Analysis passes for access range analysis

dace/memlet.py

@@ -169,8 +169,7 @@ def to_json(self):
         attrs['is_data_src'] = self._is_data_src
 
         # Fill in legacy (DEPRECATED) values for backwards compatibility
-        attrs['num_accesses'] = \
-            str(self.volume) if not self.dynamic else -1
+        attrs['num_accesses'] = str(self.volume) if not self.dynamic else -1
 
         return {"type": "Memlet", "attributes": attrs}
 
@@ -421,13 +420,11 @@ def from_array(dataname, datadesc, wcr=None):
         return Memlet.simple(dataname, rng, wcr_str=wcr)
 
     def __hash__(self):
-        return hash((self.volume, self.src_subset, self.dst_subset, str(self.wcr)))
+        return hash((self.data, self.volume, self.src_subset, self.dst_subset, str(self.wcr)))
 
     def __eq__(self, other):
-        return all([
-            self.volume == other.volume, self.src_subset == other.src_subset, self.dst_subset == other.dst_subset,
-            self.wcr == other.wcr
-        ])
+        return all((self.data == other.data, self.volume == other.volume, self.src_subset == other.src_subset,
+                    self.dst_subset == other.dst_subset, self.wcr == other.wcr))
 
     def replace(self, repl_dict):
         """

dace/transformation/passes/analysis.py

@@ -2,7 +2,7 @@
 
 from collections import defaultdict
 from dace.transformation import pass_pipeline as ppl
-from dace import SDFG, SDFGState, properties, InterstateEdge
+from dace import SDFG, SDFGState, properties, InterstateEdge, Memlet, data as dt
 from dace.sdfg.graph import Edge
 from dace.sdfg import nodes as nd
 from dace.sdfg.analysis import cfg
@@ -505,3 +505,81 @@
                     del result[desc][write]
             top_result[sdfg.sdfg_id] = result
         return top_result
+
+
+@properties.make_properties
+class AccessRanges(ppl.Pass):
+    """
+    For each data descriptor, finds all memlets used to access it (read/write ranges).
+    """
+
+    CATEGORY: str = 'Analysis'
+
+    def modifies(self) -> ppl.Modifies:
+        return ppl.Modifies.Nothing
+
+    def should_reapply(self, modified: ppl.Modifies) -> bool:
+        return modified & ppl.Modifies.Memlets
+
+    def apply_pass(self, top_sdfg: SDFG, _) -> Dict[int, Dict[str, Set[Memlet]]]:
+        """
+        :return: A dictionary mapping each data descriptor name to a set of memlets.
+        """
+        top_result: Dict[int, Dict[str, Set[Memlet]]] = dict()
+
+        for sdfg in top_sdfg.all_sdfgs_recursive():
+            result: Dict[str, Set[Memlet]] = defaultdict(set)
+            for state in sdfg.states():
+                for anode in state.data_nodes():
+                    for e in state.all_edges(anode):
+                        if e.dst is anode and e.dst_conn == 'set':  # Skip reference sets
+                            continue
+                        if e.data.is_empty():  # Skip empty memlets
+                            continue
+                        # Find (hopefully propagated) root memlet
+                        e = state.memlet_tree(e).root().edge
+                        result[anode.data].add(e.data)
+            top_result[sdfg.sdfg_id] = result
+        return top_result
+
+
+@properties.make_properties
+class FindReferenceSources(ppl.Pass):
+    """
+    For each Reference data descriptor, finds all memlets used to set it. If a Tasklet was used
+    to set the reference, the Tasklet is given as a source.
+    """
+
+    CATEGORY: str = 'Analysis'
+
+    def modifies(self) -> ppl.Modifies:
+        return ppl.Modifies.Nothing
+
+    def should_reapply(self, modified: ppl.Modifies) -> bool:
+        return modified & ppl.Modifies.Memlets
+
+    def apply_pass(self, top_sdfg: SDFG, _) -> Dict[int, Dict[str, Set[Union[Memlet, nd.CodeNode]]]]:
+        """
+        :return: A dictionary mapping each data descriptor name to a set of memlets.
+        """
+        top_result: Dict[int, Dict[str, Set[Union[Memlet, nd.CodeNode]]]] = dict()
+
+        for sdfg in top_sdfg.all_sdfgs_recursive():
+            result: Dict[str, Set[Memlet]] = defaultdict(set)
+            reference_descs = set(k for k, v in sdfg.arrays.items() if isinstance(v, dt.Reference))
+            for state in sdfg.states():
+                for anode in state.data_nodes():
+                    if anode.data not in reference_descs:
+                        continue
+                    for e in state.in_edges(anode):
+                        if e.dst_conn != 'set':
+                            continue
+                        true_src = state.memlet_path(e)[0].src
+                        if isinstance(true_src, nd.CodeNode):
+                            # Code  -> Reference
+                            result[anode.data].add(true_src)
+                        else:
+                            # Array -> Reference
+                            result[anode.data].add(e.data)
+            top_result[sdfg.sdfg_id] = result
+        return top_result

tests/passes/access_ranges_test.py

@@ -0,0 +1,61 @@
+# Copyright 2019-2023 ETH Zurich and the DaCe authors. All rights reserved.
+""" Tests the AccessRanges analysis pass. """
+import dace
+from dace.transformation.passes.analysis import AccessRanges
+import numpy as np
+
+N = dace.symbol('N')
+
+
+def test_simple():
+
+    @dace.program
+    def tester(A: dace.float64[N, N], B: dace.float64[20, 20]):
+        for i, j in dace.map[0:20, 0:N]:
+            A[i, j] = 1
+
+    sdfg = tester.to_sdfg(simplify=True)
+    ranges = AccessRanges().apply_pass(sdfg, {})
+    assert len(ranges) == 1  # Only one SDFG
+    ranges = ranges[0]
+    assert len(ranges) == 1  # Only one array is accessed
+
+    # Construct write memlet
+    memlet = dace.Memlet('A[0:20, 0:N]')
+    memlet._is_data_src = False
+
+    assert ranges['A'] == {memlet}
+
+
+def test_simple_ranges():
+
+    @dace.program
+    def tester(A: dace.float64[N, N], B: dace.float64[20, 20]):
+        A[:, :] = 0
+        A[1:21, 1:21] = B
+        A[0, 0] += 1
+
+    sdfg = tester.to_sdfg(simplify=True)
+    ranges = AccessRanges().apply_pass(sdfg, {})
+    assert len(ranges) == 1  # Only one SDFG
+    ranges = ranges[0]
+    assert len(ranges) == 2  # Two arrays are accessed
+
+    assert len(ranges['B']) == 1
+    assert next(iter(ranges['B'])).src_subset == dace.subsets.Range([(0, 19, 1), (0, 19, 1)])
+
+    # Construct read/write memlets
+    memlet1 = dace.Memlet('A[0:N, 0:N]')
+    memlet1._is_data_src = False
+    memlet2 = dace.Memlet('A[1:21, 1:21] -> 0:20, 0:20')
+    memlet2._is_data_src = False
+    memlet3 = dace.Memlet('A[0, 0]')
+    memlet4 = dace.Memlet('A[0, 0]')
+    memlet4._is_data_src = False
+
+    assert ranges['A'] == {memlet1, memlet2, memlet3, memlet4}
+
+
+if __name__ == '__main__':
+    test_simple()
+    test_simple_ranges()

tests/sdfg/reference_test.py

@@ -1,10 +1,11 @@
-# Copyright 2019-2022 ETH Zurich and the DaCe authors. All rights reserved.
+# Copyright 2019-2023 ETH Zurich and the DaCe authors. All rights reserved.
 """ Tests the use of Reference data descriptors. """
 import dace
+from dace.transformation.passes.analysis import FindReferenceSources
 import numpy as np
 
 
-def test_reference_branch():
+def _create_branch_sdfg():
     sdfg = dace.SDFG('refbranch')
     sdfg.add_array('A', [20], dace.float64)
     sdfg.add_array('B', [20], dace.float64)
@@ -29,6 +30,11 @@ def test_reference_branch():
     r = finish.add_read('ref')
     w = finish.add_write('out')
     finish.add_nedge(r, w, dace.Memlet('ref'))
+    return sdfg
+
+
+def test_reference_branch():
+    sdfg = _create_branch_sdfg()
 
     A = np.random.rand(20)
     B = np.random.rand(20)
@@ -41,5 +47,16 @@ def test_reference_branch():
     assert np.allclose(out, A)
 
 
+def test_reference_sources_pass():
+    sdfg = _create_branch_sdfg()
+    sources = FindReferenceSources().apply_pass(sdfg, {})
+    assert len(sources) == 1  # There is only one SDFG
+    sources = sources[0]
+    assert len(sources) == 1 and 'ref' in sources  # There is one reference
+    sources = sources['ref']
+    assert sources == {dace.Memlet('A[0:20]', volume=1), dace.Memlet('B[0:20]', volume=1)}
+
+
 if __name__ == '__main__':
     test_reference_branch()
+    test_reference_sources_pass()