def callback(layer_name, data):
if layer_name == "gh":
state = vm.net.layers["gh"].coder.decode(data)
if state == "start":
test_state["start"] = True
test_state["t"] += 1
#print("\n%d" % test_state["t"])
else:
test_state["start"] = False
if state == "?":
if test_state["unk_count"] > 20:
print("Gate mechanism derailed!")
interrupt_engine()
test_state["failed"] = True
test_state["unk_count"] += 1
else:
test_state["unk_count"] = 0
elif test_state["start"]:
state = vm.net.layers[layer_name].coder.decode(data)
#print(layer_name, state)
if test_state["t"] < len(trace):
trace_t = trace[test_state["t"]]
if layer_name in trace_t and state != trace_t[layer_name]:
print("Trace mismatch!")
print(test_state["t"], layer_name, state, trace_t[layer_name])
interrupt_engine()
test_state["failed"] = True
def consumer(output):
if random() < 0.01:
#print("Consumed %s" % output)
if output != next(write_stream):
print("Stream mismatch!")
self.failed = True
interrupt_engine()
return True
else:
return False
def input_callback(layer_name, data):
try:
inp = next(input_iters[layer_name])
if inp is not None:
np.copyto(
data, self.acts[layer_name].g(
self.coders[layer_name].encode(inp)).flat)
except StopIteration:
interrupt_engine()
except Exception as e:
print(e)
interrupt_engine()
def checker_callback(ID, size, ptr):
if ID == 0:
nvmnet.tick()
layer_name = layer_names[ID]
coder = nvmnet.layers[layer_name].coder
syn_v = FloatArray(size, ptr).to_np_array()
syn_tok = coder.decode(syn_v)
py_v = nvmnet.activity[layer_name]
py_tok = coder.decode(py_v)
if py_tok != syn_tok:
residual = np.fabs(syn_v.reshape(py_v.shape) - py_v).max()
print("Mismatch detected in nvm_checker!")
print("%4s: %12s | %12s (res=%f)" %
(layer_name, syn_tok, py_tok, residual))
interrupt_engine()
def output_callback(layer_name, data):
try:
tok = next(output_iters[layer_name])
if tok is not None:
out = self.coders[layer_name].decode(data)
# Check output
if out == tok:
test_state[layer_name]["w_correct"] += 1
test_state[layer_name]["correct"] += 1
else:
test_state[layer_name]["w_correct"] += (np.sum(
np.sign(data) == np.sign(self.acts[layer_name].g(
self.coders[layer_name].encode(tok))).flat) /
data.size)
test_state[layer_name]["total"] += 1
except StopIteration:
interrupt_engine()
except Exception as e:
print(e)
interrupt_engine()
def kill():
global thread
interrupt_engine()
thread.join()
thread = None
def exit_callback(ID, size, ptr):
if FloatArray(size, ptr)[0] > 0.0:
interrupt_engine()