fix: stabilize 4-lane fp8 bwgmma
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@@ -338,9 +338,9 @@ class TensorCoreBlackwell(
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}
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}
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when(dpuValid) {
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assert(state === State.bwCompute || state === State.bwDpuResp,
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"BWGMMA DPU response arrived outside the compute states")
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val inDpuResponseWindow = state === State.bwCompute || state === State.bwDpuResp
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when(dpuValid && inDpuResponseWindow) {
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mmaDataReg(retireElemReg) := dpu.io.out.bits.data
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when(retireElemReg === (numLanes - 1).U) {
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state := State.bwWriteCReq
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@@ -381,7 +381,7 @@ class DotProductPipeFP8E4M3(dim: Int) extends Module with tile.HasFPUParameters
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val inC = unbox(recode(io.in.bits.c, S), S, Some(tOut))
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val productStageOut = StallingPipe(io.stall, io.in.valid, VecInit(productRecoded))
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val productStageC = StallingPipe(io.stall, io.in.valid, inC)
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val productStageC = RegEnable(inC, !io.stall && io.in.valid)
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val log2Dim = log2Ceil(dim)
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require(dim == (1 << log2Dim), s"dim (${dim}) is not power of two!")
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@@ -389,7 +389,7 @@ class DotProductPipeFP8E4M3(dim: Int) extends Module with tile.HasFPUParameters
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val interim = (log2Dim to 0 by -1).map { i =>
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Wire(Valid(Vec(1 << i, Bits(recOutFLen.W))))
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}
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val interimC = (log2Dim to 0 by -1).map(_ => Wire(Valid(Bits(recOutFLen.W))))
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val interimC = (log2Dim to 0 by -1).map(_ => Wire(Bits(recOutFLen.W)))
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interim(0) := productStageOut
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interimC(0) := productStageC
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@@ -413,11 +413,7 @@ class DotProductPipeFP8E4M3(dim: Int) extends Module with tile.HasFPUParameters
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}
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outputs := StallingPipe(io.stall, inputs.valid, VecInit(addOuts))
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outC := StallingPipe(io.stall, inputs.valid, inC.bits)
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when(inputs.valid =/= inC.valid) {
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printf("WARN: DotProductPipeFP8E4M3 input/C valid mismatch: inputs=%d c=%d\n",
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inputs.valid, inC.valid)
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}
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outC := RegEnable(inC, !io.stall && inputs.valid)
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(outputs, outC)
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}
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@@ -427,7 +423,7 @@ class DotProductPipeFP8E4M3(dim: Int) extends Module with tile.HasFPUParameters
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val acc = Module(new hardfloat.AddRecFN(outExpWidth, outSigWidth))
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acc.io.subOp := 0.U
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acc.io.a := addStageOut.bits(0)
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acc.io.b := addStageC.bits
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acc.io.b := addStageC
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acc.io.roundingMode := hardfloat.consts.round_near_even
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acc.io.detectTininess := hardfloat.consts.tininess_afterRounding
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@@ -324,4 +324,80 @@ class TensorCoreBlackwellTest extends AnyFlatSpec with ChiselScalatestTester {
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}
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}
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}
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it should "run bwgmma with 4-lane 16-byte fragments" in {
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val lanes = 4
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test(new TensorCoreBlackwell(numWarps, lanes, half = true, numSourceIds = 4))
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.withAnnotations(Seq(VerilatorBackendAnnotation)) { c =>
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idleIO(c)
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val fragBytes = 16
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val aBase = BigInt(0x100)
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val bBase = BigInt(0x800)
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val cBase = BigInt(0x1000)
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val fp8One = BigInt(0x38)
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val fp8Two = BigInt(0x40)
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val fp32One = BigInt(0x3f800000)
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val fp32SixtyFive = BigInt(0x42820000)
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val aFrag = packWords(Seq.fill(16)(fp8One), 8)
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val bFrag = packWords(Seq.fill(16)(fp8Two), 8)
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val cFrag = packWords(Seq.fill(lanes)(fp32One), 32)
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val expectedCFrag = packWords(Seq.fill(lanes)(fp32SixtyFive), 32)
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val tmem = makeTmem()
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for (i <- 0 until 64) {
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tmem(aBase / fragBytes + i) = aFrag
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tmem(cBase / fragBytes + i) = cFrag
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}
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val bMem = mutable.Map[BigInt, BigInt]()
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for (i <- 0 until 64) bMem(bBase + i * fragBytes) = bFrag
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c.io.reqB.ready.poke(true.B)
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c.io.writeback.ready.poke(true.B)
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c.io.initiate.valid.poke(true.B)
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c.io.initiate.bits.op.poke(0.U)
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c.io.initiate.bits.wid.poke(1.U)
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c.io.initiate.bits.rd.poke(0.U)
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c.io.initiate.bits.addressA.poke(aBase.U)
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c.io.initiate.bits.addressB.poke(bBase.U)
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c.io.initiate.bits.addressC.poke(cBase.U)
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c.clock.step()
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c.io.initiate.valid.poke(false.B)
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var pendingB = Option.empty[(BigInt, BigInt)]
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var sawWriteback = false
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var cycles = 0
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for (_ <- 0 until 30000 if !sawWriteback) {
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stepTmem(c, tmem)
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pendingB.foreach { case (src, data) =>
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c.io.respB.valid.poke(true.B)
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c.io.respB.bits.source.poke(src.U)
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c.io.respB.bits.data.poke(data.U)
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}
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if (pendingB.isEmpty) c.io.respB.valid.poke(false.B)
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if (c.io.writeback.valid.peek().litToBoolean) {
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sawWriteback = true
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} else {
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val nextB = if (c.io.reqB.valid.peek().litToBoolean) {
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val addr = c.io.reqB.bits.address.peek().litValue
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val src = c.io.reqB.bits.source.peek().litValue
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Some((src, bMem(addr)))
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} else None
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c.clock.step()
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cycles += 1
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pendingB = nextB
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}
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}
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assert(sawWriteback, "4-lane BWGMMA did not complete")
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assert(cycles < 10000,
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s"4-lane BWGMMA took $cycles cycles")
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for (i <- 0 until 64) {
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val row = cBase / fragBytes + i
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assert(tmem(row) == expectedCFrag,
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s"4-lane C frag $i mismatch: got 0x${tmem(row).toString(16)}")
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}
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}
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}
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}
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