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Support for reordering B matrix of datatype int4 as per the pack schema requirements of u8s8s32 kernel. Vectorized int4_t -> int8_t conversion implemented via leveraging the vpmultishiftqb instruction. The reordered B matrix will then be used in the u8s8s32o<s32|s8> api. AMD-Internal: [SWLCSG-2390] Change-Id: I3a8f8aba30cac0c4828a31f1d27fa1b45ea07bba
210 lines
5.9 KiB
C
210 lines
5.9 KiB
C
/*
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BLIS
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An object-based framework for developing high-performance BLAS-like
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libraries.
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Copyright (C) 2024, Advanced Micro Devices, Inc. All rights reserved.
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Redistribution and use in source and binary forms, with or without
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modification, are permitted provided that the following conditions are
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met:
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- Redistributions of source code must retain the above copyright
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notice, this list of conditions and the following disclaimer.
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- Redistributions in binary form must reproduce the above copyright
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notice, this list of conditions and the following disclaimer in the
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documentation and/or other materials provided with the distribution.
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- Neither the name(s) of the copyright holder(s) nor the names of its
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contributors may be used to endorse or promote products derived
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from this software without specific prior written permission.
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
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"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
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A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
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HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
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SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
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LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
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DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
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THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
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(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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*/
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#include "blis.h"
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#include "aocl_gemm_interface_apis.h"
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#include "lpgemm_types.h"
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#include "lpgemm_config.h"
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#include "lpgemm_utils.h"
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#include "lpgemm_reorder.h"
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AOCL_GEMM_GET_REORDER_BUF_SIZE(u8s4s32os32)
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{
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if ( ( k <= 0 ) || ( n <= 0 ) )
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{
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return 0; // Error.
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}
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if ( ( order != 'r' ) && ( order != 'R' ) )
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{
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return 0; //Only row major suppored for int4 reordering.
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}
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// Check if avx512_vnni ISA is supported, lpgemm matmul only works with it.
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if ( bli_cpuid_is_avx512vnni_supported() == FALSE )
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{
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bli_print_msg(" AVX512_VNNI ISA not supported by processor, "
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"cannot perform int4 reordering.", __FILE__, __LINE__ );
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return 0; // Error.
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}
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/* Initialize BLIS. */
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bli_init_auto();
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// Set MC, NC, KC, NR, MR.
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aocl_lpgemm_init_global_cntx();
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AOCL_MATRIX_TYPE input_mat_type;
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bli_param_map_char_to_lpmat_type( mat_type, &input_mat_type );
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if ( input_mat_type == A_MATRIX )
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{
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return 0; // A reorder not supported.
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}
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// Extra space since packing does width in multiples of 16. The vnni
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// instruction can be used as long as at least one zmm register can be fully
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// loaded; and since k_dim needs to be at least 4, having n_dim at least 16
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// should give 4x16=64 elements, enough for 1 zmm register.The padding is
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// not rounded to NR (=64), since that would result in memory wastage.
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#ifdef BLIS_KERNELS_ZEN4
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dim_t n_reorder;
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if( n == 1 )
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{
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n_reorder = 1;
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}
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else
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{
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n_reorder = make_multiple_of_n( n, 16 );
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}
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// Extra space since packing does length in multiples of 4.
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dim_t k_reorder;
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if( n == 1 )
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{
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k_reorder = k;
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}
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else
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{
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k_reorder = make_multiple_of_n( k, 4 );
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}
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#else
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dim_t n_reorder = make_multiple_of_n( n, 16 );
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dim_t k_reorder = make_multiple_of_n( k, 4 );
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#endif
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siz_t size_req = sizeof( int8_t ) * k_reorder * n_reorder;
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return size_req;
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}
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AOCL_GEMM_REORDER(int8_t,u8s4s32os32)
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{
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trans_t blis_trans;
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/* Map BLAS chars to their corresponding BLIS enumerated type value. */
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bli_param_map_netlib_to_blis_trans(trans, &blis_trans);
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// Transpose not supported for int4 reordering.
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if ( ( input_buf_addr == NULL ) || ( reorder_buf_addr == NULL ) ||
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( k <= 0 ) || ( n <= 0 ) || ( bli_is_trans( blis_trans ) ) ||
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( bli_is_notrans( blis_trans ) && ( ldb < n ) ) )
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{
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return; // Error.
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}
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if ( ( order != 'r' ) && ( order != 'R' ) )
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{
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bli_print_msg(" Only row major int4 matrix reordering supported.",
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__FILE__, __LINE__ );
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return; //Only row major suppored for int4 reordering.
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}
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inc_t rs_b = ldb;
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inc_t cs_b = 1;
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// Check if avx512_vnni ISA is supported, lpgemm matmul only works with it.
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if ( bli_cpuid_is_avx512vnni_supported() == FALSE )
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{
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bli_print_msg(" AVX512_VNNI ISA not supported by processor, "
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"cannot perform int4 reordering.", __FILE__, __LINE__ );
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return; // Error.
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}
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/* Initialize BLIS. */
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bli_init_auto();
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// Set MC, NC, KC, NR, MR.
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aocl_lpgemm_init_global_cntx();
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AOCL_MATRIX_TYPE input_mat_type;
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bli_param_map_char_to_lpmat_type( mat_type, &input_mat_type );
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if ( input_mat_type == A_MATRIX )
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{
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bli_print_msg(" Only int4 B matrix reordering supported.",
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__FILE__, __LINE__ );
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return; // A reorder not supported.
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}
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#ifdef BLIS_KERNELS_ZEN4
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if( n == 1 )
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{
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for ( dim_t ii = 0; ii < k; ++ii )
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{
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int8_t lo_val;
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dim_t b_inc = ii * rs_b;
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// Even index will have data at low 4 bits, and odd at hi 4 bits.
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if ( ( b_inc % 2 ) != 0 )
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{
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lo_val = ( input_buf_addr[( b_inc / 2 )] >> 4 ) & 0x0F;
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}
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else
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{
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lo_val = input_buf_addr[( b_inc / 2 )] & 0x0F;
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}
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// Signed scale.
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if ( lo_val & 0x08 )
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{
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lo_val = lo_val | 0xF0;
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}
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reorder_buf_addr[ii] = lo_val;
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}
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return;
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}
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#endif
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// Initialize a local runtime with global settings if necessary. Note
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// that in the case that a runtime is passed in, we make a local copy.
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rntm_t rntm_g;
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bli_rntm_init_from_global( &rntm_g );
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bli_pba_rntm_set_pba( &rntm_g );
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lpgemm_cntx_t* lcntx_g = lpgemm_get_global_cntx_obj( U8S4S32OS32 );
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// Create dummy b_reorder obj.
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lpgemm_obj_t b_reorder;
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b_reorder.storage.aligned_buffer = reorder_buf_addr;
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// Create dummy original b obj;
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lpgemm_obj_t b;
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b.storage.aligned_buffer = ( void* )input_buf_addr;
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b.rs = rs_b;
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b.cs = cs_b;
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b.width = n;
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b.length = k;
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reorderb_nr64_u8s4s32o32( &b, &b_reorder, &rntm_g, lcntx_g );
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}
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