/** * @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. * ============================================================================= */ import { env, TopK, util } from '@tensorflow/tfjs-core'; import { topKImplCPU } from '../kernel_utils/shared'; import { MergeProgram, SwapProgram } from '../top_k_gpu'; import { fill } from './Fill'; import { gatherV2 } from './GatherV2'; import { reshape } from './Reshape'; import { slice } from './Slice'; function disposeIntermediateTensorInfoOrNull(backend, tensorInfo) { if (tensorInfo !== null) { backend.disposeIntermediateTensorInfo(tensorInfo); } } function roundUpToPow2(num) { let pow2 = 1; while (pow2 < num) { pow2 *= 2; } return pow2; } // Based on Algorithm 2 of Bitonic Top K, ref: // https://anilshanbhag.in/static/papers/gputopk_sigmod18.pdf export function topK(args) { const { inputs, backend, attrs } = args; const { x } = inputs; const { k, sorted } = attrs; // Empirically determined constant used to determine last dim threshold for // handing off execution to the CPU. const TOPK_LAST_DIM_CPU_HANDOFF_SIZE_THRESHOLD = env().getNumber('TOPK_LAST_DIM_CPU_HANDOFF_SIZE_THRESHOLD'); // Empirically determined constant used to determine k threshold for handing // off execution to the CPU. const TOPK_K_CPU_HANDOFF_THRESHOLD = env().getNumber('TOPK_K_CPU_HANDOFF_THRESHOLD'); const xShape = x.shape; const lastDim = xShape[xShape.length - 1]; if (backend.shouldExecuteOnCPU([x]) || lastDim < TOPK_LAST_DIM_CPU_HANDOFF_SIZE_THRESHOLD || k > TOPK_K_CPU_HANDOFF_THRESHOLD) { const xVals = backend.readSync(x.dataId); const [allTopKVals, allTopKIndices] = topKImplCPU(xVals, xShape, x.dtype, k, sorted); return [ backend.makeTensorInfo(allTopKVals.shape, allTopKVals.dtype, allTopKVals.values), backend.makeTensorInfo(allTopKIndices.shape, allTopKIndices.dtype, allTopKIndices.values) ]; } if (k === 0) { xShape[xShape.length - 1] = 0; return [ backend.makeTensorInfo(xShape, x.dtype, []), backend.makeTensorInfo(xShape, 'int32', []) ]; } if (lastDim === 1 /* firstPass */) { return [ x, fill({ attrs: { shape: xShape, dtype: 'int32', value: 0 }, backend }) ]; } // Eagerly unpack x input since it is passed in to all the shaders which // require unpacked inputs. const xtexData = backend.texData.get(x.dataId); const xIsPacked = xtexData !== null && xtexData.isPacked; const xUnPacked = xIsPacked ? backend.unpackTensor(x) : x; // Reshape into a 2d tensor [batch, lastDim] and compute topk along lastDim. const xSize = util.sizeFromShape(xShape); const batch = xSize / lastDim; const x2D = reshape({ inputs: { x: xUnPacked }, attrs: { shape: [batch, lastDim] }, backend }); if (xIsPacked) { disposeIntermediateTensorInfoOrNull(backend, xUnPacked); } const kPow2 = roundUpToPow2(k); const lastDimPow2 = roundUpToPow2(lastDim); // Only the indices containing the top K are kept at every step to reduce // number of outputs in the GPU algorithms, so once the final set of indices // is computed then gather is used to grab the corresponding values // from the original input. let indices = null; // GPU algorithm always takes in an indices input but this input is not used // on the first run of a GPU algorithm, therefore if indices is null we simply // pass in x2D instead of it but the value will not actually be used const getInputs = () => indices === null ? [x2D, x2D] : [x2D, indices]; const runSwap = (dir, inc, shape) => { const inputs = getInputs(); const program = new SwapProgram(shape); const fistPass = indices === null ? 1 : 0; const customValues = [[lastDim], [fistPass], [Number.NEGATIVE_INFINITY], [dir], [inc]]; const prevIndices = indices; indices = backend.runWebGLProgram(program, inputs, 'int32', customValues); disposeIntermediateTensorInfoOrNull(backend, prevIndices); }; // Step 1: local sort for (let len = 1; len < kPow2; len *= 2) { const dir = len * 2; for (let inc = len; inc >= 1; inc /= 2) { runSwap(dir, inc, [batch, lastDimPow2]); } } // Step 2: merge for (let indicesSize = lastDimPow2; indicesSize > kPow2; indicesSize /= 2) { const inputs = getInputs(); const mergeProgram = new MergeProgram([batch, indicesSize / 2]); const firstPass = indices === null ? 1 : 0; const customValues = [[lastDim], [firstPass], [kPow2]]; const prevIndices = indices; indices = backend.runWebGLProgram(mergeProgram, inputs, 'int32', customValues); disposeIntermediateTensorInfoOrNull(backend, prevIndices); // Step 3: rebuild const len = kPow2 / 2; const dir = len * 2; for (let inc = len; inc >= 1; inc /= 2) { runSwap(dir, inc, indices.shape); } } // Keep only the requested top K results instead of kPow2 let prevIndices = indices; indices = slice({ inputs: { x: indices }, backend, attrs: { begin: 0, size: [batch, k] } }); disposeIntermediateTensorInfoOrNull(backend, prevIndices); // Gather values on last dimension let values = gatherV2({ inputs: { x: x2D, indices }, backend, attrs: { axis: 1, batchDims: 1 } }); disposeIntermediateTensorInfoOrNull(backend, x2D); // Reshape back to the original input shape, except that the last // dimension is k. const newShape = xShape.slice(0, -1); newShape.push(k); prevIndices = indices; indices = reshape({ inputs: { x: indices }, attrs: { shape: newShape }, backend }); disposeIntermediateTensorInfoOrNull(backend, prevIndices); const prevValues = values; values = reshape({ inputs: { x: values }, attrs: { shape: newShape }, backend }); disposeIntermediateTensorInfoOrNull(backend, prevValues); return [values, indices]; } export const topKConfig = { kernelName: TopK, backendName: 'webgl', kernelFunc: topK }; //# 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* @license\n * Copyright 2020 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 {env, KernelConfig, KernelFunc, NumericDataType, TensorInfo, TopK, TopKAttrs, TopKInputs, TypedArray, util} from '@tensorflow/tfjs-core';\n\nimport {MathBackendWebGL} from '../backend_webgl';\nimport {topKImplCPU} from '../kernel_utils/shared';\nimport {MergeProgram, SwapProgram} from '../top_k_gpu';\nimport {fill} from './Fill';\nimport {gatherV2} from './GatherV2';\nimport {reshape} from './Reshape';\nimport {slice} from './Slice';\n\nfunction disposeIntermediateTensorInfoOrNull(\n    backend: MathBackendWebGL, tensorInfo: TensorInfo) {\n  if (tensorInfo !== null) {\n    backend.disposeIntermediateTensorInfo(tensorInfo);\n  }\n}\n\nfunction roundUpToPow2(num: number) {\n  let pow2 = 1;\n  while (pow2 < num) {\n    pow2 *= 2;\n  }\n  return pow2;\n}\n\n// Based on Algorithm 2 of Bitonic Top K, ref:\n// https://anilshanbhag.in/static/papers/gputopk_sigmod18.pdf\nexport function topK(\n    args: {inputs: TopKInputs, backend: MathBackendWebGL, attrs: TopKAttrs}):\n    TensorInfo[] {\n  const {inputs, backend, attrs} = args;\n  const {x} = inputs;\n  const {k, sorted} = attrs;\n\n  // Empirically determined constant used to determine last dim threshold for\n  // handing off execution to the CPU.\n  const TOPK_LAST_DIM_CPU_HANDOFF_SIZE_THRESHOLD =\n      env().getNumber('TOPK_LAST_DIM_CPU_HANDOFF_SIZE_THRESHOLD');\n\n  // Empirically determined constant used to determine k threshold for handing\n  // off execution to the CPU.\n  const TOPK_K_CPU_HANDOFF_THRESHOLD =\n      env().getNumber('TOPK_K_CPU_HANDOFF_THRESHOLD');\n\n  const xShape = x.shape;\n  const lastDim = xShape[xShape.length - 1];\n\n  if (backend.shouldExecuteOnCPU([x]) ||\n      lastDim < TOPK_LAST_DIM_CPU_HANDOFF_SIZE_THRESHOLD ||\n      k > TOPK_K_CPU_HANDOFF_THRESHOLD) {\n    const xVals = backend.readSync(x.dataId) as TypedArray;\n    const [allTopKVals, allTopKIndices] =\n        topKImplCPU(xVals, xShape, x.dtype as NumericDataType, k, sorted);\n\n    return [\n      backend.makeTensorInfo(\n          allTopKVals.shape, allTopKVals.dtype, allTopKVals.values),\n      backend.makeTensorInfo(\n          allTopKIndices.shape, allTopKIndices.dtype, allTopKIndices.values)\n    ];\n  }\n\n  if (k === 0) {\n    xShape[xShape.length - 1] = 0;\n    return [\n      backend.makeTensorInfo(xShape, x.dtype, []),\n      backend.makeTensorInfo(xShape, 'int32', [])\n    ];\n  }\n\n  if (lastDim === 1 /* firstPass */) {\n    return [\n      x, fill({attrs: {shape: xShape, dtype: 'int32', value: 0}, backend})\n    ];\n  }\n\n  // Eagerly unpack x input since it is passed in to all the shaders which\n  // require unpacked inputs.\n  const xtexData = backend.texData.get(x.dataId);\n  const xIsPacked = xtexData !== null && xtexData.isPacked;\n  const xUnPacked = xIsPacked ? backend.unpackTensor(x) : x;\n\n  // Reshape into a 2d tensor [batch, lastDim] and compute topk along lastDim.\n  const xSize = util.sizeFromShape(xShape);\n  const batch = xSize / lastDim;\n  const x2D = reshape(\n      {inputs: {x: xUnPacked}, attrs: {shape: [batch, lastDim]}, backend});\n\n  if (xIsPacked) {\n    disposeIntermediateTensorInfoOrNull(backend, xUnPacked);\n  }\n\n  const kPow2 = roundUpToPow2(k);\n  const lastDimPow2 = roundUpToPow2(lastDim);\n\n  // Only the indices containing the top K are kept at every step to reduce\n  // number of outputs in the GPU algorithms, so once the final set of indices\n  // is computed then gather is used to grab the corresponding values\n  // from the original input.\n  let indices: TensorInfo = null;\n\n  // GPU algorithm always takes in an indices input but this input is not used\n  // on the first run of a GPU algorithm, therefore if indices is null we simply\n  // pass in x2D instead of it but the value will not actually be used\n  const getInputs = () => indices === null ? [x2D, x2D] : [x2D, indices];\n\n  const runSwap = (dir: number, inc: number, shape: number[]) => {\n    const inputs = getInputs();\n    const program = new SwapProgram(shape);\n    const fistPass = indices === null ? 1 : 0;\n    const customValues =\n        [[lastDim], [fistPass], [Number.NEGATIVE_INFINITY], [dir], [inc]];\n    const prevIndices = indices;\n    indices = backend.runWebGLProgram(program, inputs, 'int32', customValues);\n    disposeIntermediateTensorInfoOrNull(backend, prevIndices);\n  };\n\n  // Step 1: local sort\n  for (let len = 1; len < kPow2; len *= 2) {\n    const dir = len * 2;\n    for (let inc = len; inc >= 1; inc /= 2) {\n      runSwap(dir, inc, [batch, lastDimPow2]);\n    }\n  }\n\n  // Step 2: merge\n  for (let indicesSize = lastDimPow2; indicesSize > kPow2; indicesSize /= 2) {\n    const inputs = getInputs();\n    const mergeProgram = new MergeProgram([batch, indicesSize / 2]);\n    const firstPass = indices === null ? 1 : 0;\n    const customValues = [[lastDim], [firstPass], [kPow2]];\n    const prevIndices = indices;\n    indices =\n        backend.runWebGLProgram(mergeProgram, inputs, 'int32', customValues);\n    disposeIntermediateTensorInfoOrNull(backend, prevIndices);\n\n    // Step 3: rebuild\n    const len = kPow2 / 2;\n    const dir = len * 2;\n    for (let inc = len; inc >= 1; inc /= 2) {\n      runSwap(dir, inc, indices.shape);\n    }\n  }\n\n  // Keep only the requested top K results instead of kPow2\n  let prevIndices = indices;\n  indices = slice(\n      {inputs: {x: indices}, backend, attrs: {begin: 0, size: [batch, k]}});\n  disposeIntermediateTensorInfoOrNull(backend, prevIndices);\n\n  // Gather values on last dimension\n  let values = gatherV2(\n      {inputs: {x: x2D, indices}, backend, attrs: {axis: 1, batchDims: 1}});\n  disposeIntermediateTensorInfoOrNull(backend, x2D);\n\n  // Reshape back to the original input shape, except that the last\n  // dimension is k.\n  const newShape = xShape.slice(0, -1);\n  newShape.push(k);\n\n  prevIndices = indices;\n  indices = reshape({inputs: {x: indices}, attrs: {shape: newShape}, backend});\n  disposeIntermediateTensorInfoOrNull(backend, prevIndices);\n\n  const prevValues = values;\n  values = reshape({inputs: {x: values}, attrs: {shape: newShape}, backend});\n  disposeIntermediateTensorInfoOrNull(backend, prevValues);\n\n  return [values, indices];\n}\n\nexport const topKConfig: KernelConfig = {\n  kernelName: TopK,\n  backendName: 'webgl',\n  kernelFunc: topK as unknown as KernelFunc\n};\n"]}