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wenyuanbo
tic
Commits
889573cf
Commit
889573cf
authored
Mar 02, 2018
by
Zhixun Tan
Committed by
Tianqi Chen
Mar 02, 2018
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Add the equivalence of graph_runtime.py in tvm_runtime.js (#950)
parent
549aa165
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web/tvm_runtime.js
View file @
889573cf
...
...
@@ -656,6 +656,8 @@ var tvm_runtime = tvm_runtime || {};
v
=
convertFunc
(
v
);
this
.
temp
.
push
(
v
);
this
.
setHandle
(
i
,
v
.
_tvm_function
.
handle
,
kFuncHandle
);
}
else
if
(
v
instanceof
TVMModule
)
{
this
.
setHandle
(
i
,
v
.
handle
,
kModuleHandle
);
}
else
{
throwError
(
"Unsupported argument type "
+
tp
);
}
...
...
@@ -977,6 +979,107 @@ var tvm_runtime = tvm_runtime || {};
};
var
loadModuleFromFile
=
this
.
loadModuleFromFile
;
/**
* Wrapper runtime module.
* Wraps around set_input, load_params, run, and get_output.
*
* @class
* @memberof tvm
*/
function
GraphModule
(
tvm_graph_module
,
ctx
)
{
CHECK
(
tvm_graph_module
instanceof
TVMModule
,
"tvm_graph_module must be TVMModule"
);
CHECK
(
ctx
instanceof
TVMContext
,
"ctx must be TVMContext"
);
this
.
tvm_graph_module
=
tvm_graph_module
;
this
.
ctx
=
ctx
;
this
.
_set_input
=
tvm_graph_module
.
getFunction
(
"set_input"
);
this
.
_load_params
=
tvm_graph_module
.
getFunction
(
"load_params"
);
this
.
_run
=
tvm_graph_module
.
getFunction
(
"run"
);
this
.
_get_output
=
tvm_graph_module
.
getFunction
(
"get_output"
);
};
GraphModule
.
prototype
=
{
/**
* Set input to graph module.
*
* @param {string} key The name of the input.
* @param {NDArray} value The input value.
*/
"set_input"
:
function
(
key
,
value
)
{
CHECK
(
typeof
key
==
"string"
,
"key must be string"
);
CHECK
(
value
instanceof
NDArray
,
"value must be NDArray"
);
this
.
_set_input
(
key
,
value
);
},
/**
* Load parameters from serialized byte array of parameter dict.
*
* @param {Uint8Array} params The serialized parameter dict.
*/
"load_params"
:
function
(
params
)
{
CHECK
(
params
instanceof
Uint8Array
,
"params must be Uint8Array"
);
this
.
_load_params
(
params
);
},
/**
* Load parameters from serialized base64 string of parameter dict.
*
* @param {string} base64_params The serialized parameter dict.
*/
"load_base64_params"
:
function
(
base64_params
)
{
CHECK
(
typeof
base64_params
==
"string"
,
"base64_params must be string"
);
var
decoded_string
=
atob
(
base64_params
);
var
decoded_u8
=
new
Uint8Array
(
decoded_string
.
length
);
for
(
var
i
=
0
;
i
<
decoded_string
.
length
;
i
++
)
{
decoded_u8
[
i
]
=
decoded_string
[
i
].
charCodeAt
(
0
);
}
this
.
load_params
(
decoded_u8
);
},
/**
* Run forward execution of the graph.
*/
"run"
:
function
()
{
this
.
_run
();
},
/**
* Get index-th output to out.
*
* @param {NDArray} out The output array container.
* @return {NDArray} The output array container.
*/
"get_output"
:
function
(
index
,
out
)
{
CHECK
(
typeof
index
==
"number"
,
"index must be number"
);
CHECK
(
out
instanceof
NDArray
,
"out must be NDArray"
);
this
.
_get_output
(
new
TVMConstant
(
index
,
"int32"
),
out
);
return
out
;
}
};
/**
* Create a runtime executor module given a graph and a module.
* @param {string} graph_json_str The Json string of the graph.
* @param {TVMModule} libmod The TVM module.
* @param {TVMContext} ctx The context to deploy the module.
* @return {GraphModule} Runtime graph module for executing the graph.
*/
this
.
createGraphRuntime
=
function
(
graph_json_str
,
libmod
,
ctx
)
{
CHECK
(
typeof
graph_json_str
==
"string"
,
"graph_json_str must be string"
);
CHECK
(
libmod
instanceof
TVMModule
,
"libmod must be TVMModule"
);
CHECK
(
ctx
instanceof
TVMContext
,
"ctx must be TVMContext"
);
var
fcreate
=
getGlobalFunc
(
"tvm.graph_runtime.create"
);
CHECK
(
fcreate
!=
null
,
"Cannot find tvm.graph_runtime.create"
);
var
tvm_graph_module
=
fcreate
(
graph_json_str
,
libmod
,
new
TVMConstant
(
ctx
.
device_type
,
"int32"
),
new
TVMConstant
(
ctx
.
device_id
,
"int32"
));
return
new
GraphModule
(
tvm_graph_module
,
ctx
);
};
//-----------------------------------------
// Class defintions
// ----------------------------------------
...
...
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