Returns:
          A map of: output key -> output result.
        """
        scale = [1.0] * self.out_channel_size
        offset = [0.5] * self.out_channel_size
        mean, variance = scale, offset
        out = nn_ops.depthwise_conv2d_native(
            input_tensor,
            self.filters,
            strides=[1, 2, 2, 1],
            dilations=[1, 1, 1, 1],

func pread(fd int, p []byte, offset int64) (n int, err error) {
	var _p0 unsafe.Pointer
	if len(p) > 0 {
		_p0 = unsafe.Pointer(&p[0])
	} else {
		_p0 = unsafe.Pointer(&_zero)
	}
	r0, _, e1 := syscall_syscall6(libc_pread_trampoline_addr, uintptr(fd), uintptr(_p0), uintptr(len(p)), 0, uintptr(offset), uintptr(offset>>32))
	n = int(r0)
	if e1 != 0 {
		err = errnoErr(e1)
	}

				f = sn[5:] // skip "type:"
			}
			fld := d.newdie(die, dwarf.DW_ABRV_STRUCTFIELD, f)
			d.newrefattr(fld, dwarf.DW_AT_type, d.defgotype(s))
			offset := decodetypeStructFieldOffset(d.ldr, d.arch, gotype, i)
			newmemberoffsetattr(fld, int32(offset))
			if decodetypeStructFieldEmbedded(d.ldr, d.arch, gotype, i) {
				newattr(fld, dwarf.DW_AT_go_embedded_field, dwarf.DW_CLS_FLAG, 1, 0)
			}
		}

	// relocation applies, and "off" is the contents of the
	// to-be-relocated data item (from sym.P). Return is an updated
	// offset value.
	Archrelocvariant func(target *Target, ldr *loader.Loader, rel loader.Reloc,
		rv sym.RelocVariant, sym loader.Sym, offset int64, data []byte) (relocatedOffset int64)

	// Generate a trampoline for a call from s to rs if necessary. ri is
	// index of the relocation.

	if readgstatus(gp1) == _Grunning {
		print("doRecordGoroutineProfile gp1=", gp1.goid, "\n")
		throw("cannot read stack of running goroutine")
	}

	offset := int(goroutineProfile.offset.Add(1)) - 1

	if offset >= len(goroutineProfile.records) {
		// Should be impossible, but better to return a truncated profile than
		// to crash the entire process at this point. Instead, deal with it in

        if (IsValidBufferOffset(buffers[const_tensor.buffer]->offset)) {
          const uint8_t* file_begin_ptr =
              reinterpret_cast<const uint8_t*>(model_ptr->allocation()->base());
          buffer = std::vector<uint8_t>(
              file_begin_ptr + buffers[const_tensor.buffer]->offset,
              file_begin_ptr + buffers[const_tensor.buffer]->offset +
                  buffers[const_tensor.buffer]->size);

}

// THIS FILE IS GENERATED BY THE COMMAND AT THE TOP; DO NOT EDIT

func pread(fd int, p []byte, offset int64) (n int, err error) {
	var _p0 *byte
	if len(p) > 0 {
		_p0 = &p[0]
	}
	r0, _, e1 := sysvicall6(uintptr(unsafe.Pointer(&procpread)), 4, uintptr(fd), uintptr(unsafe.Pointer(_p0)), uintptr(len(p)), uintptr(offset), 0, 0)
	n = int(r0)
	if e1 != 0 {
		err = errnoErr(e1)
	}
	return
}

			i--
			dAtA[i] = 0xa
		}
	}
	return len(dAtA) - i, nil
}

func encodeVarintGenerated(dAtA []byte, offset int, v uint64) int {
	offset -= sovGenerated(v)
	base := offset
	for v >= 1<<7 {
		dAtA[offset] = uint8(v&0x7f | 0x80)
		v >>= 7
		offset++
	}
	dAtA[offset] = uint8(v)
	return base
}
func (m *CertificateSigningRequest) Size() (n int) {
	if m == nil {
		return 0
	}

	i--
	dAtA[i] = 0xa
	return len(dAtA) - i, nil
}

func encodeVarintGenerated(dAtA []byte, offset int, v uint64) int {
	offset -= sovGenerated(v)
	base := offset
	for v >= 1<<7 {
		dAtA[offset] = uint8(v&0x7f | 0x80)
		v >>= 7
		offset++
	}
	dAtA[offset] = uint8(v)
	return base
}
func (m *Endpoint) Size() (n int) {
	if m == nil {
		return 0
	}
	var l int

// THIS FILE IS GENERATED BY THE COMMAND AT THE TOP; DO NOT EDIT

func sendfile(infd int, outfd int, offset int64, len *int64, hdtr unsafe.Pointer, flags int) (err error) {
	_, _, e1 := syscall_syscall6(libc_sendfile_trampoline_addr, uintptr(infd), uintptr(outfd), uintptr(offset), uintptr(unsafe.Pointer(len)), uintptr(hdtr), uintptr(flags))
	if e1 != 0 {
		err = errnoErr(e1)
	}
	return
}