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authorScott Gasch <[email protected]>2021-03-24 18:08:54 -0700
committerScott Gasch <[email protected]>2021-03-24 18:08:54 -0700
commit497fb9e21f45ec08e1486abaee6dfa7b20b8a691 (patch)
tree47aa97a0fca36c4e7025cee5ad4e9ec6db49b881 /ml_quick_label.py
Initial revision
Diffstat (limited to 'ml_quick_label.py')
-rw-r--r--ml_quick_label.py91
1 files changed, 91 insertions, 0 deletions
diff --git a/ml_quick_label.py b/ml_quick_label.py
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+++ b/ml_quick_label.py
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+#!/usr/bin/env python3
+
+import glob
+import os
+from typing import Callable, List, NamedTuple, Set
+
+import argparse_utils
+import config
+import input_utils
+
+parser = config.add_commandline_args(
+ f"ML Quick Labeler ({__file__})",
+ "Args related to quick labeling of ML training data",
+)
+parser.add_argument(
+ "--ml_quick_label_skip_list_path",
+ default="./qlabel_skip_list.txt",
+ metavar="FILENAME",
+ type=argparse_utils.valid_filename,
+ help="Path to file in which to store already labeled data",
+)
+
+
+class InputSpec(NamedTuple):
+ image_file_glob: str
+ image_file_to_features_file: Callable[[str], str]
+ label: str
+ valid_keystrokes: List[str]
+ prompt: str
+ keystroke_to_label: Callable[[str], str]
+
+
+def read_skip_list() -> Set[str]:
+ ret: Set[str] = set()
+ quick_skip_file = config.config['ml_quick_label_skip_list_path']
+ if not os.path.exists(quick_skip_file):
+ return ret
+ with open(quick_skip_file, 'r') as f:
+ lines = f.readlines()
+ for line in lines:
+ line = line[:-1]
+ line.strip()
+ ret.add(line)
+ return ret
+
+
+def write_skip_list(skip_list) -> None:
+ quick_skip_file = config.config['ml_quick_label_skip_list_path']
+ with open(quick_skip_file, 'w') as f:
+ for filename in skip_list:
+ filename = filename.strip()
+ if len(filename) > 0:
+ f.write(f'{filename}\n')
+
+
+def label(in_spec: InputSpec) -> None:
+ images = glob.glob(in_spec.image_file_glob)
+
+ skip_list = read_skip_list()
+ for image in images:
+ if image in skip_list:
+ continue
+ features = in_spec.image_file_to_features_file(image)
+ if features is None or not os.path.exists(features):
+ continue
+
+ # Render features and image.
+ with open(features, "r") as f:
+ lines = f.readlines()
+ skip = False
+ for line in lines:
+ line = line[:-1]
+ if in_spec.label in line:
+ skip = True
+ if skip:
+ skip_list.add(image)
+ continue
+
+ os.system(f'xv {image} &')
+ keystroke = input_utils.single_keystroke_response(
+ in_spec.valid_keystrokes,
+ prompt=in_spec.prompt,
+ )
+ os.system('killall xv')
+
+ label_value = in_spec.keystroke_to_label(keystroke)
+ with open(features, "a") as f:
+ f.write(f"{in_spec.label}: {label_value}\n")
+ skip_list.add(image)
+
+ write_skip_list(skip_list)