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onnxruntime/js/web/test/data/ops/group-query-attention.jsonc
Xu Xing 8c59cd4fce
[js/webgpu] Support GroupQueryAttention (#20237) 
TODOs:
1. Handle H * params.kvNumHeads greater than work group size limit.
2. Support BNSH kv cache.
2024-05-13 09:43:37 -07:00

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[
{
"name": "GroupQueryAttention Basic",
"operator": "GroupQueryAttention",
"opset": { "domain": "com.microsoft", "version": 1 },
"attributes": [
{ "name": "num_heads", "data": 4, "type": "int" },
{ "name": "kv_num_heads", "data": 2, "type": "int" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [
1, 1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4,
8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4
],
"dims": [1, 3, 16],
"type": "float32"
},
// key, BS*
{
"data": [1, 9, 1, 1, 2, 2, 2, 2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21],
"dims": [1, 3, 8],
"type": "float32"
},
// value, BS*
{
"data": [1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21],
"dims": [1, 3, 8],
"type": "float32"
},
// past key, BS*
{
"data": null,
"type": "float32"
},
// past value, BS*
{
"data": null,
"type": "float32"
},
// seqlens_k, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
},
// total_sequence_length, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
}
],
"outputs": [
{
"data": [
1, 1, 1, 1, 1, 1, 1, 1, 2, 131, 22, 21, 2, 131, 22, 21, 131, 22, 21, 2, 1, 1, 1, 1, 2, 131, 22, 21, 2,
131, 22, 21, 131, 22, 21, 2, 1, 1, 1, 1, 2, 131, 22, 21, 2, 131, 22, 21
],
"dims": [1, 3, 16],
"type": "float32"
},
{
// present key, BS*
"data": [1, 9, 1, 1, 2, 2, 2, 2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21],
"dims": [1, 3, 2, 4],
"type": "float32"
},
{
// present value, BS*
"data": [1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21],
"dims": [1, 3, 2, 4],
"type": "float32"
}
]
}
]
},
{
"name": "GroupQueryAttention Scale",
"operator": "GroupQueryAttention",
"opset": { "domain": "com.microsoft", "version": 1 },
"attributes": [
{ "name": "num_heads", "data": 4, "type": "int" },
{ "name": "kv_num_heads", "data": 2, "type": "int" },
{ "name": "scale", "data": 2.0, "type": "float" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [
1, 1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4
],
"dims": [1, 4, 8],
"type": "float32"
},
{
"data": [1, 9, 1, 1, 2, 2, 2, 2],
"dims": [1, 2, 4],
"type": "float32"
},
{
"data": [1, 1, 1, 1, 2, 2, 2, 2],
"dims": [1, 2, 4],
"type": "float32"
},
// past key, BS*
{
"data": null,
"type": "float32"
},
// past value, BS*
{
"data": null,
"type": "float32"
},
// seqlens_k, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
},
// total_sequence_length, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
}
],
"outputs": [
{
"data": [
1.000006079673767, 1.000006079673767, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 2, 1,
1, 1, 1, 1.9820137023925781, 1.9820137023925781, 1.9999991655349731, 1.9999991655349731
],
"dims": [1, 4, 8],
"type": "float32"
},
{
// present key, BS*
"data": [1, 9, 1, 1, 2, 2, 2, 2],
"dims": [1, 2, 2, 2],
"type": "float32"
},
{
// present value, BS*
"data": [1, 1, 1, 1, 2, 2, 2, 2],
"dims": [1, 2, 2, 2],
"type": "float32"
}
]
}
]
},
{
"name": "GroupQueryAttention, different sequence length",
"operator": "GroupQueryAttention",
"opset": { "domain": "com.microsoft", "version": 1 },
"attributes": [
{ "name": "num_heads", "data": 4, "type": "int" },
{ "name": "kv_num_heads", "data": 2, "type": "int" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [
1, 1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4
],
"dims": [1, 4, 8],
"type": "float32"
},
{
"data": [1, 9, 1, 1, 2, 2, 2, 2],
"dims": [1, 2, 4],
"type": "float32"
},
{
"data": [1, 1, 1, 1, 2, 2, 2, 2],
"dims": [1, 2, 4],
"type": "float32"
},
// past key, BS*
{
"data": null,
"type": "float32"
},
// past value, BS*
{
"data": null,
"type": "float32"
},
// seqlens_k, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
},
// total_sequence_length, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
}
],
"outputs": [
{
"data": [
1.014165997505188, 1.014165997505188, 1.0000015497207642, 1.0000015497207642, 1.99828040599823,
1.99828040599823, 1.9998981952667236, 1.9998981952667236, 1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 2, 2,
1.9995813369750977, 1.9995813369750977, 1.9999752044677734, 1.9999752044677734, 1, 1, 1, 1,
1.8044296503067017, 1.8044296503067017, 1.9929646253585815, 1.9929646253585815
],
"dims": [1, 4, 8],
"type": "float32"
},
{
"data": [1, 9, 1, 1, 2, 2, 2, 2],
"dims": [1, 2, 2, 2],
"type": "float32"
},
{
"data": [1, 1, 1, 1, 2, 2, 2, 2],
"dims": [1, 2, 2, 2],
"type": "float32"
}
]
}
]
},
{
"name": "GroupQueryAttention Basic, q k v same head number",
"operator": "GroupQueryAttention",
"opset": { "domain": "com.microsoft", "version": 1 },
"attributes": [
{ "name": "num_heads", "data": 4, "type": "int" },
{ "name": "kv_num_heads", "data": 4, "type": "int" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [
1, 1, 2, 3, 4, 5, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4,
8, 12, 233, 4, 5, 6, 7, 8, 5, 6, 7, 8, 1, 1, 3, 4
],
"dims": [1, 3, 16],
"type": "float32"
},
{
"data": [
1, 9, 1, 1, 2, 2, 2, 2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21, 1, 9, 1, 1, 2, 2, 2,
2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21
],
"dims": [1, 3, 16],
"type": "float32"
},
{
"data": [
1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21, 1, 9, 1, 1, 2, 2, 2, 2, 1,
12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21
],
"dims": [1, 3, 16],
"type": "float32"
},
// past key, BS*
{
"data": null,
"type": "float32"
},
// past value, BS*
{
"data": null,
"type": "float32"
},
// seqlens_k, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
},
// total_sequence_length, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
}
],
"outputs": [
{
"data": [
1, 12, 21, 131, 2, 131, 22, 21, 1, 1, 1, 1, 2, 131, 22, 21, 131, 22, 21, 2, 2, 131, 22, 21, 1, 1, 1, 1, 2,
131, 22, 21, 131, 22, 21, 2, 2, 131, 22, 21, 1, 1, 1, 1, 2, 131, 22, 21
],
"dims": [1, 3, 16],
"type": "float32"
},
{
"data": [
1, 9, 1, 1, 2, 2, 2, 2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21, 1, 9, 1, 1, 2, 2, 2,
2, 1, 12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21
],
"dims": [1, 3, 4, 4],
"type": "float32"
},
{
"data": [
1, 1, 1, 1, 2, 2, 2, 2, 1, 1, 1, 1, 2, 2, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21, 1, 9, 1, 1, 2, 2, 2, 2, 1,
12, 21, 131, 22, 21, 2, 2, 131, 22, 21, 2, 2, 131, 22, 21
],
"dims": [1, 3, 4, 4],
"type": "float32"
}
]
}
]
},
{
"name": "GroupQueryAttention, no past kv, used as reference",
"operator": "GroupQueryAttention",
"opset": { "domain": "com.microsoft", "version": 1 },
"attributes": [
{ "name": "num_heads", "data": 4, "type": "int" },
{ "name": "kv_num_heads", "data": 2, "type": "int" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [
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
],
"dims": [1, 7, 16],
"type": "float32"
},
{
"data": [
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
],
"dims": [1, 7, 8],
"type": "float32"
},
{
"data": [
0, 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
],
"dims": [1, 7, 8],
"type": "float32"
},
// past key, BS*
{
"data": null,
"type": "float32"
},
// past value, BS*
{
"data": null,
"type": "float32"
},
// seqlens_k, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
},
// total_sequence_length, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
}
],
"outputs": [
{
"data": [
48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53,
54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51,
48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53,
54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51,
52, 53, 54, 55, 52, 53, 54, 55
],
"dims": [1, 7, 16],
"type": "float32"
},
{
"data": [
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
],
"dims": [1, 7, 2, 4],
"type": "float32"
},
{
"data": [
0, 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
],
"dims": [1, 7, 2, 4],
"type": "float32"
}
]
}
]
},
{
"name": "GroupQueryAttention Past&Present KV BSNH, key seqlen = 1",
"operator": "GroupQueryAttention",
"opset": { "domain": "com.microsoft", "version": 1 },
"attributes": [
{ "name": "num_heads", "data": 4, "type": "int" },
{ "name": "kv_num_heads", "data": 2, "type": "int" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [
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
],
"dims": [1, 7, 16],
"type": "float32"
},
// new key, BS*
{
"data": [
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
],
"dims": [1, 6, 8],
"type": "float32"
},
// new value, BS*
{
"data": [
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
],
"dims": [1, 6, 8],
"type": "float32"
},
// past key, BS*
{
"data": [1, 2, 3, 4, 5, 6, 7, 8],
"dims": [1, 1, 2, 4],
"type": "float32"
},
// past value, BS*
{
"data": [0, 1, 2, 3, 4, 5, 6, 7],
"dims": [1, 1, 2, 4],
"type": "float32"
},
// seqlens_k, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
},
// total_sequence_length, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
}
],
"outputs": [
{
"data": [
48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53,
54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51,
48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53,
54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51,
52, 53, 54, 55, 52, 53, 54, 55
],
"dims": [1, 7, 16],
"type": "float32"
},
{
"data": [
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
],
"dims": [1, 7, 2, 4],
"type": "float32"
},
{
"data": [
0, 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
],
"dims": [1, 7, 2, 4],
"type": "float32"
}
]
}
]
},
{
"name": "GroupQueryAttention Past&Present KV BSNH, key seqlen = 2",
"operator": "GroupQueryAttention",
"opset": { "domain": "com.microsoft", "version": 1 },
"attributes": [
{ "name": "num_heads", "data": 4, "type": "int" },
{ "name": "kv_num_heads", "data": 2, "type": "int" }
],
"cases": [
{
"name": "T[0]",
"inputs": [
{
"data": [
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
],
"dims": [1, 7, 16],
"type": "float32"
},
// new key, BS*
{
"data": [
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
],
"dims": [1, 5, 8],
"type": "float32"
},
// new value, BS*
{
"data": [
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
],
"dims": [1, 5, 8],
"type": "float32"
},
// past key, BS*
{
"data": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16],
"dims": [1, 2, 2, 4],
"type": "float32"
},
// past value, BS*
{
"data": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15],
"dims": [1, 2, 2, 4],
"type": "float32"
},
// seqlens_k, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
},
// total_sequence_length, unimplemented
{
"data": [1],
"dims": [1],
"type": "int32"
}
],
"outputs": [
{
"data": [
48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53,
54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51,
48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53,
54, 55, 48, 49, 50, 51, 48, 49, 50, 51, 52, 53, 54, 55, 52, 53, 54, 55, 48, 49, 50, 51, 48, 49, 50, 51,
52, 53, 54, 55, 52, 53, 54, 55
],
"dims": [1, 7, 16],
"type": "float32"
},
{
"data": [
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
],
"dims": [1, 7, 2, 4],
"type": "float32"
},
{
"data": [
0, 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
],
"dims": [1, 7, 2, 4],
"type": "float32"
}
]
}
]
}
]
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