Implement persistent kernels

README.md

@@ -233,9 +233,10 @@ Specifies the type of indexing code to generate. The `"tensor_descriptor"`
 option uses Tensor Memory Accelerators (TMAs) but requires a Hopper or
 newer GPU and the latest development version of Triton.
 
-* **use\_yz\_grid** (`bool`):
-  Determines if the `y` and `z` dimensions of the launch grid are utilized,
-  or if only the `x` dimension is used. This option is ignored if `l2_groupings[0] > 1`.
+* **pid\_type** (`"flat"`, `"xyz"`, `"persistent_blocked"`, or `"persistent_interleaved"`):
+  Specifies the program ID mapping strategy. `"flat"` uses only the x-dimension,
+  `"xyz"` utilizes multiple grid dimensions, and persistent strategies enable
+  persistent kernels for improved SM utilization.
 
 * **num\_warps** (`int`):
 Sets the number of warps the kernel will use.

helion/_compiler/device_function.py

@@ -39,7 +39,6 @@
     from ..runtime.config import Config
     from .generate_ast import GenerateAST
     from .program_id import ProgramIDs
-    from .program_id import SharedProgramID
 
     _P = TypeVar("_P", bound="TensorPropertyArg")
 
@@ -178,7 +177,7 @@ def __init__(self, name: str, config: Config, codegen: GenerateAST) -> None:
         self._unique_counter: dict[str, itertools.count[int]] = defaultdict(
             itertools.count
         )
-        self.pid: SharedProgramID | ProgramIDs | None = None
+        self.pid: ProgramIDs | None = None
         self.namespace: _Namespace = _Namespace()
         self.namespace._used_names.update(reserved_names())
         self._variable_renames: dict[str, list[str]] = {}
@@ -203,7 +202,7 @@ def merge_variable_names(self, a: str, b: str) -> None:
         for n in name_group:
             self._variable_renames[n] = name_group
 
-    def set_pid(self, pid: SharedProgramID | ProgramIDs) -> None:
+    def set_pid(self, pid: ProgramIDs) -> None:
         assert self.pid is None, "pid already set"
         self.pid = pid
 

helion/_compiler/device_ir.py

@@ -893,8 +893,8 @@ def lower_to_device_ir(func: HostFunction) -> DeviceIR:
             remove_unnecessary_masking(graph.graph)
         device_ir.build_rolled_reductions()
         if len(device_ir.root_ids) > 1:
-            # yz_grid not supported with shared program IDs
-            CompileEnvironment.current().config_spec.allow_use_yz_grid = False
+            # xyz not supported with shared program IDs, but persistent kernels are allowed
+            CompileEnvironment.current().config_spec.disallow_pid_type("xyz")
         return device_ir
 
 

helion/_compiler/generate_ast.py

@@ -19,7 +19,7 @@
 from .device_function import DeviceFunction
 from .inductor_lowering import CodegenState
 from .inductor_lowering import codegen_call_with_graph
-from .program_id import SharedProgramID
+from .program_id import ForEachProgramID
 from .variable_origin import ArgumentOrigin
 
 if TYPE_CHECKING:
@@ -156,11 +156,11 @@ def visit_For(self, node: ast.For) -> ast.AST | None:
 
                 if node._root_id == 0:
                     self.device_function.set_pid(
-                        SharedProgramID(
+                        ForEachProgramID(
                             self.device_function.new_var("pid_shared", dce=False)
                         )
                     )
-                    self.device_function.body.append(
+                    self.device_function.body.extend(
                         self.device_function.pid.codegen_pid_init()
                     )
                 if node._root_id < len(self.host_function.device_ir.root_ids) - 1:
@@ -231,8 +231,14 @@ def visit_For(self, node: ast.For) -> ast.AST | None:
                             orelse=self.next_else_block,
                         )
                     )
-            self.device_function.dead_code_elimination()
             if node._root_id == len(self.host_function.device_ir.root_ids) - 1:
+                if self.device_function.pid is not None:
+                    persistent_body = self.device_function.pid.setup_persistent_kernel(
+                        self.device_function
+                    )
+                    if persistent_body is not None:
+                        self.device_function.body = persistent_body
+                self.device_function.dead_code_elimination()
                 return self.device_function.codegen_function_call()
             return None
         return self.generic_visit(node)

helion/_compiler/output_header.py

@@ -27,6 +27,7 @@
     [
         SOURCE_MODULE,
         "make_precompiler",
+        "_NUM_SM",
     ]
 )