/** * @license * Copyright 2018 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. * ============================================================================= */ export class SegmentOpProgram { constructor(segOpInfo, segOpType) { this.variableNames = ['x', 'segmentIds']; const windowSize = segOpInfo.windowSize; const batchSize = segOpInfo.batchSize; const inSize = segOpInfo.inSize; const numSegments = segOpInfo.numSegments; const outSize = numSegments * Math.ceil(inSize / windowSize); this.outputShape = [batchSize, outSize]; const initializationValue = '0.0'; const returnValue = `sumValue`; const windowSizeNearestVec4 = Math.floor(windowSize / 4) * 4; const windowSizeVec4Remainder = windowSize % 4; const updateSnippet = ` sumValue += dot(values, segFilter); `; let checkValueOutOfBounds = ''; if (inSize % windowSize > 0) { checkValueOutOfBounds = ` if (inIdx < 0 || inIdx >= ${inSize}) { return initializationValue; } `; } let checkSegmentIdOutOfBounds = ''; if (inSize % windowSize > 0) { checkSegmentIdOutOfBounds = ` if (inIdx < 0 || inIdx >= ${inSize}) { return -1.0; } `; } this.userCode = ` const float initializationValue = ${initializationValue}; float getValue(int batch, int inIdx) { ${checkValueOutOfBounds} return getX(batch, inIdx); } float getSegmentIdAtIndex(int inIdx) { ${checkSegmentIdOutOfBounds} return getSegmentIds(inIdx); } void main() { ivec2 coords = getOutputCoords(); int batch = coords[0]; int outIdx = coords[1]; int inOffset = int(floor(float(outIdx) / float( ${numSegments})) * float(${windowSize})); int currentSeg = int(mod(float(outIdx), float(${numSegments}))); float sumValue = 0.0; for (int i = 0; i < ${windowSizeNearestVec4}; i += 4) { int inIdx = inOffset + i; vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), getValue(batch, inIdx + 2), getValue(batch, inIdx + 3) ); vec4 segFilter = vec4( int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0, int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0, int(getSegmentIdAtIndex(inIdx + 2)) == currentSeg ? 1 : 0, int(getSegmentIdAtIndex(inIdx + 3)) == currentSeg ? 1 : 0 ); ${updateSnippet} } int inIdx = inOffset + ${windowSizeNearestVec4}; if (${windowSizeVec4Remainder === 1}) { vec4 values = vec4( getValue(batch, inIdx), initializationValue, initializationValue, initializationValue ); int inIdxSeg = int(getSegmentIdAtIndex(inIdx)); vec4 segFilter = vec4( int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0, 0, 0, 0 ); ${updateSnippet} } else if (${windowSizeVec4Remainder === 2}) { vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), initializationValue, initializationValue ); vec4 segFilter = vec4( int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0, int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0, 0, 0 ); ${updateSnippet} } else if (${windowSizeVec4Remainder === 3}) { vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), getValue(batch, inIdx + 2), initializationValue ); vec4 segFilter = vec4( int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0, int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0, int(getSegmentIdAtIndex(inIdx + 2)) == currentSeg ? 1 : 0, 0 ); ${updateSnippet} } setOutput(${returnValue}); } `; } } //# sourceMappingURL=data:application/json;base64,{"version":3,"file":"segment_gpu.js","sourceRoot":"","sources":["../../../../../tfjs-backend-webgl/src/segment_gpu.ts"],"names":[],"mappings":"AAAA;;;;;;;;;;;;;;;GAeG;AAKH,MAAM,OAAO,gBAAgB;IAK3B,YACI,SAA8C,EAC9C,SAA+B;QANnC,kBAAa,GAAG,CAAC,GAAG,EAAE,YAAY,CAAC,CAAC;QAOlC,MAAM,UAAU,GAAG,SAAS,CAAC,UAAU,CAAC;QACxC,MAAM,SAAS,GAAG,SAAS,CAAC,SAAS,CAAC;QACtC,MAAM,MAAM,GAAG,SAAS,CAAC,MAAM,CAAC;QAChC,MAAM,WAAW,GAAG,SAAS,CAAC,WAAW,CAAC;QAC1C,MAAM,OAAO,GAAG,WAAW,GAAG,IAAI,CAAC,IAAI,CAAC,MAAM,GAAG,UAAU,CAAC,CAAC;QAC7D,IAAI,CAAC,WAAW,GAAG,CAAC,SAAS,EAAE,OAAO,CAAC,CAAC;QAExC,MAAM,mBAAmB,GAAG,KAAK,CAAC;QAClC,MAAM,WAAW,GAAG,UAAU,CAAC;QAE/B,MAAM,qBAAqB,GAAG,IAAI,CAAC,KAAK,CAAC,UAAU,GAAG,CAAC,CAAC,GAAG,CAAC,CAAC;QAC7D,MAAM,uBAAuB,GAAG,UAAU,GAAG,CAAC,CAAC;QAE/C,MAAM,aAAa,GAAG;;KAErB,CAAC;QAEF,IAAI,qBAAqB,GAAG,EAAE,CAAC;QAC/B,IAAI,MAAM,GAAG,UAAU,GAAG,CAAC,EAAE;YAC3B,qBAAqB,GAAG;oCACM,MAAM;;;OAGnC,CAAC;SACH;QAED,IAAI,yBAAyB,GAAG,EAAE,CAAC;QACnC,IAAI,MAAM,GAAG,UAAU,GAAG,CAAC,EAAE;YAC3B,yBAAyB,GAAG;oCACE,MAAM;;;OAGnC,CAAC;SACH;QAED,IAAI,CAAC,QAAQ,GAAG;0CACsB,mBAAmB;;;UAGnD,qBAAqB;;;;;UAKrB,yBAAyB;;;;;;;;;YASvB,WAAW,cAAc,UAAU;wDACS,WAAW;;;;8BAIrC,qBAAqB;;;;;;;;;;;;;;;;YAgBvC,aAAa;;;iCAGQ,qBAAqB;cACxC,uBAAuB,KAAK,CAAC;;;;;;;;;;;;;;;;;YAiB/B,aAAa;qBACJ,uBAAuB,KAAK,CAAC;;;;;;;;;;;;;;;YAetC,aAAa;qBACJ,uBAAuB,KAAK,CAAC;;;;;;;;;;;;;;;YAetC,aAAa;;oBAEL,WAAW;;KAE1B,CAAC;IACJ,CAAC;CACF","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 {backend_util} from '@tensorflow/tfjs-core';\nimport {GPGPUProgram} from './gpgpu_math';\n\nexport class SegmentOpProgram implements GPGPUProgram {\n  variableNames = ['x', 'segmentIds'];\n  outputShape: number[];\n  userCode: string;\n\n  constructor(\n      segOpInfo: backend_util.segment_util.SegOpInfo,\n      segOpType: 'unsortedSegmentSum') {\n    const windowSize = segOpInfo.windowSize;\n    const batchSize = segOpInfo.batchSize;\n    const inSize = segOpInfo.inSize;\n    const numSegments = segOpInfo.numSegments;\n    const outSize = numSegments * Math.ceil(inSize / windowSize);\n    this.outputShape = [batchSize, outSize];\n\n    const initializationValue = '0.0';\n    const returnValue = `sumValue`;\n\n    const windowSizeNearestVec4 = Math.floor(windowSize / 4) * 4;\n    const windowSizeVec4Remainder = windowSize % 4;\n\n    const updateSnippet = `\n        sumValue += dot(values, segFilter);\n    `;\n\n    let checkValueOutOfBounds = '';\n    if (inSize % windowSize > 0) {\n      checkValueOutOfBounds = `\n        if (inIdx < 0 || inIdx >= ${inSize}) {\n          return initializationValue;\n        }\n      `;\n    }\n\n    let checkSegmentIdOutOfBounds = '';\n    if (inSize % windowSize > 0) {\n      checkSegmentIdOutOfBounds = `\n        if (inIdx < 0 || inIdx >= ${inSize}) {\n          return -1.0;\n        }\n      `;\n    }\n\n    this.userCode = `\n      const float initializationValue = ${initializationValue};\n\n      float getValue(int batch, int inIdx) {\n        ${checkValueOutOfBounds}\n        return getX(batch, inIdx);\n      }\n\n      float getSegmentIdAtIndex(int inIdx) {\n        ${checkSegmentIdOutOfBounds}\n        return getSegmentIds(inIdx);\n      }\n\n      void main() {\n        ivec2 coords = getOutputCoords();\n        int batch = coords[0];\n        int outIdx = coords[1];\n        int inOffset = int(floor(float(outIdx) / float(\n          ${numSegments})) * float(${windowSize}));\n        int currentSeg = int(mod(float(outIdx), float(${numSegments})));\n\n        float sumValue = 0.0;\n\n        for (int i = 0; i < ${windowSizeNearestVec4}; i += 4) {\n          int inIdx = inOffset + i;\n          vec4 values = vec4(\n            getValue(batch, inIdx),\n            getValue(batch, inIdx + 1),\n            getValue(batch, inIdx + 2),\n            getValue(batch, inIdx + 3)\n          );\n\n          vec4 segFilter = vec4(\n            int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n            int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,\n            int(getSegmentIdAtIndex(inIdx + 2)) == currentSeg ? 1 : 0,\n            int(getSegmentIdAtIndex(inIdx + 3)) == currentSeg ? 1 : 0\n          );\n\n          ${updateSnippet}\n        }\n\n        int inIdx = inOffset + ${windowSizeNearestVec4};\n        if (${windowSizeVec4Remainder === 1}) {\n          vec4 values = vec4(\n            getValue(batch, inIdx),\n            initializationValue,\n            initializationValue,\n            initializationValue\n          );\n\n          int inIdxSeg = int(getSegmentIdAtIndex(inIdx));\n\n          vec4 segFilter = vec4(\n            int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n            0,\n            0,\n            0\n          );\n\n          ${updateSnippet}\n        } else if (${windowSizeVec4Remainder === 2}) {\n          vec4 values = vec4(\n            getValue(batch, inIdx),\n            getValue(batch, inIdx + 1),\n            initializationValue,\n            initializationValue\n          );\n\n          vec4 segFilter = vec4(\n            int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n            int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,\n              0,\n              0\n          );\n\n          ${updateSnippet}\n        } else if (${windowSizeVec4Remainder === 3}) {\n          vec4 values = vec4(\n            getValue(batch, inIdx),\n            getValue(batch, inIdx + 1),\n            getValue(batch, inIdx + 2),\n            initializationValue\n          );\n\n          vec4 segFilter = vec4(\n            int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n            int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,\n            int(getSegmentIdAtIndex(inIdx + 2)) == currentSeg ? 1 : 0,\n            0\n          );\n\n          ${updateSnippet}\n        }\n        setOutput(${returnValue});\n      }\n    `;\n  }\n}\n"]}