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-rw-r--r--ethosu/vela/vela.py78
1 files changed, 76 insertions, 2 deletions
diff --git a/ethosu/vela/vela.py b/ethosu/vela/vela.py
index 5df20d2..5df21f5 100644
--- a/ethosu/vela/vela.py
+++ b/ethosu/vela/vela.py
@@ -36,8 +36,11 @@ from .errors import InputFileError
from .nn_graph import PassPlacement
from .nn_graph import TensorAllocator
from .scheduler import ParetoMetric
+from .supported_operators import SupportedOperators
from .tensor import MemArea
from .tensor import Tensor
+from .tflite_mapping import builtin_operator_map
+from .tflite_mapping import builtin_type_name
def process(input_name, enable_debug_db, arch, model_reader_options, compiler_options, scheduler_options):
@@ -119,17 +122,83 @@ def print_subgraph_io_summary(nng):
print(" Maximum Subgraph Size = {0} KiB".format(max_sg_size))
+def generate_supported_ops():
+ lines = [
+ "# Supported Ops",
+ "",
+ "This file was automatically generated by Vela using the `--supported-ops-report` parameter. ",
+ f"Vela version: `{__version__}`",
+ "",
+ "This file complies with [**CommonMark.**](https://commonmark.org)",
+ "",
+ "## Summary Table",
+ "",
+ "The table below contains TFLite operators that can be placed on the Ethos-U NPU. ",
+ "If the constraints are not met, then that operator will be scheduled on the CPU instead. ",
+ "For any other TFLite operator not listed, will be left untouched and scheduled on the CPU. ",
+ "Please check the supported operator list for your chosen runtime for further information.",
+ "",
+ "| Operator | Constraints |",
+ "| - | - |",
+ ]
+ supported = SupportedOperators()
+ op_constraint_links = []
+ op_list = sorted(((op, builtin_type_name(op)) for op in builtin_operator_map), key=lambda x: x[1])
+ for op, name in op_list:
+ internal_op = builtin_operator_map[op][0]
+ if internal_op in SupportedOperators.supported_operators:
+ links = "[Generic](#generic-constraints)"
+ if internal_op in supported.specific_constraints:
+ links += f", [Specific](#{name.lower()}-constraints)"
+ op_constraint_links.append((internal_op, name))
+ lines.append(f"| {name} | {links} |")
+ lines += [
+ "",
+ "## Generic Constraints",
+ "",
+ "This is a list of constraints that all NPU operators must satisfy in order to be scheduled on the NPU.",
+ "",
+ ]
+ for constraint in supported.generic_constraints:
+ # Markdown needs two spaces at the end of a line to render it as a separate line
+ reason = constraint.__doc__.replace("\n", " \n")
+ lines.append(f"- {reason}")
+ for op, name in op_constraint_links:
+ lines += [
+ "",
+ f"## {name} Constraints",
+ "",
+ f"This is a list of constraints that the {name} operator must satisfy in order to be scheduled on the NPU.",
+ "",
+ ]
+ for constraint in supported.specific_constraints[op]:
+ # Markdown needs two spaces at the end of a line to render it as a separate line
+ reason = constraint.__doc__.replace("\n", " \n")
+ lines.append(f"- {reason}")
+
+ # Note. this will generate the file in the CWD
+ filepath = os.path.join(os.getcwd(), "SUPPORTED_OPS.md")
+ with open(filepath, "wt") as md:
+ md.writelines(line + "\n" for line in lines)
+ print(f"Report file: {filepath}")
+
+
def main(args=None):
if args is None:
args = sys.argv[1:]
parser = argparse.ArgumentParser(prog="vela", description="Neural network model compiler for Ethos-U55")
+ parser.add_argument("--version", action="version", version=__version__)
+ parser.add_argument(
+ "--supported-ops-report",
+ action="store_true",
+ help="Generate the SUPPORTED_OPS.md file in the current working directory and exits.",
+ )
parser.add_argument(
- "network", metavar="NETWORK", type=str, default=None, nargs=None, help="Filename of network to process"
+ "network", metavar="NETWORK", type=str, default=None, nargs="?", help="Filename of network to process"
)
- parser.add_argument("--version", action="version", version=__version__)
parser.add_argument(
"--output-dir", type=str, default="output", help="Output directory to write files to (default: %(default)s)"
)
@@ -279,6 +348,11 @@ def main(args=None):
config = configparser.ConfigParser()
config.read_file(f)
+ # Generate the supported ops report and exit
+ if args.supported_ops_report:
+ generate_supported_ops()
+ return 0
+
if args.network is None:
parser.error("the following argument is required: NETWORK")