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Add MicroTVM tutorial patch (apache#1)
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weberlo authored and jroesch committed Jun 17, 2019
1 parent c8af44f commit d16af94
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Showing 33 changed files with 2,932 additions and 18 deletions.
2 changes: 2 additions & 0 deletions CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -36,6 +36,7 @@ tvm_option(USE_RELAY_DEBUG "Building Relay in debug mode..." OFF)
tvm_option(USE_SGX "Build with SGX" OFF)
tvm_option(USE_RTTI "Build with RTTI" ON)
tvm_option(USE_MSVC_MT "Build with MT" OFF)
tvm_option(USE_MICRO "Build with Micro" OFF)
tvm_option(INSTALL_DEV "Install compiler infrastructure" OFF)
tvm_option(HIDE_PRIVATE_SYMBOLS "Compile with -fvisibility=hidden." OFF)

Expand Down Expand Up @@ -208,6 +209,7 @@ include(cmake/modules/Metal.cmake)
include(cmake/modules/ROCM.cmake)
include(cmake/modules/SGX.cmake)
include(cmake/modules/LLVM.cmake)
include(cmake/modules/Micro.cmake)
include(cmake/modules/ANTLR.cmake)
include(cmake/modules/contrib/BLAS.cmake)
include(cmake/modules/contrib/Random.cmake)
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3 changes: 3 additions & 0 deletions cmake/config.cmake
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Expand Up @@ -62,6 +62,9 @@ set(USE_VULKAN OFF)
# Whether enable OpenGL runtime
set(USE_OPENGL OFF)

# Whether enable Micro runtime
set(USE_MICRO OFF)

# Whether to enable SGX runtime
#
# Possible values for USE_SGX:
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22 changes: 22 additions & 0 deletions cmake/modules/Micro.cmake
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@@ -0,0 +1,22 @@
# 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.

if(USE_MICRO)
message(STATUS "Build with Micro support")
file(GLOB RUNTIME_MICRO_SRCS src/runtime/micro/*.cc)
list(APPEND RUNTIME_SRCS ${RUNTIME_MICRO_SRCS})
endif(USE_MICRO)
1 change: 1 addition & 0 deletions include/tvm/runtime/c_runtime_api.h
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Expand Up @@ -81,6 +81,7 @@ typedef enum {
kDLAOCL = 5,
kDLSDAccel = 6,
kOpenGL = 11,
kDLMicroDev = 13,
// AddExtraTVMType which is not in DLPack here
} TVMDeviceExtType;

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1 change: 1 addition & 0 deletions include/tvm/runtime/device_api.h
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Expand Up @@ -215,6 +215,7 @@ inline const char* DeviceName(int type) {
case kDLROCM: return "rocm";
case kOpenGL: return "opengl";
case kDLExtDev: return "ext_dev";
case kDLMicroDev: return "micro_dev";
default: LOG(FATAL) << "unknown type =" << type; return "Unknown";
}
}
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71 changes: 71 additions & 0 deletions include/tvm/runtime/micro/utvm_device_lib.h
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@@ -0,0 +1,71 @@
/*
* 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.
*/

/*!
* Copyright (c) 2019 by Contributors
* \file utvm_device_lib.h
* \brief utvm device library definitions
*/
#ifndef TVM_RUNTIME_MICRO_UTVM_DEVICE_LIB_H_
#define TVM_RUNTIME_MICRO_UTVM_DEVICE_LIB_H_

#ifdef __cplusplus
extern "C" {
#endif
#include <stdint.h>

void *(*TVMBackendAllocWorkspace_)(int, int, uint64_t, int, int) =
(void *(*)(int, int, uint64_t, int, int)) 1;
int (*TVMBackendFreeWorkspace_)(int, int, void*) = (int (*)(int, int, void*)) 1;
void (*TVMAPISetLastError_)(const char*) = (void (*)(const char*)) 1;

void* TVMBackendAllocWorkspace(int device_type, int device_id, uint64_t size,
int dtype_code_hint, int dtype_bits_hint) {
return (*TVMBackendAllocWorkspace_)(device_type, device_id, size, dtype_code_hint,
dtype_bits_hint);
}

int TVMBackendFreeWorkspace(int device_type, int device_id, void* ptr) {
return (*TVMBackendFreeWorkspace_)(device_type, device_id, ptr);
}

void TVMAPISetLastError(const char* msg) {
(*TVMAPISetLastError_)(msg);
}

float min(float a, float b) {
if (a < b) {
return a;
} else {
return b;
}
}

float max(float a, float b) { // NOLINT(*)
if (a > b) {
return a;
} else {
return b;
}
}

#ifdef __cplusplus
} // TVM_EXTERN_C
#endif
#endif // TVM_RUNTIME_MICRO_UTVM_DEVICE_LIB_H_
2 changes: 1 addition & 1 deletion python/tvm/__init__.py
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Expand Up @@ -42,7 +42,7 @@

from . import ndarray as nd
from .ndarray import context, cpu, gpu, opencl, cl, vulkan, metal, mtl
from .ndarray import vpi, rocm, opengl, ext_dev
from .ndarray import vpi, rocm, opengl, ext_dev, micro_dev

from ._ffi.runtime_ctypes import TypeCode, TVMType
from ._ffi.ndarray import TVMContext
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2 changes: 2 additions & 0 deletions python/tvm/_ffi/runtime_ctypes.py
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Expand Up @@ -143,6 +143,7 @@ class TVMContext(ctypes.Structure):
10: 'rocm',
11: 'opengl',
12: 'ext_dev',
13: 'micro_dev',
}
STR2MASK = {
'llvm': 1,
Expand All @@ -163,6 +164,7 @@ class TVMContext(ctypes.Structure):
'rocm': 10,
'opengl': 11,
'ext_dev': 12,
'micro_dev': 13,
}
def __init__(self, device_type, device_id):
super(TVMContext, self).__init__()
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233 changes: 233 additions & 0 deletions python/tvm/contrib/binutil.py
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@@ -0,0 +1,233 @@
# 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 binary file manipulation"""
import os
import subprocess
from . import util
from .._ffi.base import py_str
from ..api import register_func


@register_func("tvm_callback_get_section_size")
def tvm_callback_get_section_size(binary_path, section_name):
"""Finds size of the section in the binary.
Assumes `size` shell command exists (typically works only on Linux machines)
Parameters
----------
binary_path : str
path of the binary file
section_name : str
name of section
Return
------
size : integer
size of the section in bytes
"""
if not os.path.isfile(binary_path):
raise RuntimeError("no such file \"{}\"".format(binary_path))
# We use the "-A" flag here to get the ".rodata" section's size, which is
# not included by default.
size_proc = subprocess.Popen(["size", "-A", binary_path], stdout=subprocess.PIPE)
(size_output, _) = size_proc.communicate()
if size_proc.returncode != 0:
msg = "error in finding section size:\n"
msg += py_str(out)
raise RuntimeError(msg)

size_output = size_output.decode("utf-8")
section_size = 0
# Skip the first two header lines in the `size` output.
for line in size_output.split("\n")[2:]:
tokens = list(filter(lambda s: len(s) != 0, line.split(" ")))
if len(tokens) != 3:
continue
entry_name = tokens[0]
entry_size = int(tokens[1])
if entry_name.startswith("." + section_name):
# The `.rodata` section should be the only section for which we
# need to collect the size from *multiple* entries in the command
# output.
if section_size != 0 and not entry_name.startswith(".rodata"):
raise RuntimeError(
"multiple entries in `size` output for section {}".format(section_name))
section_size += entry_size
return section_size


@register_func("tvm_callback_relocate_binary")
def tvm_callback_relocate_binary(binary_path, text_addr, rodata_addr, data_addr, bss_addr):
"""Relocates sections in the binary to new addresses
Parameters
----------
binary_path : str
path of the binary file
text_addr : str
text section address
rodata_addr : str
rodata section address
data_addr : str
data section address
bss_addr : str
bss section address
Return
------
rel_bin : bytearray
the relocated binary
"""
tmp_dir = util.tempdir()
rel_obj = tmp_dir.relpath("relocated.o")
ld_script_contents = """
SECTIONS
{
. = %s;
. = ALIGN(8);
.text :
{
*(.text)
. = ALIGN(8);
*(.text*)
}
. = %s;
. = ALIGN(8);
.rodata :
{
*(.rodata)
. = ALIGN(8);
*(.rodata*)
}
. = %s;
. = ALIGN(8);
.data :
{
*(.data)
. = ALIGN(8);
*(.data*)
}
. = %s;
. = ALIGN(8);
.bss :
{
*(.bss)
. = ALIGN(8);
*(.bss*)
}
}
""" % (text_addr, rodata_addr, data_addr, bss_addr)
rel_ld_script = tmp_dir.relpath("relocated.lds")
with open(rel_ld_script, "w") as f:
f.write(ld_script_contents)
ld_proc = subprocess.Popen(["ld", binary_path,
"-T", rel_ld_script,
"-o", rel_obj],
stdout=subprocess.PIPE,
stderr=subprocess.STDOUT)
(out, _) = ld_proc.communicate()
if ld_proc.returncode != 0:
msg = "linking error using ld:\n"
msg += py_str(out)
raise RuntimeError(msg)
with open(rel_obj, "rb") as f:
rel_bin = bytearray(f.read())
return rel_bin


@register_func("tvm_callback_read_binary_section")
def tvm_callback_read_binary_section(binary, section):
"""Returns the contents of the specified section in the binary byte array
Parameters
----------
binary : bytearray
contents of the binary
section : str
type of section
Return
------
section_bin : bytearray
contents of the read section
"""
tmp_dir = util.tempdir()
tmp_bin = tmp_dir.relpath("temp.bin")
tmp_section = tmp_dir.relpath("tmp_section.bin")
with open(tmp_bin, "wb") as out_file:
out_file.write(bytes(binary))
objcopy_proc = subprocess.Popen(["objcopy", "--dump-section",
".{}={}".format(section, tmp_section),
tmp_bin],
stdout=subprocess.PIPE,
stderr=subprocess.STDOUT)
(out, _) = objcopy_proc.communicate()
if objcopy_proc.returncode != 0:
msg = "error in using objcopy:\n"
msg += py_str(out)
raise RuntimeError(msg)
if os.path.isfile(tmp_section):
# Get section content if it exists.
with open(tmp_section, "rb") as f:
section_bin = bytearray(f.read())
else:
# Return empty bytearray if the section does not exist.
section_bin = bytearray("", "utf-8")
return section_bin


@register_func("tvm_callback_get_symbol_map")
def tvm_callback_get_symbol_map(binary):
"""Obtains a map of symbols to addresses in the passed binary
Parameters
----------
binary : bytearray
contents of the binary
Return
------
map_str : str
map of defined symbols to addresses, encoded as a series of
alternating newline-separated keys and values
"""
tmp_dir = util.tempdir()
tmp_obj = tmp_dir.relpath("tmp_obj.bin")
with open(tmp_obj, "wb") as out_file:
out_file.write(bytes(binary))
nm_proc = subprocess.Popen(["nm", "-C", "--defined-only", tmp_obj],
stdout=subprocess.PIPE,
stderr=subprocess.STDOUT)
(out, _) = nm_proc.communicate()
if nm_proc.returncode != 0:
msg = "error in using nm:\n"
msg += py_str(out)
raise RuntimeError(msg)
out = out.decode("utf8").splitlines()
map_str = ""
for line in out:
line = line.split()
map_str += line[2] + "\n"
map_str += line[0] + "\n"
return map_str
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