websock_rpc_test.py

"""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 tvm
import os
from tvm import rpc
from tvm.contrib import util, emscripten
import numpy as np

proxy_host = "localhost"
proxy_port = 9090

def test_rpc_array():
    if not tvm.module.enabled("rpc"):
        return
    # graph
    n = tvm.convert(1024)
    A = tvm.placeholder((n,), name='A')
    B = tvm.compute(A.shape, lambda *i: A(*i) + 1.0, name='B')
    s = tvm.create_schedule(B.op)
    remote = rpc.connect(proxy_host, proxy_port, key="js")
    target = "llvm -target=asmjs-unknown-emscripten -system-lib"
    def check_remote():
        if not tvm.module.enabled(target):
            print("Skip because %s is not enabled" % target)
            return
        temp = util.tempdir()
        ctx = remote.cpu(0)
        f = tvm.build(s, [A, B], target, name="myadd")
        path_obj = temp.relpath("dev_lib.bc")
        path_dso = temp.relpath("dev_lib.js")
        f.save(path_obj)
        emscripten.create_js(path_dso, path_obj, side_module=True)
        # Upload to suffix as dso so it can be loaded remotely
        remote.upload(path_dso, "dev_lib.dso")
        data = remote.download("dev_lib.dso")
        f1 = remote.load_module("dev_lib.dso")
        a = tvm.nd.array(np.random.uniform(size=1024).astype(A.dtype), ctx)
        b = tvm.nd.array(np.zeros(1024, dtype=A.dtype), ctx)
        time_f = f1.time_evaluator(f1.entry_name, remote.cpu(0), number=10)
        cost = time_f(a, b).mean
        print('%g secs/op' % cost)
        np.testing.assert_equal(b.asnumpy(), a.asnumpy() + 1)
    check_remote()

test_rpc_array()