Skip to content

GitLab

Switch branch/tag
Find file Normal viewHistoryPermalink
user.py 6.49 KB
Newer Older
Astha Rai's avatar
added preliminary version of instance generator for MIGraphX - generates...  
Astha Rai committed
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 
# the structure for creating a list of instances for an op 
# was taken from Meta's AIT library 
import gemm_op as gemm
import enum
from dataclasses import dataclass
from enum import auto
import ck_types
from ck_types import *

def CreateGemmOperator():
    #operation_kind = library.GemmKind.Gemm
    a_element_desc = TensorDesc(
       DataType.f16, Layout.ColumnMajor
    )
    b_element_desc = TensorDesc(
        DataType.f16, Layout.RowMajor
    )
    ds_element_desc = TensorDesc(
        DataType.f16_tuple,Layout.Row_Tuple
    )
    e_element_desc = TensorDesc(
        DataType.f16,Layout.RowMajor
    )
    a_element_op = TensorOperation.PassThrough
    b_element_op = TensorOperation.PassThrough
    cde_element_op = TensorOperation.Bilinear

    acc_type = DataType.f16
    cshuffle_type = DataType.f32

    tile_descriptions = [
        gemm.TileDesc(256, 256, 128, 32, 8, 8, 32, 32, 4, 2, 1), 
        gemm.TileDesc(256, 128, 256, 32, 8, 8, 32, 32, 2, 4, 1), 
        gemm.TileDesc(128, 128, 128, 32, 8, 8, 32, 32, 4, 2, 1),  
        gemm.TileDesc(256, 128, 128, 32, 8, 8, 32, 32, 2, 2, 1), 
        gemm.TileDesc(128, 128, 64, 32, 8, 8, 32, 32, 2, 2, 1), 
        gemm.TileDesc(128, 64, 128, 32, 8, 8, 32, 32, 2, 2, 1), 
        gemm.TileDesc(64, 64, 64, 32, 8, 8, 32, 32, 2, 2, 1), 
        gemm.TileDesc(256, 128, 64, 32, 8, 8, 32, 32, 2, 1, 1), 
        gemm.TileDesc(256, 64, 128, 32, 8, 8, 32, 32, 1, 2, 1), 
        gemm.TileDesc(128, 128, 32, 32, 8, 8, 32, 32, 2, 1, 1), 
        gemm.TileDesc(128, 32, 128, 32, 8, 8, 32, 32, 1, 2, 1), 
        gemm.TileDesc(64, 64, 32, 32, 8, 8, 32, 32, 2, 1, 1), 
        gemm.TileDesc(64, 32, 64, 32, 8, 8, 32, 32, 1, 2, 1), 
    ]

    a_block_descriptions = [
        gemm.BlockTransferDesc("S<4, 64, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 64, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 32, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 64, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 32, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1),
        gemm.BlockTransferDesc("S<4, 32, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 16, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 64, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1),
        gemm.BlockTransferDesc("S<4, 64, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 32, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 32, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 16, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 16, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
    ]

    b_block_descriptions = [
        gemm.BlockTransferDesc("S<4, 64, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 64, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 32, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 64, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 32, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1),  
        gemm.BlockTransferDesc("S<4, 32, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 16, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1),
        gemm.BlockTransferDesc("S<4, 64, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 64, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 32, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 32, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 16, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
        gemm.BlockTransferDesc("S<4, 16, 1>", "S<1, 0, 2>", "S<1, 0, 2>", 2, 8, 8, 1), 
    ]

    cshuffle_descriptions = [
        gemm.CShuffleDesc(1,1),
        gemm.CShuffleDesc(1,1),     
        gemm.CShuffleDesc(1,1),
        gemm.CShuffleDesc(1,1),
        gemm.CShuffleDesc(1,1),
        gemm.CShuffleDesc(1,1),
        gemm.CShuffleDesc(1,1),
        gemm.CShuffleDesc(1,1),
        gemm.CShuffleDesc(1,1),
        gemm.CShuffleDesc(1,1),
        gemm.CShuffleDesc(1,1),
        gemm.CShuffleDesc(1,1),
    ]

    c_block_descriptions = [
        gemm.CBlockTransferDesc("S<1, 32, 1, 8>", 8), 
        gemm.CBlockTransferDesc("S<1, 32, 1, 8>", 8), 
        gemm.CBlockTransferDesc("S<1, 16, 1, 8>", 8), 
        gemm.CBlockTransferDesc("S<1, 32, 1, 8>", 8), 
        gemm.CBlockTransferDesc("S<1, 32, 1, 4>", 8), 
        gemm.CBlockTransferDesc("S<1, 16, 1, 8>", 8), 
        gemm.CBlockTransferDesc("S<1, 16, 1, 4>", 8), 
        gemm.CBlockTransferDesc("S<1, 32, 1, 8>", 8), 
        gemm.CBlockTransferDesc("S<1, 32, 1, 8>", 8), 
        gemm.CBlockTransferDesc("S<1, 32, 1, 4>", 8), 
        gemm.CBlockTransferDesc("S<1, 16, 1, 8>", 8), 
        gemm.CBlockTransferDesc("S<1, 16, 1, 4>", 8), 
        gemm.CBlockTransferDesc("S<1, 16, 1, 4>", 8), 
    ]
    #a_block_descriptions = b_block_descriptions

    gemm_specialization = [
        gemm.GemmType.GemmDefault
    ]
    operations = []
    for gemm_spec in gemm_specialization:
        for tile_desc, a_block_desc, b_block_desc, cshuffle_desc, c_block_desc in zip(
            tile_descriptions,
            a_block_descriptions,
            b_block_descriptions,
            cshuffle_descriptions,
            c_block_descriptions,
        ):
            new_operation = gemm.GemmOperation(
                #operation_kind=operation_kind,
                A=a_element_desc,
                B=b_element_desc,
                acc = acc_type,
                cs_type = cshuffle_type,
                Ds=ds_element_desc,
                E=e_element_desc,
                a_elem_op = a_element_op,
                b_elem_op=b_element_op,
                cde_elem_op=cde_element_op,
                gemm_specialization=gemm_spec,
                tile_desc=tile_desc,
                a_block_transfer=a_block_desc,
                b_block_transfer=b_block_desc,
                cshuffle = cshuffle_desc,
                c_block_transfer=c_block_desc,
            )
            #manifest.append(new_operation)
            operations.append(new_operation)
    return operations