[Mlir-commits] [mlir] [MLIR][Python] add f8E5M2 and tests for np_to_memref (PR #106028)

llvmlistbot at llvm.org llvmlistbot at llvm.org
Mon Aug 26 02:22:19 PDT 2024


https://github.com/PhrygianGates updated https://github.com/llvm/llvm-project/pull/106028

>From bdbcbaa8372105e38370b1dae842d45a658b9213 Mon Sep 17 00:00:00 2001
From: Zhicheng Xiong <zhichengx at dc2-sim-c01-215.nvidia.com>
Date: Sun, 25 Aug 2024 19:31:36 -0700
Subject: [PATCH 1/2] add f8E5M2 and tests

---
 mlir/python/mlir/runtime/np_to_memref.py | 12 +++++++
 mlir/test/python/execution_engine.py     | 40 +++++++++++++++++++++++-
 2 files changed, 51 insertions(+), 1 deletion(-)

diff --git a/mlir/python/mlir/runtime/np_to_memref.py b/mlir/python/mlir/runtime/np_to_memref.py
index 882b2751921bfd..8cca1e7ad4a9eb 100644
--- a/mlir/python/mlir/runtime/np_to_memref.py
+++ b/mlir/python/mlir/runtime/np_to_memref.py
@@ -37,6 +37,11 @@ class BF16(ctypes.Structure):
 
     _fields_ = [("bf16", ctypes.c_int16)]
 
+class F8E5M2(ctypes.Structure):
+    """A ctype representation for MLIR's Float8E5M2."""
+
+    _fields_ = [("f8E5M2", ctypes.c_int8)]
+
 
 # https://stackoverflow.com/questions/26921836/correct-way-to-test-for-numpy-dtype
 def as_ctype(dtp):
@@ -49,6 +54,8 @@ def as_ctype(dtp):
         return F16
     if ml_dtypes is not None and dtp == ml_dtypes.bfloat16:
         return BF16
+    if ml_dtypes is not None and dtp == ml_dtypes.float8_e5m2:
+        return F8E5M2
     return np.ctypeslib.as_ctypes_type(dtp)
 
 
@@ -65,6 +72,11 @@ def to_numpy(array):
     ), f"bfloat16 requires the ml_dtypes package, please run:\n\npip install ml_dtypes\n"
     if array.dtype == BF16:
         return array.view("bfloat16")
+    assert not (
+        array.dtype == F8E5M2 and ml_dtypes is None
+    ), f"float8_e5m2 requires the ml_dtypes package, please run:\n\npip install ml_dtypes\n"
+    if array.dtype == F8E5M2:
+        return array.view("float8_e5m2")
     return array
 
 
diff --git a/mlir/test/python/execution_engine.py b/mlir/test/python/execution_engine.py
index 8125bf3fb8fc92..ae0c691e1cbcd9 100644
--- a/mlir/test/python/execution_engine.py
+++ b/mlir/test/python/execution_engine.py
@@ -5,7 +5,7 @@
 from mlir.passmanager import *
 from mlir.execution_engine import *
 from mlir.runtime import *
-from ml_dtypes import bfloat16
+from ml_dtypes import bfloat16, float8_e5m2
 
 
 # Log everything to stderr and flush so that we have a unified stream to match
@@ -560,6 +560,44 @@ def testBF16Memref():
 
 run(testBF16Memref)
 
+# Test f8E5M2 memrefs
+# CHECK-LABEL: TEST: testF8E5M2Memref
+def testF8E5M2Memref():
+    with Context():
+        module = Module.parse(
+            """
+    module  {
+      func.func @main(%arg0: memref<1xf8E5M2>,
+                      %arg1: memref<1xf8E5M2>) attributes { llvm.emit_c_interface } {
+        %0 = arith.constant 0 : index
+        %1 = memref.load %arg0[%0] : memref<1xf8E5M2>
+        memref.store %1, %arg1[%0] : memref<1xf8E5M2>
+        return
+      }
+    } """
+        )
+
+        arg1 = np.array([0.5]).astype(float8_e5m2)
+        arg2 = np.array([0.0]).astype(float8_e5m2)
+
+        arg1_memref_ptr = ctypes.pointer(
+            ctypes.pointer(get_ranked_memref_descriptor(arg1))
+        )
+        arg2_memref_ptr = ctypes.pointer(
+            ctypes.pointer(get_ranked_memref_descriptor(arg2))
+        )
+
+        execution_engine = ExecutionEngine(lowerToLLVM(module))
+        execution_engine.invoke("main", arg1_memref_ptr, arg2_memref_ptr)
+
+        # test to-numpy utility
+        # CHECK: [0.5]
+        npout = ranked_memref_to_numpy(arg2_memref_ptr[0])
+        log(npout)
+
+
+run(testF8E5M2Memref)
+
 
 #  Test addition of two 2d_memref
 # CHECK-LABEL: TEST: testDynamicMemrefAdd2D

>From b9cd8b63308ed41fb05c1007082efb5270e0e4ab Mon Sep 17 00:00:00 2001
From: Zhicheng Xiong <zhichengx at dc2-sim-c01-215.nvidia.com>
Date: Mon, 26 Aug 2024 02:21:56 -0700
Subject: [PATCH 2/2] format

---
 mlir/test/python/execution_engine.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/mlir/test/python/execution_engine.py b/mlir/test/python/execution_engine.py
index ae0c691e1cbcd9..1cdda63eefe300 100644
--- a/mlir/test/python/execution_engine.py
+++ b/mlir/test/python/execution_engine.py
@@ -560,6 +560,7 @@ def testBF16Memref():
 
 run(testBF16Memref)
 
+
 # Test f8E5M2 memrefs
 # CHECK-LABEL: TEST: testF8E5M2Memref
 def testF8E5M2Memref():



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