| { |
| "op": "com.microsoft.MatMulNBitsMlp", |
| "tunableSpace": { "TILE_N": [4, 8, 16], "LANES": [8, 16, 32] }, |
| "cases": [ |
| { |
| "name": "mlp-q4-decode-k2048-n5632", |
| "preset": "smoke", |
| "vars": { "dtype": "float32" }, |
| "attrs": { "K": 2048, "N": 5632, "bits": 4, "block_size": 32, "activation": "silu" }, |
| "inputs": { |
| "aT": { "shape": [1, 2048], "dtype": "float32", "dist": "normal", "seed": 8101, "scale": 1 }, |
| "normScaleT": { "shape": [2048], "dtype": "float32", "dist": "normal", "seed": 8102, "scale": 1 }, |
| "gateBT": { "shape": [5632, 64, 16], "dtype": "uint8", "dist": "uniform", "seed": 8103, "scale": 255 }, |
| "gateScalesT": { "shape": [5632, 64], "dtype": "float32", "dist": "normal", "seed": 8104, "scale": 0.05 }, |
| "upBT": { "shape": [5632, 64, 16], "dtype": "uint8", "dist": "uniform", "seed": 8105, "scale": 255 }, |
| "upScalesT": { "shape": [5632, 64], "dtype": "float32", "dist": "normal", "seed": 8106, "scale": 0.05 } |
| }, |
| "outputs": { "yT": { "shape": [1, 5632], "dtype": "float32" } }, |
| "bench": { "metrics": [{ "type": "bandwidth", "value": "2 * 5632 * 64 * 16 * 4" }] } |
| }, |
| { |
| "name": "mlp-q4-prefill-m64-k2048-n5632", |
| "preset": "model", |
| "vars": { "dtype": "float32" }, |
| "attrs": { "K": 2048, "N": 5632, "bits": 4, "block_size": 32, "activation": "silu" }, |
| "inputs": { |
| "aT": { "shape": [64, 2048], "dtype": "float32", "dist": "normal", "seed": 8107, "scale": 1 }, |
| "normScaleT": { "shape": [2048], "dtype": "float32", "dist": "normal", "seed": 8108, "scale": 1 }, |
| "gateBT": { "shape": [5632, 64, 16], "dtype": "uint8", "dist": "uniform", "seed": 8109, "scale": 255 }, |
| "gateScalesT": { "shape": [5632, 64], "dtype": "float32", "dist": "normal", "seed": 8110, "scale": 0.05 }, |
| "upBT": { "shape": [5632, 64, 16], "dtype": "uint8", "dist": "uniform", "seed": 8111, "scale": 255 }, |
| "upScalesT": { "shape": [5632, 64], "dtype": "float32", "dist": "normal", "seed": 8112, "scale": 0.05 } |
| }, |
| "outputs": { "yT": { "shape": [64, 5632], "dtype": "float32" } }, |
| "bench": { "metrics": [{ "type": "gflops", "value": "2 * 2 * 64 * 2048 * 5632" }] } |
| } |
| ] |
| } |
|
|
