objc2-metal-performance-shaders 0.3.2

Bindings to the MetalPerformanceShaders framework
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
//! This file has been automatically generated by `objc2`'s `header-translator`.
//! DO NOT EDIT
use core::ffi::*;
use core::ptr::NonNull;
use objc2::__framework_prelude::*;
use objc2_foundation::*;
use objc2_metal::*;

use crate::*;

extern_class!(
    /// Dependencies: This depends on Metal.framework.
    ///
    ///
    /// A softmax kernel that operates on matrices.
    ///
    ///
    /// A MPSMatrixSoftMax object computes:
    ///
    /// B_ij = Exp { A_ij } / ( Sum_k Exp { A_ik } )
    ///
    /// A and B are matrices which are represented by MPSMatrix
    /// objects. This filter computes the same result for MPSMatrices as
    /// MPSCNNSoftMax filter does for MPSImages by interpreting the columns
    /// of the matrix as feature channels, that is the sum runs over column indices.
    ///
    /// See also [Apple's documentation](https://developer.apple.com/documentation/metalperformanceshaders/mpsmatrixsoftmax?language=objc)
    #[unsafe(super(MPSMatrixUnaryKernel, MPSKernel, NSObject))]
    #[derive(Debug, PartialEq, Eq, Hash)]
    #[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
    pub struct MPSMatrixSoftMax;
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSCoding for MPSMatrixSoftMax {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSCopying for MPSMatrixSoftMax {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
unsafe impl CopyingHelper for MPSMatrixSoftMax {
    type Result = Self;
}

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSObjectProtocol for MPSMatrixSoftMax {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSSecureCoding for MPSMatrixSoftMax {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixSoftMax {
    extern_methods!(
        /// The number of rows to consider from the source in the operation.
        /// This property is modifiable and defaults to NSUIntegerMax and the number is
        /// adjusted dynamically at kernel encode time (see encodeToCommandBuffer) to
        /// fit into the source matrix available starting from sourceMatrixOrigin.x,
        /// indicating that by default the whole source matrix is used.
        /// If a different size is desired then this should be modified prior to
        /// encoding the kernel. It is the user's responsibility to ensure that the
        /// resultMatrix parameter in encodeToCommandBuffer is large enough
        /// to accommodate the results of this operation, otherwise the results of
        /// the encode call are undefined.
        /// NOTE: sourceMatrixOrigin and resultMatrixOrigin from MPSMatrixUnaryKernel
        /// can be used to control the starting points in the source and destination
        /// at kernel encode time (see encodeToCommandBuffer).
        #[unsafe(method(sourceRows))]
        #[unsafe(method_family = none)]
        pub unsafe fn sourceRows(&self) -> NSUInteger;

        /// Setter for [`sourceRows`][Self::sourceRows].
        #[unsafe(method(setSourceRows:))]
        #[unsafe(method_family = none)]
        pub unsafe fn setSourceRows(&self, source_rows: NSUInteger);

        /// The number of columns to consider from the source in the operation.
        /// This property is modifiable and defaults to NSUIntegerMax and the number is
        /// adjusted dynamically at kernel encode time (see encodeToCommandBuffer) to
        /// fit into the source matrix available starting from sourceMatrixOrigin.y,
        /// indicating that by default the whole source matrix is used.
        /// If a different size is desired then this should be modified prior to
        /// encoding the kernel. It is the user's responsibility to ensure that the
        /// resultMatrix parameter in encodeToCommandBuffer is large enough
        /// to accommodate the results of this operation, otherwise the results of
        /// the encode call are undefined.
        /// NOTE: sourceMatrixOrigin and resultMatrixOrigin from MPSMatrixUnaryKernel
        /// can be used to control the starting points in the source and destination
        /// at kernel encode time (see encodeToCommandBuffer).
        #[unsafe(method(sourceColumns))]
        #[unsafe(method_family = none)]
        pub unsafe fn sourceColumns(&self) -> NSUInteger;

        /// Setter for [`sourceColumns`][Self::sourceColumns].
        #[unsafe(method(setSourceColumns:))]
        #[unsafe(method_family = none)]
        pub unsafe fn setSourceColumns(&self, source_columns: NSUInteger);

        /// Initialize an MPSMatrixSoftMax object on a device for a given size.
        ///
        ///
        /// Parameter `device`: The device on which the kernel will execute.
        ///
        ///
        /// Returns: A valid MPSMatrixSoftMax object or nil, if failure.
        #[unsafe(method(initWithDevice:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithDevice(
            this: Allocated<Self>,
            device: &ProtocolObject<dyn MTLDevice>,
        ) -> Retained<Self>;

        /// Encode a MPSMatrixSoftMax object to a command buffer.
        ///
        ///
        /// Parameter `commandBuffer`: A valid MTLCommandBuffer to receive the encoded kernel.
        ///
        ///
        /// Parameter `inputMatrix`: A valid MPSMatrix object which specifies the input matrix.
        ///
        ///
        /// Parameter `resultMatrix`: A valid MPSMatrix object which specifies the matrix which will
        /// be overwritten by the result.
        ///
        ///
        /// Certain constraints apply to the sizes of the matrices depending on the sizes requested at
        /// initialization time as well as the origins at the time this routine is called:
        ///
        /// The result matrix must be large enough to hold a two dimensional array of 'sourceRows' rows and
        /// 'sourceColumns' columns beginning at resultMatrixOrigin.
        ///
        /// Each matrix within the range specified by batchStart and batchSize, which also specifies
        /// a valid set of matrices within inputMatrix and resultMatrix, will
        /// be processed.
        ///
        /// The datatypes of the matrices inputMatrix and resultMatrix must match and be either
        /// MPSDataTypeFloat32 or MPSDataTypeFloat16.
        #[unsafe(method(encodeToCommandBuffer:inputMatrix:resultMatrix:))]
        #[unsafe(method_family = none)]
        pub unsafe fn encodeToCommandBuffer_inputMatrix_resultMatrix(
            &self,
            command_buffer: &ProtocolObject<dyn MTLCommandBuffer>,
            input_matrix: &MPSMatrix,
            result_matrix: &MPSMatrix,
        );

        /// NSSecureCoding compatability
        ///
        /// See
        /// MPSKernel#initWithCoder.
        /// Parameter `aDecoder`: The NSCoder subclass with your serialized MPSMatrixSoftMax
        ///
        /// Parameter `device`: The MTLDevice on which to make the MPSMatrixSoftMax
        ///
        /// Returns: A new MPSMatrixSoftMax object, or nil if failure.
        ///
        /// # Safety
        ///
        /// `a_decoder` possibly has further requirements.
        #[unsafe(method(initWithCoder:device:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithCoder_device(
            this: Allocated<Self>,
            a_decoder: &NSCoder,
            device: &ProtocolObject<dyn MTLDevice>,
        ) -> Option<Retained<Self>>;

        /// Make a copy of this kernel for a new device -
        ///
        /// See: MPSKernel
        ///
        /// Parameter `zone`: The NSZone in which to allocate the object
        ///
        /// Parameter `device`: The device for the new MPSKernel. If nil, then use
        /// self.device.
        ///
        /// Returns: a pointer to a copy of this MPSKernel. This will fail, returning
        /// nil if the device is not supported. Devices must be
        /// MTLFeatureSet_iOS_GPUFamily2_v1 or later.
        ///
        /// # Safety
        ///
        /// `zone` must be a valid pointer or null.
        #[unsafe(method(copyWithZone:device:))]
        #[unsafe(method_family = copy)]
        pub unsafe fn copyWithZone_device(
            &self,
            zone: *mut NSZone,
            device: Option<&ProtocolObject<dyn MTLDevice>>,
        ) -> Retained<Self>;
    );
}

/// Methods declared on superclass `MPSKernel`.
#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixSoftMax {
    extern_methods!(
        /// Called by NSCoder to decode MPSKernels
        ///
        /// This isn't the right interface to decode a MPSKernel, but
        /// it is the one that NSCoder uses. To enable your NSCoder
        /// (e.g. NSKeyedUnarchiver) to set which device to use
        /// extend the object to adopt the MPSDeviceProvider
        /// protocol. Otherwise, the Metal system default device
        /// will be used.
        ///
        /// # Safety
        ///
        /// `a_decoder` possibly has further requirements.
        #[unsafe(method(initWithCoder:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithCoder(
            this: Allocated<Self>,
            a_decoder: &NSCoder,
        ) -> Option<Retained<Self>>;
    );
}

/// Methods declared on superclass `NSObject`.
#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixSoftMax {
    extern_methods!(
        #[unsafe(method(init))]
        #[unsafe(method_family = init)]
        pub unsafe fn init(this: Allocated<Self>) -> Retained<Self>;

        #[unsafe(method(new))]
        #[unsafe(method_family = new)]
        pub unsafe fn new() -> Retained<Self>;
    );
}

extern_class!(
    /// Dependencies: This depends on Metal.framework.
    ///
    ///
    /// A logarithmic softmax kernel that operates on matrices.
    ///
    ///
    /// A MPSMatrixLogSoftMax object computes:
    ///
    /// B_ij = ln { Exp { A_ij } / ( Sum_k Exp { A_ik } ) } = A_ij - ln { Sum_k Exp { A_ik } }
    ///
    /// A and B are matrices which are represented by MPSMatrix
    /// objects. This filter computes the same result for MPSMatrices as
    /// MPSCNNLogSoftMax filter does for MPSImages by interpreting the columns
    /// of the matrix as feature channels, that is the sum runs over column indices.
    ///
    /// See also [Apple's documentation](https://developer.apple.com/documentation/metalperformanceshaders/mpsmatrixlogsoftmax?language=objc)
    #[unsafe(super(MPSMatrixSoftMax, MPSMatrixUnaryKernel, MPSKernel, NSObject))]
    #[derive(Debug, PartialEq, Eq, Hash)]
    #[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
    pub struct MPSMatrixLogSoftMax;
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSCoding for MPSMatrixLogSoftMax {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSCopying for MPSMatrixLogSoftMax {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
unsafe impl CopyingHelper for MPSMatrixLogSoftMax {
    type Result = Self;
}

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSObjectProtocol for MPSMatrixLogSoftMax {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSSecureCoding for MPSMatrixLogSoftMax {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixLogSoftMax {
    extern_methods!();
}

/// Methods declared on superclass `MPSMatrixSoftMax`.
#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixLogSoftMax {
    extern_methods!(
        /// Initialize an MPSMatrixSoftMax object on a device for a given size.
        ///
        ///
        /// Parameter `device`: The device on which the kernel will execute.
        ///
        ///
        /// Returns: A valid MPSMatrixSoftMax object or nil, if failure.
        #[unsafe(method(initWithDevice:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithDevice(
            this: Allocated<Self>,
            device: &ProtocolObject<dyn MTLDevice>,
        ) -> Retained<Self>;

        /// NSSecureCoding compatability
        ///
        /// See
        /// MPSKernel#initWithCoder.
        /// Parameter `aDecoder`: The NSCoder subclass with your serialized MPSMatrixSoftMax
        ///
        /// Parameter `device`: The MTLDevice on which to make the MPSMatrixSoftMax
        ///
        /// Returns: A new MPSMatrixSoftMax object, or nil if failure.
        ///
        /// # Safety
        ///
        /// `a_decoder` possibly has further requirements.
        #[unsafe(method(initWithCoder:device:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithCoder_device(
            this: Allocated<Self>,
            a_decoder: &NSCoder,
            device: &ProtocolObject<dyn MTLDevice>,
        ) -> Option<Retained<Self>>;
    );
}

/// Methods declared on superclass `MPSKernel`.
#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixLogSoftMax {
    extern_methods!(
        /// Called by NSCoder to decode MPSKernels
        ///
        /// This isn't the right interface to decode a MPSKernel, but
        /// it is the one that NSCoder uses. To enable your NSCoder
        /// (e.g. NSKeyedUnarchiver) to set which device to use
        /// extend the object to adopt the MPSDeviceProvider
        /// protocol. Otherwise, the Metal system default device
        /// will be used.
        ///
        /// # Safety
        ///
        /// `a_decoder` possibly has further requirements.
        #[unsafe(method(initWithCoder:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithCoder(
            this: Allocated<Self>,
            a_decoder: &NSCoder,
        ) -> Option<Retained<Self>>;
    );
}

/// Methods declared on superclass `NSObject`.
#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixLogSoftMax {
    extern_methods!(
        #[unsafe(method(init))]
        #[unsafe(method_family = init)]
        pub unsafe fn init(this: Allocated<Self>) -> Retained<Self>;

        #[unsafe(method(new))]
        #[unsafe(method_family = new)]
        pub unsafe fn new() -> Retained<Self>;
    );
}

extern_class!(
    /// Dependencies: This depends on Metal.framework.
    ///
    ///
    /// Computes the gradient corresponding to a forward MPSMatrixSoftMax object.
    ///
    ///
    /// A MPSMatrixSoftMaxGradient object computes:
    ///
    /// dL_dX_ij = Y_ij * (dL_dY_ij - sum_k(dL_dY_ik * Y_ik)
    ///
    /// Where dL_dX is the resulting gradient of the loss function with respect to
    /// the original input to the forward MPSMatrixSoftMax operation, Y is
    /// the output of the forward MPSMatrixSoftMax operation, and dL_dY is the
    /// gradient of the loss function with respect to Y.
    ///
    /// See also [Apple's documentation](https://developer.apple.com/documentation/metalperformanceshaders/mpsmatrixsoftmaxgradient?language=objc)
    #[unsafe(super(MPSMatrixBinaryKernel, MPSKernel, NSObject))]
    #[derive(Debug, PartialEq, Eq, Hash)]
    #[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
    pub struct MPSMatrixSoftMaxGradient;
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSCoding for MPSMatrixSoftMaxGradient {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSCopying for MPSMatrixSoftMaxGradient {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
unsafe impl CopyingHelper for MPSMatrixSoftMaxGradient {
    type Result = Self;
}

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSObjectProtocol for MPSMatrixSoftMaxGradient {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSSecureCoding for MPSMatrixSoftMaxGradient {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixSoftMaxGradient {
    extern_methods!(
        /// The number of rows to consider from the sources in the operation.
        /// This property is modifiable and defaults to NSUIntegerMax and the number is
        /// adjusted dynamically at kernel encode time (see encodeToCommandBuffer) to
        /// fit into the source matrices available starting from
        /// [primary/secondary]SourceMatrixOrigin.x, indicating that by default the
        /// whole source matrix is used. If a different size is desired then this should
        /// be modified prior to encoding the kernel. It is the user's responsibility to
        /// ensure that the resultMatrix parameter in encodeToCommandBuffer is large enough
        /// to accommodate the results of this operation, otherwise the results of
        /// the encode call are undefined.
        /// NOTE: primarySourceMatrixOrigin, secondarySourceMatrixOrigin and resultMatrixOrigin
        /// from MPSMatrixBinaryKernel can be used to control the starting points in the primary
        /// source, secondary source, and result matrices respectively.
        #[unsafe(method(sourceRows))]
        #[unsafe(method_family = none)]
        pub unsafe fn sourceRows(&self) -> NSUInteger;

        /// Setter for [`sourceRows`][Self::sourceRows].
        #[unsafe(method(setSourceRows:))]
        #[unsafe(method_family = none)]
        pub unsafe fn setSourceRows(&self, source_rows: NSUInteger);

        /// The number of columns to consider from the sources in the operation.
        /// This property is modifiable and defaults to NSUIntegerMax and the number is
        /// adjusted dynamically at kernel encode time (see encodeToCommandBuffer) to
        /// fit into the source matrices available starting from [primary/secondary]SourceMatrixOrigin.y,
        /// indicating that by default the whole source matrix is used.
        /// If a different size is desired then this should be modified prior to
        /// encoding the kernel. It is the user's responsibility to ensure that the
        /// resultMatrix parameter in encodeToCommandBuffer is large enough
        /// to accommodate the results of this operation, otherwise the results of
        /// the encode call are undefined.
        /// NOTE: primarySourceMatrixOrigin, secondarySourceMatrixOrigin and resultMatrixOrigin
        /// from MPSMatrixBinaryKernel can be used to control the starting points in the primary
        /// source, secondary source, and result matrices respectively.
        #[unsafe(method(sourceColumns))]
        #[unsafe(method_family = none)]
        pub unsafe fn sourceColumns(&self) -> NSUInteger;

        /// Setter for [`sourceColumns`][Self::sourceColumns].
        #[unsafe(method(setSourceColumns:))]
        #[unsafe(method_family = none)]
        pub unsafe fn setSourceColumns(&self, source_columns: NSUInteger);

        /// Initialize an MPSMatrixSoftMaxGradient object on a device.
        ///
        ///
        /// Parameter `device`: The device on which the kernel will execute.
        ///
        ///
        /// Returns: A valid MPSMatrixSoftMaxGradient object or nil, if failure.
        #[unsafe(method(initWithDevice:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithDevice(
            this: Allocated<Self>,
            device: &ProtocolObject<dyn MTLDevice>,
        ) -> Retained<Self>;

        /// Encode a MPSMatrixSoftMaxGradient object to a command buffer.
        ///
        ///
        /// Parameter `commandBuffer`: A valid MTLCommandBuffer to receive the encoded kernel.
        ///
        ///
        /// Parameter `gradientMatrix`: A MPSMatrix object containing gradient values with respect
        /// to the forward operation's output.  dL_dY in the class
        /// description.
        ///
        ///
        /// Parameter `forwardOutputMatrix`: A MPSMatrix object containing the output values from the
        /// forward operation.  Y in the class description.
        ///
        ///
        /// Parameter `resultMatrix`: The MPSMatrix object to hold the resulting gradient values
        /// with respect to the forward operation's input.  dL_dX in the
        /// class description.
        #[unsafe(method(encodeToCommandBuffer:gradientMatrix:forwardOutputMatrix:resultMatrix:))]
        #[unsafe(method_family = none)]
        pub unsafe fn encodeToCommandBuffer_gradientMatrix_forwardOutputMatrix_resultMatrix(
            &self,
            command_buffer: &ProtocolObject<dyn MTLCommandBuffer>,
            gradient_matrix: &MPSMatrix,
            forward_output_matrix: &MPSMatrix,
            result_matrix: &MPSMatrix,
        );

        /// NSSecureCoding compatability
        ///
        /// See
        /// MPSKernel#initWithCoder.
        /// Parameter `aDecoder`: The NSCoder subclass with your serialized MPSMatrixSoftMaxGradient
        ///
        /// Parameter `device`: The MTLDevice on which to make the MPSMatrixSoftMaxGradient
        ///
        /// Returns: A new MPSMatrixSoftMaxGradient object, or nil if failure.
        ///
        /// # Safety
        ///
        /// `a_decoder` possibly has further requirements.
        #[unsafe(method(initWithCoder:device:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithCoder_device(
            this: Allocated<Self>,
            a_decoder: &NSCoder,
            device: &ProtocolObject<dyn MTLDevice>,
        ) -> Option<Retained<Self>>;

        /// Make a copy of this kernel for a new device -
        ///
        /// See: MPSKernel
        ///
        /// Parameter `zone`: The NSZone in which to allocate the object
        ///
        /// Parameter `device`: The device for the new MPSKernel. If nil, then use
        /// self.device.
        ///
        /// Returns: a pointer to a copy of this MPSKernel. This will fail, returning
        /// nil if the device is not supported. Devices must be
        /// MTLFeatureSet_iOS_GPUFamily2_v1 or later.
        ///
        /// # Safety
        ///
        /// `zone` must be a valid pointer or null.
        #[unsafe(method(copyWithZone:device:))]
        #[unsafe(method_family = copy)]
        pub unsafe fn copyWithZone_device(
            &self,
            zone: *mut NSZone,
            device: Option<&ProtocolObject<dyn MTLDevice>>,
        ) -> Retained<Self>;
    );
}

/// Methods declared on superclass `MPSKernel`.
#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixSoftMaxGradient {
    extern_methods!(
        /// Called by NSCoder to decode MPSKernels
        ///
        /// This isn't the right interface to decode a MPSKernel, but
        /// it is the one that NSCoder uses. To enable your NSCoder
        /// (e.g. NSKeyedUnarchiver) to set which device to use
        /// extend the object to adopt the MPSDeviceProvider
        /// protocol. Otherwise, the Metal system default device
        /// will be used.
        ///
        /// # Safety
        ///
        /// `a_decoder` possibly has further requirements.
        #[unsafe(method(initWithCoder:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithCoder(
            this: Allocated<Self>,
            a_decoder: &NSCoder,
        ) -> Option<Retained<Self>>;
    );
}

/// Methods declared on superclass `NSObject`.
#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixSoftMaxGradient {
    extern_methods!(
        #[unsafe(method(init))]
        #[unsafe(method_family = init)]
        pub unsafe fn init(this: Allocated<Self>) -> Retained<Self>;

        #[unsafe(method(new))]
        #[unsafe(method_family = new)]
        pub unsafe fn new() -> Retained<Self>;
    );
}

extern_class!(
    /// Dependencies: This depends on Metal.framework.
    ///
    ///
    /// Computes the gradient corresponding to a forward MPSMatrixLogSoftMax object.
    ///
    ///
    /// A MPSMatrixLogSoftMaxGradient object computes:
    ///
    /// dL_dX_ij = dL_dY_ij - exp(Y_ij * sum_k(dL_dY_ik))
    ///
    /// Where dL_dX is the resulting gradient of the loss function with respect to
    /// the original input to the forward MPSMatrixLogSoftMax operation, Y is
    /// the output of the forward MPSMatrixLogSoftMax operation, and dL_dY is the
    /// gradient of the loss function with respect to Y.
    ///
    /// See also [Apple's documentation](https://developer.apple.com/documentation/metalperformanceshaders/mpsmatrixlogsoftmaxgradient?language=objc)
    #[unsafe(super(MPSMatrixSoftMaxGradient, MPSMatrixBinaryKernel, MPSKernel, NSObject))]
    #[derive(Debug, PartialEq, Eq, Hash)]
    #[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
    pub struct MPSMatrixLogSoftMaxGradient;
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSCoding for MPSMatrixLogSoftMaxGradient {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSCopying for MPSMatrixLogSoftMaxGradient {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
unsafe impl CopyingHelper for MPSMatrixLogSoftMaxGradient {
    type Result = Self;
}

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSObjectProtocol for MPSMatrixLogSoftMaxGradient {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
extern_conformance!(
    unsafe impl NSSecureCoding for MPSMatrixLogSoftMaxGradient {}
);

#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixLogSoftMaxGradient {
    extern_methods!();
}

/// Methods declared on superclass `MPSMatrixSoftMaxGradient`.
#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixLogSoftMaxGradient {
    extern_methods!(
        /// Initialize an MPSMatrixSoftMaxGradient object on a device.
        ///
        ///
        /// Parameter `device`: The device on which the kernel will execute.
        ///
        ///
        /// Returns: A valid MPSMatrixSoftMaxGradient object or nil, if failure.
        #[unsafe(method(initWithDevice:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithDevice(
            this: Allocated<Self>,
            device: &ProtocolObject<dyn MTLDevice>,
        ) -> Retained<Self>;

        /// NSSecureCoding compatability
        ///
        /// See
        /// MPSKernel#initWithCoder.
        /// Parameter `aDecoder`: The NSCoder subclass with your serialized MPSMatrixSoftMaxGradient
        ///
        /// Parameter `device`: The MTLDevice on which to make the MPSMatrixSoftMaxGradient
        ///
        /// Returns: A new MPSMatrixSoftMaxGradient object, or nil if failure.
        ///
        /// # Safety
        ///
        /// `a_decoder` possibly has further requirements.
        #[unsafe(method(initWithCoder:device:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithCoder_device(
            this: Allocated<Self>,
            a_decoder: &NSCoder,
            device: &ProtocolObject<dyn MTLDevice>,
        ) -> Option<Retained<Self>>;
    );
}

/// Methods declared on superclass `MPSKernel`.
#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixLogSoftMaxGradient {
    extern_methods!(
        /// Called by NSCoder to decode MPSKernels
        ///
        /// This isn't the right interface to decode a MPSKernel, but
        /// it is the one that NSCoder uses. To enable your NSCoder
        /// (e.g. NSKeyedUnarchiver) to set which device to use
        /// extend the object to adopt the MPSDeviceProvider
        /// protocol. Otherwise, the Metal system default device
        /// will be used.
        ///
        /// # Safety
        ///
        /// `a_decoder` possibly has further requirements.
        #[unsafe(method(initWithCoder:))]
        #[unsafe(method_family = init)]
        pub unsafe fn initWithCoder(
            this: Allocated<Self>,
            a_decoder: &NSCoder,
        ) -> Option<Retained<Self>>;
    );
}

/// Methods declared on superclass `NSObject`.
#[cfg(all(feature = "MPSCore", feature = "MPSKernel", feature = "MPSMatrixTypes"))]
impl MPSMatrixLogSoftMaxGradient {
    extern_methods!(
        #[unsafe(method(init))]
        #[unsafe(method_family = init)]
        pub unsafe fn init(this: Allocated<Self>) -> Retained<Self>;

        #[unsafe(method(new))]
        #[unsafe(method_family = new)]
        pub unsafe fn new() -> Retained<Self>;
    );
}