAa,CAAC,oBAAoB,EAAE,IAAI,EAAE,SAAS,EAAE,OAAO,CACrD,CAAC;YAEZ,MAAM,MAAM,GAAG,MAAM,GAAG,CAAC,KAAK,CAAC,4BAA4B,CACvD,KAAiB,EAAE,MAAkB,EAAE,aAAa,EAAE,YAAY,EAClE,cAAc,EAAE,kBAAkB,CAAC,CAAC;YAExC,OAAO,CAAC,MAAM,CAAC,eAAe,EAAE,MAAM,CAAC,YAAY,CAAC,CAAC;SACtD;QACD,KAAK,qBAAqB,CAAC;QAC3B,KAAK,qBAAqB,CAAC,CAAC;YAC1B,MAAM,EAAC,KAAK,EAAE,MAAM,EAAE,aAAa,EAAE,YAAY,EAAE,cAAc,EAAC,GAC9D,SAAS,CAAC,IAAI,EAAE,SAAS,EAAE,OAAO,CAAC,CAAC;YAExC,OAAO,CAAC,MAAM,GAAG,CAAC,KAAK,CAAC,sBAAsB,CAC1C,KAAiB,EAAE,MAAkB,EAAE,aAAa,EAAE,YAAY,EAClE,cAAc,CAAC,CAAC,CAAC;SACtB;QACD,KAAK,OAAO,CAAC,CAAC;YACZ,MAAM,SAAS,GAAG,GAAG,CAAC,IAAI,CACrB,aAAa,CAAC,WAAW,EAAE,IAAI,EAAE,SAAS,EAAE,OAAO,CAAY,EAChE,MAAM,CAAC,CAAC;YACZ,MAAM,MAAM,GAAG,CAAC,MAAM,GAAG,CAAC,UAAU,CAAC,SAAS,CAAC,CAAC,CAAC;YACjD,SAAS,CAAC,OAAO,EAAE,CAAC;YACpB,OAAO,MAAM,CAAC;SACf;QACD,KAAK,UAAU,CAAC,CAAC;YACf,OAAO,GAAG,CAAC,cAAc,CACrB,aAAa,CAAC,GAAG,EAAE,IAAI,EAAE,SAAS,EAAE,OAAO,CAAW,EACtD,aAAa,CAAC,GAAG,EAAE,IAAI,EAAE,SAAS,EAAE,OAAO,CAAW,CAAC,CAAC;SAC7D;QACD;YACE,MAAM,SAAS,CAAC,aAAa,IAAI,CAAC,EAAE,qBAAqB,CAAC,CAAC;KAC9D;AACH,CAAC,CAAC;AAEF,MAAM,CAAC,MAAM,QAAQ,GAAG,SAAS,CAAC","sourcesContent":["/**\n * @license\n * Copyright 2018 Google LLC. All Rights Reserved.\n * Licensed under the Apache License, Version 2.0 (the \"License\");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n * http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an \"AS IS\" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n * =============================================================================\n */\n\nimport {Tensor, Tensor1D, Tensor2D} from '@tensorflow/tfjs-core';\n// tslint:disable-next-line: no-imports-from-dist\nimport * as tfOps from '@tensorflow/tfjs-core/dist/ops/ops_for_converter';\n\nimport {NamedTensorsMap} from '../../data/types';\nimport {ExecutionContext} from '../../executor/execution_context';\nimport { ResourceManager } from '../../executor/resource_manager';\nimport {InternalOpAsyncExecutor, Node} from '../types';\n\nimport {getParamValue} from './utils';\n\nfunction nmsParams(\n    node: Node, tensorMap: NamedTensorsMap, context: ExecutionContext) {\n  const boxes = getParamValue('boxes', node, tensorMap, context) as Tensor;\n  const scores = getParamValue('scores', node, tensorMap, context) as Tensor;\n  const maxOutputSize =\n      getParamValue('maxOutputSize', node, tensorMap, context) as number;\n  const iouThreshold =\n      getParamValue('iouThreshold', node, tensorMap, context) as number;\n  const scoreThreshold =\n      getParamValue('scoreThreshold', node, tensorMap, context) as number;\n  const softNmsSigma =\n      getParamValue('softNmsSigma', node, tensorMap, context) as number;\n\n  return {\n    boxes,\n    scores,\n    maxOutputSize,\n    iouThreshold,\n    scoreThreshold,\n    softNmsSigma\n  };\n}\n\nexport const executeOp: InternalOpAsyncExecutor = async(\n    node: Node, tensorMap: NamedTensorsMap,\n    context: ExecutionContext, resourceManager: ResourceManager,\n    ops = tfOps): Promise<Tensor[]> => {\n  switch (node.op) {\n    case 'NonMaxSuppressionV5': {\n      const {\n        boxes,\n        scores,\n        maxOutputSize,\n        iouThreshold,\n        scoreThreshold,\n        softNmsSigma\n      } = nmsParams(node, tensorMap, context);\n\n      const result = await ops.image.nonMaxSuppressionWithScoreAsync(\n          boxes as Tensor2D, scores as Tensor1D, maxOutputSize, iouThreshold,\n          scoreThreshold, softNmsSigma);\n\n      return [result.selectedIndices, result.selectedScores];\n    }\n    case 'NonMaxSuppressionV4': {\n      const {boxes, scores, maxOutputSize, iouThreshold, scoreThreshold} =\n          nmsParams(node, tensorMap, context);\n\n      const padToMaxOutputSize =\n          getParamValue('padToMaxOutputSize', node, tensorMap, context) as\n          boolean;\n\n      const result = await ops.image.nonMaxSuppressionPaddedAsync(\n          boxes as Tensor2D, scores as Tensor1D, maxOutputSize, iouThreshold,\n          scoreThreshold, padToMaxOutputSize);\n\n      return [result.selectedIndices, result.validOutputs];\n    }\n    case 'NonMaxSuppressionV3':\n    case 'NonMaxSuppressionV2': {\n      const {boxes, scores, maxOutputSize, iouThreshold, scoreThreshold} =\n          nmsParams(node, tensorMap, context);\n\n      return [await ops.image.nonMaxSuppressionAsync(\n          boxes as Tensor2D, scores as Tensor1D, maxOutputSize, iouThreshold,\n          scoreThreshold)];\n    }\n    case 'Where': {\n      const condition = ops.cast(\n          (getParamValue('condition', node, tensorMap, context) as Tensor),\n          'bool');\n      const result = [await ops.whereAsync(condition)];\n      condition.dispose();\n      return result;\n    }\n    case 'ListDiff': {\n      return ops.setdiff1dAsync(\n          getParamValue('x', node, tensorMap, context) as Tensor,\n          getParamValue('y', node, tensorMap, context) as Tensor);\n    }\n    default:\n      throw TypeError(`Node type ${node.op} is not implemented`);\n  }\n};\n\nexport const CATEGORY = 'dynamic';\n"]} |
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