| { |
| "domain": "com.microsoft", |
| "name": "MatMulNBitsMlp", |
| "sinceVersion": 1, |
| "inputs": { |
| "aT": { "onnx": "A", "dtype": "T1" }, |
| "skipT": { "onnx": "skip", "dtype": "T1", "optional": true }, |
| "normScaleT": { "onnx": "norm_scale", "dtype": "T1", "rank": 1, "optional": true }, |
| "gateBT": { "onnx": "gate_B", "dtype": "uint8", "rank": 3, "layout": "packed" }, |
| "gateScalesT": { "onnx": "gate_scales", "dtype": "T1", "rank": 2 }, |
| "gateBiasT": { "onnx": "gate_bias", "dtype": "T1", "rank": 1, "optional": true }, |
| "upBT": { "onnx": "up_B", "dtype": "uint8", "rank": 3, "layout": "packed" }, |
| "upScalesT": { "onnx": "up_scales", "dtype": "T1", "rank": 2 }, |
| "upBiasT": { "onnx": "up_bias", "dtype": "T1", "rank": 1, "optional": true } |
| }, |
| "outputs": { |
| "yT": { "onnx": "Y", "dtype": "T1", "rank": "ranks.aT", "shape": "shapes.aT[:-1] + [attrs.N]" }, |
| "residualT": { |
| "onnx": "input_skip_bias_sum", |
| "dtype": "T1", |
| "rank": "ranks.aT", |
| "optional": true, |
| "shape": "shapes.aT" |
| } |
| }, |
| "attributes": { |
| "accuracy_level": { "default": 0 }, |
| "bits": { "default": 4 }, |
| "epsilon": { "default": 0.00001 }, |
| "K": {}, |
| "N": {}, |
| "activation": {}, |
| "block_size": {} |
| }, |
| "attributeConstraints": { |
| "K": { "required": true }, |
| "N": { "required": true }, |
| "accuracy_level": { "values": [0] }, |
| "activation": { "required": true, "values": ["silu"] }, |
| "bits": { "values": [2, 4, 8] }, |
| "block_size": { "required": true } |
| }, |
| "typeConstraints": { "T1": ["float32", "float16"] }, |
| "tunables": { |
| "TILE_N": { "default": 8 }, |
| "LANES": { "default": 8 }, |
| "NORM_WORKGROUP_SIZE": { "default": 128 }, |
| "ROW_TILE": { "default": 8 }, |
| "DECODE_WORKGROUP_SIZE": { "default": 64 } |
| }, |
| "derive": { |
| "aRows": "numel(shapes.aT) / max(1, attrs.K)", |
| "rowTilePlan": "1 if aRows <= 1 else min(aRows, tunables.ROW_TILE)", |
| "rowGroups": "ceilDiv(aRows, rowTilePlan)", |
| "kBlocks": "dim(shapes.gateBT, 1)", |
| "blobSize": "dim(shapes.gateBT, 2)", |
| "codesPerByte": "8 / attrs.bits", |
| "codeMask": "3 if attrs.bits == 2 else (15 if attrs.bits == 4 else 255)", |
| "epsilonValue": "attrs.epsilon", |
| "bitsSupported": "attrs.bits == 2 or attrs.bits == 4 or attrs.bits == 8", |
| "weightShapeOk": "ranks.gateBT == 3 and ranks.upBT == 3 and dim(shapes.gateBT, 0) == attrs.N and dim(shapes.upBT, 0) == attrs.N and dim(shapes.upBT, 1) == kBlocks and dim(shapes.upBT, 2) == blobSize and kBlocks == ceilDiv(attrs.K, attrs.block_size) and blobSize * 8 == attrs.block_size * attrs.bits", |
| "scaleShapeOk": "ranks.gateScalesT == 2 and ranks.upScalesT == 2 and dim(shapes.gateScalesT, 0) == attrs.N and dim(shapes.gateScalesT, 1) == kBlocks and dim(shapes.upScalesT, 0) == attrs.N and dim(shapes.upScalesT, 1) == kBlocks", |
| "ioShapeOk": "(ranks.aT == 2 or ranks.aT == 3) and dim(shapes.aT, ranks.aT - 1) == attrs.K and ranks.yT == ranks.aT and dim(shapes.yT, ranks.yT - 1) == attrs.N and sameShape(prefix(shapes.yT, ranks.yT - 1), prefix(shapes.aT, ranks.aT - 1))", |
| "biasShapeOk": "(ranks.gateBiasT == 1 and dim(shapes.gateBiasT, 0) == attrs.N if present.gateBiasT else true) and (ranks.upBiasT == 1 and dim(shapes.upBiasT, 0) == attrs.N if present.upBiasT else true)", |
| "dtypeOk": "tensorDtypes.gateScalesT == tensorDtypes.aT and tensorDtypes.upScalesT == tensorDtypes.aT and tensorDtypes.yT == tensorDtypes.aT and f16Ok(tensorDtypes.aT)", |
| "lanesPow2": "tunables.LANES == pow2ceil(tunables.LANES)", |
| "mlpShapeOk": "bitsSupported and weightShapeOk and scaleShapeOk and ioShapeOk and biasShapeOk and dtypeOk and lanesPow2 and attrs.K > 0 and attrs.N > 0 and attrs.block_size > 0", |
| "normContractOk": "present.normScaleT and ranks.normScaleT == 1 and dim(shapes.normScaleT, 0) == attrs.K and tensorDtypes.normScaleT == tensorDtypes.aT and (sameShape(shapes.skipT, shapes.aT) and tensorDtypes.skipT == tensorDtypes.aT if present.skipT else true) and (sameShape(shapes.residualT, shapes.aT) and tensorDtypes.residualT == tensorDtypes.aT and present.skipT if present.residualT else true)", |
| "decodeWalk": "aRows <= 1", |
| "decodeVec": "decodeWalk and blobSize % 16 == 0", |
| "decodeActVec4": "decodeVec and attrs.K % attrs.block_size == 0", |
| "decodeLaneSplit": "decodeVec and kBlocks * blobSize <= tunables.DECODE_WORKGROUP_SIZE * 16", |
| "decodeCols": "8 if decodeLaneSplit else 4", |
| "decodeLanes": "tunables.DECODE_WORKGROUP_SIZE * (2 if decodeLaneSplit else 1)", |
| "tileCols": "decodeCols if decodeWalk else tunables.TILE_N", |
| "decodeWorkgroupOk": "tunables.DECODE_WORKGROUP_SIZE >= 4 and pow2ceil(tunables.DECODE_WORKGROUP_SIZE) == tunables.DECODE_WORKGROUP_SIZE and decodeLanes <= device.limits.maxComputeInvocationsPerWorkgroup and decodeLanes <= device.limits.maxComputeWorkgroupSizeX", |
| "gateUpDispatchFits": "decodeWorkgroupOk and ceilDiv(attrs.N, tileCols) <= min(device.limits.maxComputeWorkgroupsPerDimension, 65535) and aRows <= min(device.limits.maxComputeWorkgroupsPerDimension, 65535) and tunables.TILE_N * tunables.LANES <= device.limits.maxComputeInvocationsPerWorkgroup and tunables.TILE_N * tunables.LANES <= device.limits.maxComputeWorkgroupSizeX", |
| "normDispatchFits": "tunables.NORM_WORKGROUP_SIZE <= device.limits.maxComputeInvocationsPerWorkgroup and tunables.NORM_WORKGROUP_SIZE <= device.limits.maxComputeWorkgroupSizeX", |
| "biasPresence_nogb_noub": "not present.gateBiasT and not present.upBiasT", |
| "biasPresence_nogb_ub": "not present.gateBiasT and present.upBiasT", |
| "biasPresence_gb_noub": "present.gateBiasT and not present.upBiasT", |
| "biasPresence_gb_ub": "present.gateBiasT and present.upBiasT", |
| "aScalar": "\"f16\" if tensorDtypes.aT == \"float16\" else \"f32\"", |
| "scalar": "\"f16\" if tensorDtypes.aT == \"float16\" else \"f32\"", |
| "K": "attrs.K", |
| "N": "attrs.N", |
| "blockSize": "attrs.block_size", |
| "bits": "attrs.bits", |
| "defaultZero": "\"2.0\" if attrs.bits == 2 else (\"8.0\" if attrs.bits == 4 else \"128.0\")", |
| "tileN": "tunables.TILE_N", |
| "lanes": "tunables.LANES", |
| "rowTile": "rowTilePlan", |
| "rowCount": "aRows", |
| "decodeNCols": "decodeCols", |
| "decodeWorkgroupSize": "decodeLanes", |
| "laneGroups": "2 if decodeLaneSplit else 1", |
| "useSubgroups": "device.features.has(\"subgroups\")", |
| "weightElement": "\"vec4<u32>\" if decodeVec else \"u32\"", |
| "actVec4": "decodeActVec4", |
| "normedElement": "\"vec4<f32>\" if decodeActVec4 else \"f32\"", |
| "hidden": "attrs.K", |
| "workgroupSize": "tunables.NORM_WORKGROUP_SIZE", |
| "epsilon": "epsilonValue", |
| "hasGateBias": "present.gateBiasT", |
| "hasUpBias": "present.upBiasT", |
| "hasSkip": "present.skipT", |
| "writeResidual": "present.residualT", |
| "K_LEN": "attrs.K", |
| "N_LEN": "attrs.N" |
| }, |
| "when": ["mlpShapeOk", "gateUpDispatchFits"], |
| "bindings": { |
| "a": { "arg": "aT", "buffer": "read-only-storage", "elementType": "$aScalar" }, |
| "gate_b": { "arg": "gateBT", "buffer": "read-only-storage", "elementType": "$weightElement" }, |
| "gate_scales": { "arg": "gateScalesT", "buffer": "read-only-storage", "elementType": "$aScalar" }, |
| "up_b": { "arg": "upBT", "buffer": "read-only-storage", "elementType": "$weightElement" }, |
| "up_scales": { "arg": "upScalesT", "buffer": "read-only-storage", "elementType": "$aScalar" }, |
| "y": { "arg": "yT", "buffer": "storage", "elementType": "$aScalar" }, |
| "up_bias": { "arg": "upBiasT", "buffer": "read-only-storage", "elementType": "$aScalar", "length": "$N_LEN" }, |
| "gate_bias": { "arg": "gateBiasT", "buffer": "read-only-storage", "elementType": "$aScalar", "length": "$N_LEN" }, |
| "norm_scale": { "arg": "normScaleT", "buffer": "read-only-storage", "elementType": "$aScalar", "length": "$K_LEN" }, |
| "normed": { "scratch": "normedA", "buffer": "storage", "elementType": "f32" }, |
| "params": { "buffer": "uniform", "struct": [{ "name": "rows", "type": "u32", "value": "aRows" }] }, |
| "normed_2": { |
| "scratch": "normedA", |
| "name": "normed", |
| "buffer": "read-only-storage", |
| "elementType": "$normedElement" |
| }, |
| "skip": { "arg": "skipT", "buffer": "read-only-storage", "elementType": "$aScalar" }, |
| "residual": { "arg": "residualT", "buffer": "storage", "elementType": "$aScalar" } |
| }, |
| "variants": [ |
| { |
| "id": "plain_nogb_noub", |
| "priority": 10, |
| "when": ["not present.normScaleT", "not present.skipT", "not present.residualT", "biasPresence_nogb_noub"], |
| "derive": { "inlineNorm": "0", "fromNormed": "0", "rowTile": "rowTilePlan" }, |
| "passes": [ |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["a", "gate_b", "gate_scales", "up_b", "up_scales", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" } |
| } |
| ] |
| }, |
| { |
| "id": "plain_nogb_ub", |
| "priority": 10, |
| "when": ["not present.normScaleT", "not present.skipT", "not present.residualT", "biasPresence_nogb_ub"], |
| "derive": { "inlineNorm": "0", "fromNormed": "0", "rowTile": "rowTilePlan" }, |
| "passes": [ |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["a", "gate_b", "gate_scales", "up_b", "up_scales", "up_bias", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" } |
| } |
| ] |
| }, |
| { |
| "id": "plain_gb_noub", |
| "priority": 10, |
| "when": ["not present.normScaleT", "not present.skipT", "not present.residualT", "biasPresence_gb_noub"], |
| "derive": { "inlineNorm": "0", "fromNormed": "0", "rowTile": "rowTilePlan" }, |
| "passes": [ |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["a", "gate_b", "gate_scales", "gate_bias", "up_b", "up_scales", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" } |
| } |
| ] |
| }, |
| { |
| "id": "plain_gb_ub", |
| "priority": 10, |
| "when": ["not present.normScaleT", "not present.skipT", "not present.residualT", "biasPresence_gb_ub"], |
| "derive": { "inlineNorm": "0", "fromNormed": "0", "rowTile": "rowTilePlan" }, |
| "passes": [ |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["a", "gate_b", "gate_scales", "gate_bias", "up_b", "up_scales", "up_bias", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" }, |
| "subgroupCollectivesWidth": "portable" |
| } |
| ] |
| }, |
| { |
| "id": "staged_norm_nogb_noub", |
| "priority": 10, |
| "when": ["normContractOk", "biasPresence_nogb_noub", "normDispatchFits", "not present.skipT", "not present.residualT"], |
| "derive": { "inlineNorm": "0", "fromNormed": "1", "rowTile": "rowTilePlan" }, |
| "intermediates": [{ "id": "normedA", "dtype": "float32", "shape": "[numel(shapes.aT)]" }], |
| "passes": [ |
| { |
| "id": "norm", |
| "name": "MatMulNBitsMlp.RmsNorm", |
| "shader": "matmul-nbits-fused-rms-norm.wgsl.jinja", |
| "bindings": ["a", "norm_scale", "normed", "params"], |
| "dispatch": { "x": "min(aRows, 65535)", "y": "ceilDiv(aRows, 65535)", "z": 1 } |
| }, |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["normed_2", "gate_b", "gate_scales", "up_b", "up_scales", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" }, |
| "subgroupCollectivesWidth": "portable" |
| } |
| ] |
| }, |
| { |
| "id": "staged_skip_nogb_noub", |
| "priority": 10, |
| "when": ["normContractOk", "biasPresence_nogb_noub", "normDispatchFits", "present.skipT", "not present.residualT"], |
| "derive": { "inlineNorm": "0", "fromNormed": "1", "rowTile": "rowTilePlan" }, |
| "intermediates": [{ "id": "normedA", "dtype": "float32", "shape": "[numel(shapes.aT)]" }], |
| "passes": [ |
| { |
| "id": "norm", |
| "name": "MatMulNBitsMlp.RmsNorm", |
| "shader": "matmul-nbits-fused-rms-norm.wgsl.jinja", |
| "bindings": ["a", "skip", "norm_scale", "normed", "params"], |
| "dispatch": { "x": "min(aRows, 65535)", "y": "ceilDiv(aRows, 65535)", "z": 1 } |
| }, |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["normed_2", "gate_b", "gate_scales", "up_b", "up_scales", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" }, |
| "subgroupCollectivesWidth": "portable" |
| } |
| ] |
| }, |
| { |
| "id": "staged_skipsum_nogb_noub", |
| "priority": 10, |
| "when": ["normContractOk", "biasPresence_nogb_noub", "normDispatchFits", "present.skipT", "present.residualT"], |
| "derive": { "inlineNorm": "0", "fromNormed": "1", "rowTile": "rowTilePlan" }, |
| "intermediates": [{ "id": "normedA", "dtype": "float32", "shape": "[numel(shapes.aT)]" }], |
| "passes": [ |
| { |
| "id": "norm", |
| "name": "MatMulNBitsMlp.RmsNorm", |
| "shader": "matmul-nbits-fused-rms-norm.wgsl.jinja", |
| "bindings": ["a", "skip", "norm_scale", "normed", "residual", "params"], |
| "dispatch": { "x": "min(aRows, 65535)", "y": "ceilDiv(aRows, 65535)", "z": 1 } |
| }, |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["normed_2", "gate_b", "gate_scales", "up_b", "up_scales", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" }, |
| "subgroupCollectivesWidth": "portable" |
| } |
| ] |
| }, |
| { |
| "id": "staged_norm_nogb_ub", |
| "priority": 10, |
| "when": ["normContractOk", "biasPresence_nogb_ub", "normDispatchFits", "not present.skipT", "not present.residualT"], |
| "derive": { "inlineNorm": "0", "fromNormed": "1", "rowTile": "rowTilePlan" }, |
| "intermediates": [{ "id": "normedA", "dtype": "float32", "shape": "[numel(shapes.aT)]" }], |
| "passes": [ |
| { |
| "id": "norm", |
| "name": "MatMulNBitsMlp.RmsNorm", |
| "shader": "matmul-nbits-fused-rms-norm.wgsl.jinja", |
| "bindings": ["a", "norm_scale", "normed", "params"], |
| "dispatch": { "x": "min(aRows, 65535)", "y": "ceilDiv(aRows, 65535)", "z": 1 } |
| }, |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["normed_2", "gate_b", "gate_scales", "up_b", "up_scales", "up_bias", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" }, |
| "subgroupCollectivesWidth": "portable" |
| } |
| ] |
| }, |
| { |
| "id": "staged_skip_nogb_ub", |
| "priority": 10, |
| "when": ["normContractOk", "biasPresence_nogb_ub", "normDispatchFits", "present.skipT", "not present.residualT"], |
| "derive": { "inlineNorm": "0", "fromNormed": "1", "rowTile": "rowTilePlan" }, |
| "intermediates": [{ "id": "normedA", "dtype": "float32", "shape": "[numel(shapes.aT)]" }], |
| "passes": [ |
| { |
| "id": "norm", |
| "name": "MatMulNBitsMlp.RmsNorm", |
| "shader": "matmul-nbits-fused-rms-norm.wgsl.jinja", |
| "bindings": ["a", "skip", "norm_scale", "normed", "params"], |
| "dispatch": { "x": "min(aRows, 65535)", "y": "ceilDiv(aRows, 65535)", "z": 1 } |
| }, |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["normed_2", "gate_b", "gate_scales", "up_b", "up_scales", "up_bias", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" }, |
| "subgroupCollectivesWidth": "portable" |
| } |
| ] |
| }, |
| { |
| "id": "staged_skipsum_nogb_ub", |
| "priority": 10, |
| "when": ["normContractOk", "biasPresence_nogb_ub", "normDispatchFits", "present.skipT", "present.residualT"], |
| "derive": { "inlineNorm": "0", "fromNormed": "1", "rowTile": "rowTilePlan" }, |
| "intermediates": [{ "id": "normedA", "dtype": "float32", "shape": "[numel(shapes.aT)]" }], |
| "passes": [ |
| { |
| "id": "norm", |
| "name": "MatMulNBitsMlp.RmsNorm", |
| "shader": "matmul-nbits-fused-rms-norm.wgsl.jinja", |
| "bindings": ["a", "skip", "norm_scale", "normed", "residual", "params"], |
| "dispatch": { "x": "min(aRows, 65535)", "y": "ceilDiv(aRows, 65535)", "z": 1 } |
| }, |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["normed_2", "gate_b", "gate_scales", "up_b", "up_scales", "up_bias", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" }, |
| "subgroupCollectivesWidth": "portable" |
| } |
| ] |
| }, |
| { |
| "id": "staged_norm_gb_noub", |
| "priority": 10, |
| "when": ["normContractOk", "biasPresence_gb_noub", "normDispatchFits", "not present.skipT", "not present.residualT"], |
| "derive": { "inlineNorm": "0", "fromNormed": "1", "rowTile": "rowTilePlan" }, |
| "intermediates": [{ "id": "normedA", "dtype": "float32", "shape": "[numel(shapes.aT)]" }], |
| "passes": [ |
| { |
| "id": "norm", |
| "name": "MatMulNBitsMlp.RmsNorm", |
| "shader": "matmul-nbits-fused-rms-norm.wgsl.jinja", |
| "bindings": ["a", "norm_scale", "normed", "params"], |
| "dispatch": { "x": "min(aRows, 65535)", "y": "ceilDiv(aRows, 65535)", "z": 1 } |
| }, |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["normed_2", "gate_b", "gate_scales", "gate_bias", "up_b", "up_scales", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" }, |
| "subgroupCollectivesWidth": "portable" |
| } |
| ] |
| }, |
| { |
| "id": "staged_skip_gb_noub", |
| "priority": 10, |
| "when": ["normContractOk", "biasPresence_gb_noub", "normDispatchFits", "present.skipT", "not present.residualT"], |
| "derive": { "inlineNorm": "0", "fromNormed": "1", "rowTile": "rowTilePlan" }, |
| "intermediates": [{ "id": "normedA", "dtype": "float32", "shape": "[numel(shapes.aT)]" }], |
| "passes": [ |
| { |
| "id": "norm", |
| "name": "MatMulNBitsMlp.RmsNorm", |
| "shader": "matmul-nbits-fused-rms-norm.wgsl.jinja", |
| "bindings": ["a", "skip", "norm_scale", "normed", "params"], |
| "dispatch": { "x": "min(aRows, 65535)", "y": "ceilDiv(aRows, 65535)", "z": 1 } |
| }, |
| { |
| "id": "main", |
| "name": "MatMulNBitsMlp.GateUp", |
| "shader": "mlp-gate-up.wgsl.jinja", |
| "bindings": ["normed_2", "gate_b", "gate_scales", "gate_bias", "up_b", "up_scales", "y"], |
| "dispatch": { "x": "ceilDiv(attrs.N, tileCols)", "y": "rowGroups" }, |
| "subgroupCollectivesWidth": "portable" |
| } |
| ] |
| }, |
| { |
| "id": "staged_skipsum_gb_noub", |
| "priority": 10, |
| "when": ["normContractOk", "biasPresence_gb_noub", "normDispatchFits", "present.skipT", "present.residualT"], |
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|
|
