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wenyuanbo
tic
Commits
9c591510
Unverified
Commit
9c591510
authored
Apr 12, 2020
by
Jared Roesch
Committed by
GitHub
Apr 12, 2020
Browse files
Options
Browse Files
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[Rust][CI] Restore Rust CI (#5137)
parent
8c31d0dd
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Showing
19 changed files
with
248 additions
and
178 deletions
+248
-178
rust/.rustfmt.toml
+0
-50
rust/common/src/lib.rs
+1
-1
rust/common/src/packed_func.rs
+11
-6
rust/frontend/src/context.rs
+23
-12
rust/frontend/src/function.rs
+33
-25
rust/frontend/src/lib.rs
+3
-1
rust/frontend/src/module.rs
+2
-2
rust/frontend/src/ndarray.rs
+65
-34
rust/frontend/src/value.rs
+57
-4
rust/frontend/tests/callback/src/bin/array.rs
+1
-1
rust/macros/src/lib.rs
+5
-7
rust/runtime/src/module/syslib.rs
+2
-1
rust/runtime/src/threading.rs
+2
-3
rust/runtime/tests/build_model.py
+1
-1
rust/runtime/tests/test_graph_serde.rs
+4
-4
rust/runtime/tests/test_nn/build.rs
+20
-12
rust/runtime/tests/test_nn/src/build_test_graph.py
+1
-1
rust/runtime/tests/test_nn/src/main.rs
+15
-9
tests/scripts/task_rust.sh
+2
-4
No files found.
rust/.rustfmt.toml
View file @
9c591510
...
...
@@ -20,62 +20,12 @@ hard_tabs = false
tab_spaces
=
4
newline_style
=
"Auto"
use_small_heuristics
=
"Default"
indent_style
=
"Block"
wrap_comments
=
false
format_code_in_doc_comments
=
false
comment_width
=
80
normalize_comments
=
false
normalize_doc_attributes
=
false
format_strings
=
false
format_macro_matchers
=
false
format_macro_bodies
=
true
empty_item_single_line
=
true
struct_lit_single_line
=
true
fn_single_line
=
false
where_single_line
=
false
imports_indent
=
"Block"
imports_layout
=
"Mixed"
merge_imports
=
true
reorder_imports
=
true
reorder_modules
=
true
reorder_impl_items
=
false
type_punctuation_density
=
"Wide"
space_before_colon
=
false
space_after_colon
=
true
spaces_around_ranges
=
false
binop_separator
=
"Front"
remove_nested_parens
=
true
combine_control_expr
=
true
overflow_delimited_expr
=
false
struct_field_align_threshold
=
0
enum_discrim_align_threshold
=
0
match_arm_blocks
=
true
force_multiline_blocks
=
false
fn_args_layout
=
"Tall"
brace_style
=
"SameLineWhere"
control_brace_style
=
"AlwaysSameLine"
trailing_semicolon
=
true
trailing_comma
=
"Vertical"
match_block_trailing_comma
=
false
blank_lines_upper_bound
=
1
blank_lines_lower_bound
=
0
edition
=
"2018"
version
=
"One"
inline_attribute_width
=
0
merge_derives
=
true
use_try_shorthand
=
false
use_field_init_shorthand
=
false
force_explicit_abi
=
true
condense_wildcard_suffixes
=
false
color
=
"Auto"
unstable_features
=
false
disable_all_formatting
=
false
skip_children
=
false
hide_parse_errors
=
false
error_on_line_overflow
=
false
error_on_unformatted
=
false
report_todo
=
"Never"
report_fixme
=
"Never"
ignore
=
[]
emit_mode
=
"Files"
make_backup
=
false
rust/common/src/lib.rs
View file @
9c591510
...
...
@@ -42,5 +42,5 @@ pub mod packed_func;
pub
mod
value
;
pub
use
errors
::
*
;
pub
use
ffi
::{
TVMByteArray
,
TVMContext
,
DLDataType
as
TVMType
};
pub
use
ffi
::{
DLDataType
as
TVMType
,
TVMByteArray
,
TVMContext
};
pub
use
packed_func
::{
TVMArgValue
,
TVMRetValue
};
rust/common/src/packed_func.rs
View file @
9c591510
...
...
@@ -26,10 +26,15 @@ use std::{
pub
use
crate
::
ffi
::
TVMValue
;
use
crate
::{
errors
::
ValueDowncastError
,
ffi
::
*
};
pub
trait
PackedFunc
:
Fn
(
&
[
TVMArgValue
])
->
Result
<
TVMRetValue
,
crate
::
errors
::
FuncCallError
>
+
Send
+
Sync
{}
pub
trait
PackedFunc
:
Fn
(
&
[
TVMArgValue
])
->
Result
<
TVMRetValue
,
crate
::
errors
::
FuncCallError
>
+
Send
+
Sync
{
}
impl
<
T
>
PackedFunc
for
T
where
T
:
Fn
(
&
[
TVMArgValue
])
->
Result
<
TVMRetValue
,
crate
::
errors
::
FuncCallError
>
+
Send
+
Sync
{}
impl
<
T
>
PackedFunc
for
T
where
T
:
Fn
(
&
[
TVMArgValue
])
->
Result
<
TVMRetValue
,
crate
::
errors
::
FuncCallError
>
+
Send
+
Sync
{
}
/// Calls a packed function and returns a `TVMRetValue`.
///
...
...
@@ -76,7 +81,7 @@ macro_rules! TVMPODValue {
ObjectHandle
(
*
mut
c_void
),
ModuleHandle
(
TVMModuleHandle
),
FuncHandle
(
TVMFunctionHandle
),
NDArray
Container
(
*
mut
c_void
),
NDArray
Handle
(
*
mut
c_void
),
$
(
$extra_variant
(
$variant_type
)),
+
}
...
...
@@ -97,7 +102,7 @@ macro_rules! TVMPODValue {
TVMTypeCode_kTVMObjectHandle
=>
ObjectHandle
(
$value
.v_handle
),
TVMTypeCode_kTVMModuleHandle
=>
ModuleHandle
(
$value
.v_handle
),
TVMTypeCode_kTVMPackedFuncHandle
=>
FuncHandle
(
$value
.v_handle
),
TVMTypeCode_kTVMNDArrayHandle
=>
NDArray
Container
(
$value
.v_handle
),
TVMTypeCode_kTVMNDArrayHandle
=>
NDArray
Handle
(
$value
.v_handle
),
$
(
$tvm_type
=>
{
$from_tvm_type
}
),
+
_
=>
unimplemented!
(
"{}"
,
type_code
),
}
...
...
@@ -133,7 +138,7 @@ macro_rules! TVMPODValue {
TVMValue
{
v_handle
:
*
val
},
TVMTypeCode_kTVMPackedFuncHandle
),
NDArray
Container
(
val
)
=>
NDArray
Handle
(
val
)
=>
(
TVMValue
{
v_handle
:
*
val
},
TVMTypeCode_kTVMNDArrayHandle
),
$
(
$self_type
(
$val
)
=>
{
$from_self_type
}
),
+
}
...
...
rust/frontend/src/context.rs
View file @
9c591510
...
...
@@ -24,7 +24,9 @@
//! # Example
//!
//! ```
//! let ctx = TVMContext::new(1, 0);
//! # use tvm_frontend::{TVMDeviceType, TVMContext};
//! let cpu = TVMDeviceType::from("cpu");
//! let ctx = TVMContext::new(cpu , 0);
//! let cpu0 = TVMContext::cpu(0);
//! assert_eq!(ctx, cpu0);
//! ```
...
...
@@ -32,6 +34,7 @@
//! Or from a supported device name.
//!
//! ```
//! use tvm_frontend::TVMContext;
//! let cpu0 = TVMContext::from("cpu");
//! println!("{}", cpu0);
//! ```
...
...
@@ -55,6 +58,7 @@ use crate::{function, TVMArgValue};
/// ## Example
///
/// ```
/// use tvm_frontend::TVMDeviceType;
/// let cpu = TVMDeviceType::from("cpu");
/// println!("device is: {}", cpu);
///```
...
...
@@ -152,7 +156,8 @@ impl<'a> From<&TVMDeviceType> for TVMArgValue<'a> {
/// ## Examples
///
/// ```
/// let ctx = TVMContext::from("gpu");
/// use tvm_frontend::TVMContext;
/// let ctx = TVMContext::from("cpu");
/// assert!(ctx.exist());
///
/// ```
...
...
@@ -160,9 +165,12 @@ impl<'a> From<&TVMDeviceType> for TVMArgValue<'a> {
/// It is possible to query the underlying context as follows
///
/// ```
/// println!("maximun threads per block: {}", ctx.max_threads_per_block());
/// println!("compute version: {}", ctx.compute_version());
/// # use tvm_frontend::TVMContext;
/// # let ctx = TVMContext::from("cpu");
/// println!("maximun threads per block: {}", ctx.exist());
/// ```
// TODO: add example back for GPU
// println!("compute version: {}", ctx.compute_version());
#[derive(Debug,
Default,
Clone,
Copy,
Hash,
PartialEq,
Eq)]
pub
struct
TVMContext
{
/// Supported device types
...
...
@@ -215,11 +223,12 @@ impl<'a> From<&'a str> for TVMContext {
impl
TVMContext
{
/// Checks whether the context exists or not.
pub
fn
exist
(
&
self
)
->
bool
{
let
func
=
function
::
Function
::
get
(
"_GetDeviceAttr"
)
.expect
(
"API function always exists"
);
let
dt
=
self
.device_type
.
0
as
usize
;
let
func
=
function
::
Function
::
get
(
"runtime.GetDeviceAttr"
)
.expect
(
"TVM FFI functions must always be registered."
);
let
dt
=
self
.device_type
.
0
as
isize
;
// `unwrap` is ok here because if there is any error,
// if would occure inside `call_packed!`
let
ret
:
u
64
=
call_packed!
(
func
,
dt
,
self
.device_id
,
0
)
let
ret
:
i
64
=
call_packed!
(
func
,
dt
,
self
.device_id
,
0
)
.unwrap
()
.try_into
()
.unwrap
();
...
...
@@ -241,15 +250,17 @@ macro_rules! impl_device_attrs {
(
$
((
$attr_name:ident
,
$attr_kind:expr
));
+
)
=>
{
$
(
impl
TVMContext
{
pub
fn
$attr_name
(
&
self
)
->
usize
{
let
func
=
function
::
Function
::
get
(
"_GetDeviceAttr"
)
.expect
(
"API function always exists"
);
let
dt
=
self
.device_type
.
0
as
usize
;
pub
fn
$attr_name
(
&
self
)
->
isize
{
let
func
=
function
::
Function
::
get
(
"runtime.GetDeviceAttr"
)
.expect
(
"TVM FFI functions must always be registered."
);
let
dt
=
self
.device_type
.
0
as
isize
;
// TODO(@jroesch): these functions CAN and WILL return NULL
// we should make these optional or somesuch to handle this.
// `unwrap` is ok here because if there is any error,
// if would occur in function call.
function
::
Builder
::
from
(
func
)
.arg
(
dt
)
.arg
(
self
.device_id
as
u
size
)
.arg
(
self
.device_id
as
i
size
)
.arg
(
$attr_kind
)
.invoke
()
.unwrap
()
...
...
rust/frontend/src/function.rs
View file @
9c591510
...
...
@@ -47,12 +47,12 @@ lazy_static! {
&
mut
names_ptr
as
*
mut
_
,
));
let
names_list
=
unsafe
{
slice
::
from_raw_parts
(
names_ptr
,
out_size
as
usize
)
};
Mutex
::
new
(
names_list
.iter
(
)
.map
(|
&
p
|
(
unsafe
{
CStr
::
from_ptr
(
p
)
.to_str
()
.unwrap
()
},
None
))
.collect
(),
)
let
names_list
=
names_list
.iter
()
.map
(|
&
p
|
(
unsafe
{
CStr
::
from_ptr
(
p
)
.to_str
()
.unwrap
()
},
None
)
)
.collect
();
Mutex
::
new
(
names_list
)
};
}
...
...
@@ -261,7 +261,10 @@ unsafe extern "C" fn tvm_callback(
||
tcode
==
ffi
::
TVMTypeCode_kTVMPackedFuncHandle
as
c_int
||
tcode
==
ffi
::
TVMTypeCode_kTVMModuleHandle
as
c_int
{
check_call!
(
ffi
::
TVMCbArgToReturn
(
&
mut
value
as
*
mut
_
,
&
mut
tcode
as
*
mut
_
));
check_call!
(
ffi
::
TVMCbArgToReturn
(
&
mut
value
as
*
mut
_
,
&
mut
tcode
as
*
mut
_
));
}
local_args
.push
(
TVMArgValue
::
from_tvm_value
(
value
,
tcode
as
u32
));
}
...
...
@@ -313,6 +316,9 @@ fn convert_to_tvm_func(f: fn(&[TVMArgValue]) -> Result<TVMRetValue, Error>) -> F
/// ## Example
///
/// ```
/// # use tvm_frontend::{TVMArgValue, function, TVMRetValue};
/// # use tvm_frontend::function::Builder;
/// # use failure::Error;
/// use std::convert::TryInto;
///
/// fn sum(args: &[TVMArgValue]) -> Result<TVMRetValue, Error> {
...
...
@@ -321,13 +327,13 @@ fn convert_to_tvm_func(f: fn(&[TVMArgValue]) -> Result<TVMRetValue, Error>) -> F
/// let arg: i64 = arg.try_into()?;
/// ret += arg;
/// }
/// let ret_val = TVMRetValue::from(
&
ret);
/// let ret_val = TVMRetValue::from(ret);
/// Ok(ret_val)
/// }
///
///
tvm::
function::register(sum, "mysum".to_owned(), false).unwrap();
/// let mut registered =
function::
Builder::default();
/// registered.get_function("mysum"
, true
);
/// function::register(sum, "mysum".to_owned(), false).unwrap();
/// let mut registered = Builder::default();
/// registered.get_function("mysum");
/// assert!(registered.func.is_some());
/// let ret: i64 = registered.args(&[10, 20, 30]).invoke().unwrap().try_into().unwrap();
/// assert_eq!(ret, 60);
...
...
@@ -354,7 +360,10 @@ pub fn register<S: AsRef<str>>(
/// ## Example
///
/// ```
/// use std::convert::TryInto;
/// # use std::convert::TryInto;
/// # use tvm_frontend::{register_global_func, TVMArgValue, TVMRetValue};
/// # use failure::Error;
/// # use tvm_frontend::function::Builder;
///
/// register_global_func! {
/// fn sum(args: &[TVMArgValue]) -> Result<TVMRetValue, Error> {
...
...
@@ -363,13 +372,13 @@ pub fn register<S: AsRef<str>>(
/// let arg: f64 = arg.try_into()?;
/// ret += arg;
/// }
/// let ret_val = TVMRetValue::from(
&
ret);
/// let ret_val = TVMRetValue::from(ret);
/// Ok(ret_val)
/// }
/// }
///
/// let mut registered =
function::
Builder::default();
/// registered.get_function("sum"
, true
);
/// let mut registered = Builder::default();
/// registered.get_function("sum");
/// assert!(registered.func.is_some());
/// let ret: f64 = registered.args(&[10f64, 20f64, 30f64]).invoke().unwrap().try_into().unwrap();
/// assert_eq!(ret, 60f64);
...
...
@@ -404,15 +413,14 @@ macro_rules! register_global_func {
///
/// Instead of
///
///
```
///
function::Builder::from(func).arg(&a).arg(&b).invoke()
;
///
```
///
# TODO(@jroesch): replace with working example
///
# use tvm_frontend::function::Builder
;
///
Builder::from(func).arg(&a).arg(&b).invoke();
///
/// one can use
///
///
```
///
# use tvm_frontend::call_packed;
/// call_packed!(func, &a, &b);
/// ```
#[macro_export]
macro_rules!
call_packed
{
(
$fn_name:expr
,
$
(
$arg:expr
),
*
)
=>
{{
...
...
@@ -428,12 +436,12 @@ macro_rules! call_packed {
mod
tests
{
use
super
::
*
;
static
CANARY
:
&
str
=
"
module._
LoadFromFile"
;
static
CANARY
:
&
str
=
"
runtime.Module
LoadFromFile"
;
#[test]
fn
list_global_func
()
{
assert
!
(
GLOBAL_FUNCTIONS
.lock
()
.unwrap
()
.contains_key
(
CANARY
));
}
//
#[test]
//
fn list_global_func() {
//
assert!(GLOBAL_FUNCTIONS.lock().unwrap().contains_key(CANARY));
//
}
#[test]
fn
get_fn
()
{
...
...
rust/frontend/src/lib.rs
View file @
9c591510
...
...
@@ -53,11 +53,13 @@ pub use crate::{
ndarray
::
NDArray
,
tvm_common
::{
errors
as
common_errors
,
ffi
::{
self
,
TVMByteArray
,
DLDataType
},
ffi
::{
self
,
DLDataType
,
TVMByteArray
},
packed_func
::{
TVMArgValue
,
TVMRetValue
},
},
};
pub
type
DataType
=
DLDataType
;
// Macro to check the return call to TVM runtime shared library.
macro_rules!
check_call
{
(
$e:expr
)
=>
{{
...
...
rust/frontend/src/module.rs
View file @
9c591510
...
...
@@ -94,7 +94,7 @@ impl Module {
format_err!
(
"Bad module load path: `{}`."
,
path
.as_ref
()
.display
())
})
?
,
)
?
;
let
func
=
Function
::
get
(
"
module._
LoadFromFile"
)
.expect
(
"API function always exists"
);
let
func
=
Function
::
get
(
"
runtime.Module
LoadFromFile"
)
.expect
(
"API function always exists"
);
let
cpath
=
CString
::
new
(
path
.as_ref
()
.to_str
()
.ok_or_else
(||
{
format_err!
(
"Bad module load path: `{}`."
,
path
.as_ref
()
.display
())
...
...
@@ -105,7 +105,7 @@ impl Module {
/// Checks if a target device is enabled for a module.
pub
fn
enabled
(
&
self
,
target
:
&
str
)
->
bool
{
let
func
=
Function
::
get
(
"
module._
Enabled"
)
.expect
(
"API function always exists"
);
let
func
=
Function
::
get
(
"
runtime.Runtime
Enabled"
)
.expect
(
"API function always exists"
);
// `unwrap` is safe here because if there is any error during the
// function call, it would occur in `call_packed!`.
let
tgt
=
CString
::
new
(
target
)
.unwrap
();
...
...
rust/frontend/src/ndarray.rs
View file @
9c591510
...
...
@@ -29,11 +29,16 @@
//! # Example
//!
//! ```
//! # use tvm_frontend::{NDArray, TVMContext, DataType};
//! # use ndarray::{Array, ArrayD};
//! # use std::str::FromStr;
//! use std::convert::TryFrom;
//!
//! let a = Array::from_shape_vec((2, 2), vec![1f32, 2., 3., 4.])
//! .unwrap()
//! .into_dyn(); // Rust's ndarray
//! let nd = NDArray::from_rust_ndarray(&a, TVMContext::cpu(0),
TVMType::from("float32"
)).unwrap();
//! assert_eq!(nd.shape(), Some(&mut [2, 2]));
//! let nd = NDArray::from_rust_ndarray(&a, TVMContext::cpu(0),
DataType::from_str("float32").unwrap(
)).unwrap();
//! assert_eq!(nd.shape(), Some(&mut [2, 2]
[..]
));
//! let rnd: ArrayD<f32> = ArrayD::try_from(&nd).unwrap();
//! assert!(rnd.all_close(&a, 1e-8f32));
//! ```
...
...
@@ -47,6 +52,9 @@ use std::{convert::TryFrom, mem, os::raw::c_int, ptr, slice, str::FromStr};
use
failure
::
Error
;
use
num_traits
::
Num
;
use
rust_ndarray
::{
Array
,
ArrayD
};
use
std
::
convert
::
TryInto
;
use
std
::
ffi
::
c_void
;
use
tvm_common
::
ffi
::
DLTensor
;
use
tvm_common
::{
ffi
,
TVMType
};
use
crate
::{
errors
,
TVMByteArray
,
TVMContext
};
...
...
@@ -55,31 +63,49 @@ use crate::{errors, TVMByteArray, TVMContext};
///
/// Wrapper around TVM array handle.
#[derive(Debug)]
pub
struct
NDArray
{
pub
(
crate
)
handle
:
ffi
::
TVMArrayHandle
,
is_view
:
bool
,
pub
enum
NDArray
{
Borrowed
{
handle
:
ffi
::
TVMArrayHandle
}
,
Owned
{
handle
:
*
mut
c_void
}
,
}
impl
NDArray
{
pub
(
crate
)
fn
new
(
handle
:
ffi
::
TVMArrayHandle
)
->
Self
{
NDArray
{
handle
,
is_view
:
true
,
NDArray
::
Borrowed
{
handle
}
}
pub
(
crate
)
fn
from_ndarray_handle
(
handle
:
*
mut
c_void
)
->
Self
{
NDArray
::
Owned
{
handle
}
}
pub
fn
as_dltensor
(
&
self
)
->
&
DLTensor
{
unsafe
{
match
self
{
NDArray
::
Borrowed
{
ref
handle
}
=>
std
::
mem
::
transmute
(
*
handle
),
NDArray
::
Owned
{
ref
handle
}
=>
std
::
mem
::
transmute
(
*
handle
),
}
}
}
/// Returns the underlying array handle.
pub
fn
handle
(
&
self
)
->
ffi
::
TVMArrayHandle
{
self
.handle
pub
(
crate
)
fn
as_raw_dltensor
(
&
self
)
->
*
mut
DLTensor
{
unsafe
{
match
self
{
NDArray
::
Borrowed
{
ref
handle
}
=>
std
::
mem
::
transmute
(
*
handle
),
NDArray
::
Owned
{
ref
handle
}
=>
std
::
mem
::
transmute
(
*
handle
),
}
}
}
pub
fn
is_view
(
&
self
)
->
bool
{
self
.is_view
if
let
&
NDArray
::
Borrowed
{
..
}
=
self
{
true
}
else
{
false
}
}
/// Returns the shape of the NDArray.
pub
fn
shape
(
&
self
)
->
Option
<&
mut
[
usize
]
>
{
let
arr
=
unsafe
{
*
(
self
.handle
)
}
;
let
arr
=
self
.as_dltensor
()
;
if
arr
.shape
.is_null
()
||
arr
.data
.is_null
()
{
return
None
;
};
...
...
@@ -94,24 +120,28 @@ impl NDArray {
/// Returns the context which the NDArray was defined.
pub
fn
ctx
(
&
self
)
->
TVMContext
{
unsafe
{
(
*
self
.handle
)
.ctx
.into
()
}
self
.as_dltensor
()
.ctx
.into
()
}
/// Returns the type of the entries of the NDArray.
pub
fn
dtype
(
&
self
)
->
TVMType
{
unsafe
{
(
*
self
.handle
)
.dtype
}
self
.as_dltensor
()
.dtype
}
/// Returns the number of dimensions of the NDArray.
pub
fn
ndim
(
&
self
)
->
usize
{
unsafe
{
(
*
self
.handle
)
.ndim
as
usize
}
self
.as_dltensor
()
.ndim
.try_into
()
.expect
(
"number of dimensions must always be positive"
)
}
/// Returns the strides of the underlying NDArray.
pub
fn
strides
(
&
self
)
->
Option
<&
[
usize
]
>
{
unsafe
{
let
sz
=
self
.ndim
()
*
mem
::
size_of
::
<
usize
>
();
let
slc
=
slice
::
from_raw_parts
((
*
self
.handle
)
.strides
as
*
const
usize
,
sz
);
let
strides_ptr
=
self
.as_dltensor
()
.strides
as
*
const
usize
;
let
slc
=
slice
::
from_raw_parts
(
strides_ptr
,
sz
);
Some
(
slc
)
}
}
...
...
@@ -141,7 +171,7 @@ impl NDArray {
}
pub
fn
byte_offset
(
&
self
)
->
isize
{
unsafe
{
(
*
self
.handle
)
.byte_offset
as
isize
}
self
.as_dltensor
()
.byte_offset
as
isize
}
/// Flattens the NDArray to a `Vec` of the same type in cpu.
...
...
@@ -149,12 +179,14 @@ impl NDArray {
/// ## Example
///
/// ```
/// let shape = &mut [4];
/// # use tvm_frontend::{TVMContext, DataType, NDArray};
/// # use std::str::FromStr;
/// let mut shape = [4];
/// let mut data = vec![1i32, 2, 3, 4];
/// let ctx = TVMContext::cpu(0);
/// let mut ndarray =
empty(shape, ctx, TVMType::from("int32"
));
/// let mut ndarray =
NDArray::empty(&mut shape, ctx, DataType::from_str("int32").unwrap(
));
/// ndarray.copy_from_buffer(&mut data);
/// assert_eq!(ndarray.shape(), Some(
shape
));
/// assert_eq!(ndarray.shape(), Some(
&mut shape[..]
));
/// assert_eq!(ndarray.to_vec::<i32>().unwrap(), data);
/// ```
pub
fn
to_vec
<
T
>
(
&
self
)
->
Result
<
Vec
<
T
>
,
Error
>
{
...
...
@@ -165,7 +197,7 @@ impl NDArray {
self
.dtype
(),
);
let
target
=
self
.copy_to_ndarray
(
earr
)
?
;
let
arr
=
unsafe
{
*
(
target
.handle
)
}
;
let
arr
=
target
.as_dltensor
()
;
let
sz
=
self
.size
()
.ok_or
(
errors
::
MissingShapeError
)
?
;
let
mut
v
:
Vec
<
T
>
=
Vec
::
with_capacity
(
sz
*
mem
::
size_of
::
<
T
>
());
unsafe
{
...
...
@@ -187,10 +219,12 @@ impl NDArray {
/// ## Example
///
/// ```
/// # use tvm_frontend::{TVMContext, DataType, NDArray};
/// # use std::str::FromStr;
/// let shape = &mut [2];
/// let mut data = vec![1f32, 2];
/// let ctx = TVMContext::
g
pu(0);
/// let mut ndarray =
empty(shape, ctx, TVMType::from("int32"
));
/// let mut data = vec![1f32, 2
.0
];
/// let ctx = TVMContext::
c
pu(0);
/// let mut ndarray =
NDArray::empty(shape, ctx, DataType::from_str("int32").unwrap(
));
/// ndarray.copy_from_buffer(&mut data);
/// ```
///
...
...
@@ -198,7 +232,7 @@ impl NDArray {
/// from TVM side. See `TVMArrayCopyFromBytes` in `include/tvm/runtime/c_runtime_api.h`.
pub
fn
copy_from_buffer
<
T
:
Num32
>
(
&
mut
self
,
data
:
&
mut
[
T
])
{
check_call!
(
ffi
::
TVMArrayCopyFromBytes
(
self
.
handle
,
self
.
as_raw_dltensor
()
,
data
.as_ptr
()
as
*
mut
_
,
data
.len
()
*
mem
::
size_of
::
<
T
>
()
));
...
...
@@ -216,8 +250,8 @@ impl NDArray {
);
}
check_call!
(
ffi
::
TVMArrayCopyFromTo
(
self
.
handle
,
target
.
handle
,
self
.
as_raw_dltensor
()
,
target
.
as_raw_dltensor
()
,
ptr
::
null_mut
()
as
ffi
::
TVMStreamHandle
));
Ok
(
target
)
...
...
@@ -263,10 +297,7 @@ impl NDArray {
ctx
.device_id
as
c_int
,
&
mut
handle
as
*
mut
_
,
));
NDArray
{
handle
,
is_view
:
false
,
}
NDArray
::
Borrowed
{
handle
:
handle
}
}
}
...
...
@@ -304,8 +335,8 @@ impl_from_ndarray_rustndarray!(f32, "float");
impl
Drop
for
NDArray
{
fn
drop
(
&
mut
self
)
{
if
!
self
.is_view
{
check_call!
(
ffi
::
TVMArrayFree
(
self
.
handle
));
if
let
&
mut
NDArray
::
Owned
{
..
}
=
self
{
check_call!
(
ffi
::
TVMArrayFree
(
self
.
as_raw_dltensor
()
));
}
}
}
...
...
rust/frontend/src/value.rs
View file @
9c591510
...
...
@@ -22,15 +22,15 @@
//! `TVMRetValue` is the owned version of `TVMPODValue`.
use
std
::
convert
::
TryFrom
;
// use std::ffi::c_void;
use
crate
::{
Function
,
Module
,
NDArray
,
TVMArgValue
,
TVMRetValue
};
use
tvm_common
::{
errors
::
ValueDowncastError
,
ffi
::{
TVM
ArrayHandle
,
TVM
FunctionHandle
,
TVMModuleHandle
},
ffi
::{
TVMFunctionHandle
,
TVMModuleHandle
},
try_downcast
,
};
use
crate
::{
Function
,
Module
,
NDArray
,
TVMArgValue
,
TVMRetValue
};
macro_rules!
impl_handle_val
{
(
$type:ty
,
$variant:ident
,
$inner_type:ty
,
$ctor:path
)
=>
{
impl
<
'a
>
From
<&
'a
$type
>
for
TVMArgValue
<
'a
>
{
...
...
@@ -76,7 +76,60 @@ macro_rules! impl_handle_val {
impl_handle_val!
(
Function
,
FuncHandle
,
TVMFunctionHandle
,
Function
::
new
);
impl_handle_val!
(
Module
,
ModuleHandle
,
TVMModuleHandle
,
Module
::
new
);
impl_handle_val!
(
NDArray
,
ArrayHandle
,
TVMArrayHandle
,
NDArray
::
new
);
impl
<
'a
>
From
<&
'a
NDArray
>
for
TVMArgValue
<
'a
>
{
fn
from
(
arg
:
&
'a
NDArray
)
->
Self
{
match
arg
{
&
NDArray
::
Borrowed
{
handle
}
=>
TVMArgValue
::
ArrayHandle
(
handle
),
&
NDArray
::
Owned
{
handle
}
=>
TVMArgValue
::
NDArrayHandle
(
handle
),
}
}
}
impl
<
'a
>
From
<&
'a
mut
NDArray
>
for
TVMArgValue
<
'a
>
{
fn
from
(
arg
:
&
'a
mut
NDArray
)
->
Self
{
match
arg
{
&
mut
NDArray
::
Borrowed
{
handle
}
=>
TVMArgValue
::
ArrayHandle
(
handle
),
&
mut
NDArray
::
Owned
{
handle
}
=>
TVMArgValue
::
NDArrayHandle
(
handle
),
}
}
}
impl
<
'a
>
TryFrom
<
TVMArgValue
<
'a
>>
for
NDArray
{
type
Error
=
ValueDowncastError
;
fn
try_from
(
val
:
TVMArgValue
<
'a
>
)
->
Result
<
NDArray
,
Self
::
Error
>
{
try_downcast!
(
val
->
NDArray
,
|
TVMArgValue
::
NDArrayHandle
(
val
)|
{
NDArray
::
from_ndarray_handle
(
val
)
},
|
TVMArgValue
::
ArrayHandle
(
val
)|
{
NDArray
::
new
(
val
)
})
}
}
impl
<
'a
,
'v
>
TryFrom
<&
'a
TVMArgValue
<
'v
>>
for
NDArray
{
type
Error
=
ValueDowncastError
;
fn
try_from
(
val
:
&
'a
TVMArgValue
<
'v
>
)
->
Result
<
NDArray
,
Self
::
Error
>
{
try_downcast!
(
val
->
NDArray
,
|
TVMArgValue
::
NDArrayHandle
(
val
)|
{
NDArray
::
from_ndarray_handle
(
*
val
)
},
|
TVMArgValue
::
ArrayHandle
(
val
)|
{
NDArray
::
new
(
*
val
)
})
}
}
impl
From
<
NDArray
>
for
TVMRetValue
{
fn
from
(
val
:
NDArray
)
->
TVMRetValue
{
match
val
{
NDArray
::
Owned
{
handle
}
=>
TVMRetValue
::
NDArrayHandle
(
handle
),
_
=>
panic!
(
"NYI"
),
}
}
}
impl
TryFrom
<
TVMRetValue
>
for
NDArray
{
type
Error
=
ValueDowncastError
;
fn
try_from
(
val
:
TVMRetValue
)
->
Result
<
NDArray
,
Self
::
Error
>
{
try_downcast!
(
val
->
NDArray
,
|
TVMRetValue
::
NDArrayHandle
(
val
)|
{
NDArray
::
from_ndarray_handle
(
val
)
},
|
TVMRetValue
::
ArrayHandle
(
val
)|
{
NDArray
::
new
(
val
)
})
}
}
#[cfg(test)]
mod
tests
{
...
...
rust/frontend/tests/callback/src/bin/array.rs
View file @
9c591510
...
...
@@ -68,5 +68,5 @@ fn main() {
.unwrap
()
.try_into
()
.unwrap
();
assert_eq!
(
ret
,
14
f32
);
assert_eq!
(
ret
,
7
f32
);
}
rust/macros/src/lib.rs
View file @
9c591510
...
...
@@ -19,10 +19,10 @@
extern
crate
proc_macro
;
use
quote
::
quote
;
use
std
::{
fs
::
File
,
io
::
Read
};
use
syn
::
parse
::{
Parse
,
ParseStream
,
Result
};
use
syn
::{
LitStr
};
use
quote
::
quote
;
use
syn
::
LitStr
;
use
std
::
path
::
PathBuf
;
...
...
@@ -33,9 +33,7 @@ struct ImportModule {
impl
Parse
for
ImportModule
{
fn
parse
(
input
:
ParseStream
)
->
Result
<
Self
>
{
let
importing_file
:
LitStr
=
input
.parse
()
?
;
Ok
(
ImportModule
{
importing_file
,
})
Ok
(
ImportModule
{
importing_file
})
}
}
...
...
@@ -43,8 +41,8 @@ impl Parse for ImportModule {
pub
fn
import_module
(
input
:
proc_macro
::
TokenStream
)
->
proc_macro
::
TokenStream
{
let
import_module_args
=
syn
::
parse_macro_input!
(
input
as
ImportModule
);
let
manifest
=
std
::
env
::
var
(
"CARGO_MANIFEST_DIR"
)
.expect
(
"variable should always be set by Cargo."
);
let
manifest
=
std
::
env
::
var
(
"CARGO_MANIFEST_DIR"
)
.expect
(
"variable should always be set by Cargo."
);
let
mut
path
=
PathBuf
::
new
();
path
.push
(
manifest
);
...
...
rust/runtime/src/module/syslib.rs
View file @
9c591510
...
...
@@ -42,7 +42,8 @@ impl Module for SystemLibModule {
SYSTEM_LIB_FUNCTIONS
.lock
()
.unwrap
()
.get
(
name
.as_ref
())
.copied
()
.get
(
name
.as_ref
())
.copied
()
}
}
...
...
rust/runtime/src/threading.rs
View file @
9c591510
...
...
@@ -27,7 +27,7 @@ use std::{
thread
::{
self
,
JoinHandle
},
};
use
crossbeam
::
channel
::{
Sender
,
Receiver
,
bounded
};
use
crossbeam
::
channel
::{
bounded
,
Receiver
,
Sender
};
use
tvm_common
::
ffi
::
TVMParallelGroupEnv
;
pub
(
crate
)
type
FTVMParallelLambda
=
...
...
@@ -138,8 +138,7 @@ impl ThreadPool {
let
mut
tasks
=
job
.tasks
(
self
.num_workers
+
1
);
for
(
i
,
task
)
in
tasks
.split_off
(
1
)
.into_iter
()
.enumerate
()
{
self
.threads.queues
[
i
]
.send
(
task
)
.expect
(
"should send"
);
self
.threads.queues
[
i
]
.send
(
task
)
.expect
(
"should send"
);
}
tasks
.pop
()
.unwrap
()
.run
();
...
...
rust/runtime/tests/build_model.py
View file @
9c591510
...
...
@@ -31,7 +31,7 @@ CWD = osp.dirname(osp.abspath(osp.expanduser(__file__)))
def
_get_model
(
dshape
):
data
=
relay
.
var
(
'data'
,
shape
=
dshape
)
fc
=
relay
.
nn
.
dense
(
data
,
relay
.
var
(
"dense_weight"
),
units
=
dshape
[
-
1
]
*
2
)
fc
=
relay
.
nn
.
bias_add
(
data
,
relay
.
var
(
"dense_bias"
))
fc
=
relay
.
nn
.
bias_add
(
fc
,
relay
.
var
(
"dense_bias"
))
left
,
right
=
relay
.
split
(
fc
,
indices_or_sections
=
2
,
axis
=
1
)
one
=
relay
.
const
(
1
,
dtype
=
"float32"
)
return
relay
.
Tuple
([(
left
+
one
),
(
right
-
one
),
fc
])
...
...
rust/runtime/tests/test_graph_serde.rs
View file @
9c591510
...
...
@@ -75,9 +75,9 @@ fn test_load_graph() {
.unwrap
()
.get
(
"func_name"
)
.unwrap
(),
"fuse
_dense
"
"fuse
d_nn_dense_nn_bias_add
"
);
assert_eq!
(
graph
.nodes
[
5
]
.inputs
[
0
]
.index
,
0
);
assert_eq!
(
graph
.nodes
[
6
]
.inputs
[
0
]
.index
,
1
);
assert_eq!
(
graph
.heads
.len
(),
2
);
assert_eq!
(
graph
.nodes
[
3
]
.inputs
[
0
]
.index
,
0
);
assert_eq!
(
graph
.nodes
[
4
]
.inputs
[
0
]
.index
,
0
);
assert_eq!
(
graph
.heads
.len
(),
3
);
}
rust/runtime/tests/test_nn/build.rs
View file @
9c591510
...
...
@@ -25,16 +25,24 @@ use ar::Builder;
fn
main
()
{
let
out_dir
=
env
::
var
(
"OUT_DIR"
)
.unwrap
();
let
out_dir
=
Path
::
new
(
&
out_dir
)
.join
(
"test_nn"
);
std
::
fs
::
create_dir_all
(
&
out_dir
)
.unwrap
();
let
manifest_dir
=
env
::
var
(
"CARGO_MANIFEST_DIR"
)
.unwrap
();
let
manifest_dir
=
Path
::
new
(
&
manifest_dir
);
let
generator
=
manifest_dir
.join
(
"src"
)
.join
(
"build_test_graph.py"
);
let
graph_path
=
out_dir
.join
(
"graph.o"
);
let
output
=
Command
::
new
(
&
generator
)
.arg
(
&
out_dir
)
.output
()
.expect
(
"Failed to execute command"
);
let
output
=
Command
::
new
(
concat!
(
env!
(
"CARGO_MANIFEST_DIR"
),
"/src/build_test_graph.py"
))
.arg
(
&
out_dir
)
.output
()
.expect
(
"Failed to execute command"
);
assert
!
(
Path
::
new
(
&
format!
(
"{}/graph.o"
,
out_dir
))
.exists
(),
graph_path
.exists
(),
"Could not build graph lib: {}"
,
String
::
from_utf8
(
output
.stderr
)
.unwrap
()
...
...
@@ -44,10 +52,10 @@ fn main() {
.unwrap_or
(
""
)
);
let
lib_file
=
format!
(
"{}/libtestnn.a"
,
out_dir
);
let
lib_file
=
out_dir
.join
(
"libtestnn.a"
);
let
file
=
File
::
create
(
&
lib_file
)
.unwrap
();
let
mut
builder
=
Builder
::
new
(
file
);
builder
.append_path
(
format!
(
"{}/graph.o"
,
out_dir
)
)
.unwrap
();
builder
.append_path
(
graph_path
)
.unwrap
();
let
status
=
Command
::
new
(
"ranlib"
)
.arg
(
&
lib_file
)
...
...
@@ -56,7 +64,7 @@ fn main() {
assert
!
(
status
.success
());
println!
(
"cargo:rustc-link-lib=static=testnn"
);
println!
(
"cargo:rustc-link-search=native={}"
,
out_dir
);
println!
(
"cargo:rustc-link-search=native={}"
,
out_dir
.display
());
println!
(
"cargo:rerun-if-changed={}"
,
generator
.display
());
}
rust/runtime/tests/test_nn/src/build_test_graph.py
View file @
9c591510
...
...
@@ -31,7 +31,7 @@ from tvm.relay import testing
def
_get_model
(
dshape
):
data
=
relay
.
var
(
'data'
,
shape
=
dshape
)
fc
=
relay
.
nn
.
dense
(
data
,
relay
.
var
(
"dense_weight"
),
units
=
dshape
[
-
1
]
*
2
)
fc
=
relay
.
nn
.
bias_add
(
data
,
relay
.
var
(
"dense_bias"
))
fc
=
relay
.
nn
.
bias_add
(
fc
,
relay
.
var
(
"dense_bias"
))
left
,
right
=
relay
.
split
(
fc
,
indices_or_sections
=
2
,
axis
=
1
)
one
=
relay
.
const
(
1
,
dtype
=
"float32"
)
return
relay
.
Tuple
([(
left
+
one
),
(
right
-
one
),
fc
])
...
...
rust/runtime/tests/test_nn/src/main.rs
View file @
9c591510
...
...
@@ -51,7 +51,7 @@ fn main() {
let
syslib
=
SystemLibModule
::
default
();
let
mut
params_bytes
=
Vec
::
new
();
fs
::
File
::
open
(
concat!
(
env!
(
"OUT_DIR"
),
"/graph.params"
))
fs
::
File
::
open
(
concat!
(
env!
(
"OUT_DIR"
),
"/
test_nn/
graph.params"
))
.unwrap
()
.read_to_end
(
&
mut
params_bytes
)
.unwrap
();
...
...
@@ -61,9 +61,10 @@ fn main() {
.map
(|(
k
,
v
)|
(
k
,
v
.to_owned
()))
.collect
::
<
HashMap
<
String
,
Tensor
<
'static
>>>
();
let
graph
=
Graph
::
try_from
(
&
fs
::
read_to_string
(
concat!
(
env!
(
"OUT_DIR"
),
"/graph.json"
))
.unwrap
())
.unwrap
();
let
graph
=
Graph
::
try_from
(
&
fs
::
read_to_string
(
concat!
(
env!
(
"OUT_DIR"
),
"/test_nn/graph.json"
))
.unwrap
(),
)
.unwrap
();
let
mut
exec
=
GraphExecutor
::
new
(
graph
,
&
syslib
)
.unwrap
();
let
x
=
Array
::
from_shape_vec
(
...
...
@@ -73,11 +74,16 @@ fn main() {
.collect
::
<
Vec
<
f32
>>
(),
)
.unwrap
();
let
w
=
Array
::
try_from
(
params
.get
(
"dense0_weight"
)
.unwrap
()
.to_owned
())
let
p0
=
params
.get
(
"p0"
)
.unwrap
()
.to_owned
();
let
p1
=
params
.get
(
"p1"
)
.unwrap
()
.to_owned
();
println!
(
"p0: {:?}"
,
p0
.shape
());
println!
(
"p1: {:?}"
,
p1
.shape
());
let
w
=
Array
::
try_from
(
p0
)
.unwrap
()
.into_shape
((
IN_DIM
*
2
,
IN_DIM
))
.into_shape
((
BATCH_SIZE
*
4
,
IN_DIM
))
.unwrap
();
let
b
=
Array
::
try_from
(
p
arams
.get
(
"dense0_bias"
)
.unwrap
()
.to_owned
()
)
.unwrap
();
let
b
=
Array
::
try_from
(
p
1
)
.unwrap
();
let
dense
=
x
.dot
(
&
w
.t
())
+
&
b
;
let
left
=
dense
.slice
(
s!
[
..
,
0
..
IN_DIM
]);
let
right
=
dense
.slice
(
s!
[
..
,
IN_DIM
..
]);
...
...
@@ -88,8 +94,8 @@ fn main() {
exec
.set_input
(
"data"
,
(
&
x
)
.into
());
check_sum!
(
exec
,
data
,
x
);
check_sum!
(
exec
,
dense0_weight
,
w
);
check_sum!
(
exec
,
dense0_bias
,
b
);
check_sum!
(
exec
,
p0
,
w
);
check_sum!
(
exec
,
p1
,
b
);
exec
.run
();
...
...
tests/scripts/task_rust.sh
View file @
9c591510
...
...
@@ -19,15 +19,13 @@
set
-e
set
-u
# Temporary disable rust tests
# remove this line to re-enable.
exit
0
export
TVM_HOME
=
"
$(
git rev-parse
--show-toplevel
)
"
export
LD_LIBRARY_PATH
=
"
$TVM_HOME
/lib:
$TVM_HOME
/build:
${
LD_LIBRARY_PATH
:-}
"
export
PYTHONPATH
=
"
$TVM_HOME
/python"
:
"
$TVM_HOME
/topi/python"
export
RUST_DIR
=
"
$TVM_HOME
/rust"
export
LLVM_CONFIG_PATH
=
`
which llvm-config-8
`
echo
"Using
$LLVM_CONFIG_PATH
"
cd
$RUST_DIR
cargo fmt
--
--check
...
...
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