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Merge branch 'develop' into pytorch-2.0
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Robert Muchsel committed Sep 20, 2023
2 parents 7a26d60 + a22b87c commit 79e39e2
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7 changes: 5 additions & 2 deletions README.md
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# ADI MAX78000/MAX78002 Model Training and Synthesis

September 19, 2023
September 20, 2023

**Note: The pytorch-2 branch is in development. Not all features are available/functional yet.**

Expand Down Expand Up @@ -2298,6 +2298,9 @@ The following table describes the most important command line arguments for `ai8
The [quick-start guide](https://github.com/MaximIntegratedAI/MaximAI_Documentation/blob/master/Guides/YAML%20Quickstart.md) provides a short overview of the purpose and structure of the YAML network description file.
If `yamllint` is installed and available in the shell path, it is automatically run against the configuration file and all warnings and errors are reported.
*Note: The name of the linter can be changed using the `--yamllint` command line argument.*
The following is a detailed guide into all supported configuration options.
An example network description for the ai85net5 architecture and MNIST is shown below:
Expand Down Expand Up @@ -2367,7 +2370,7 @@ To generate an RTL simulation for the same network and sample data in the direct
Network descriptions are written in YAML (see <https://en.wikipedia.org/wiki/YAML>). There are two sections in each file — global statements and a sequence of layer descriptions.
*Note: The network loader automatically checks the configuration file for syntax errors and prints warnings for non-fatal errors. To perform the same checks manually, run:* `yamllint configfile.yaml`
*Note: The network loader automatically checks the configuration file for syntax errors and prints warnings for non-fatal errors if `yamllint` is installed in the shell search path. To perform the same checks manually, run:* `yamllint configfile.yaml` (to use a different linter, specify `--yamllint mylinter`).
#### Purpose of the YAML Network Description
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2 changes: 2 additions & 0 deletions izer/commandline.py
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Expand Up @@ -460,6 +460,8 @@ def get_parser() -> argparse.Namespace:
help='version check update interval (hours), default = 24')
group.add_argument('--upstream', metavar='REPO', default="MaximIntegratedAI/ai8x-synthesis",
help='GitHub repository name for update checking')
group.add_argument('--yamllint', metavar='S', default='yamllint',
help='name of linter for YAML files (default: yamllint)')

args = parser.parse_args()

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2 changes: 1 addition & 1 deletion izer/izer.py
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Expand Up @@ -69,7 +69,7 @@ def main():
commandline.set_state(args)

# Load configuration file
cfg, cfg_layers, params = yamlcfg.parse(args.config_file, args.skip_yaml_layers)
cfg, cfg_layers, params = yamlcfg.parse(args.config_file, args.skip_yaml_layers, args.yamllint)
state.layer_name = params['layer_name']

# If not using test data, load weights and biases
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34 changes: 25 additions & 9 deletions izer/yamlcfg.py
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Expand Up @@ -8,11 +8,9 @@
YAML Configuration Routines
"""
import os
import subprocess

import yaml
import yamllint
import yamllint.config
import yamllint.linter

from . import devices, names, op, state
from . import tornadocnn as tc
Expand Down Expand Up @@ -58,12 +56,14 @@ def construct_mapping(self, node, deep=False):
def parse(
config_file,
skip_layers=0,
linter=None,
): # pylint: disable=too-many-branches
"""
Configure network parameters from the YAML configuration file `config_file`.
`max_conv` can be set to force an early termination of the parser.
The function returns both YAML dictionary, the length of the processor map,
as well as a settings dictionary.
if `linter` is set, try to run it against the YAML file and display the output.
"""

def error_exit(message, sequence):
Expand All @@ -74,15 +74,31 @@ def error_exit(message, sequence):

print(f'Reading {config_file} to configure network...')

# Run yamllint first
if not os.path.exists(config_file):
eprint(f'YAML configuration file {config_file} does not exist!')

yaml_config = yamllint.config.YamlLintConfig('extends: relaxed')
with open(config_file, mode='r', encoding='utf-8') as cfg_file:
for p in yamllint.linter.run(cfg_file, yaml_config):
eprint(f'{config_file} line {p.line}, col {p.column}: {p.desc}',
error=p.level == 'error')
# Run linter first if configured
if linter:
try:
proc = subprocess.run(
[linter, config_file],
shell=False,
text=True,
capture_output=True,
timeout=5.0,
check=False,
)
errors = proc.stderr.splitlines()
for i, line in enumerate(errors):
eprint(line, exit_code=None if i < len(errors) - 1 else 1)
warnings = proc.stdout.splitlines()
for w in warnings:
if ' error ' in w:
eprint(' ' + w)
elif w != '':
wprint(w)
except FileNotFoundError:
wprint(f'Cannot run "{linter}" linter to check {config_file}')

# Load configuration file
with open(config_file, mode='r', encoding='utf-8') as cfg_file:
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3 changes: 2 additions & 1 deletion networks/ai87-facedet-tinierssd.yaml
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---
# For AI87
# CHW configuration for FaceDetection
# Parallel Model
Expand Down Expand Up @@ -33,7 +34,7 @@ layers:

# Layer 2: backbone_conv3
- out_offset: 0x3000
in_offset: 0x0000 #0x4000
in_offset: 0x0000 # 0x4000
processors: 0xffffffff00000000
output_processors: 0xffffffffffffffff
operation: conv2d
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1 change: 0 additions & 1 deletion requirements.txt
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Expand Up @@ -5,7 +5,6 @@ scipy>=1.8.1
torch>=2.0.0,<2.1.0
pytest~=7.1.2
onnx>=1.12.0
yamllint>=1.27.1,<1.28
GitPython>=3.1.27
PyGithub>=1.55
rich>=12.5.1
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