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wenyuanbo
tic
Commits
60de5be1
Commit
60de5be1
authored
Sep 02, 2019
by
Logan Weber
Committed by
Tianqi Chen
Sep 02, 2019
Browse files
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Plain Diff
[WIP][µTVM] Add OpenOCD Low-Level Device (RISC-V Support) (#3756)
parent
1bc83853
Hide whitespace changes
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Showing
12 changed files
with
567 additions
and
170 deletions
+567
-170
python/tvm/contrib/binutil.py
+17
-1
python/tvm/micro/base.py
+29
-7
src/runtime/micro/low_level_device.h
+22
-0
src/runtime/micro/micro_common.cc
+4
-4
src/runtime/micro/micro_session.cc
+23
-16
src/runtime/micro/micro_session.h
+15
-1
src/runtime/micro/openocd_low_level_device.cc
+252
-0
src/runtime/micro/tcl_socket.cc
+74
-0
src/runtime/micro/tcl_socket.h
+98
-0
tests/python/unittest/test_codegen_c_host.py
+27
-0
tests/python/unittest/test_codegen_c_host_fadd.py
+0
-140
tests/python/unittest/test_runtime_micro.py
+6
-1
No files found.
python/tvm/contrib/binutil.py
View file @
60de5be1
...
@@ -75,8 +75,23 @@ def tvm_callback_get_section_size(binary_path, section_name, toolchain_prefix):
...
@@ -75,8 +75,23 @@ def tvm_callback_get_section_size(binary_path, section_name, toolchain_prefix):
entry_size
=
int
(
tokens
[
1
])
entry_size
=
int
(
tokens
[
1
])
if
entry_name
in
sections_to_sum
:
if
entry_name
in
sections_to_sum
:
section_size
+=
entry_size
section_size
+=
entry_size
return
section_size
# NOTE: For some reason, the size of the BSS section on the RISC-V
# GCC is sometimes reported to be smaller than it is, so we need to adjust
# for this.
if
"riscv"
in
toolchain_prefix
and
section_name
==
'bss'
:
# TODO(weberlo): Figure out why 32 is the minimum constant that works.
#
# The current hypothesis is that the last symbols in the ".bss" and
# ".sbss" sections may have size zero, since the symbols in these
# sections are uninitialized and there's no address that follows that
# would enforce a particular size.
#
# If this is the case, then 32 just happens to be a safe amount of
# padding for most cases, but symbols can be arbitrarily large, so this
# isn't bulletproof.
return
section_size
+
32
return
section_size
@register_func
(
"tvm_callback_relocate_binary"
)
@register_func
(
"tvm_callback_relocate_binary"
)
def
tvm_callback_relocate_binary
(
def
tvm_callback_relocate_binary
(
...
@@ -169,6 +184,7 @@ SECTIONS
...
@@ -169,6 +184,7 @@ SECTIONS
msg
=
"linking error using ld:
\n
"
msg
=
"linking error using ld:
\n
"
msg
+=
py_str
(
out
)
msg
+=
py_str
(
out
)
raise
RuntimeError
(
msg
)
raise
RuntimeError
(
msg
)
with
open
(
rel_obj_path
,
"rb"
)
as
f
:
with
open
(
rel_obj_path
,
"rb"
)
as
f
:
rel_bin
=
bytearray
(
f
.
read
())
rel_bin
=
bytearray
(
f
.
read
())
return
rel_bin
return
rel_bin
...
...
python/tvm/micro/base.py
View file @
60de5be1
...
@@ -29,7 +29,7 @@ from tvm.contrib import cc as _cc
...
@@ -29,7 +29,7 @@ from tvm.contrib import cc as _cc
from
.._ffi.function
import
_init_api
from
.._ffi.function
import
_init_api
from
.._ffi.libinfo
import
find_include_path
from
.._ffi.libinfo
import
find_include_path
SUPPORTED_DEVICE_TYPES
=
[
"host"
]
SUPPORTED_DEVICE_TYPES
=
[
"host"
,
"openocd"
]
class
Session
:
class
Session
:
"""MicroTVM Device Session
"""MicroTVM Device Session
...
@@ -50,15 +50,22 @@ class Session:
...
@@ -50,15 +50,22 @@ class Session:
.. code-block:: python
.. code-block:: python
c_mod = ... # some module generated with "c" as the target
c_mod = ... # some module generated with "c" as the target
device_type = "host"
device_type = "openocd"
with tvm.micro.Session(device_type) as sess:
toolchain_prefix = "riscv64-unknown-elf-"
sess.create_micro_mod(c_mod)
with tvm.micro.Session(device_type,
toolchain_prefix,
base_addr=0x10010000,
server_addr="127.0.0.1",
port=6666):
c_mod.export_library(lib_obj_path, fcompile=tvm.micro.cross_compiler(toolchain_prefix))
micro_mod = tvm.module.load(lib_obj_path, "micro_dev")
"""
"""
def
__init__
(
self
,
device_type
,
toolchain_prefix
):
def
__init__
(
self
,
device_type
,
toolchain_prefix
,
**
kwargs
):
if
device_type
not
in
SUPPORTED_DEVICE_TYPES
:
if
device_type
not
in
SUPPORTED_DEVICE_TYPES
:
raise
RuntimeError
(
"unknown micro device type
\"
{}
\"
"
.
format
(
device_type
))
raise
RuntimeError
(
"unknown micro device type
\"
{}
\"
"
.
format
(
device_type
))
self
.
_check_system
()
self
.
_check_system
()
self
.
_check_args
(
device_type
,
kwargs
)
# First, find and compile runtime library.
# First, find and compile runtime library.
runtime_src_path
=
os
.
path
.
join
(
_get_micro_device_dir
(),
"utvm_runtime.c"
)
runtime_src_path
=
os
.
path
.
join
(
_get_micro_device_dir
(),
"utvm_runtime.c"
)
...
@@ -67,7 +74,11 @@ class Session:
...
@@ -67,7 +74,11 @@ class Session:
create_micro_lib
(
create_micro_lib
(
runtime_obj_path
,
runtime_src_path
,
toolchain_prefix
,
include_dev_lib_header
=
False
)
runtime_obj_path
,
runtime_src_path
,
toolchain_prefix
,
include_dev_lib_header
=
False
)
self
.
module
=
_CreateSession
(
device_type
,
runtime_obj_path
,
toolchain_prefix
)
base_addr
=
kwargs
.
get
(
"base_addr"
,
0
)
server_addr
=
kwargs
.
get
(
"server_addr"
,
""
)
port
=
kwargs
.
get
(
"port"
,
0
)
self
.
module
=
_CreateSession
(
device_type
,
runtime_obj_path
,
toolchain_prefix
,
base_addr
,
server_addr
,
port
)
self
.
_enter
=
self
.
module
[
"enter"
]
self
.
_enter
=
self
.
module
[
"enter"
]
self
.
_exit
=
self
.
module
[
"exit"
]
self
.
_exit
=
self
.
module
[
"exit"
]
...
@@ -83,6 +94,15 @@ class Session:
...
@@ -83,6 +94,15 @@ class Session:
if
sys
.
maxsize
<=
2
**
32
:
if
sys
.
maxsize
<=
2
**
32
:
raise
RuntimeError
(
"microTVM is currently only supported on 64-bit platforms"
)
raise
RuntimeError
(
"microTVM is currently only supported on 64-bit platforms"
)
def
_check_args
(
self
,
device_type
,
args
):
"""Check if the given configuration is valid."""
if
device_type
==
"host"
:
pass
elif
device_type
==
"openocd"
:
assert
"base_addr"
in
args
assert
"server_addr"
in
args
assert
"port"
in
args
def
__enter__
(
self
):
def
__enter__
(
self
):
self
.
_enter
()
self
.
_enter
()
...
@@ -181,7 +201,9 @@ def create_micro_lib(
...
@@ -181,7 +201,9 @@ def create_micro_lib(
options
=
[
"-I"
+
path
for
path
in
find_include_path
()]
options
=
[
"-I"
+
path
for
path
in
find_include_path
()]
options
+=
[
"-I{}"
.
format
(
_get_micro_device_dir
())]
options
+=
[
"-I{}"
.
format
(
_get_micro_device_dir
())]
options
+=
[
"-fno-stack-protector"
]
options
+=
[
"-fno-stack-protector"
]
if
sys
.
maxsize
>
2
**
32
and
sys
.
platform
.
startswith
(
"linux"
):
# TODO(weberlo): Don't rely on the toolchain prefix to identify if this is the host
# device.
if
toolchain_prefix
==
""
and
sys
.
maxsize
>
2
**
32
and
sys
.
platform
.
startswith
(
"linux"
):
# Only add this option if the host is a 64-bit Linux.
# Only add this option if the host is a 64-bit Linux.
options
+=
[
"-mcmodel=large"
]
options
+=
[
"-mcmodel=large"
]
compile_cmd
=
"{}gcc"
.
format
(
toolchain_prefix
)
compile_cmd
=
"{}gcc"
.
format
(
toolchain_prefix
)
...
...
src/runtime/micro/low_level_device.h
View file @
60de5be1
...
@@ -26,6 +26,7 @@
...
@@ -26,6 +26,7 @@
#define TVM_RUNTIME_MICRO_LOW_LEVEL_DEVICE_H_
#define TVM_RUNTIME_MICRO_LOW_LEVEL_DEVICE_H_
#include <memory>
#include <memory>
#include <string>
#include "micro_common.h"
#include "micro_common.h"
...
@@ -66,9 +67,21 @@ class LowLevelDevice {
...
@@ -66,9 +67,21 @@ class LowLevelDevice {
*/
*/
virtual
void
Execute
(
DevBaseOffset
func_offset
,
DevBaseOffset
breakpoint
)
=
0
;
virtual
void
Execute
(
DevBaseOffset
func_offset
,
DevBaseOffset
breakpoint
)
=
0
;
// TODO(weberlo): Should we just give the device the *entire* memory layout
// decided by the session?
/*!
* \brief sets the offset of the top of the stack section
* \param stack_top offset of the stack top
*/
virtual
void
SetStackTop
(
DevBaseOffset
stack_top
)
{
LOG
(
FATAL
)
<<
"unimplemented"
;
}
/*!
/*!
* \brief convert from base offset to absolute address
* \brief convert from base offset to absolute address
* \param offset base offset
* \param offset base offset
* \return absolute address
*/
*/
DevPtr
ToDevPtr
(
DevBaseOffset
offset
)
{
DevPtr
ToDevPtr
(
DevBaseOffset
offset
)
{
return
DevPtr
(
base_addr
()
+
offset
.
value
());
return
DevPtr
(
base_addr
()
+
offset
.
value
());
...
@@ -77,6 +90,7 @@ class LowLevelDevice {
...
@@ -77,6 +90,7 @@ class LowLevelDevice {
/*!
/*!
* \brief convert from absolute address to base offset
* \brief convert from absolute address to base offset
* \param ptr absolute address
* \param ptr absolute address
* \return base offset
*/
*/
DevBaseOffset
ToDevOffset
(
DevPtr
ptr
)
{
DevBaseOffset
ToDevOffset
(
DevPtr
ptr
)
{
return
DevBaseOffset
(
ptr
.
value
()
-
base_addr
());
return
DevBaseOffset
(
ptr
.
value
()
-
base_addr
());
...
@@ -102,6 +116,14 @@ class LowLevelDevice {
...
@@ -102,6 +116,14 @@ class LowLevelDevice {
*/
*/
const
std
::
shared_ptr
<
LowLevelDevice
>
HostLowLevelDeviceCreate
(
size_t
num_bytes
);
const
std
::
shared_ptr
<
LowLevelDevice
>
HostLowLevelDeviceCreate
(
size_t
num_bytes
);
/*!
* \brief connect to OpenOCD and create an OpenOCD low-level device
* \param port port of the OpenOCD server to connect to
*/
const
std
::
shared_ptr
<
LowLevelDevice
>
OpenOCDLowLevelDeviceCreate
(
std
::
uintptr_t
base_addr
,
const
std
::
string
&
addr
,
int
port
);
}
// namespace runtime
}
// namespace runtime
}
// namespace tvm
}
// namespace tvm
#endif // TVM_RUNTIME_MICRO_LOW_LEVEL_DEVICE_H_
#endif // TVM_RUNTIME_MICRO_LOW_LEVEL_DEVICE_H_
src/runtime/micro/micro_common.cc
View file @
60de5be1
...
@@ -39,7 +39,7 @@ namespace runtime {
...
@@ -39,7 +39,7 @@ namespace runtime {
size_t
GetDefaultSectionSize
(
SectionKind
kind
)
{
size_t
GetDefaultSectionSize
(
SectionKind
kind
)
{
switch
(
kind
)
{
switch
(
kind
)
{
case
SectionKind
:
:
kText
:
case
SectionKind
:
:
kText
:
return
0xF000
0
;
return
0xF000
;
case
SectionKind
:
:
kRodata
:
case
SectionKind
:
:
kRodata
:
return
0xF000
;
return
0xF000
;
case
SectionKind
:
:
kData
:
case
SectionKind
:
:
kData
:
...
@@ -47,13 +47,13 @@ size_t GetDefaultSectionSize(SectionKind kind) {
...
@@ -47,13 +47,13 @@ size_t GetDefaultSectionSize(SectionKind kind) {
case
SectionKind
:
:
kBss
:
case
SectionKind
:
:
kBss
:
return
0xF00
;
return
0xF00
;
case
SectionKind
:
:
kArgs
:
case
SectionKind
:
:
kArgs
:
return
0xF0000
0
;
return
0xF0000
;
case
SectionKind
:
:
kStack
:
case
SectionKind
:
:
kStack
:
return
0xF000
;
return
0xF000
;
case
SectionKind
:
:
kHeap
:
case
SectionKind
:
:
kHeap
:
return
0xF00000
0
;
return
0xF00000
;
case
SectionKind
:
:
kWorkspace
:
case
SectionKind
:
:
kWorkspace
:
return
0xF0000
00
;
return
0xF0000
;
default
:
default
:
LOG
(
FATAL
)
<<
"invalid section "
<<
static_cast
<
size_t
>
(
kind
);
LOG
(
FATAL
)
<<
"invalid section "
<<
static_cast
<
size_t
>
(
kind
);
return
0
;
return
0
;
...
...
src/runtime/micro/micro_session.cc
View file @
60de5be1
...
@@ -20,17 +20,6 @@
...
@@ -20,17 +20,6 @@
/*!
/*!
* Copyright (c) 2019 by Contributors
* Copyright (c) 2019 by Contributors
* \file micro_session.cc
* \file micro_session.cc
* \brief session to manage multiple micro modules
*
* Each session consists of an interaction with a *single* logical device.
* Within that interaction, multiple TVM modules can be loaded on the logical
* device.
*
* Multiple sessions can exist simultaneously, but there is only ever one
* *active* session. The idea of an active session mainly has implications for
* the frontend, in that one must make a session active in order to allocate
* new TVM objects on it. Aside from that, previously allocated objects can be
* used even if the session which they belong to is not currently active.
*/
*/
#include <dmlc/thread_local.h>
#include <dmlc/thread_local.h>
...
@@ -86,25 +75,38 @@ MicroSession::~MicroSession() {
...
@@ -86,25 +75,38 @@ MicroSession::~MicroSession() {
for
(
size_t
i
=
0
;
i
<
static_cast
<
size_t
>
(
SectionKind
::
kNumKinds
);
i
++
)
{
for
(
size_t
i
=
0
;
i
<
static_cast
<
size_t
>
(
SectionKind
::
kNumKinds
);
i
++
)
{
section_allocators_
[
i
]
=
nullptr
;
section_allocators_
[
i
]
=
nullptr
;
}
}
low_level_device_
=
nullptr
;
low_level_device_
=
nullptr
;
}
}
void
MicroSession
::
CreateSession
(
const
std
::
string
&
device_type
,
void
MicroSession
::
CreateSession
(
const
std
::
string
&
device_type
,
const
std
::
string
&
binary_path
,
const
std
::
string
&
binary_path
,
const
std
::
string
&
toolchain_prefix
)
{
const
std
::
string
&
toolchain_prefix
,
std
::
uintptr_t
base_addr
,
const
std
::
string
&
server_addr
,
int
port
)
{
// TODO(weberlo): make device type enum
// TODO(weberlo): make device type enum
toolchain_prefix_
=
toolchain_prefix
;
if
(
device_type
==
"host"
)
{
if
(
device_type
==
"host"
)
{
low_level_device_
=
HostLowLevelDeviceCreate
(
memory_size_
);
low_level_device_
=
HostLowLevelDeviceCreate
(
memory_size_
);
}
else
if
(
device_type
==
"openocd"
)
{
// TODO(weberlo): We need a better way of configuring devices.
low_level_device_
=
OpenOCDLowLevelDeviceCreate
(
base_addr
,
server_addr
,
port
);
}
else
{
}
else
{
LOG
(
FATAL
)
<<
"unsupported micro low-level device"
;
LOG
(
FATAL
)
<<
"unsupported micro low-level device"
;
}
}
SetRuntimeBinaryPath
(
binary_path
);
SetRuntimeBinaryPath
(
binary_path
);
CHECK
(
!
runtime_binary_path_
.
empty
())
<<
"uTVM runtime not initialized"
;
CHECK
(
!
runtime_binary_path_
.
empty
())
<<
"uTVM runtime not initialized"
;
runtime_bin_info_
=
LoadBinary
(
runtime_binary_path_
,
/* patch_dylib_pointers */
false
);
runtime_bin_info_
=
LoadBinary
(
runtime_binary_path_
,
/* patch_dylib_pointers */
false
);
utvm_main_symbol_
=
low_level_device
()
->
ToDevOffset
(
runtime_symbol_map
()[
"UTVMMain"
]);
utvm_main_symbol_
=
low_level_device
()
->
ToDevOffset
(
runtime_symbol_map
()[
"UTVMMain"
]);
utvm_done_symbol_
=
low_level_device
()
->
ToDevOffset
(
runtime_symbol_map
()[
"UTVMDone"
]);
utvm_done_symbol_
=
low_level_device
()
->
ToDevOffset
(
runtime_symbol_map
()[
"UTVMDone"
]);
if
(
device_type
==
"openocd"
)
{
// Set OpenOCD device's stack pointer.
auto
stack_section
=
GetAllocator
(
SectionKind
::
kStack
);
low_level_device_
->
SetStackTop
(
stack_section
->
max_end_offset
());
}
// Patch workspace pointers to the start of the workspace section.
// Patch workspace pointers to the start of the workspace section.
DevBaseOffset
workspace_start_offset
=
GetAllocator
(
SectionKind
::
kWorkspace
)
->
start_offset
();
DevBaseOffset
workspace_start_offset
=
GetAllocator
(
SectionKind
::
kWorkspace
)
->
start_offset
();
DevBaseOffset
workspace_end_offset
=
GetAllocator
(
SectionKind
::
kWorkspace
)
->
max_end_offset
();
DevBaseOffset
workspace_end_offset
=
GetAllocator
(
SectionKind
::
kWorkspace
)
->
max_end_offset
();
...
@@ -143,6 +145,7 @@ void MicroSession::PushToExecQueue(DevBaseOffset func, const TVMArgs& args) {
...
@@ -143,6 +145,7 @@ void MicroSession::PushToExecQueue(DevBaseOffset func, const TVMArgs& args) {
};
};
// Write the task.
// Write the task.
DevSymbolWrite
(
runtime_symbol_map
(),
"task"
,
task
);
DevSymbolWrite
(
runtime_symbol_map
(),
"task"
,
task
);
low_level_device
()
->
Execute
(
utvm_main_symbol_
,
utvm_done_symbol_
);
low_level_device
()
->
Execute
(
utvm_main_symbol_
,
utvm_done_symbol_
);
// Check if there was an error during execution. If so, log it.
// Check if there was an error during execution. If so, log it.
CheckDeviceError
();
CheckDeviceError
();
...
@@ -299,7 +302,7 @@ BinaryInfo MicroSession::LoadBinary(const std::string& binary_path, bool patch_d
...
@@ -299,7 +302,7 @@ BinaryInfo MicroSession::LoadBinary(const std::string& binary_path, bool patch_d
void
MicroSession
::
PatchImplHole
(
const
SymbolMap
&
symbol_map
,
const
std
::
string
&
func_name
)
{
void
MicroSession
::
PatchImplHole
(
const
SymbolMap
&
symbol_map
,
const
std
::
string
&
func_name
)
{
void
*
runtime_impl_addr
=
runtime_symbol_map
()[
func_name
].
cast_to
<
void
*>
();
void
*
runtime_impl_addr
=
runtime_symbol_map
()[
func_name
].
cast_to
<
void
*>
();
std
::
stringstream
func_name_underscore
;
std
::
o
stringstream
func_name_underscore
;
func_name_underscore
<<
func_name
<<
"_"
;
func_name_underscore
<<
func_name
<<
"_"
;
DevSymbolWrite
(
symbol_map
,
func_name_underscore
.
str
(),
runtime_impl_addr
);
DevSymbolWrite
(
symbol_map
,
func_name_underscore
.
str
(),
runtime_impl_addr
);
}
}
...
@@ -309,7 +312,7 @@ void MicroSession::SetRuntimeBinaryPath(std::string path) {
...
@@ -309,7 +312,7 @@ void MicroSession::SetRuntimeBinaryPath(std::string path) {
}
}
std
::
string
MicroSession
::
ReadString
(
DevBaseOffset
str_offset
)
{
std
::
string
MicroSession
::
ReadString
(
DevBaseOffset
str_offset
)
{
std
::
stringstream
result
;
std
::
o
stringstream
result
;
const
size_t
buf_size
=
256
;
const
size_t
buf_size
=
256
;
std
::
vector
<
char
>
buf
(
buf_size
,
0
);
std
::
vector
<
char
>
buf
(
buf_size
,
0
);
size_t
i
=
buf_size
;
size_t
i
=
buf_size
;
...
@@ -372,8 +375,12 @@ TVM_REGISTER_GLOBAL("micro._CreateSession")
...
@@ -372,8 +375,12 @@ TVM_REGISTER_GLOBAL("micro._CreateSession")
const
std
::
string
&
device_type
=
args
[
0
];
const
std
::
string
&
device_type
=
args
[
0
];
const
std
::
string
&
binary_path
=
args
[
1
];
const
std
::
string
&
binary_path
=
args
[
1
];
const
std
::
string
&
toolchain_prefix
=
args
[
2
];
const
std
::
string
&
toolchain_prefix
=
args
[
2
];
uint64_t
base_addr
=
args
[
3
];
const
std
::
string
&
server_addr
=
args
[
4
];
int
port
=
args
[
5
];
std
::
shared_ptr
<
MicroSession
>
session
=
std
::
make_shared
<
MicroSession
>
();
std
::
shared_ptr
<
MicroSession
>
session
=
std
::
make_shared
<
MicroSession
>
();
session
->
CreateSession
(
device_type
,
binary_path
,
toolchain_prefix
);
session
->
CreateSession
(
device_type
,
binary_path
,
toolchain_prefix
,
base_addr
,
server_addr
,
port
);
*
rv
=
Module
(
session
);
*
rv
=
Module
(
session
);
});
});
...
...
src/runtime/micro/micro_session.h
View file @
60de5be1
...
@@ -20,6 +20,17 @@
...
@@ -20,6 +20,17 @@
/*!
/*!
* Copyright (c) 2019 by Contributors
* Copyright (c) 2019 by Contributors
* \file micro_session.h
* \file micro_session.h
* \brief session to manage multiple micro modules
*
* Each session consists of an interaction with a *single* logical device.
* Within that interaction, multiple TVM modules can be loaded on the logical
* device.
*
* Multiple sessions can exist simultaneously, but there is only ever one
* *active* session. The idea of an active session mainly has implications for
* the frontend, in that one must make a session active in order to allocate
* new TVM objects on it. Aside from that, previously allocated objects can be
* used even if the session which they belong to is not currently active.
*/
*/
#ifndef TVM_RUNTIME_MICRO_MICRO_SESSION_H_
#ifndef TVM_RUNTIME_MICRO_MICRO_SESSION_H_
#define TVM_RUNTIME_MICRO_MICRO_SESSION_H_
#define TVM_RUNTIME_MICRO_MICRO_SESSION_H_
...
@@ -82,7 +93,10 @@ class MicroSession : public ModuleNode {
...
@@ -82,7 +93,10 @@ class MicroSession : public ModuleNode {
*/
*/
void
CreateSession
(
const
std
::
string
&
device_type
,
void
CreateSession
(
const
std
::
string
&
device_type
,
const
std
::
string
&
binary_path
,
const
std
::
string
&
binary_path
,
const
std
::
string
&
toolchain_prefix
);
const
std
::
string
&
toolchain_prefix
,
std
::
uintptr_t
base_addr
,
const
std
::
string
&
server_addr
,
int
port
);
/*!
/*!
* \brief ends the session by destructing the low-level device and its allocators
* \brief ends the session by destructing the low-level device and its allocators
...
...
src/runtime/micro/openocd_low_level_device.cc
0 → 100644
View file @
60de5be1
/*
* 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 openocd_low_level_device.cc
*/
#include <sstream>
#include <iomanip>
#include "micro_common.h"
#include "low_level_device.h"
#include "tcl_socket.h"
namespace
tvm
{
namespace
runtime
{
/*!
* \brief OpenOCD low-level device for uTVM micro devices connected over JTAG
*/
class
OpenOCDLowLevelDevice
final
:
public
LowLevelDevice
{
public
:
/*!
* \brief constructor to initialize connection to openocd device
* \param base_addr base address of the device
* \param server_addr address of the OpenOCD server to connect to
* \param port port of the OpenOCD server to connect to
*/
explicit
OpenOCDLowLevelDevice
(
std
::
uintptr_t
base_addr
,
const
std
::
string
&
server_addr
,
int
port
)
:
socket_
()
{
socket_
.
Connect
(
tvm
::
common
::
SockAddr
(
server_addr
.
c_str
(),
port
));
socket_
.
cmd_builder
()
<<
"reset halt"
;
socket_
.
SendCommand
();
base_addr_
=
base_addr
;
CHECK
(
base_addr_
%
8
==
0
)
<<
"base address not aligned to 8 bytes"
;
}
void
Read
(
DevBaseOffset
offset
,
void
*
buf
,
size_t
num_bytes
)
{
if
(
num_bytes
==
0
)
{
return
;
}
// TODO(weberlo): Refactor between read and write.
// Check if we need to chunk this write request.
if
(
num_bytes
>
kMemTransferLimit
)
{
DevBaseOffset
curr_offset
=
offset
;
char
*
curr_buf_ptr
=
reinterpret_cast
<
char
*>
(
buf
);
while
(
num_bytes
!=
0
)
{
size_t
amount_to_read
;
if
(
num_bytes
>
kMemTransferLimit
)
{
amount_to_read
=
kMemTransferLimit
;
}
else
{
amount_to_read
=
num_bytes
;
}
Read
(
offset
,
reinterpret_cast
<
void
*>
(
curr_buf_ptr
),
amount_to_read
);
offset
+=
amount_to_read
;
curr_buf_ptr
+=
amount_to_read
;
num_bytes
-=
amount_to_read
;
}
return
;
}
{
socket_
.
cmd_builder
()
<<
"array unset output"
;
socket_
.
SendCommand
();
DevPtr
addr
=
DevPtr
(
base_addr_
+
offset
.
value
());
socket_
.
cmd_builder
()
<<
"mem2array output"
<<
" "
<<
std
::
dec
<<
kWordSize
<<
" "
<<
addr
.
cast_to
<
void
*>
()
// Round up any request sizes under a byte, since OpenOCD doesn't support
// sub-byte-sized transfers.
<<
" "
<<
std
::
dec
<<
(
num_bytes
<
8
?
8
:
num_bytes
);
socket_
.
SendCommand
();
}
{
socket_
.
cmd_builder
()
<<
"ocd_echo $output"
;
socket_
.
SendCommand
();
const
std
::
string
&
reply
=
socket_
.
last_reply
();
std
::
istringstream
values
(
reply
);
char
*
char_buf
=
reinterpret_cast
<
char
*>
(
buf
);
ssize_t
req_bytes_remaining
=
num_bytes
;
uint32_t
index
;
uint32_t
val
;
while
(
req_bytes_remaining
>
0
)
{
// The response from this command pairs indices with the contents of the
// memory at that index.
values
>>
index
;
CHECK
(
index
<
num_bytes
)
<<
"index "
<<
index
<<
" out of bounds (length "
<<
num_bytes
<<
")"
;
// Read the value into `curr_val`, instead of reading directly into
// `buf_iter`, because otherwise it's interpreted as the ASCII value and
// not the integral value.
values
>>
val
;
char_buf
[
index
]
=
static_cast
<
uint8_t
>
(
val
);
req_bytes_remaining
--
;
}
if
(
num_bytes
>=
8
)
{
uint32_t
check_index
;
values
>>
check_index
;
CHECK
(
check_index
!=
index
)
<<
"more data in response than requested"
;
}
}
}
void
Write
(
DevBaseOffset
offset
,
const
void
*
buf
,
size_t
num_bytes
)
{
if
(
num_bytes
==
0
)
{
return
;
}
// Check if we need to chunk this write request.
if
(
num_bytes
>
kMemTransferLimit
)
{
DevBaseOffset
curr_offset
=
offset
;
const
char
*
curr_buf_ptr
=
reinterpret_cast
<
const
char
*>
(
buf
);
while
(
num_bytes
!=
0
)
{
size_t
amount_to_write
;
if
(
num_bytes
>
kMemTransferLimit
)
{
amount_to_write
=
kMemTransferLimit
;
}
else
{
amount_to_write
=
num_bytes
;
}
Write
(
offset
,
reinterpret_cast
<
const
void
*>
(
curr_buf_ptr
),
amount_to_write
);
offset
+=
amount_to_write
;
curr_buf_ptr
+=
amount_to_write
;
num_bytes
-=
amount_to_write
;
}
return
;
}
// Clear `input` array.
socket_
.
cmd_builder
()
<<
"array unset input"
;
socket_
.
SendCommand
();
// Build a command to set the value of `input`.
{
std
::
ostringstream
&
cmd_builder
=
socket_
.
cmd_builder
();
cmd_builder
<<
"array set input {"
;
const
char
*
char_buf
=
reinterpret_cast
<
const
char
*>
(
buf
);
for
(
size_t
i
=
0
;
i
<
num_bytes
;
i
++
)
{
// In a Tcl `array set` commmand, we need to pair the array indices with
// their values.
cmd_builder
<<
i
<<
" "
;
// Need to cast to uint, so the number representation of `buf[i]` is
// printed, and not the ASCII representation.
cmd_builder
<<
static_cast
<
uint32_t
>
(
char_buf
[
i
])
<<
" "
;
}
cmd_builder
<<
"}"
;
socket_
.
SendCommand
();
}
{
DevPtr
addr
=
DevPtr
(
base_addr_
+
offset
.
value
());
socket_
.
cmd_builder
()
<<
"array2mem input"
<<
" "
<<
std
::
dec
<<
kWordSize
<<
" "
<<
addr
.
cast_to
<
void
*>
()
<<
" "
<<
std
::
dec
<<
num_bytes
;
socket_
.
SendCommand
();
}
}
void
Execute
(
DevBaseOffset
func_offset
,
DevBaseOffset
breakpoint
)
{
socket_
.
cmd_builder
()
<<
"halt 0"
;
socket_
.
SendCommand
();
// Set up the stack pointer.
DevPtr
stack_end
=
stack_top
()
-
8
;
socket_
.
cmd_builder
()
<<
"reg sp "
<<
stack_end
.
cast_to
<
void
*>
();
socket_
.
SendCommand
();
// Set a breakpoint at the beginning of `UTVMDone`.
socket_
.
cmd_builder
()
<<
"bp "
<<
ToDevPtr
(
breakpoint
).
cast_to
<
void
*>
()
<<
" 2"
;
socket_
.
SendCommand
();
DevPtr
func_addr
=
DevPtr
(
base_addr_
+
func_offset
.
value
());
socket_
.
cmd_builder
()
<<
"resume "
<<
func_addr
.
cast_to
<
void
*>
();
socket_
.
SendCommand
();
socket_
.
cmd_builder
()
<<
"wait_halt "
<<
kWaitTime
;
socket_
.
SendCommand
();
socket_
.
cmd_builder
()
<<
"halt 0"
;
socket_
.
SendCommand
();
// Remove the breakpoint.
socket_
.
cmd_builder
()
<<
"rbp "
<<
ToDevPtr
(
breakpoint
).
cast_to
<
void
*>
();
socket_
.
SendCommand
();
}
void
SetStackTop
(
DevBaseOffset
stack_top
)
{
stack_top_
=
DevPtr
(
base_addr_
+
stack_top
.
value
());
}
std
::
uintptr_t
base_addr
()
const
final
{
return
base_addr_
;
}
DevPtr
stack_top
()
const
{
CHECK
(
stack_top_
!=
nullptr
)
<<
"stack top was never initialized"
;
return
stack_top_
;
}
const
char
*
device_type
()
const
final
{
return
"openocd"
;
}
private
:
/*! \brief base address of the micro device memory region */
std
::
uintptr_t
base_addr_
;
/*! \brief top of the stack section */
DevPtr
stack_top_
;
/*! \brief socket used to communicate with the device through Tcl */
TclSocket
socket_
;
/*! \brief number of bytes in a word on the target device (64-bit) */
static
const
constexpr
ssize_t
kWordSize
=
8
;
// NOTE: OpenOCD will call any request larger than this constant an "absurd
// request".
/*! \brief maximum number of bytes allowed in a single memory transfer */
static
const
constexpr
ssize_t
kMemTransferLimit
=
64000
;
/*! \brief number of milliseconds to wait for function execution to halt */
static
const
constexpr
int
kWaitTime
=
10000
;
};
const
std
::
shared_ptr
<
LowLevelDevice
>
OpenOCDLowLevelDeviceCreate
(
std
::
uintptr_t
base_addr
,
const
std
::
string
&
server_addr
,
int
port
)
{
std
::
shared_ptr
<
LowLevelDevice
>
lld
=
std
::
make_shared
<
OpenOCDLowLevelDevice
>
(
base_addr
,
server_addr
,
port
);
return
lld
;
}
}
// namespace runtime
}
// namespace tvm
src/runtime/micro/tcl_socket.cc
0 → 100644
View file @
60de5be1
/*
* 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 tcl_socket.cc
*/
#include <string>
#include "tcl_socket.h"
namespace
tvm
{
namespace
runtime
{
TclSocket
::
TclSocket
()
{
tcp_socket_
.
Create
();
tcp_socket_
.
SetKeepAlive
(
true
);
reply_buf_
.
reserve
(
kReplyBufSize
);
}
TclSocket
::~
TclSocket
()
{
tcp_socket_
.
Close
();
}
void
TclSocket
::
Connect
(
tvm
::
common
::
SockAddr
addr
)
{
CHECK
(
tcp_socket_
.
Connect
(
addr
))
<<
"failed to connect"
;
}
void
TclSocket
::
SendCommand
()
{
cmd_builder_
<<
kCommandTerminateToken
;
std
::
string
full_cmd
=
cmd_builder_
.
str
();
CHECK
(
tcp_socket_
.
Send
(
full_cmd
.
data
(),
full_cmd
.
length
())
!=
-
1
)
<<
"failed to send command"
;
cmd_builder_
.
str
(
std
::
string
());
reply_builder_
.
str
(
std
::
string
());
char
last_read
=
'\0'
;
// Receive from the socket until we reach a command terminator.
do
{
ssize_t
bytes_read
;
// Recieve from the socket until it's drained.
do
{
// Leave room at the end of `reply_buf` to tack on a null terminator.
bytes_read
=
tcp_socket_
.
Recv
(
reply_buf_
.
data
(),
kReplyBufSize
-
1
);
reply_buf_
[
bytes_read
]
=
'\0'
;
reply_builder_
<<
reply_buf_
.
data
();
// Update last read character.
last_read
=
reply_buf_
[
bytes_read
-
1
];
}
while
(
bytes_read
==
kReplyBufSize
-
1
);
CHECK
(
bytes_read
!=
-
1
)
<<
"failed to read command reply"
;
}
while
(
last_read
!=
kCommandTerminateToken
);
last_reply_
=
reply_builder_
.
str
();
CHECK_EQ
(
last_reply_
[
last_reply_
.
length
()
-
1
],
kCommandTerminateToken
)
<<
"missing command terminator"
;
}
}
// namespace runtime
}
// namespace tvm
src/runtime/micro/tcl_socket.h
0 → 100644
View file @
60de5be1
/*
* 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 tcl_socket.h
* \brief TCP socket wrapper for communicating using Tcl commands
*/
#ifndef TVM_RUNTIME_MICRO_TCL_SOCKET_H_
#define TVM_RUNTIME_MICRO_TCL_SOCKET_H_
#include <string>
#include <vector>
#include "../../common/socket.h"
namespace
tvm
{
namespace
runtime
{
/*!
* \brief TCP socket wrapper for communicating using Tcl commands
*
* Usage generally involves building a command using the `cmd_builder` stream
* interface, then sending the command with `SendCommand`, and if necessary,
* reading the reply.
*/
class
TclSocket
{
public
:
/*!
* \brief constructor to create the socket
*/
TclSocket
();
/*!
* \brief destructor to close the socket connection
*/
~
TclSocket
();
/*!
* \brief open connection with server
* \param addr server address
*/
void
Connect
(
tvm
::
common
::
SockAddr
addr
);
/*
* \brief send the built command to the server and await a reply
*
* \return the reply
*/
void
SendCommand
();
/*
* \return string stream for current command being built
*/
std
::
ostringstream
&
cmd_builder
()
{
return
cmd_builder_
;
}
/*
* \return reply from most recently sent command
*/
const
std
::
string
&
last_reply
()
{
return
last_reply_
;
}
private
:
/*! \brief underlying TCP socket being wrapped */
tvm
::
common
::
TCPSocket
tcp_socket_
;
/*! \brief buffer used to receive messages from the socket */
std
::
vector
<
uint8_t
>
reply_buf_
;
/*! \brief string stream used to build current command */
std
::
ostringstream
cmd_builder_
;
/*! \brief string stream used to receive replies from sent commands */
std
::
ostringstream
reply_builder_
;
/*! \brief reply from most recently sent command */
std
::
string
last_reply_
;
/*! \brief character denoting the end of a Tcl command */
static
const
constexpr
char
kCommandTerminateToken
=
'\x1a'
;
/*! \brief size of the buffer used to receive messages (in bytes) */
static
const
constexpr
size_t
kReplyBufSize
=
4096
;
};
}
// namespace runtime
}
// namespace tvm
#endif // TVM_RUNTIME_MICRO_TCL_SOCKET_H_
tests/python/unittest/test_codegen_c_host.py
View file @
60de5be1
...
@@ -44,6 +44,7 @@ def test_add():
...
@@ -44,6 +44,7 @@ def test_add():
c
.
asnumpy
(),
a
.
asnumpy
()
+
b
.
asnumpy
())
c
.
asnumpy
(),
a
.
asnumpy
()
+
b
.
asnumpy
())
check_c
()
check_c
()
def
test_add_pipeline
():
def
test_add_pipeline
():
nn
=
1024
nn
=
1024
n
=
tvm
.
convert
(
nn
)
n
=
tvm
.
convert
(
nn
)
...
@@ -95,6 +96,32 @@ def test_add_pipeline():
...
@@ -95,6 +96,32 @@ def test_add_pipeline():
with
tvm
.
build_config
(
offset_factor
=
4
):
with
tvm
.
build_config
(
offset_factor
=
4
):
check_c
()
check_c
()
def
test_reinterpret
():
nn
=
1024
n
=
tvm
.
convert
(
nn
)
A
=
tvm
.
placeholder
((
n
,),
name
=
'A'
,
dtype
=
"int32"
)
B
=
tvm
.
compute
(
A
.
shape
,
lambda
*
i
:
tvm
.
call_pure_intrin
(
"float32"
,
"reinterpret"
,
A
(
*
i
)),
name
=
'B'
)
s
=
tvm
.
create_schedule
(
B
.
op
)
def
check_c
():
mhost
=
tvm
.
build
(
s
,
[
A
,
B
],
"c"
,
name
=
"reinterpret"
)
temp
=
util
.
tempdir
()
path_dso
=
temp
.
relpath
(
"temp.so"
)
mhost
.
export_library
(
path_dso
)
m
=
tvm
.
module
.
load
(
path_dso
)
fadd
=
m
[
'reinterpret'
]
ctx
=
tvm
.
cpu
(
0
)
n
=
nn
a
=
tvm
.
nd
.
array
(
np
.
random
.
randint
(
-
2
**
30
,
2
**
30
,
size
=
n
)
.
astype
(
A
.
dtype
),
ctx
)
b
=
tvm
.
nd
.
array
(
np
.
zeros
(
n
,
dtype
=
B
.
dtype
),
ctx
)
fadd
(
a
,
b
)
tvm
.
testing
.
assert_allclose
(
b
.
asnumpy
(),
a
.
asnumpy
()
.
view
(
'float32'
))
check_c
()
if
__name__
==
"__main__"
:
if
__name__
==
"__main__"
:
test_add
()
test_add
()
test_add_pipeline
()
test_add_pipeline
()
test_reinterpret
()
tests/python/unittest/test_codegen_c_host_fadd.py
deleted
100644 → 0
View file @
1bc83853
# 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.
import
tvm
import
numpy
as
np
from
tvm
import
relay
from
tvm.contrib
import
util
def
test_add
():
nn
=
1024
n
=
tvm
.
convert
(
nn
)
A
=
tvm
.
placeholder
((
n
,),
name
=
'A'
)
B
=
tvm
.
placeholder
((
n
,),
name
=
'B'
)
C
=
tvm
.
compute
(
A
.
shape
,
lambda
*
i
:
A
(
*
i
)
+
B
(
*
i
),
name
=
'C'
)
s
=
tvm
.
create_schedule
(
C
.
op
)
def
check_c
():
mhost
=
tvm
.
build
(
s
,
[
A
,
B
,
C
],
"c"
,
name
=
"fadd"
)
temp
=
util
.
tempdir
()
path_dso
=
temp
.
relpath
(
"temp.so"
)
mhost
.
export_library
(
path_dso
)
print
(
mhost
.
get_source
())
m
=
tvm
.
module
.
load
(
path_dso
)
fadd
=
m
[
'fadd'
]
ctx
=
tvm
.
cpu
(
0
)
# launch the kernel.
n
=
nn
a
=
tvm
.
nd
.
array
(
np
.
random
.
uniform
(
size
=
n
)
.
astype
(
A
.
dtype
),
ctx
)
b
=
tvm
.
nd
.
array
(
np
.
random
.
uniform
(
size
=
n
)
.
astype
(
B
.
dtype
),
ctx
)
c
=
tvm
.
nd
.
array
(
np
.
zeros
(
n
,
dtype
=
C
.
dtype
),
ctx
)
fadd
(
a
,
b
,
c
)
tvm
.
testing
.
assert_allclose
(
c
.
asnumpy
(),
a
.
asnumpy
()
+
b
.
asnumpy
())
check_c
()
def
test_relay_id
():
# x = relay.var("x")
# f = relay.Function([x], x)
x
=
relay
.
var
(
'x'
,
shape
=
[])
func
=
relay
.
Function
([
x
],
x
)
ttype
=
relay
.
TensorType
([],
dtype
=
'float32'
)
relay
.
FuncType
([
ttype
],
ttype
)
mod
=
relay
.
module
.
Module
()
func_gvar
=
relay
.
GlobalVar
(
"f"
)
mod
[
func_gvar
]
=
func
print
(
mod
)
def
test_add_pipeline
():
nn
=
1024
n
=
tvm
.
convert
(
nn
)
A
=
tvm
.
placeholder
((
n
,),
name
=
'A'
)
B
=
tvm
.
placeholder
((
n
,),
name
=
'B'
)
AA
=
tvm
.
compute
((
n
,),
lambda
*
i
:
A
(
*
i
),
name
=
'A'
)
BB
=
tvm
.
compute
((
n
,),
lambda
*
i
:
B
(
*
i
),
name
=
'B'
)
T
=
tvm
.
compute
(
A
.
shape
,
lambda
*
i
:
AA
(
*
i
)
+
BB
(
*
i
),
name
=
'T'
)
C
=
tvm
.
compute
(
A
.
shape
,
lambda
*
i
:
T
(
*
i
),
name
=
'C'
)
s
=
tvm
.
create_schedule
(
C
.
op
)
xo
,
xi
=
s
[
C
]
.
split
(
C
.
op
.
axis
[
0
],
factor
=
4
)
xo1
,
xo2
=
s
[
C
]
.
split
(
xo
,
factor
=
13
)
s
[
C
]
.
parallel
(
xo2
)
s
[
C
]
.
pragma
(
xo1
,
"parallel_launch_point"
)
s
[
C
]
.
pragma
(
xo2
,
"parallel_stride_pattern"
)
s
[
C
]
.
pragma
(
xo2
,
"parallel_barrier_when_finish"
)
s
[
C
]
.
vectorize
(
xi
)
def
check_c
():
if
not
tvm
.
module
.
enabled
(
"llvm"
):
return
# Specifically allow offset to test codepath when offset is available
Ab
=
tvm
.
decl_buffer
(
A
.
shape
,
A
.
dtype
,
elem_offset
=
tvm
.
var
(
'Aoffset'
),
offset_factor
=
8
,
name
=
'A'
)
binds
=
{
A
:
Ab
}
# BUILD and invoke the kernel.
f1
=
tvm
.
lower
(
s
,
[
A
,
B
,
C
],
name
=
"fadd_pipeline"
)
fsplits
=
[
x
for
x
in
tvm
.
ir_pass
.
SplitHostDevice
(
f1
)]
fsplits
[
0
]
=
tvm
.
ir_pass
.
LowerTVMBuiltin
(
fsplits
[
0
])
mhost
=
tvm
.
codegen
.
build_module
(
fsplits
[
0
],
"c"
)
temp
=
util
.
tempdir
()
path_dso
=
temp
.
relpath
(
"temp.so"
)
mhost
.
export_library
(
path_dso
)
m
=
tvm
.
module
.
load
(
path_dso
)
fadd
=
m
[
"fadd_pipeline"
]
ctx
=
tvm
.
cpu
(
0
)
# launch the kernel.
n
=
nn
a
=
tvm
.
nd
.
array
(
np
.
random
.
uniform
(
size
=
n
)
.
astype
(
A
.
dtype
),
ctx
)
b
=
tvm
.
nd
.
array
(
np
.
random
.
uniform
(
size
=
n
)
.
astype
(
B
.
dtype
),
ctx
)
c
=
tvm
.
nd
.
array
(
np
.
zeros
(
n
,
dtype
=
C
.
dtype
),
ctx
)
fadd
(
a
,
b
,
c
)
tvm
.
testing
.
assert_allclose
(
c
.
asnumpy
(),
a
.
asnumpy
()
+
b
.
asnumpy
())
with
tvm
.
build_config
(
offset_factor
=
4
):
check_c
()
def
test_reinterpret
():
nn
=
1024
n
=
tvm
.
convert
(
nn
)
A
=
tvm
.
placeholder
((
n
,),
name
=
'A'
,
dtype
=
"int32"
)
B
=
tvm
.
compute
(
A
.
shape
,
lambda
*
i
:
tvm
.
call_pure_intrin
(
"float32"
,
"reinterpret"
,
A
(
*
i
)),
name
=
'B'
)
s
=
tvm
.
create_schedule
(
B
.
op
)
def
check_c
():
mhost
=
tvm
.
build
(
s
,
[
A
,
B
],
"c"
,
name
=
"reinterpret"
)
temp
=
util
.
tempdir
()
path_dso
=
temp
.
relpath
(
"temp.so"
)
mhost
.
export_library
(
path_dso
)
m
=
tvm
.
module
.
load
(
path_dso
)
fadd
=
m
[
'reinterpret'
]
ctx
=
tvm
.
cpu
(
0
)
n
=
nn
a
=
tvm
.
nd
.
array
(
np
.
random
.
randint
(
-
2
**
30
,
2
**
30
,
size
=
n
)
.
astype
(
A
.
dtype
),
ctx
)
b
=
tvm
.
nd
.
array
(
np
.
zeros
(
n
,
dtype
=
B
.
dtype
),
ctx
)
fadd
(
a
,
b
)
tvm
.
testing
.
assert_allclose
(
b
.
asnumpy
(),
a
.
asnumpy
()
.
view
(
'float32'
))
check_c
()
if
__name__
==
"__main__"
:
test_add
()
test_add_pipeline
()
test_reinterpret
()
tests/python/unittest/test_runtime_micro.py
View file @
60de5be1
...
@@ -47,7 +47,9 @@ def create_micro_mod(c_mod, toolchain_prefix):
...
@@ -47,7 +47,9 @@ def create_micro_mod(c_mod, toolchain_prefix):
"""
"""
temp_dir
=
util
.
tempdir
()
temp_dir
=
util
.
tempdir
()
lib_obj_path
=
temp_dir
.
relpath
(
"dev_lib.obj"
)
lib_obj_path
=
temp_dir
.
relpath
(
"dev_lib.obj"
)
c_mod
.
export_library
(
lib_obj_path
,
fcompile
=
tvm
.
micro
.
cross_compiler
(
toolchain_prefix
=
""
))
c_mod
.
export_library
(
lib_obj_path
,
fcompile
=
tvm
.
micro
.
cross_compiler
(
toolchain_prefix
=
toolchain_prefix
))
micro_mod
=
tvm
.
module
.
load
(
lib_obj_path
,
"micro_dev"
)
micro_mod
=
tvm
.
module
.
load
(
lib_obj_path
,
"micro_dev"
)
return
micro_mod
return
micro_mod
...
@@ -78,6 +80,8 @@ def relay_micro_build(func, toolchain_prefix, params=None):
...
@@ -78,6 +80,8 @@ def relay_micro_build(func, toolchain_prefix, params=None):
# TODO(weberlo): Add example program to test scalar double/int TVMValue serialization.
# TODO(weberlo): Add example program to test scalar double/int TVMValue serialization.
# TODO(weberlo): How can we test the OpenOCD device? The CI would need to have OpenOCD
# and Spike installed.
def
test_alloc
():
def
test_alloc
():
"""Test tensor allocation on the device."""
"""Test tensor allocation on the device."""
...
@@ -207,6 +211,7 @@ def test_multiple_modules():
...
@@ -207,6 +211,7 @@ def test_multiple_modules():
tvm
.
testing
.
assert_allclose
(
tvm
.
testing
.
assert_allclose
(
sub_result
,
x_in
-
1.0
)
sub_result
,
x_in
-
1.0
)
def
test_interleave_sessions
():
def
test_interleave_sessions
():
"""Test closing and reopening sessions."""
"""Test closing and reopening sessions."""
if
not
tvm
.
module
.
enabled
(
"micro_dev"
):
if
not
tvm
.
module
.
enabled
(
"micro_dev"
):
...
...
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