[RUNTIME] Add callback functions for external tools (#738)
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@@ -959,7 +959,7 @@ def generate_launcher(identifier, constants, signature):
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"int64_t": "L",
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"int64_t": "L",
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}[ty]
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}[ty]
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format = "iiiiiKK" + ''.join([format_of(_extracted_type(ty)) for ty in signature.values()])
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format = "iiiiiKKOOO" + ''.join([format_of(_extracted_type(ty)) for ty in signature.values()])
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# generate glue code
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# generate glue code
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src = f"""
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src = f"""
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@@ -1019,14 +1019,37 @@ static PyObject* launch(PyObject* self, PyObject* args) {{
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uint64_t _function;
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uint64_t _function;
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int num_warps;
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int num_warps;
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int shared_memory;
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int shared_memory;
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PyObject *launch_enter_hook = NULL;
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PyObject *launch_exit_hook = NULL;
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PyObject *compiled_kernel = NULL;
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PyObject *hook_ret = NULL;
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{' '.join([f"{_extracted_type(ty)} _arg{i}; " for i, ty in signature.items()])}
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{' '.join([f"{_extracted_type(ty)} _arg{i}; " for i, ty in signature.items()])}
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if(!PyArg_ParseTuple(args, \"{format}\", &gridX, &gridY, &gridZ, &num_warps, &shared_memory, &_stream, &_function, {', '.join(f"&_arg{i}" for i, ty in signature.items())})) {{
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if(!PyArg_ParseTuple(args, \"{format}\", &gridX, &gridY, &gridZ, &num_warps, &shared_memory, &_stream, &_function, &launch_enter_hook, &launch_exit_hook, &compiled_kernel, {', '.join(f"&_arg{i}" for i, ty in signature.items())})) {{
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return NULL;
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return NULL;
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}}
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}}
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if (launch_enter_hook != Py_None) {{
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PyObject *new_args = PyTuple_Pack(1, compiled_kernel);
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hook_ret = PyObject_CallObject(launch_enter_hook, new_args);
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Py_DECREF(new_args);
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}}
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_launch(gridX, gridY, gridZ, num_warps, shared_memory, (CUstream)_stream, (CUfunction)_function, {', '.join(f"getPointer(_arg{i},{i})" if ty[0]=="*" else f"_arg{i}"for i, ty in signature.items())});
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_launch(gridX, gridY, gridZ, num_warps, shared_memory, (CUstream)_stream, (CUfunction)_function, {', '.join(f"getPointer(_arg{i},{i})" if ty[0]=="*" else f"_arg{i}"for i, ty in signature.items())});
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if (launch_exit_hook != Py_None) {{
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PyObject *new_args = NULL;
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if (hook_ret) {{
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new_args = PyTuple_Pack(2, compiled_kernel, hook_ret);
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}} else {{
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new_args = PyTuple_Pack(1, compiled_kernel);
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}}
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hook_ret = PyObject_CallObject(launch_exit_hook, new_args);
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Py_DECREF(new_args);
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}}
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if (hook_ret) {{
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Py_DECREF(hook_ret);
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}}
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if(PyErr_Occurred()) {{
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if(PyErr_Occurred()) {{
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return NULL;
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return NULL;
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}}
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}}
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@@ -1242,6 +1265,10 @@ def compile(fn, signature: str, device: int = -1, constants=dict(), num_warps: i
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class CompiledKernel:
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class CompiledKernel:
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# Hooks for external tools to monitor the execution of triton kernels
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launch_enter_hook = None
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launch_exit_hook = None
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def __init__(self, fn_name, so_path, cache_dir, device):
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def __init__(self, fn_name, so_path, cache_dir, device):
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# initialize launcher
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# initialize launcher
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import importlib.util
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import importlib.util
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@@ -1267,6 +1294,7 @@ class CompiledKernel:
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self.asm["ttir"] = f.read()
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self.asm["ttir"] = f.read()
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mod, func, n_regs, n_spills = _triton.code_gen.load_binary(metadata["name"], self.asm["cubin"], self.shared, device)
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mod, func, n_regs, n_spills = _triton.code_gen.load_binary(metadata["name"], self.asm["cubin"], self.shared, device)
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self.fn_name = fn_name
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self.cu_module = mod
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self.cu_module = mod
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self.cu_function = func
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self.cu_function = func
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self.n_regs = n_regs
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self.n_regs = n_regs
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@@ -1276,7 +1304,8 @@ class CompiledKernel:
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def runner(*args, stream=None):
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def runner(*args, stream=None):
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if stream is None:
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if stream is None:
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stream = torch.cuda.current_stream().cuda_stream
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stream = torch.cuda.current_stream().cuda_stream
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self.c_wrapper(grid[0], grid[1], grid[2], self.num_warps, self.shared, stream, self.cu_function, *args)
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self.c_wrapper(grid[0], grid[1], grid[2], self.num_warps, self.shared, stream, self.cu_function,
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CompiledKernel.launch_enter_hook, CompiledKernel.launch_exit_hook, self, *args)
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return runner
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return runner
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def get_sass(self, fun=None):
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def get_sass(self, fun=None):
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@@ -109,6 +109,7 @@ class KernelInterface:
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class JITFunction(KernelInterface):
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class JITFunction(KernelInterface):
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# Hook for inspecting compiled functions and modules
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cache_hook = None
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cache_hook = None
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divisibility = 16
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divisibility = 16
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@@ -253,7 +254,7 @@ def {self.fn.__name__}({', '.join(self.arg_names)}, grid, num_warps=4, num_stage
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try:
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try:
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bin = cache[key]
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bin = cache[key]
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if not warmup:
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if not warmup:
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bin.c_wrapper(grid_0, grid_1, grid_2, bin.num_warps, bin.shared, stream, bin.cu_function, {args})
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bin.c_wrapper(grid_0, grid_1, grid_2, bin.num_warps, bin.shared, stream, bin.cu_function, triton.compiler.CompiledKernel.launch_enter_hook, triton.compiler.CompiledKernel.launch_exit_hook, bin, {args})
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return bin
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return bin
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# kernel not cached -- compile
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# kernel not cached -- compile
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except KeyError:
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except KeyError:
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@@ -274,7 +275,7 @@ def {self.fn.__name__}({', '.join(self.arg_names)}, grid, num_warps=4, num_stage
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if not self._call_hook(key, signature, device, constants, num_warps, num_stages, extern_libs, configs):
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if not self._call_hook(key, signature, device, constants, num_warps, num_stages, extern_libs, configs):
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bin = triton.compile(self, signature, device, constants, num_warps, num_stages, extern_libs=extern_libs, configs=configs)
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bin = triton.compile(self, signature, device, constants, num_warps, num_stages, extern_libs=extern_libs, configs=configs)
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if not warmup:
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if not warmup:
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bin.c_wrapper(grid_0, grid_1, grid_2, bin.num_warps, bin.shared, stream, bin.cu_function, *args)
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bin.c_wrapper(grid_0, grid_1, grid_2, bin.num_warps, bin.shared, stream, bin.cu_function, triton.compiler.CompiledKernel.launch_enter_hook, triton.compiler.CompiledKernel.launch_exit_hook, bin, *args)
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self.cache[key] = bin
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self.cache[key] = bin
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return bin
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return bin
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return None
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return None
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