diff --git a/src/finn/core/rtlsim_exec.py b/src/finn/core/rtlsim_exec.py
index 1e1bee3aa7435d5cab6cbf5ea23dd37dcdfa4380..bb5b3075582b8e01e8eed95f709934302fcadb42 100644
--- a/src/finn/core/rtlsim_exec.py
+++ b/src/finn/core/rtlsim_exec.py
@@ -114,19 +114,19 @@ def rtlsim_exec(model, execution_context):
def _reset_rtlsim(sim):
"""Sets reset input in pyverilator to zero, toggles the clock and set it
back to one"""
- sim.io.ap_rst_n_0 = 0
+ sim.io.ap_rst_n = 0
_toggle_clk(sim)
_toggle_clk(sim)
- sim.io.ap_rst_n_0 = 1
+ sim.io.ap_rst_n = 1
_toggle_clk(sim)
_toggle_clk(sim)
def _toggle_clk(sim):
"""Toggles the clock input in pyverilator once."""
- sim.io.ap_clk_0 = 0
+ sim.io.ap_clk = 0
sim.eval()
- sim.io.ap_clk_0 = 1
+ sim.io.ap_clk = 1
sim.eval()
@@ -140,7 +140,7 @@ def _run_rtlsim(sim, inp, num_out_values, trace_file=None, reset=True):
from finn.util.fpgadataflow)"""
inputs = inp
outputs = []
- sim.io.out_r_0_tready = 1
+ sim.io.m_axis_0_tready = 1
# observe if output is completely calculated
# observation_count will contain the number of cycles the calculation ran
@@ -159,12 +159,12 @@ def _run_rtlsim(sim, inp, num_out_values, trace_file=None, reset=True):
_reset_rtlsim(sim)
while not (output_observed):
- sim.io.in0_V_V_0_tvalid = 1 if len(inputs) > 0 else 0
- sim.io.in0_V_V_0_tdata = inputs[0] if len(inputs) > 0 else 0
- if sim.io.in0_V_V_0_tready == 1 and sim.io.in0_V_V_0_tvalid == 1:
+ sim.io.s_axis_0_tvalid = 1 if len(inputs) > 0 else 0
+ sim.io.s_axis_0_tdata = inputs[0] if len(inputs) > 0 else 0
+ if sim.io.s_axis_0_tready == 1 and sim.io.s_axis_0_tvalid == 1:
inputs = inputs[1:]
- if sim.io.out_r_0_tvalid == 1 and sim.io.out_r_0_tready == 1:
- outputs = outputs + [sim.io.out_r_0_tdata]
+ if sim.io.m_axis_0_tvalid == 1 and sim.io.m_axis_0_tready == 1:
+ outputs = outputs + [sim.io.m_axis_0_tdata]
_toggle_clk(sim)
observation_count = observation_count + 1
diff --git a/src/finn/transformation/fpgadataflow/create_stitched_ip.py b/src/finn/transformation/fpgadataflow/create_stitched_ip.py
index 0e898f63db785f80cfce2683df0c9b6268e3ec7e..5b2a0f9acaad1f889d140c7ca4e8b64b07bac857 100644
--- a/src/finn/transformation/fpgadataflow/create_stitched_ip.py
+++ b/src/finn/transformation/fpgadataflow/create_stitched_ip.py
@@ -33,6 +33,8 @@ import subprocess
from finn.transformation import Transformation
from finn.util.basic import get_by_name, make_build_dir
from finn.custom_op.registry import getCustomOp
+from finn.util.basic import get_num_default_workers
+import multiprocessing as mp
class CreateStitchedIP(Transformation):
@@ -49,20 +51,122 @@ class CreateStitchedIP(Transformation):
The packaged block design IP can be found under the ip subdirectory.
"""
- def __init__(self, fpgapart, clk_ns = 10.0):
+ def __init__(self, fpgapart, clk_ns=10.0, ip_name="finn_design", vitis=False):
super().__init__()
self.fpgapart = fpgapart
self.clk_ns = clk_ns
+ self.ip_name = ip_name
+ self.vitis = vitis
if float(clk_ns) not in [5.0, 10.0, 20.0]:
warnings.warn(
"""The chosen frequency may lead to failure due to clock divider
constraints."""
)
+ self.has_axilite = False
+ self.has_aximm = False
+ self.has_m_axis = False
+ self.m_axis_idx = 0
+ self.has_s_axis = False
+ self.s_axis_idx = 0
+ self.clock_reset_are_external = False
+ self.create_cmds = []
+ self.connect_cmds = []
+
+ def connect_clk_rst(self, node):
+ inst_name = node.name
+ node_inst = getCustomOp(node)
+ clock_intf_name = node_inst.get_verilog_top_module_intf_names()["clk"][0]
+ reset_intf_name = node_inst.get_verilog_top_module_intf_names()["rst"][0]
+ # make clock and reset external, if they aren't already
+ if not self.clock_reset_are_external:
+ self.connect_cmds.append(
+ "make_bd_pins_external [get_bd_pins %s/%s]"
+ % (inst_name, clock_intf_name)
+ )
+ self.connect_cmds.append("set_property name ap_clk [get_bd_ports ap_clk_0]")
+ self.connect_cmds.append(
+ "make_bd_pins_external [get_bd_pins %s/%s]"
+ % (inst_name, reset_intf_name)
+ )
+ self.connect_cmds.append(
+ "set_property name ap_rst_n [get_bd_ports ap_rst_n_0]"
+ )
+ self.clock_reset_are_external = True
+ # otherwise connect clock and reset
+ else:
+ self.connect_cmds.append(
+ "connect_bd_net [get_bd_ports ap_rst_n] [get_bd_pins %s/%s]"
+ % (inst_name, reset_intf_name)
+ )
+ self.connect_cmds.append(
+ "connect_bd_net [get_bd_ports ap_clk] [get_bd_pins %s/%s]"
+ % (inst_name, clock_intf_name)
+ )
+
+ def connect_axi(self, node):
+ inst_name = node.name
+ node_inst = getCustomOp(node)
+ axilite_intf_name = node_inst.get_verilog_top_module_intf_names()["axilite"]
+ aximm_intf_name = node_inst.get_verilog_top_module_intf_names()["aximm"]
+ if len(axilite_intf_name) != 0:
+ self.connect_cmds.append(
+ "make_bd_intf_pins_external "
+ "[get_bd_intf_pins %s/%s]" % (inst_name, axilite_intf_name[0])
+ )
+ self.connect_cmds.append(
+ "set_property name s_axi_control " "[get_bd_intf_ports s_axi_control_0]"
+ )
+ assert (
+ self.has_axilite is False
+ ), "Currently limited to one slave AXI-Stream"
+ self.has_axilite = True
+ if len(aximm_intf_name) != 0:
+ self.connect_cmds.append(
+ "make_bd_intf_pins_external [get_bd_intf_pins %s/%s]"
+ % (inst_name, aximm_intf_name[0])
+ )
+ self.connect_cmds.append(
+ "set_property name m_axi_gmem0 [get_bd_intf_ports m_axi_gmem_0]"
+ )
+ assert self.has_aximm is False, "Currently limited to one AXI-MM interface"
+ self.has_aximm = True
+
+ def connect_m_axis_external(self, node):
+ inst_name = node.name
+ node_inst = getCustomOp(node)
+ output_intf_names = node_inst.get_verilog_top_module_intf_names()["m_axis"]
+ # make output axis external
+ for output_intf_name in output_intf_names:
+ self.connect_cmds.append(
+ "make_bd_intf_pins_external [get_bd_intf_pins %s/%s]"
+ % (inst_name, output_intf_name)
+ )
+ self.connect_cmds.append(
+ "set_property name m_axis_%d [get_bd_intf_ports %s_0]"
+ % (self.m_axis_idx, output_intf_name)
+ )
+ self.has_m_axis = True
+ self.m_axis_idx += 1
+
+ def connect_s_axis_external(self, node):
+ inst_name = node.name
+ node_inst = getCustomOp(node)
+ input_intf_names = node_inst.get_verilog_top_module_intf_names()["s_axis"]
+ # make input axis external
+ for input_intf_name in input_intf_names:
+ self.connect_cmds.append(
+ "make_bd_intf_pins_external [get_bd_intf_pins %s/%s]"
+ % (inst_name, input_intf_name)
+ )
+ self.connect_cmds.append(
+ "set_property name s_axis_%d [get_bd_intf_ports %s_0]"
+ % (self.s_axis_idx, input_intf_name)
+ )
+ self.has_s_axis = True
+ self.s_axis_idx += 1
def apply(self, model):
ip_dirs = ["list"]
- create_cmds = []
- connect_cmds = []
# ensure that all nodes are fpgadataflow, and that IPs are generated
for node in model.graph.node:
assert node.domain == "finn", 'Node domain is not set to "finn"'
@@ -80,59 +184,60 @@ class CreateStitchedIP(Transformation):
vlnv = node_inst.get_nodeattr("ip_vlnv")
inst_name = node.name
create_cmd = "create_bd_cell -type ip -vlnv %s %s" % (vlnv, inst_name)
- create_cmds += [create_cmd]
- # TODO nonlinear topologies: check this for all inputs
+ self.create_cmds += [create_cmd]
my_producer = model.find_producer(node.input[0])
+ self.connect_clk_rst(node)
+ self.connect_axi(node)
if my_producer is None:
# first node in graph
- # make clock and reset external
- connect_cmds.append(
- "make_bd_pins_external [get_bd_pins %s/ap_clk]" % inst_name
- )
- connect_cmds.append(
- "make_bd_pins_external [get_bd_pins %s/ap_rst_n]" % inst_name
- )
- # make input external
- connect_cmds.append(
- "make_bd_intf_pins_external [get_bd_intf_pins %s/in0_V_V]"
- % inst_name
- )
+ self.connect_s_axis_external(node)
+ if node.op_type == "TLastMarker":
+ assert (
+ node_inst.get_nodeattr("Direction") == "in"
+ ), """Output TLastMarker incorrect direction"""
+ elif node.op_type == "IODMA":
+ assert (
+ node_inst.get_nodeattr("direction") == "in"
+ ), """Input DMA incorrect direction"""
else:
# intermediate node
- # wire up global clock and reset
- connect_cmds.append(
- "connect_bd_net [get_bd_ports ap_rst_n_0] [get_bd_pins %s/ap_rst_n]"
- % inst_name
- )
- connect_cmds.append(
- "connect_bd_net [get_bd_ports ap_clk_0] [get_bd_pins %s/ap_clk]"
- % inst_name
- )
- # wire up input to previous output
- # TODO nonlinear topologies: loop over all inputs
- my_in_name = "%s/in0_V_V" % (inst_name)
- prev_out_name = "%s/out_V_V" % (my_producer.name)
- connect_cmds.append(
- "connect_bd_intf_net [get_bd_intf_pins %s] [get_bd_intf_pins %s]"
- % (prev_out_name, my_in_name)
- )
- if model.find_consumer(node.output[0]) is None:
+ # wire up input(s) to previous node output(s)
+ # foreach input
+ # find producer
+ # find index of producer output connected to our target input
+ # get names of hdl interfaces for input and producer output
+ # issue a TCL directive to connect input to output
+ for i in range(len(node.input)):
+ producer = model.find_producer(node.input[i])
+ j = list(producer.output).index(node.input[i])
+ src_intf_name = getCustomOp(
+ producer
+ ).get_verilog_top_module_intf_names()["m_axis"][j]
+ dst_intf_name = node_inst.get_verilog_top_module_intf_names()[
+ "s_axis"
+ ][i]
+ self.connect_cmds.append(
+ "connect_bd_intf_net [get_bd_intf_pins %s/%s] "
+ "[get_bd_intf_pins %s/%s]"
+ % (producer.name, src_intf_name, node.name, dst_intf_name)
+ )
+ if model.find_consumers(node.output[0]) is None:
# last node in graph
+ self.connect_m_axis_external(node)
# ensure it is a TLastMarker to have a valid TLast signal
assert (
- node.op_type == "TLastMarker"
- ), """Last node is not TLastMarker.
- Please run transformation InsertTLastMarker to ensure a valid
- TLast signal"""
- # make output external
- connect_cmds.append(
- "make_bd_intf_pins_external [get_bd_intf_pins %s/out_r]" % inst_name
- )
- # make AXI lite IF external
- connect_cmds.append(
- "make_bd_intf_pins_external [get_bd_intf_pins %s/s_axi_control]"
- % inst_name
- )
+ node.op_type == "TLastMarker" or node.op_type == "IODMA"
+ ), """Last node is not TLastMarker or DMA.
+ Please run transformation InsertTLastMarker/InsertIODMA to ensure
+ a valid TLast signal"""
+ if node.op_type == "TLastMarker":
+ assert (
+ node_inst.get_nodeattr("Direction") == "out"
+ ), """Output TLastMarker incorrect direction"""
+ elif node.op_type == "IODMA":
+ assert (
+ node_inst.get_nodeattr("direction") == "out"
+ ), """Output DMA incorrect direction"""
# create a temporary folder for the project
prjname = "finn_vivado_stitch_proj"
@@ -150,17 +255,48 @@ class CreateStitchedIP(Transformation):
tcl.append("set_property ip_repo_paths [%s] [current_project]" % ip_dirs_str)
tcl.append("update_ip_catalog")
# create block design and instantiate all layers
- block_name = "finn_design"
+ block_name = self.ip_name
tcl.append('create_bd_design "%s"' % block_name)
- tcl.extend(create_cmds)
- tcl.extend(connect_cmds)
+ tcl.extend(self.create_cmds)
+ tcl.extend(self.connect_cmds)
fclk_mhz = 1 / (self.clk_ns * 0.001)
fclk_hz = fclk_mhz * 1000000
model.set_metadata_prop("clk_ns", str(self.clk_ns))
- tcl.append("set_property CONFIG.FREQ_HZ %f [get_bd_ports /ap_clk_0]" % fclk_hz)
+ tcl.append("set_property CONFIG.FREQ_HZ %f [get_bd_ports /ap_clk]" % fclk_hz)
tcl.append("regenerate_bd_layout")
tcl.append("validate_bd_design")
tcl.append("save_bd_design")
+ # create wrapper hdl (for rtlsim later on)
+ bd_base = "%s/%s.srcs/sources_1/bd/%s" % (
+ vivado_stitch_proj_dir,
+ prjname,
+ block_name,
+ )
+ bd_filename = "%s/%s.bd" % (bd_base, block_name)
+ tcl.append("make_wrapper -files [get_files %s] -top" % bd_filename)
+ wrapper_filename = "%s/hdl/%s_wrapper.v" % (bd_base, block_name)
+ tcl.append("add_files -norecurse %s" % wrapper_filename)
+ model.set_metadata_prop("wrapper_filename", wrapper_filename)
+ # synthesize to DCP and export stub, DCP and constraints
+ if self.vitis:
+ tcl.append(
+ "set_property SYNTH_CHECKPOINT_MODE Hierarchical [ get_files %s ]"
+ % bd_filename
+ )
+ tcl.append(
+ "set_property -name {STEPS.SYNTH_DESIGN.ARGS.MORE OPTIONS} "
+ "-value {-mode out_of_context} -objects [get_runs synth_1]"
+ )
+ num_workers = get_num_default_workers()
+ assert num_workers >= 0, "Number of workers must be nonnegative."
+ if num_workers == 0:
+ num_workers = mp.cpu_count()
+ tcl.append("launch_runs synth_1 -jobs %s" % str(num_workers))
+ tcl.append("wait_on_run [get_runs synth_1]")
+ tcl.append("open_run synth_1 -name synth_1")
+ tcl.append("write_verilog -force -mode synth_stub %s.v" % block_name)
+ tcl.append("write_checkpoint %s.dcp" % block_name)
+ tcl.append("write_xdc %s.xdc" % block_name)
# export block design itself as an IP core
block_vendor = "xilinx_finn"
block_library = "finn"
@@ -175,19 +311,89 @@ class CreateStitchedIP(Transformation):
)
tcl.append("set_property core_revision 2 [ipx::find_open_core %s]" % block_vlnv)
tcl.append("ipx::create_xgui_files [ipx::find_open_core %s]" % block_vlnv)
+ # if targeting Vitis, add some properties to the IP
+ if self.vitis:
+ tcl.append(
+ "ipx::remove_bus_parameter FREQ_HZ "
+ "[ipx::get_bus_interfaces CLK.AP_CLK -of_objects [ipx::current_core]]"
+ )
+ # replace source code with dcp
+ tcl.append(
+ "set_property sdx_kernel true [ipx::find_open_core %s]" % block_vlnv
+ )
+ tcl.append(
+ "set_property sdx_kernel_type rtl [ipx::find_open_core %s]" % block_vlnv
+ )
+ tcl.append(
+ "set_property supported_families { } [ipx::find_open_core %s]"
+ % block_vlnv
+ )
+ tcl.append(
+ "set_property xpm_libraries {XPM_CDC XPM_MEMORY XPM_FIFO} "
+ "[ipx::find_open_core %s]" % block_vlnv
+ )
+ tcl.append(
+ "set_property auto_family_support_level level_2 "
+ "[ipx::find_open_core %s]" % block_vlnv
+ )
+ # remove all files from synthesis and sim groups
+ # we'll replace with DCP, stub, and xdc
+ tcl.append(
+ "ipx::remove_all_file "
+ "[ipx::get_file_groups xilinx_anylanguagebehavioralsimulation]"
+ )
+ tcl.append(
+ "ipx::remove_all_file "
+ "[ipx::get_file_groups xilinx_anylanguagesynthesis]"
+ )
+ tcl.append(
+ "ipx::remove_file_group "
+ "xilinx_anylanguagebehavioralsimulation [ipx::current_core]"
+ )
+ tcl.append(
+ "ipx::remove_file_group "
+ "xilinx_anylanguagesynthesis [ipx::current_core]"
+ )
+ # remove sim and src folders
+ tcl.append("file delete -force %s/ip/sim" % vivado_stitch_proj_dir)
+ tcl.append("file delete -force %s/ip/src" % vivado_stitch_proj_dir)
+ # copy and add DCP, stub, and xdc
+ tcl.append("file mkdir %s/ip/dcp" % vivado_stitch_proj_dir)
+ tcl.append("file mkdir %s/ip/impl" % vivado_stitch_proj_dir)
+ tcl.append(
+ "file copy -force %s.dcp %s/ip/dcp"
+ % (block_name, vivado_stitch_proj_dir)
+ )
+ tcl.append(
+ "file copy -force %s.xdc %s/ip/impl"
+ % (block_name, vivado_stitch_proj_dir)
+ )
+ tcl.append("ipx::add_file_group xilinx_implementation [ipx::current_core]")
+ tcl.append(
+ "ipx::add_file impl/%s.xdc [ipx::get_file_groups xilinx_implementation]"
+ % block_name
+ )
+ tcl.append(
+ "set_property used_in [list implementation] "
+ "[ipx::get_files impl/%s.xdc "
+ "-of_objects [ipx::get_file_groups xilinx_implementation]]" % block_name
+ )
+ tcl.append(
+ "ipx::add_file_group " "xilinx_synthesischeckpoint [ipx::current_core]"
+ )
+ tcl.append(
+ "ipx::add_file dcp/%s.dcp "
+ "[ipx::get_file_groups xilinx_synthesischeckpoint]" % block_name
+ )
+ tcl.append(
+ "ipx::add_file_group xilinx_simulationcheckpoint [ipx::current_core]"
+ )
+ tcl.append(
+ "ipx::add_file dcp/%s.dcp "
+ "[ipx::get_file_groups xilinx_simulationcheckpoint]" % block_name
+ )
tcl.append("ipx::update_checksums [ipx::find_open_core %s]" % block_vlnv)
tcl.append("ipx::save_core [ipx::find_open_core %s]" % block_vlnv)
- # create wrapper hdl (for rtlsim later on)
- bd_base = "%s/%s.srcs/sources_1/bd/%s" % (
- vivado_stitch_proj_dir,
- prjname,
- block_name,
- )
- bd_filename = "%s/%s.bd" % (bd_base, block_name)
- tcl.append("make_wrapper -files [get_files %s] -top" % bd_filename)
- wrapper_filename = "%s/hdl/%s_wrapper.v" % (bd_base, block_name)
- tcl.append("add_files -norecurse %s" % wrapper_filename)
- model.set_metadata_prop("wrapper_filename", wrapper_filename)
# export list of used Verilog files (for rtlsim later on)
tcl.append("set all_v_files [get_files -filter {FILE_TYPE == Verilog}]")
v_file_list = "%s/all_verilog_srcs.txt" % vivado_stitch_proj_dir
diff --git a/src/finn/transformation/fpgadataflow/synth_ooc.py b/src/finn/transformation/fpgadataflow/synth_ooc.py
index 1d49970c819961d1794cc89e998108639ca15593..8fd7e4724ef7f255b1435d5ab5e680d155d39487 100644
--- a/src/finn/transformation/fpgadataflow/synth_ooc.py
+++ b/src/finn/transformation/fpgadataflow/synth_ooc.py
@@ -37,7 +37,7 @@ from finn.util.basic import make_build_dir
class SynthOutOfContext(Transformation):
"""Run out-of-context Vivado synthesis on a stitched IP design."""
- def __init__(self, part, clk_period_ns, clk_name="ap_clk_0"):
+ def __init__(self, part, clk_period_ns, clk_name="ap_clk"):
super().__init__()
self.part = part
self.clk_period_ns = clk_period_ns
diff --git a/tests/fpgadataflow/test_fpgadataflow_ipstitch.py b/tests/fpgadataflow/test_fpgadataflow_ipstitch.py
index a9f5bf5ffa1f816b82ef701800e92249056b7c74..7cb31557dfaa61e3a5e5c0a7c65e1fbe717bf0f1 100644
--- a/tests/fpgadataflow/test_fpgadataflow_ipstitch.py
+++ b/tests/fpgadataflow/test_fpgadataflow_ipstitch.py
@@ -119,7 +119,7 @@ def create_one_fc_model():
return model
-def create_two_fc_model():
+def create_two_fc_model(mem_mode="decoupled"):
# create a model with two StreamingFCLayer instances
wdt = DataType.INT2
idt = DataType.INT32
@@ -152,7 +152,7 @@ def create_two_fc_model():
ActVal=actval,
binaryXnorMode=binary_xnor_mode,
noActivation=no_act,
- mem_mode="decoupled",
+ mem_mode=mem_mode,
)
fc1 = helper.make_node(
@@ -172,7 +172,7 @@ def create_two_fc_model():
ActVal=actval,
binaryXnorMode=binary_xnor_mode,
noActivation=no_act,
- mem_mode="decoupled",
+ mem_mode=mem_mode,
)
graph = helper.make_graph(
@@ -247,35 +247,35 @@ def test_fpgadataflow_ipstitch_rtlsim():
model.set_metadata_prop("rtlsim_trace", "whole_trace.vcd")
sim = pyverilate_stitched_ip(model)
exp_io = [
- "ap_clk_0",
- "ap_rst_n_0",
- "in0_V_V_0_tdata",
- "in0_V_V_0_tready",
- "in0_V_V_0_tvalid",
- "out_r_0_tdata",
- "out_r_0_tkeep",
- "out_r_0_tlast",
- "out_r_0_tready",
- "out_r_0_tvalid",
- "s_axi_control_0_araddr",
- "s_axi_control_0_arready",
- "s_axi_control_0_arvalid",
- "s_axi_control_0_awaddr",
- "s_axi_control_0_awready",
- "s_axi_control_0_awvalid",
- "s_axi_control_0_bready",
- "s_axi_control_0_bresp",
- "s_axi_control_0_bvalid",
- "s_axi_control_0_rdata",
- "s_axi_control_0_rready",
- "s_axi_control_0_rresp",
- "s_axi_control_0_rvalid",
- "s_axi_control_0_wdata",
- "s_axi_control_0_wready",
- "s_axi_control_0_wstrb",
- "s_axi_control_0_wvalid",
+ "ap_clk",
+ "ap_rst_n",
+ "s_axis_0_tdata",
+ "s_axis_0_tready",
+ "s_axis_0_tvalid",
+ "m_axis_0_tdata",
+ "m_axis_0_tkeep",
+ "m_axis_0_tlast",
+ "m_axis_0_tready",
+ "m_axis_0_tvalid",
+ "s_axi_control_araddr",
+ "s_axi_control_arready",
+ "s_axi_control_arvalid",
+ "s_axi_control_awaddr",
+ "s_axi_control_awready",
+ "s_axi_control_awvalid",
+ "s_axi_control_bready",
+ "s_axi_control_bresp",
+ "s_axi_control_bvalid",
+ "s_axi_control_rdata",
+ "s_axi_control_rready",
+ "s_axi_control_rresp",
+ "s_axi_control_rvalid",
+ "s_axi_control_wdata",
+ "s_axi_control_wready",
+ "s_axi_control_wstrb",
+ "s_axi_control_wvalid",
]
- assert dir(sim.io) == exp_io
+ assert sorted(dir(sim.io)) == sorted(exp_io)
model.set_metadata_prop("exec_mode", "rtlsim")
idt = model.get_tensor_datatype("inp")
ishape = model.get_tensor_shape("inp")