/** * @license * Copyright 2017 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 * as util from '../util'; /** * Returns true if the axis specifies the inner most dimensions of the * array. */ export function axesAreInnerMostDims(axes, rank) { for (let i = 0; i < axes.length; ++i) { if (axes[axes.length - i - 1] !== rank - 1 - i) { return false; } } return true; } export function combineLocations(outputLoc, reduceLoc, axes) { const rank = outputLoc.length + reduceLoc.length; const loc = []; let outIdx = 0; let reduceIdx = 0; for (let dim = 0; dim < rank; dim++) { if (axes.indexOf(dim) === -1) { loc.push(outputLoc[outIdx++]); } else { loc.push(reduceLoc[reduceIdx++]); } } return loc; } export function computeOutAndReduceShapes(aShape, axes) { const outShape = []; const rank = aShape.length; for (let dim = 0; dim < rank; dim++) { if (axes.indexOf(dim) === -1) { outShape.push(aShape[dim]); } } const reduceShape = axes.map(dim => aShape[dim]); return [outShape, reduceShape]; } export function expandShapeToKeepDim(shape, axes) { const reduceSubShape = axes.map(x => 1); return combineLocations(shape, reduceSubShape, axes); } export function assertAxesAreInnerMostDims(msg, axes, rank) { util.assert(axesAreInnerMostDims(axes, rank), () => `${msg} supports only inner-most axes for now. ` + `Got axes ${axes} and rank-${rank} input.`); } /** * Returns the axes permutation to be used with `tf.transpose`, if such * permutation is necessary. Otherwise it returns null. This method is used by * operations that operate only on inner-most axes. */ export function getAxesPermutation(axes, rank) { if (axesAreInnerMostDims(axes, rank)) { return null; } const result = []; for (let i = 0; i < rank; ++i) { if (axes.indexOf(i) === -1) { result.push(i); } } axes.forEach(axis => result.push(axis)); return result; } /** Returns the axes permutation that undoes the original permutation. */ export function getUndoAxesPermutation(axes) { return axes.map((axis, i) => [i, axis]) .sort((a, b) => a[1] - b[1]) .map(x => x[0]); } export function getInnerMostAxes(numAxes, rank) { const res = []; for (let i = rank - numAxes; i < rank; ++i) { res.push(i); } return res; } //# sourceMappingURL=data:application/json;base64,{"version":3,"file":"axis_util.js","sourceRoot":"","sources":["../../../../../../tfjs-core/src/ops/axis_util.ts"],"names":[],"mappings":"AAAA;;;;;;;;;;;;;;;GAeG;AAEH,OAAO,KAAK,IAAI,MAAM,SAAS,CAAC;AAEhC;;;GAGG;AACH,MAAM,UAAU,oBAAoB,CAAC,IAAc,EAAE,IAAY;IAC/D,KAAK,IAAI,CAAC,GAAG,CAAC,EAAE,CAAC,GAAG,IAAI,CAAC,MAAM,EAAE,EAAE,CAAC,EAAE;QACpC,IAAI,IAAI,CAAC,IAAI,CAAC,MAAM,GAAG,CAAC,GAAG,CAAC,CAAC,KAAK,IAAI,GAAG,CAAC,GAAG,CAAC,EAAE;YAC9C,OAAO,KAAK,CAAC;SACd;KACF;IACD,OAAO,IAAI,CAAC;AACd,CAAC;AAED,MAAM,UAAU,gBAAgB,CAC5B,SAAmB,EAAE,SAAmB,EAAE,IAAc;IAC1D,MAAM,IAAI,GAAG,SAAS,CAAC,MAAM,GAAG,SAAS,CAAC,MAAM,CAAC;IACjD,MAAM,GAAG,GAAG,EAAE,CAAC;IACf,IAAI,MAAM,GAAG,CAAC,CAAC;IACf,IAAI,SAAS,GAAG,CAAC,CAAC;IAChB,KAAK,IAAI,GAAG,GAAG,CAAC,EAAE,GAAG,GAAG,IAAI,EAAE,GAAG,EAAE,EAAE;QACrC,IAAI,IAAI,CAAC,OAAO,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,EAAE;YAC5B,GAAG,CAAC,IAAI,CAAC,SAAS,CAAC,MAAM,EAAE,CAAC,CAAC,CAAC;SAC/B;aAAM;YACL,GAAG,CAAC,IAAI,CAAC,SAAS,CAAC,SAAS,EAAE,CAAC,CAAC,CAAC;SAClC;KACF;IACD,OAAO,GAAG,CAAC;AACb,CAAC;AAED,MAAM,UAAU,yBAAyB,CACrC,MAAgB,EAAE,IAAc;IAClC,MAAM,QAAQ,GAAG,EAAE,CAAC;IACpB,MAAM,IAAI,GAAG,MAAM,CAAC,MAAM,CAAC;IAC3B,KAAK,IAAI,GAAG,GAAG,CAAC,EAAE,GAAG,GAAG,IAAI,EAAE,GAAG,EAAE,EAAE;QACnC,IAAI,IAAI,CAAC,OAAO,CAAC,GAAG,CAAC,KAAK,CAAC,CAAC,EAAE;YAC5B,QAAQ,CAAC,IAAI,CAAC,MAAM,CAAC,GAAG,CAAC,CAAC,CAAC;SAC5B;KACF;IACD,MAAM,WAAW,GAAG,IAAI,CAAC,GAAG,CAAC,GAAG,CAAC,EAAE,CAAC,MAAM,CAAC,GAAG,CAAC,CAAC,CAAC;IACjD,OAAO,CAAC,QAAQ,EAAE,WAAW,CAAC,CAAC;AACjC,CAAC;AAED,MAAM,UAAU,oBAAoB,CAChC,KAAe,EAAE,IAAc;IACjC,MAAM,cAAc,GAAG,IAAI,CAAC,GAAG,CAAC,CAAC,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC;IACxC,OAAO,gBAAgB,CAAC,KAAK,EAAE,cAAc,EAAE,IAAI,CAAC,CAAC;AACvD,CAAC;AAED,MAAM,UAAU,0BAA0B,CACtC,GAAW,EAAE,IAAc,EAAE,IAAY;IAC3C,IAAI,CAAC,MAAM,CACP,oBAAoB,CAAC,IAAI,EAAE,IAAI,CAAC,EAChC,GAAG,EAAE,CAAC,GAAG,GAAG,0CAA0C;QAClD,YAAY,IAAI,aAAa,IAAI,SAAS,CAAC,CAAC;AACtD,CAAC;AAED;;;;GAIG;AACH,MAAM,UAAU,kBAAkB,CAAC,IAAc,EAAE,IAAY;IAE7D,IAAI,oBAAoB,CAAC,IAAI,EAAE,IAAI,CAAC,EAAE;QACpC,OAAO,IAAI,CAAC;KACb;IACD,MAAM,MAAM,GAAa,EAAE,CAAC;IAC5B,KAAK,IAAI,CAAC,GAAG,CAAC,EAAE,CAAC,GAAG,IAAI,EAAE,EAAE,CAAC,EAAE;QAC7B,IAAI,IAAI,CAAC,OAAO,CAAC,CAAC,CAAC,KAAK,CAAC,CAAC,EAAE;YAC1B,MAAM,CAAC,IAAI,CAAC,CAAC,CAAC,CAAC;SAChB;KACF;IACD,IAAI,CAAC,OAAO,CAAC,IAAI,CAAC,EAAE,CAAC,MAAM,CAAC,IAAI,CAAC,IAAI,CAAC,CAAC,CAAC;IACxC,OAAO,MAAM,CAAC;AAChB,CAAC;AAED,yEAAyE;AACzE,MAAM,UAAU,sBAAsB,CAAC,IAAc;IACnD,OAAO,IAAI,CAAC,GAAG,CAAC,CAAC,IAAI,EAAE,CAAC,EAAE,EAAE,CAAC,CAAC,CAAC,EAAE,IAAI,CAAC,CAAC;SAClC,IAAI,CAAC,CAAC,CAAC,EAAE,CAAC,EAAE,EAAE,CAAC,CAAC,CAAC,CAAC,CAAC,GAAG,CAAC,CAAC,CAAC,CAAC,CAAC;SAC3B,GAAG,CAAC,CAAC,CAAC,EAAE,CAAC,CAAC,CAAC,CAAC,CAAC,CAAC,CAAC;AACtB,CAAC;AAED,MAAM,UAAU,gBAAgB,CAAC,OAAe,EAAE,IAAY;IAC5D,MAAM,GAAG,GAAa,EAAE,CAAC;IACzB,KAAK,IAAI,CAAC,GAAG,IAAI,GAAG,OAAO,EAAE,CAAC,GAAG,IAAI,EAAE,EAAE,CAAC,EAAE;QAC1C,GAAG,CAAC,IAAI,CAAC,CAAC,CAAC,CAAC;KACb;IACD,OAAO,GAAG,CAAC;AACb,CAAC","sourcesContent":["/**\n * @license\n * Copyright 2017 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 * as util from '../util';\n\n/**\n * Returns true if the axis specifies the inner most dimensions of the\n * array.\n */\nexport function axesAreInnerMostDims(axes: number[], rank: number): boolean {\n  for (let i = 0; i < axes.length; ++i) {\n    if (axes[axes.length - i - 1] !== rank - 1 - i) {\n      return false;\n    }\n  }\n  return true;\n}\n\nexport function combineLocations(\n    outputLoc: number[], reduceLoc: number[], axes: number[]): number[] {\n  const rank = outputLoc.length + reduceLoc.length;\n  const loc = [];\n  let outIdx = 0;\n  let reduceIdx = 0;\n    for (let dim = 0; dim < rank; dim++) {\n    if (axes.indexOf(dim) === -1) {\n      loc.push(outputLoc[outIdx++]);\n    } else {\n      loc.push(reduceLoc[reduceIdx++]);\n    }\n  }\n  return loc;\n}\n\nexport function computeOutAndReduceShapes(\n    aShape: number[], axes: number[]): [number[], number[]] {\n  const outShape = [];\n  const rank = aShape.length;\n  for (let dim = 0; dim < rank; dim++) {\n    if (axes.indexOf(dim) === -1) {\n      outShape.push(aShape[dim]);\n    }\n  }\n  const reduceShape = axes.map(dim => aShape[dim]);\n  return [outShape, reduceShape];\n}\n\nexport function expandShapeToKeepDim(\n    shape: number[], axes: number[]): number[] {\n  const reduceSubShape = axes.map(x => 1);\n  return combineLocations(shape, reduceSubShape, axes);\n}\n\nexport function assertAxesAreInnerMostDims(\n    msg: string, axes: number[], rank: number): void {\n  util.assert(\n      axesAreInnerMostDims(axes, rank),\n      () => `${msg} supports only inner-most axes for now. ` +\n          `Got axes ${axes} and rank-${rank} input.`);\n}\n\n/**\n * Returns the axes permutation to be used with `tf.transpose`, if such\n * permutation is necessary. Otherwise it returns null. This method is used by\n * operations that operate only on inner-most axes.\n */\nexport function getAxesPermutation(axes: number[], rank: number): number[]|\n    null {\n  if (axesAreInnerMostDims(axes, rank)) {\n    return null;\n  }\n  const result: number[] = [];\n  for (let i = 0; i < rank; ++i) {\n    if (axes.indexOf(i) === -1) {\n      result.push(i);\n    }\n  }\n  axes.forEach(axis => result.push(axis));\n  return result;\n}\n\n/** Returns the axes permutation that undoes the original permutation. */\nexport function getUndoAxesPermutation(axes: number[]): number[] {\n  return axes.map((axis, i) => [i, axis])\n      .sort((a, b) => a[1] - b[1])\n      .map(x => x[0]);\n}\n\nexport function getInnerMostAxes(numAxes: number, rank: number): number[] {\n  const res: number[] = [];\n  for (let i = rank - numAxes; i < rank; ++i) {\n    res.push(i);\n  }\n  return res;\n}\n"]}