wehub-resource-sync
84 lines
2.7 KiB
Python
84 lines
2.7 KiB
Python
# 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.
|
|
"""Simple testcode to test Javascript RPC
|
|
|
|
To use it, start a rpc proxy with "python -m tvm.exec.rpc_proxy".
|
|
Connect javascript end to the websocket port and connect to the RPC.
|
|
"""
|
|
|
|
import numpy as np
|
|
|
|
import tvm
|
|
from tvm import rpc, te
|
|
from tvm.contrib import tvmjs
|
|
from tvm.support import utils
|
|
|
|
proxy_host = "127.0.0.1"
|
|
proxy_port = 9090
|
|
|
|
|
|
def test_rpc():
|
|
if not tvm.runtime.enabled("rpc"):
|
|
return
|
|
# generate the wasm library
|
|
target = tvm.target.Target(
|
|
"webgpu", host={"kind": "llvm", "mtriple": "wasm32-unknown-unknown-wasm"}
|
|
)
|
|
|
|
n = te.var("n")
|
|
A = te.placeholder((n,), name="A")
|
|
B = te.compute(A.shape, lambda *i: te.log(te.abs(A(*i) + 1)), name="B")
|
|
mod = tvm.IRModule.from_expr(te.create_prim_func([A, B]))
|
|
sch = tvm.s_tir.Schedule(mod)
|
|
(i,) = sch.get_loops(block=sch.get_sblock("B"))
|
|
i0, i1 = sch.split(i, [None, 32])
|
|
sch.bind(i0, "blockIdx.x")
|
|
sch.bind(i1, "threadIdx.x")
|
|
|
|
fadd = tvm.build(sch.mod.with_attr("system_lib_prefix", ""), target=target)
|
|
temp = utils.tempdir()
|
|
|
|
wasm_path = temp.relpath("addone_gpu.wasm")
|
|
fadd.export_library(wasm_path, fcompile=tvmjs.create_tvmjs_wasm)
|
|
|
|
wasm_binary = open(wasm_path, "rb").read()
|
|
remote = rpc.connect(
|
|
proxy_host,
|
|
proxy_port,
|
|
key="wasm",
|
|
session_constructor_args=["rpc.WasmSession", wasm_binary],
|
|
)
|
|
|
|
def check(remote, size):
|
|
# basic function checks.
|
|
dev = remote.webgpu(0)
|
|
adata = np.random.uniform(size=size).astype(A.dtype)
|
|
a = tvm.runtime.tensor(adata, dev)
|
|
b = tvm.runtime.tensor(np.zeros(size, dtype=A.dtype), dev)
|
|
|
|
np.testing.assert_equal(a.numpy(), adata)
|
|
f1 = remote.system_lib()
|
|
addone = f1.get_function("main")
|
|
addone(a, b)
|
|
tvm.testing.assert_allclose(b.numpy(), np.log(np.abs(a.numpy()) + 1), atol=1e-5, rtol=1e-5)
|
|
print("Test pass..")
|
|
|
|
check(remote, 71821 * 32)
|
|
|
|
|
|
test_rpc()
|