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kernel_registry.ts
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138 lines (121 loc) · 4.15 KB
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/**
* @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.
* =============================================================================
*/
import {DataType, RecursiveArray} from './types';
const kernelRegistry: Map<string, KernelConfig> = new Map();
export type DataId = object;
type AttributeValue =
number|number[]|boolean|boolean[]|string|string[]|NamedAttrMap;
/** These are extra non-tensor/primitive params passed to kernel functions. */
export type Attribute = AttributeValue|RecursiveArray<AttributeValue>;
/** Specifies the code to run when executing a kernel. */
export type KernelFunc = (params: {
inputs: NamedTensorInfoMap,
backend: {},
attrs?: NamedAttrMap,
}) => TensorInfo|TensorInfo[];
/** Function that gets called after the backend initializes. */
export type KernelSetupFunc = (backend: {}) => void;
/** Function that gets called right before the backend is disposed. */
export type KernelDisposeFunc = KernelSetupFunc;
/** Config object for registering a kernel in the global registry. */
export interface KernelConfig {
kernelName: string;
backendName: string;
kernelFunc: KernelFunc;
setupFunc?: KernelSetupFunc;
disposeFunc?: KernelDisposeFunc;
}
/** Holds metadata for a given tensor. */
export interface TensorInfo {
dataId: DataId;
shape: number[];
dtype: DataType;
}
export interface NamedTensorInfoMap {
[name: string]: TensorInfo;
}
export interface NamedAttrMap {
[name: string]: Attribute;
}
/**
* Returns the kernel function (code) associated with the provided names.
*
* @param kernelName The official name of the kernel.
* @param backendName The official name of the backend.
*/
export function getKernel(
kernelName: string, backendName: string): KernelConfig {
const key = makeKey(kernelName, backendName);
return kernelRegistry.get(key);
}
export function getKernelsForBackend(backendName: string): KernelConfig[] {
const it = kernelRegistry.entries();
const result: KernelConfig[] = [];
while (true) {
const {done, value} = it.next();
if (done) {
break;
}
const [key, config] = value;
const [backend, ] = key.split('_');
if (backend === backendName) {
result.push(config);
}
}
return result;
}
/**
* Registers the function (forward pass) for the kernel in a global registry.
*
* @param config A config object with the following properties:
* - `kernelName` The official name of the kernel.
* - `backendName` The official name of the backend.
* - `kernelFunc` The function to run during the forward pass of the kernel.
* - `setupFunc` Optional. Gets called once, after the backend initializes.
* - `disposeFunc` Optional. Gets called once, right before the backend is
* disposed.
*/
export function registerKernel(config: KernelConfig) {
const {kernelName, backendName} = config;
const key = makeKey(kernelName, backendName);
if (kernelRegistry.has(key)) {
throw new Error(
`The kernel '${kernelName}' for backend ` +
`'${backendName}' is already registered`);
}
kernelRegistry.set(key, config);
}
/**
* Removes the kernel function from the registry.
*
* @param kernelName The official name of the kernel.
* @param backendName The official name of the backend.
*
*/
export function unregisterKernel(
kernelName: string, backendName: string): void {
const key = makeKey(kernelName, backendName);
if (!kernelRegistry.has(key)) {
throw new Error(
`The kernel '${kernelName}' for backend ` +
`'${backendName}' is not registered`);
}
kernelRegistry.delete(key);
}
function makeKey(kernelName: string, backendName: string) {
return `${backendName}_${kernelName}`;
}