在numpy中我有一个3d数组,我会删除一些2d子阵列。想想这样:
r = range(27)
arr = np.reshape(r, (3,3,3))
del = [[0,1,2],[0,0,2]]
flatSeam = np.ravel_multi_index(del, arr.shape)
arr = np.delete(arr, flatSeam)
所以最后我希望有一个形状(3,2,3)
的数组,而不包含原始数组中的元素00, 10, 22
。我的问题是我没有使用ravel_multi_index
,因为我的索引是2d,数组形状是3d,所以计算错误的索引(上面的代码也没有执行因为索引数组和形状有是相同的大小)。
你有什么想法我能做到这一点吗?
答案 0 :(得分:2)
这是一种使用advanced-indexing
-
import {Component, OnInit} from '@angular/core';
import 'bootstrap/dist/css/bootstrap.css';
import '../css/main.css';
import {ChipFamilyService} from './chip-family/chip-family.service';
import { Observable } from 'rxjs/Observable';
import 'rxjs/add/observable/of';
import { TypeaheadMatch } from '../../node_modules/ng2-bootstrap/components/typeahead/typeahead-match.class';
import { IChipFamily } from './chip-family/chip-family';
@Component({
selector: 'my-app',
template: require('./app.component.html'),
providers: [ChipFamilyService]
})
export class AppComponent implements OnInit {
public typeaheadLoading:boolean = false;
public typeaheadNoResults:boolean = false;
public dataSource:Observable<any>;
public asyncSelected:string = '';
public selected: string = '';
chipFamilies: Array<IChipFamily>;
errorMessage: string;
public constructor(private _adminService: ChipFamilyService) {
this.dataSource = Observable.create((observer:any) => {
// Runs on every search
observer.next(this.asyncSelected);
}).mergeMap((token:string) => this.getChipFamiliesAsObservable(token));
}
ngOnInit() {
this._adminService.getChipFamilies().subscribe(
chipFamilies => this.chipFamilies = chipFamilies,
error => this.errorMessage = <any>error
);
console.log('AppComponent initializing...');
}
public getChipFamiliesAsObservable(token:string):Observable<any> {
let query = new RegExp(token, 'ig');
return Observable.of(
this.chipFamilies.filter((chipFamily:any) => {
return query.test(chipFamily.name);
})
);
}
public changeTypeaheadLoading(e:boolean):void {
this.typeaheadLoading = e;
}
public changeTypeaheadNoResults(e:boolean):void {
this.typeaheadNoResults = e;
}
public typeaheadOnSelect(e:TypeaheadMatch):void {
console.log('Selected value: ', e.value);
}
}
或者,使用boolean-indexing
-
# arr: Input array, rm_idx : 2-row list/array of indices to be removed
m,n,p = arr.shape
mask = np.asarray(rm_idx[1])[:,None] != np.arange(n)
out = arr[np.arange(m)[:,None],np.where(mask)[1].reshape(m,-1)]
我们尽量避免创建out = arr.reshape(-1,p)[mask.ravel()].reshape(m,-1,p)
2D
-
mask