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Move external codegen test helpers into utils
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This is so they can be re-used as part of other tests which don't extend test_external_codegen.py
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Mousius committed Aug 13, 2021
1 parent a06863a commit ae9db49
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75 changes: 7 additions & 68 deletions tests/python/relay/test_external_codegen.py
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Expand Up @@ -16,83 +16,22 @@
# under the License.
"""Unit tests for graph partitioning."""

import os
import sys
from collections import OrderedDict
import numpy as np
import pytest

import tvm
from tvm import relay, runtime
from tvm.contrib import utils
from tvm.relay.build_module import bind_params_by_name
from tvm.relay.op.annotation import compiler_begin, compiler_end
from aot.aot_test_utils import AOTTestModel, compile_and_run


def update_lib(lib):
test_dir = os.path.dirname(os.path.realpath(os.path.expanduser(__file__)))
source_dir = os.path.join(test_dir, "..", "..", "..")
contrib_path = os.path.join(source_dir, "src", "runtime", "contrib")

kwargs = {}
kwargs["options"] = ["-O2", "-std=c++14", "-I" + contrib_path]
tmp_path = utils.tempdir()
lib_name = "lib.so"
lib_path = tmp_path.relpath(lib_name)
lib.export_library(lib_path, fcompile=False, **kwargs)
lib = tvm.runtime.load_module(lib_path)

return lib


def check_vm_result(mod, map_inputs, out_shape, result, tol=1e-5, target="llvm", device=tvm.cpu()):
with tvm.transform.PassContext(opt_level=3, disabled_pass=["AlterOpLayout"]):
exe = relay.vm.compile(mod, target=target)
code, lib = exe.save()
lib = update_lib(lib)
exe = runtime.vm.Executable.load_exec(code, lib)
vm = runtime.vm.VirtualMachine(exe, device)
out = vm.run(**map_inputs)
tvm.testing.assert_allclose(out.numpy(), result, rtol=tol, atol=tol)


def check_graph_executor_result(
mod, map_inputs, out_shape, result, tol=1e-5, target="llvm", device=tvm.cpu()
):
with tvm.transform.PassContext(opt_level=3, disabled_pass=["AlterOpLayout"]):
json, lib, _ = relay.build(mod, target=target)
lib = update_lib(lib)
rt_mod = tvm.contrib.graph_executor.create(json, lib, device)

for name, data in map_inputs.items():
rt_mod.set_input(name, data)
rt_mod.run()
out = tvm.nd.empty(out_shape, device=device)
out = rt_mod.get_output(0, out)

tvm.testing.assert_allclose(out.numpy(), result, rtol=tol, atol=tol)


def check_aot_executor_result(
mod, map_inputs, out_shape, result, tol=1e-5, target="llvm", device=tvm.cpu()
):
interface_api = "packed"
use_unpacked_api = False
use_calculated_workspaces = True
compile_and_run(
AOTTestModel(module=mod, inputs=map_inputs, outputs=[result]),
interface_api,
use_unpacked_api,
use_calculated_workspaces,
)


def set_external_func_attr(func, compiler, ext_symbol):
func = func.with_attr("Primitive", tvm.tir.IntImm("int32", 1))
func = func.with_attr("Compiler", compiler)
func = func.with_attr("global_symbol", ext_symbol)
return func
from utils.external_codegen import (
update_lib,
set_external_func_attr,
check_aot_executor_result,
check_graph_executor_result,
check_vm_result,
)


@pytest.mark.skipif(sys.platform == "win32", reason="Skip test on Windows for now")
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89 changes: 89 additions & 0 deletions tests/python/relay/utils/external_codegen.py
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@@ -0,0 +1,89 @@
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
"""Utilities for testing external code generation"""

import os

import tvm
from tvm import relay, runtime
from tvm.contrib import utils
from tests.python.relay.aot.aot_test_utils import AOTTestModel, compile_and_run


def update_lib(lib):
test_dir = os.path.dirname(os.path.realpath(os.path.expanduser(__file__)))
source_dir = os.path.join(test_dir, "..", "..", "..")
contrib_path = os.path.join(source_dir, "src", "runtime", "contrib")

kwargs = {}
kwargs["options"] = ["-O2", "-std=c++14", "-I" + contrib_path]
tmp_path = utils.tempdir()
lib_name = "lib.so"
lib_path = tmp_path.relpath(lib_name)
lib.export_library(lib_path, fcompile=False, **kwargs)
lib = tvm.runtime.load_module(lib_path)

return lib


def check_vm_result(mod, map_inputs, out_shape, result, tol=1e-5, target="llvm", device=tvm.cpu()):
with tvm.transform.PassContext(opt_level=3, disabled_pass=["AlterOpLayout"]):
exe = relay.vm.compile(mod, target=target)
code, lib = exe.save()
lib = update_lib(lib)
exe = runtime.vm.Executable.load_exec(code, lib)
vm = runtime.vm.VirtualMachine(exe, device)
out = vm.run(**map_inputs)
tvm.testing.assert_allclose(out.numpy(), result, rtol=tol, atol=tol)


def check_graph_executor_result(
mod, map_inputs, out_shape, result, tol=1e-5, target="llvm", device=tvm.cpu()
):
with tvm.transform.PassContext(opt_level=3, disabled_pass=["AlterOpLayout"]):
json, lib, _ = relay.build(mod, target=target)
lib = update_lib(lib)
rt_mod = tvm.contrib.graph_executor.create(json, lib, device)

for name, data in map_inputs.items():
rt_mod.set_input(name, data)
rt_mod.run()
out = tvm.nd.empty(out_shape, device=device)
out = rt_mod.get_output(0, out)

tvm.testing.assert_allclose(out.numpy(), result, rtol=tol, atol=tol)


def check_aot_executor_result(
mod, map_inputs, out_shape, result, tol=1e-5, target="llvm", device=tvm.cpu()
):
interface_api = "packed"
use_unpacked_api = False
use_calculated_workspaces = True
compile_and_run(
AOTTestModel(module=mod, inputs=map_inputs, outputs=[result]),
interface_api,
use_unpacked_api,
use_calculated_workspaces,
)


def set_external_func_attr(func, compiler, ext_symbol):
func = func.with_attr("Primitive", tvm.tir.IntImm("int32", 1))
func = func.with_attr("Compiler", compiler)
func = func.with_attr("global_symbol", ext_symbol)
return func

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