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todo: use a gemm pool to deal with the big matrix mul
1 parent 1402c4f commit ec3b890

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5 files changed

+72
-16
lines changed

5 files changed

+72
-16
lines changed

.gitmodules

Lines changed: 3 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -7,3 +7,6 @@
77
[submodule "dependencies/fudian"]
88
path = dependencies/fudian
99
url = git@github.com:CodingPlatelets/fudian.git
10+
[submodule "dependencies/fputil-nopipe"]
11+
path = dependencies/fputil-nopipe
12+
url = git@github.com:CodingPlatelets/fp-division-no-pipeline.git

build.sbt

Lines changed: 10 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -24,6 +24,7 @@ lazy val commonChiselSettings = Seq(
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2525
lazy val root = (project in file("."))
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.dependsOn(fputil)
27+
.dependsOn(fputilNopipe)
2728
.dependsOn(hardfloat)
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.settings(
2930
name := "transformer_MM",
@@ -41,7 +42,15 @@ lazy val fputil = Project("fputil", file("dependencies/fputil/src"))
4142
Compile / scalaSource := baseDirectory.value / "main" / "scala",
4243
Compile / resourceDirectory := baseDirectory.value / "main" / "resources"
4344
)
44-
45+
lazy val fputilNopipe = Project("fputilNopipe", file("dependencies/fputil-nopipe/src"))
46+
.settings(
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name := "fputilNopipe",
48+
commonChiselSettings
49+
)
50+
.settings(
51+
Compile / scalaSource := baseDirectory.value / "main" / "scala",
52+
Compile / resourceDirectory := baseDirectory.value / "main" / "resources"
53+
)
4554
lazy val hardfloat = Project("hardfloat", file("dependencies/hardfloat/hardfloat/src"))
4655
.settings(
4756
name := "hardfloat",

dependencies/fputil-nopipe

Submodule fputil-nopipe added at 5eebd2a

src/main/scala/models/llama3/metrixController.scala

Lines changed: 45 additions & 3 deletions
Original file line numberDiff line numberDiff line change
@@ -373,8 +373,8 @@ class QKMul(
373373
val resetBuffer = Input(Bool())
374374
})
375375

376-
val qGen = new QKGenerationMatrixMulWarper( gemmType, bufferSizeGemm)
377-
val kGen = new QKGenerationMatrixMulWarper( gemmType, bufferSizeGemm)
376+
val qGen = new QKGenerationMatrixMulWarper(gemmType, bufferSizeGemm)
377+
val kGen = new QKGenerationMatrixMulWarper(gemmType, bufferSizeGemm)
378378

379379
qGen.io.in_a <> io.inputToken
380380
qGen.io.in_b <> io.weightQ
@@ -399,6 +399,8 @@ class QKMul(
399399

400400
}
401401

402+
// a pool of gemm pe for just one line of input
403+
// try Mux1H or PriorityMux?
402404
class GemmPool(
403405
val n: Int,
404406
val poolSize: Int,
@@ -409,7 +411,47 @@ class GemmPool(
409411
with llamaConfig
410412
with DebugLog {
411413
val io = IO(new Bundle {
412-
val in = Flipped(Decoupled(new currentSystolicGroupIdx))
414+
// implicit a context here
415+
val in = Flipped(Decoupled(new Bundle {
416+
val a = new currentSystolicGroupIdx
417+
val b = new currentSystolicGroupIdx
418+
}))
419+
val reset = Input(new Bundle {
420+
// can reset each gemm unit, 0 is for the whole pool
421+
val id = UInt(log2Ceil(poolSize).W)
422+
val reset = Bool()
423+
})
424+
val out = Decoupled(new currentSystolicGroupIdx)
413425
})
414426

427+
val gemmUnits = VecInit.fill(poolSize)(Module(new GEMM(n, gemmType)).io)
428+
429+
val outBuffer = Module(
430+
new Queue(
431+
new currentSystolicGroupIdx,
432+
entries = poolSize,
433+
pipe = true,
434+
flow = false,
435+
useSyncReadMem = false,
436+
hasFlush = true
437+
)
438+
)
439+
outBuffer.io.flush.get := Mux(io.reset.id === 0.U, io.reset.reset, false.B)
440+
outBuffer.io.deq <> io.out
441+
442+
// placement reg, point to the gemm unit which is free, start from 0
443+
val placementReg = RegInit(0.U(log2Ceil(poolSize).W))
444+
445+
// if every gemm is full, then ready is false
446+
val readyGemmUnit =
447+
VecInit(gemmUnits.map(gemmUnit => gemmUnit.in_a.ready & gemmUnit.in_b.ready)).reduceTree(_ & _)
448+
io.in.ready := readyGemmUnit
449+
450+
451+
// require the a row equals to b col
452+
val context = io.in.bits.a.row
453+
when(io.in.valid) {
454+
455+
}
456+
415457
}

src/test/scala/kernel/alu/GEMMTest.scala

Lines changed: 13 additions & 12 deletions
Original file line numberDiff line numberDiff line change
@@ -326,13 +326,13 @@ class GEMMTest extends AnyFlatSpec with ChiselScalatestTester with ParallelTestE
326326
// println(f"acc: $acc%.4f")
327327
dut.clock.step()
328328
}
329-
// dut.io.in_h.poke(0.U)
330-
// dut.io.in_v.poke(0.U)
329+
dut.io.in_h.poke(0.U)
330+
dut.io.in_v.poke(0.U)
331331
dut.clock.step(3)
332332
}.fork {
333-
dut.clock.step(4)
333+
dut.clock.step(8)
334334
val out = java.lang.Float.intBitsToFloat(dut.io.out.peekInt().toInt)
335-
assert(math.abs(out - result) < precision)
335+
// assert(math.abs(out - result) / result < precision)
336336
println(f"out: ${out}%.4f\t, result: $result%.4f")
337337
dut.clock.step(1)
338338
}.join()
@@ -342,9 +342,10 @@ class GEMMTest extends AnyFlatSpec with ChiselScalatestTester with ParallelTestE
342342
// test(new PEFxp()).withAnnotations(Seq(VerilatorBackendAnnotation, WriteVcdAnnotation))(testPEFxp)
343343
// }
344344

345-
// "PEFp basic test on Verilator" should "pass" in {
346-
// test(new PEFp(32, 4)).withAnnotations(Seq(VerilatorBackendAnnotation, WriteVcdAnnotation))(testPEFp)
347-
// }
345+
"PEFp basic test on Verilator" should "pass" in {
346+
implicit val fxpConfig: DataWidthConfig = Fp32Config
347+
test(new PEFp()).withAnnotations(Seq(VerilatorBackendAnnotation))(testPEFp)
348+
}
348349

349350
// "SystolicMM basic test on Verilator" should "pass" in {
350351
// implicit val fxpConfig: DataWidthConfig = FxpConfig
@@ -364,9 +365,9 @@ class GEMMTest extends AnyFlatSpec with ChiselScalatestTester with ParallelTestE
364365
// .withAnnotations(Seq(VerilatorBackendAnnotation, WriteVcdAnnotation))(testGEMM)
365366
// }
366367

367-
"GeMMFp basic test on Verilator" should "pass" in {
368-
implicit val fxpConfig: DataWidthConfig = Fp32Config
369-
test(new GEMM(6, GEMMDataType.Fp32))
370-
.withAnnotations(Seq(VerilatorBackendAnnotation, WriteVcdAnnotation))(testGEMMFp)
371-
}
368+
// "GeMMFp basic test on Verilator" should "pass" in {
369+
// implicit val fxpConfig: DataWidthConfig = Fp32Config
370+
// test(new GEMM(6, GEMMDataType.Fp32))
371+
// .withAnnotations(Seq(VerilatorBackendAnnotation, WriteVcdAnnotation))(testGEMMFp)
372+
// }
372373
}

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