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"op": "com.microsoft.MatMulNBitsQkv",
"fixtureArrays": {
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},
"cases": [
{
"name": "norm_gqa",
"provenance": {
"notes": "Grouped-query shape: Nq is twice Nkv, so the three projections have two different column counts."
},
"attrs": { "K": 32, "Nq": 8, "Nkv": 4, "block_size": 32 },
"inputs": {
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"shape": [3, 32],
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},
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},
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}
},
"outputs": {
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"kT": { "dtype": "float32", "shape": [3, 4], "tolerance": 0.0001, "relTolerance": 0.0001 },
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}
},
{
"name": "norm_rows_past_one_tile",
"provenance": {
"notes": "Ten activation rows against an eight-row projection tile: two row groups where the second carries only two real rows, so the store guard has to drop the six that clamped onto the last row."
},
"attrs": { "K": 32, "Nq": 8, "Nkv": 4, "block_size": 32 },
"inputs": {
"aT": {
"dtype": "float32",
"shape": [10, 32],
"data": { "kind": "fillFloat32", "sinStep": 0.17, "cosStep": 0.31, "scale": 0.8 }
},
"normScaleT": {
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}
},
"outputs": {
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}
},
{
"name": "skip_gqa",
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"inputs": {
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"shape": [3, 32],
"data": { "kind": "fillFloat32", "sinStep": 0.13, "cosStep": 0.29, "scale": 0.8 }
},
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},
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},
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},
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},
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}
},
"outputs": {
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}
},
{
"name": "skipsum_gqa",
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"inputs": {
"aT": {
"dtype": "float32",
"shape": [3, 32],
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},
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},
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},
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},
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},
"vBT": {
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},
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}
},
"outputs": {
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"kT": { "dtype": "float32", "shape": [3, 4], "tolerance": 0.0001, "relTolerance": 0.0001 },
"vT": { "dtype": "float32", "shape": [3, 4], "tolerance": 0.0001, "relTolerance": 0.0001 },
"residualT": { "dtype": "float32", "shape": [3, 32], "tolerance": 0.000001, "relTolerance": 0.000001 }
}
},
{
"name": "decode_single_row",
"attrs": { "K": 32, "Nq": 8, "Nkv": 4, "block_size": 32 },
"inputs": {
"aT": {
"dtype": "float32",
"shape": [1, 32],
"data": { "kind": "fillFloat32", "sinStep": 0.13, "cosStep": 0.29, "scale": 0.8 }
},
"skipT": {
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},
"qBT": {
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"shape": [8, 1, 16],
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},
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},
"kBT": {
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},
"vBT": {
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"shape": [4, 1, 16],
"data": { "kind": "cycle", "values": { "$ref": "#/fixtureArrays/norm_gqa_input_vBT" } }
},
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"shape": [4, 1],
"data": { "kind": "cycle", "values": [0.052, 0.038, 0.061, 0.029, 0.073] }
}
},
"outputs": {
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"kT": { "dtype": "float32", "shape": [1, 4], "tolerance": 0.0001, "relTolerance": 0.0001 },
"vT": { "dtype": "float32", "shape": [1, 4], "tolerance": 0.0001, "relTolerance": 0.0001 },
"residualT": { "dtype": "float32", "shape": [1, 32], "tolerance": 0.000001, "relTolerance": 0.000001 }
}
},
{
"name": "equal_nq_nkv",
"provenance": {
"notes": "Multi-head shape where Nq equals Nkv; the tile grid still lays Q, K and V out in sequence."
},
"attrs": { "K": 32, "Nq": 8, "Nkv": 8, "block_size": 32 },
"inputs": {
"aT": {
"dtype": "float32",
"shape": [2, 32],
"data": { "kind": "fillFloat32", "sinStep": 0.13, "cosStep": 0.29, "scale": 0.8 }
},
"normScaleT": {
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"shape": [32],
"data": { "kind": "fillFloat32", "sinStep": 0.23, "cosStep": 0.41, "scale": 0.4, "offset": 1.0 }
},
"qBT": {
"dtype": "uint8",
"shape": [8, 1, 16],
"data": { "kind": "cycle", "values": [27, 180, 75, 226, 33, 150, 201, 108, 57, 246, 129, 66, 195] }
},
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},
"kBT": {
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},
"kScalesT": {
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"shape": [8, 1],
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},
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},
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"shape": [8, 1],
"data": { "kind": "cycle", "values": [0.052, 0.038, 0.061, 0.029, 0.073] }
}
},
"outputs": {
"qT": { "dtype": "float32", "shape": [2, 8], "tolerance": 0.0001, "relTolerance": 0.0001 },
"kT": { "dtype": "float32", "shape": [2, 8], "tolerance": 0.0001, "relTolerance": 0.0001 },
"vT": { "dtype": "float32", "shape": [2, 8], "tolerance": 0.0001, "relTolerance": 0.0001 }
}
},
{
"name": "tiles_not_aligned",
"provenance": {
"notes": "Neither column count is a multiple of the column tile, so both projections have a partial last tile."
},
"attrs": { "K": 32, "Nq": 5, "Nkv": 3, "block_size": 32 },
"inputs": {
"aT": {
"dtype": "float32",
"shape": [2, 32],
"data": { "kind": "fillFloat32", "sinStep": 0.13, "cosStep": 0.29, "scale": 0.8 }
},
"normScaleT": {
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"shape": [32],
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},
"qBT": {
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"shape": [5, 1, 16],
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},
"qScalesT": {
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},
"kBT": {
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},
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"vBT": {
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}
},
"outputs": {
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"kT": { "dtype": "float32", "shape": [2, 3], "tolerance": 0.0001, "relTolerance": 0.0001 },
"vT": { "dtype": "float32", "shape": [2, 3], "tolerance": 0.0001, "relTolerance": 0.0001 }
}
},
{
"name": "tail_block_partial_k",
"provenance": { "notes": "K is not a multiple of block_size, so the final block is partly out of range." },
"attrs": { "K": 20, "Nq": 8, "Nkv": 4, "block_size": 32 },
"inputs": {
"aT": {
"dtype": "float32",
"shape": [2, 20],
"data": { "kind": "fillFloat32", "sinStep": 0.13, "cosStep": 0.29, "scale": 0.8 }
},
"normScaleT": {
"dtype": "float32",
"shape": [20],
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},
"qBT": {
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"kBT": {
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},
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},
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"shape": [4, 1],
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}
},
"outputs": {
"qT": { "dtype": "float32", "shape": [2, 8], "tolerance": 0.0001, "relTolerance": 0.0001 },
"kT": { "dtype": "float32", "shape": [2, 4], "tolerance": 0.0001, "relTolerance": 0.0001 },
"vT": { "dtype": "float32", "shape": [2, 4], "tolerance": 0.0001, "relTolerance": 0.0001 }
}
},
{
"name": "rank3_activation",
"attrs": { "K": 32, "Nq": 8, "Nkv": 4, "block_size": 32 },
"inputs": {
"aT": {
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"shape": [1, 4, 32],
"data": { "kind": "fillFloat32", "sinStep": 0.13, "cosStep": 0.29, "scale": 0.8 }
},
"normScaleT": {
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},
"qBT": {
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"data": { "kind": "cycle", "values": [27, 180, 75, 226, 33, 150, 201, 108, 57, 246, 129, 66, 195] }
},
"qScalesT": {
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"kBT": {
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},
"kScalesT": {
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},
"vBT": {
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"data": { "kind": "cycle", "values": { "$ref": "#/fixtureArrays/norm_gqa_input_vBT" } }
},
"vScalesT": {
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"shape": [4, 1],
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}
},
"outputs": {
"qT": { "dtype": "float32", "shape": [1, 4, 8], "tolerance": 0.0001, "relTolerance": 0.0001 },
"kT": { "dtype": "float32", "shape": [1, 4, 4], "tolerance": 0.0001, "relTolerance": 0.0001 },
"vT": { "dtype": "float32", "shape": [1, 4, 4], "tolerance": 0.0001, "relTolerance": 0.0001 }
}
},
{
"name": "two_quant_blocks",
"provenance": { "notes": "K=64 covers two of the provider's supported 32-element quantization blocks." },
"attrs": { "K": 64, "Nq": 8, "Nkv": 4, "block_size": 32 },
"inputs": {
"aT": {
"dtype": "float32",
"shape": [2, 64],
"data": { "kind": "fillFloat32", "sinStep": 0.13, "cosStep": 0.29, "scale": 0.8 }
},
"skipT": {
"dtype": "float32",
"shape": [2, 64],
"data": { "kind": "fillFloat32", "sinStep": 0.37, "cosStep": 0.11, "scale": 0.5 }
},
"normScaleT": {
"dtype": "float32",
"shape": [64],
"data": { "kind": "fillFloat32", "sinStep": 0.23, "cosStep": 0.41, "scale": 0.4, "offset": 1.0 }
},
"qBT": {
"dtype": "uint8",
"shape": [8, 2, 16],
"data": { "kind": "cycle", "values": [27, 180, 75, 226, 33, 150, 201, 108, 57, 246, 129, 66, 195] }
},
"qScalesT": {
"dtype": "float32",
"shape": [8, 2],
"data": { "kind": "cycle", "values": [0.04, 0.055, 0.05, 0.065, 0.06, 0.075, 0.07] }
},
"kBT": {
"dtype": "uint8",
"shape": [4, 2, 16],
"data": { "kind": "cycle", "values": [211, 44, 137, 98, 165, 20, 233, 121, 78, 190, 15, 252, 87, 143, 61] }
},
"kScalesT": {
"dtype": "float32",
"shape": [4, 2],
"data": { "kind": "cycle", "values": [0.045, 0.03, 0.07, 0.05, 0.08, 0.035] }
},
"vBT": {
"dtype": "uint8",
"shape": [4, 2, 16],
"data": { "kind": "cycle", "values": { "$ref": "#/fixtureArrays/norm_gqa_input_vBT" } }
},
"vScalesT": {
"dtype": "float32",
"shape": [4, 2],
"data": { "kind": "cycle", "values": [0.052, 0.038, 0.061, 0.029, 0.073] }
}
},
"outputs": {
"qT": { "dtype": "float32", "shape": [2, 8], "tolerance": 0.0001, "relTolerance": 0.0001 },
"kT": { "dtype": "float32", "shape": [2, 4], "tolerance": 0.0001, "relTolerance": 0.0001 },
"vT": { "dtype": "float32", "shape": [2, 4], "tolerance": 0.0001, "relTolerance": 0.0001 },
"residualT": { "dtype": "float32", "shape": [2, 64], "tolerance": 0.000001, "relTolerance": 0.000001 }
}
},
{
"name": "f16_skipsum",
"attrs": { "K": 32, "Nq": 8, "Nkv": 4, "block_size": 32 },
"inputs": {
"aT": {
"dtype": "float16",
"shape": [2, 32],
"data": { "kind": "fillFloat32", "sinStep": 0.13, "cosStep": 0.29, "scale": 0.8 }
},
"skipT": {
"dtype": "float16",
"shape": [2, 32],
"data": { "kind": "fillFloat32", "sinStep": 0.37, "cosStep": 0.11, "scale": 0.5 }
},
"normScaleT": {
"dtype": "float16",
"shape": [32],
"data": { "kind": "fillFloat32", "sinStep": 0.23, "cosStep": 0.41, "scale": 0.4, "offset": 1.0 }
},
"qBT": {
"dtype": "uint8",
"shape": [8, 1, 16],
"data": { "kind": "cycle", "values": [27, 180, 75, 226, 33, 150, 201, 108, 57, 246, 129, 66, 195] }
},
"qScalesT": {
"dtype": "float16",
"shape": [8, 1],
"data": { "kind": "cycle", "values": [0.04, 0.055, 0.05, 0.065, 0.06, 0.075, 0.07] }
},
"kBT": {
"dtype": "uint8",
"shape": [4, 1, 16],
"data": { "kind": "cycle", "values": [211, 44, 137, 98, 165, 20, 233, 121, 78, 190, 15, 252, 87, 143, 61] }
},
"kScalesT": {
"dtype": "float16",
"shape": [4, 1],
"data": { "kind": "cycle", "values": [0.045, 0.03, 0.07, 0.05, 0.08, 0.035] }
},
"vBT": {
"dtype": "uint8",
"shape": [4, 1, 16],
"data": { "kind": "cycle", "values": { "$ref": "#/fixtureArrays/norm_gqa_input_vBT" } }
},
"vScalesT": {
"dtype": "float16",
"shape": [4, 1],
"data": { "kind": "cycle", "values": [0.052, 0.038, 0.061, 0.029, 0.073] }
}
},
"outputs": {
"qT": { "dtype": "float16", "shape": [2, 8], "tolerance": 0.002, "relTolerance": 0.01 },
"kT": { "dtype": "float16", "shape": [2, 4], "tolerance": 0.002, "relTolerance": 0.01 },
"vT": { "dtype": "float16", "shape": [2, 4], "tolerance": 0.002, "relTolerance": 0.01 },
"residualT": { "dtype": "float16", "shape": [2, 32], "tolerance": 0.002, "relTolerance": 0.002 }
}
},
{
"name": "f16_norm",
"attrs": { "K": 32, "Nq": 8, "Nkv": 4, "block_size": 32 },
"inputs": {
"aT": {
"dtype": "float16",
"shape": [3, 32],
"data": { "kind": "fillFloat32", "sinStep": 0.13, "cosStep": 0.29, "scale": 0.8 }
},
"normScaleT": {
"dtype": "float16",
"shape": [32],
"data": { "kind": "fillFloat32", "sinStep": 0.23, "cosStep": 0.41, "scale": 0.4, "offset": 1.0 }
},
"qBT": {
"dtype": "uint8",
"shape": [8, 1, 16],
"data": { "kind": "cycle", "values": [27, 180, 75, 226, 33, 150, 201, 108, 57, 246, 129, 66, 195] }
},
"qScalesT": {
"dtype": "float16",
"shape": [8, 1],
"data": { "kind": "cycle", "values": [0.04, 0.055, 0.05, 0.065, 0.06, 0.075, 0.07] }
},
"kBT": {
"dtype": "uint8",
"shape": [4, 1, 16],
"data": { "kind": "cycle", "values": [211, 44, 137, 98, 165, 20, 233, 121, 78, 190, 15, 252, 87, 143, 61] }
},
"kScalesT": {
"dtype": "float16",
"shape": [4, 1],
"data": { "kind": "cycle", "values": [0.045, 0.03, 0.07, 0.05, 0.08, 0.035] }
},
"vBT": {
"dtype": "uint8",
"shape": [4, 1, 16],
"data": { "kind": "cycle", "values": { "$ref": "#/fixtureArrays/norm_gqa_input_vBT" } }
},
"vScalesT": {
"dtype": "float16",
"shape": [4, 1],
"data": { "kind": "cycle", "values": [0.052, 0.038, 0.061, 0.029, 0.073] }
}
},
"outputs": {
"qT": { "dtype": "float16", "shape": [3, 8], "tolerance": 0.002, "relTolerance": 0.01 },
"kT": { "dtype": "float16", "shape": [3, 4], "tolerance": 0.002, "relTolerance": 0.01 },
"vT": { "dtype": "float16", "shape": [3, 4], "tolerance": 0.002, "relTolerance": 0.01 }
}
}
]
}
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