💎 DenseGlyph Python Client SDK
The official Python client library for the DenseGlyph API — deterministic spatial symbol and dot counting for AI pipelines and craft businesses.
Installation
pip install denseglyph
Quickstart
import denseglyph
# 1-Line Counting:
result = denseglyph.count("succulent_coaster.jpg", api_key="dso_live_...")
print(f"Total Dots Counted: {result.total_count}")
for symbol, count in result.counts.items():
print(f" [{symbol}]: {count}")
Client Class Usage
from denseglyph import DenseGlyphClient
client = DenseGlyphClient(api_key="dso_live_...")
result = client.count("craft_canvas.png", min_confidence=0.48)
print(result.counts)
# Output: {'M': 139, 'S': 70, 'Z': 36, '8': 22, '+': 18}
CLI Tool
denseglyph path/to/succulent.jpg --api-key dso_live_...
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