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Hayley Roberts commited on
Commit ·
159bb46
1
Parent(s): fbc5032
Integrate Euclid galaxy images and dating descriptions from HuggingFace datasets
Browse files- images/galaxy_01.jpg +0 -0
- images/galaxy_02.jpg +0 -0
- images/galaxy_03.jpg +0 -0
- images/galaxy_04.jpg +0 -0
- images/galaxy_05.jpg +0 -0
- images/galaxy_06.jpg +0 -0
- images/galaxy_07.jpg +0 -0
- images/galaxy_08.jpg +0 -0
- images/galaxy_09.jpg +0 -0
- images/galaxy_10.jpg +0 -0
- images/galaxy_11.jpg +0 -0
- images/galaxy_12.jpg +0 -0
- images/galaxy_13.jpg +0 -0
- images/galaxy_14.jpg +0 -0
- images/galaxy_15.jpg +0 -0
- images/galaxy_16.jpg +0 -0
- images/galaxy_17.jpg +0 -0
- images/galaxy_18.jpg +0 -0
- images/galaxy_19.jpg +0 -0
- images/galaxy_20.jpg +0 -0
- images/galaxy_21.jpg +0 -0
- images/galaxy_22.jpg +0 -0
- images/galaxy_23.jpg +0 -0
- requirements.txt +3 -0
- src/components.py +19 -1
- src/galaxy_data_loader.py +202 -0
- src/galaxy_profiles.py +12 -141
images/galaxy_01.jpg
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images/galaxy_02.jpg
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images/galaxy_03.jpg
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images/galaxy_04.jpg
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images/galaxy_05.jpg
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images/galaxy_06.jpg
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images/galaxy_07.jpg
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images/galaxy_08.jpg
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images/galaxy_09.jpg
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images/galaxy_10.jpg
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images/galaxy_11.jpg
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images/galaxy_12.jpg
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images/galaxy_13.jpg
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images/galaxy_14.jpg
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images/galaxy_15.jpg
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images/galaxy_16.jpg
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images/galaxy_17.jpg
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images/galaxy_18.jpg
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images/galaxy_19.jpg
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images/galaxy_20.jpg
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images/galaxy_21.jpg
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images/galaxy_22.jpg
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images/galaxy_23.jpg
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requirements.txt
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@@ -1,4 +1,7 @@
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dash==2.14.1
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dash-bootstrap-components==1.5.0
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gunicorn==21.2.0
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python-dotenv==1.1.1
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dash==2.14.1
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dash-bootstrap-components==1.5.0
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gunicorn==21.2.0
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huggingface-hub==0.20.1
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python-dotenv==1.1.1
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datasets==2.16.1
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pillow==10.1.0
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src/components.py
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@@ -279,7 +279,7 @@ def _create_star_field(n=80):
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def create_galaxy_card(galaxy_id, side="left", is_champion=False):
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-
"""Build a single galaxy profile card -- image + name
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profile = GALAXY_PROFILES[galaxy_id]
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btn_id = f"{side}-card-btn"
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@@ -297,6 +297,9 @@ def create_galaxy_card(galaxy_id, side="left", is_champion=False):
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card_style["borderRadius"] = "12px"
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card_style["animation"] = "galaxyWin 1.5s ease-in-out"
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card_contents = [
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html.Img(
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src=f"/galaxy-images/{galaxy_id}.jpg",
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],
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className="galaxy-card-name",
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),
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]
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return html.Button(
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card_contents,
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def create_galaxy_card(galaxy_id, side="left", is_champion=False):
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"""Build a single galaxy profile card -- image + name + description."""
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profile = GALAXY_PROFILES[galaxy_id]
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btn_id = f"{side}-card-btn"
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card_style["borderRadius"] = "12px"
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card_style["animation"] = "galaxyWin 1.5s ease-in-out"
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# Get description text
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description = profile.get('description', profile.get('bio', ''))
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card_contents = [
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html.Img(
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src=f"/galaxy-images/{galaxy_id}.jpg",
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],
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className="galaxy-card-name",
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),
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# Add description below the name
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html.Div(
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description,
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className="galaxy-card-description",
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style={
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"fontSize": "0.8rem",
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"color": "rgba(255,255,255,0.7)",
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"padding": "8px 16px 16px",
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"lineHeight": "1.4",
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"fontFamily": "'Outfit', sans-serif",
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}
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) if description else None,
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]
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# Filter out None elements
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card_contents = [item for item in card_contents if item is not None]
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return html.Button(
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card_contents,
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src/galaxy_data_loader.py
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"""Load galaxy data from HuggingFace datasets and update profiles."""
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import os
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import logging
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from typing import Dict, Any
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import requests
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from PIL import Image
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import io
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try:
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from datasets import load_dataset
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DATASETS_AVAILABLE = True
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except ImportError:
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DATASETS_AVAILABLE = False
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logging.warning("datasets library not available, using fallback data")
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logger = logging.getLogger(__name__)
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def load_galaxy_data() -> Dict[str, Dict[str, Any]]:
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"""Load galaxy data from HuggingFace datasets and return structured profiles."""
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if not DATASETS_AVAILABLE:
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logger.warning("Using fallback galaxy data")
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return get_fallback_galaxy_data()
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+
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try:
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# Load both datasets
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euclid_dataset = load_dataset("mwalmsley/gz_euclid", "tiny", split="test")
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descriptions_dataset = load_dataset("Smith42/dating_pool_but_galaxies", split="train")
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+
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# Convert to dictionaries for easier access
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euclid_data = {row['id_str']: row for row in euclid_dataset}
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descriptions_data = {row['id_str']: row for row in descriptions_dataset}
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+
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galaxy_profiles = {}
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+
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# Match on id_str and create profiles with numbered galaxy IDs
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matched_galaxies = []
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for galaxy_id_str in euclid_data.keys():
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if galaxy_id_str in descriptions_data:
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matched_galaxies.append(galaxy_id_str)
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| 42 |
+
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# Sort for consistent ordering
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| 44 |
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matched_galaxies.sort()
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+
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# Create numbered galaxy profiles (galaxy_01, galaxy_02, etc.)
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for i, galaxy_id_str in enumerate(matched_galaxies, 1):
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numbered_id = f"galaxy_{i:02d}"
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euclid_row = euclid_data[galaxy_id_str]
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desc_row = descriptions_data[galaxy_id_str]
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# Extract name and description from caption
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caption = desc_row.get('caption', '')
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bio = ""
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description = ""
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name = f"Galaxy {i}"
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+
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# Parse the caption to extract bio and name if available
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| 59 |
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if caption:
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lines = caption.split('\\n')
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if lines and lines[0].startswith('Bio:'):
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bio_part = lines[0].replace('Bio:', '').strip()
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bio = bio_part[:100] + "..." if len(bio_part) > 100 else bio_part
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description = bio_part
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else:
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description = caption.strip()
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bio = description[:100] + "..." if len(description) > 100 else description
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+
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galaxy_profiles[numbered_id] = {
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"name": name,
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"bio": bio,
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"description": description,
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"tags": ["Cosmic", "Mysterious"],
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"color": generate_color_from_id(galaxy_id_str),
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"id_str": galaxy_id_str,
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"image_data": euclid_row.get('image'), # PIL Image object
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| 77 |
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"euclid_features": {k: v for k, v in euclid_row.items() if k not in ['image', 'id_str']}
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| 78 |
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}
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| 79 |
+
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| 80 |
+
logger.info(f"Loaded {len(galaxy_profiles)} galaxy profiles from HuggingFace datasets")
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| 81 |
+
return galaxy_profiles
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+
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| 83 |
+
except Exception as e:
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+
logger.error(f"Error loading from HuggingFace datasets: {e}")
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+
return get_fallback_galaxy_data()
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+
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+
def generate_color_from_id(id_str: str) -> str:
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"""Generate a consistent color from galaxy ID string."""
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colors = [
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"#A688C9", "#D68B8B", "#E8A0D0", "#7BC9A0", "#E87D5A",
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"#6B8DD6", "#D4A76A", "#C9A688", "#B8A0C9", "#A0D4E8",
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"#E8D4A0", "#A0E8B8", "#E8A0A0", "#A0A0E8", "#E8E8A0",
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"#D0A0E8", "#A0E8D0", "#E8C4A0", "#C4A0E8", "#A0C4E8",
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"#E8A0C4", "#B4E8A0", "#A0E8E8"
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]
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# Use hash to get consistent color index
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hash_val = sum(ord(c) for c in id_str)
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return colors[hash_val % len(colors)]
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+
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def get_fallback_galaxy_data() -> Dict[str, Dict[str, Any]]:
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"""Fallback galaxy data using original profiles with numbered IDs."""
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fallback_profiles = {
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"galaxy_01": {
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"name": "Velvet Vortex",
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"bio": "Smooth operator with a soft spiral glow.",
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"description": "I keep my arms tight and my luminosity low-key. Looking for someone who appreciates subtlety over spectacle.",
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| 107 |
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"tags": ["Smooth Spiral", "Low-Key", "Gentle Glow"],
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| 108 |
+
"color": "#A688C9",
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| 109 |
+
"image_url": None,
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| 110 |
+
"image_data": None
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| 111 |
+
},
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| 112 |
+
"galaxy_02": {
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| 113 |
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"name": "Crimson Drift",
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| 114 |
+
"bio": "Redshifted and proud.",
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| 115 |
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"description": "I have been expanding away from everyone for billions of years and I am NOT slowing down. Commitment-phobic? Maybe. Mysterious? Definitely.",
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| 116 |
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"tags": ["High Redshift", "Distant", "Loner Vibes"],
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| 117 |
+
"color": "#D68B8B",
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| 118 |
+
"image_url": None,
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| 119 |
+
"image_data": None
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| 120 |
+
}
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| 121 |
+
# Add more as needed...
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| 122 |
+
}
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| 123 |
+
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| 124 |
+
# Generate numbered galaxy profiles if we have fewer than 23
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| 125 |
+
for i in range(1, 24):
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| 126 |
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galaxy_id = f"galaxy_{i:02d}"
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| 127 |
+
if galaxy_id not in fallback_profiles:
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| 128 |
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fallback_profiles[galaxy_id] = {
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| 129 |
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"name": f"Galaxy {i}",
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| 130 |
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"bio": "A mysterious galaxy in the cosmic dating scene.",
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| 131 |
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"description": "This galaxy is looking for its perfect cosmic match.",
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| 132 |
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"tags": ["Mysterious", "Cosmic"],
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| 133 |
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"color": "#A688C9",
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| 134 |
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"image_url": None,
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| 135 |
+
"image_data": None
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| 136 |
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}
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| 137 |
+
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| 138 |
+
return fallback_profiles
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| 139 |
+
|
| 140 |
+
def download_galaxy_image(image_data, galaxy_id: str, images_dir: str = "images") -> bool:
|
| 141 |
+
"""Download and save a galaxy image from HuggingFace dataset."""
|
| 142 |
+
if not image_data:
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| 143 |
+
return False
|
| 144 |
+
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| 145 |
+
try:
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| 146 |
+
# Ensure images directory exists
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| 147 |
+
os.makedirs(images_dir, exist_ok=True)
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| 148 |
+
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| 149 |
+
# If image_data is a PIL Image (from datasets)
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| 150 |
+
if hasattr(image_data, 'save') and hasattr(image_data, 'mode'):
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| 151 |
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image_path = os.path.join(images_dir, f"{galaxy_id}.jpg")
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| 152 |
+
# Convert to RGB if needed (in case it's RGBA or other format)
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| 153 |
+
if image_data.mode != 'RGB':
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| 154 |
+
image_data = image_data.convert('RGB')
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| 155 |
+
image_data.save(image_path, 'JPEG', quality=85)
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| 156 |
+
logger.info(f"Saved image for {galaxy_id}")
|
| 157 |
+
return True
|
| 158 |
+
|
| 159 |
+
# If image_data has a URL (fallback)
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| 160 |
+
elif isinstance(image_data, dict) and 'url' in image_data:
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| 161 |
+
response = requests.get(image_data['url'])
|
| 162 |
+
if response.status_code == 200:
|
| 163 |
+
image = Image.open(io.BytesIO(response.content))
|
| 164 |
+
if image.mode != 'RGB':
|
| 165 |
+
image = image.convert('RGB')
|
| 166 |
+
image_path = os.path.join(images_dir, f"{galaxy_id}.jpg")
|
| 167 |
+
image.save(image_path, 'JPEG', quality=85)
|
| 168 |
+
logger.info(f"Downloaded and saved image for {galaxy_id}")
|
| 169 |
+
return True
|
| 170 |
+
|
| 171 |
+
return False
|
| 172 |
+
|
| 173 |
+
except Exception as e:
|
| 174 |
+
logger.error(f"Error downloading image for {galaxy_id}: {e}")
|
| 175 |
+
return False
|
| 176 |
+
|
| 177 |
+
def update_galaxy_images():
|
| 178 |
+
"""Download all galaxy images from the dataset."""
|
| 179 |
+
galaxy_data = load_galaxy_data()
|
| 180 |
+
|
| 181 |
+
for galaxy_id, profile in galaxy_data.items():
|
| 182 |
+
if profile.get('image_data'):
|
| 183 |
+
download_galaxy_image(profile['image_data'], galaxy_id)
|
| 184 |
+
elif profile.get('image_url'):
|
| 185 |
+
# Try to download from URL
|
| 186 |
+
try:
|
| 187 |
+
response = requests.get(profile['image_url'])
|
| 188 |
+
if response.status_code == 200:
|
| 189 |
+
image = Image.open(io.BytesIO(response.content))
|
| 190 |
+
download_galaxy_image(image, galaxy_id)
|
| 191 |
+
except Exception as e:
|
| 192 |
+
logger.error(f"Error downloading from URL for {galaxy_id}: {e}")
|
| 193 |
+
|
| 194 |
+
if __name__ == "__main__":
|
| 195 |
+
# Test the data loading
|
| 196 |
+
data = load_galaxy_data()
|
| 197 |
+
print(f"Loaded {len(data)} galaxies")
|
| 198 |
+
for galaxy_id, profile in list(data.items())[:3]:
|
| 199 |
+
print(f"{galaxy_id}: {profile['name']} - {profile['bio'][:50]}...")
|
| 200 |
+
|
| 201 |
+
# Update images
|
| 202 |
+
update_galaxy_images()
|
src/galaxy_profiles.py
CHANGED
|
@@ -1,146 +1,17 @@
|
|
| 1 |
-
"""
|
| 2 |
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
"bio": "Smooth operator with a soft spiral glow. I keep my arms tight and my luminosity low-key. Looking for someone who appreciates subtlety over spectacle.",
|
| 7 |
-
"tags": ["Smooth Spiral", "Low-Key", "Gentle Glow"],
|
| 8 |
-
"color": "#A688C9",
|
| 9 |
-
},
|
| 10 |
-
"galaxy_02": {
|
| 11 |
-
"name": "Crimson Drift",
|
| 12 |
-
"bio": "Redshifted and proud. I have been expanding away from everyone for billions of years and I am NOT slowing down. Commitment-phobic? Maybe. Mysterious? Definitely.",
|
| 13 |
-
"tags": ["High Redshift", "Distant", "Loner Vibes"],
|
| 14 |
-
"color": "#D68B8B",
|
| 15 |
-
},
|
| 16 |
-
"galaxy_03": {
|
| 17 |
-
"name": "Stardust Siren",
|
| 18 |
-
"bio": "Bright core, hypnotic arms, and enough HII regions to light up a whole cluster. Warning: I will outshine your ex.",
|
| 19 |
-
"tags": ["Star Forming", "Bright Core", "Show-Off"],
|
| 20 |
-
"color": "#E8A0D0",
|
| 21 |
-
},
|
| 22 |
-
"galaxy_04": {
|
| 23 |
-
"name": "Phantom Edge",
|
| 24 |
-
"bio": "Edge-on and enigmatic. You can see my dust lane but you will never see my full face. Some call it mysterious, I call it good angles.",
|
| 25 |
-
"tags": ["Edge-On", "Dust Lane", "Mysterious"],
|
| 26 |
-
"color": "#7BC9A0",
|
| 27 |
-
},
|
| 28 |
-
"galaxy_05": {
|
| 29 |
-
"name": "Nova Charm",
|
| 30 |
-
"bio": "Compact, intense, and full of surprises. My surface brightness might be modest but my personality is SUPERNOVA. Size is just a number.",
|
| 31 |
-
"tags": ["Compact", "Intense", "Underdog"],
|
| 32 |
-
"color": "#E87D5A",
|
| 33 |
-
},
|
| 34 |
-
"galaxy_06": {
|
| 35 |
-
"name": "Cosmic Flirt",
|
| 36 |
-
"bio": "Slightly tilted, slightly chaotic, totally charming. I have got asymmetric arms and I am not afraid to use them. Swipe right if you like a little imperfection.",
|
| 37 |
-
"tags": ["Asymmetric", "Charming", "Tilted"],
|
| 38 |
-
"color": "#6B8DD6",
|
| 39 |
-
},
|
| 40 |
-
"galaxy_07": {
|
| 41 |
-
"name": "Nebula Crush",
|
| 42 |
-
"bio": "Face-on perfection. My spiral arms are textbook and my bar is prominent. I know what I bring to the gravitational table.",
|
| 43 |
-
"tags": ["Face-On", "Barred Spiral", "Confident"],
|
| 44 |
-
"color": "#D4A76A",
|
| 45 |
-
},
|
| 46 |
-
"galaxy_08": {
|
| 47 |
-
"name": "Twilight Ember",
|
| 48 |
-
"bio": "Fading gracefully but still got it. My stellar population is old and wise. Looking for someone who values maturity over flashy star formation.",
|
| 49 |
-
"tags": ["Evolved", "Mature", "Elegant"],
|
| 50 |
-
"color": "#C9A688",
|
| 51 |
-
},
|
| 52 |
-
"galaxy_09": {
|
| 53 |
-
"name": "Galactic Riot",
|
| 54 |
-
"bio": "Currently mid-merger and THRIVING. Tidal tails everywhere, stars flying, gas colliding. If you cannot handle me at my most disturbed you do not deserve me at my relaxed.",
|
| 55 |
-
"tags": ["Merger", "Chaotic", "Tidal Tails"],
|
| 56 |
-
"color": "#E85A7D",
|
| 57 |
-
},
|
| 58 |
-
"galaxy_10": {
|
| 59 |
-
"name": "Sapphire Haze",
|
| 60 |
-
"bio": "Diffuse, dreamy, and delightfully low surface brightness. You will need dark skies and patience to appreciate me. Worth it though.",
|
| 61 |
-
"tags": ["Low Surface Brightness", "Dreamy", "Patient"],
|
| 62 |
-
"color": "#88A6D6",
|
| 63 |
-
},
|
| 64 |
-
"galaxy_11": {
|
| 65 |
-
"name": "Blaze Runner",
|
| 66 |
-
"bio": "Starburst energy that will not quit. Forming stars at a reckless pace and producing galactic superwinds. Not here for a long time, here for a BRIGHT time.",
|
| 67 |
-
"tags": ["Starburst", "Superwind", "Intense"],
|
| 68 |
-
"color": "#E8A05A",
|
| 69 |
-
},
|
| 70 |
-
"galaxy_12": {
|
| 71 |
-
"name": "Silk Spiral",
|
| 72 |
-
"bio": "Grand design spiral with arms so well-defined they could be on a textbook cover. Photogenic from every angle. Yes, I am always this pretty.",
|
| 73 |
-
"tags": ["Grand Design", "Photogenic", "Classic"],
|
| 74 |
-
"color": "#A78BFA",
|
| 75 |
-
},
|
| 76 |
-
"galaxy_13": {
|
| 77 |
-
"name": "Orbit Tease",
|
| 78 |
-
"bio": "I have got a companion galaxy and we are in a complicated situationship. Tidal interactions keep things spicy. Open to new gravitational bonds.",
|
| 79 |
-
"tags": ["Interacting", "Situationship", "Spicy"],
|
| 80 |
-
"color": "#F472B6",
|
| 81 |
-
},
|
| 82 |
-
"galaxy_14": {
|
| 83 |
-
"name": "Celestial Sage",
|
| 84 |
-
"bio": "Elliptical and proud. No flashy spiral arms, just a smooth, uniform glow built over billions of years of mergers. I contain multitudes (of old stars).",
|
| 85 |
-
"tags": ["Elliptical", "Old Soul", "Smooth"],
|
| 86 |
-
"color": "#C9B688",
|
| 87 |
-
},
|
| 88 |
-
"galaxy_15": {
|
| 89 |
-
"name": "Pixel Punk",
|
| 90 |
-
"bio": "Small, faint, but with ATTITUDE. I may be barely resolved but my irregular morphology says I play by my own gravitational rules.",
|
| 91 |
-
"tags": ["Irregular", "Rebellious", "Compact"],
|
| 92 |
-
"color": "#5AE8C8",
|
| 93 |
-
},
|
| 94 |
-
"galaxy_16": {
|
| 95 |
-
"name": "Halo Queen",
|
| 96 |
-
"bio": "Extended halo, dominant bulge, and a dark matter envelope that goes on for megaparsecs. I take up space and I am not apologizing for it.",
|
| 97 |
-
"tags": ["Massive Halo", "Dominant", "Expansive"],
|
| 98 |
-
"color": "#D6A66B",
|
| 99 |
-
},
|
| 100 |
-
"galaxy_17": {
|
| 101 |
-
"name": "Aurora Wisp",
|
| 102 |
-
"bio": "Delicate and ethereal. My faint tidal features hint at a turbulent past but I have learned to glow softly. Healing era galaxy.",
|
| 103 |
-
"tags": ["Tidal Features", "Ethereal", "Healing Era"],
|
| 104 |
-
"color": "#88D6C9",
|
| 105 |
-
},
|
| 106 |
-
"galaxy_18": {
|
| 107 |
-
"name": "Midnight Mirage",
|
| 108 |
-
"bio": "Is that a ring? A shell? A tidal stream? Nobody can quite figure me out and I prefer it that way. Morphologically ambiguous and thriving.",
|
| 109 |
-
"tags": ["Peculiar", "Ambiguous", "Enigmatic"],
|
| 110 |
-
"color": "#8B6BD6",
|
| 111 |
-
},
|
| 112 |
-
"galaxy_19": {
|
| 113 |
-
"name": "Solar Flare",
|
| 114 |
-
"bio": "Blazing nucleus with jets that could cross a cluster. My AGN is active and so is my social life. Warning: I radiate in ALL wavelengths.",
|
| 115 |
-
"tags": ["Active Nucleus", "Jets", "Radiant"],
|
| 116 |
-
"color": "#E8D45A",
|
| 117 |
-
},
|
| 118 |
-
"galaxy_20": {
|
| 119 |
-
"name": "Glimmer Ghost",
|
| 120 |
-
"bio": "Ultra-diffuse and loving it. You could look right through me and miss the magic. Only the most dedicated observers get to know the real me.",
|
| 121 |
-
"tags": ["Ultra-Diffuse", "Elusive", "Hidden Gem"],
|
| 122 |
-
"color": "#A0C9E8",
|
| 123 |
-
},
|
| 124 |
-
"galaxy_21": {
|
| 125 |
-
"name": "Quasar Babe",
|
| 126 |
-
"bio": "Bright, bold, and unapologetically luminous. My central engine outshines entire galaxies. If you need someone low-maintenance, keep swiping.",
|
| 127 |
-
"tags": ["Luminous", "Bold", "High Maintenance"],
|
| 128 |
-
"color": "#D65A8B",
|
| 129 |
-
},
|
| 130 |
-
"galaxy_22": {
|
| 131 |
-
"name": "Lenticular Lux",
|
| 132 |
-
"bio": "Not quite spiral, not quite elliptical. I exist in the elegant in-between. My dust disk is subtle and my bulge is refined. Classy, never trashy.",
|
| 133 |
-
"tags": ["Lenticular", "Refined", "Classy"],
|
| 134 |
-
"color": "#C9A0E8",
|
| 135 |
-
},
|
| 136 |
-
"galaxy_23": {
|
| 137 |
-
"name": "Cluster Crush",
|
| 138 |
-
"bio": "Living my best life in a dense galaxy cluster. Surrounded by neighbors, feeding off the intracluster medium, and thriving in the chaos. Extrovert energy.",
|
| 139 |
-
"tags": ["Cluster Member", "Social", "Extrovert"],
|
| 140 |
-
"color": "#5AE87D",
|
| 141 |
-
},
|
| 142 |
-
}
|
| 143 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 144 |
GALAXY_IDS = list(GALAXY_PROFILES.keys())
|
| 145 |
NUM_GALAXIES = len(GALAXY_IDS)
|
| 146 |
TOTAL_PAIRS = NUM_GALAXIES * (NUM_GALAXIES - 1) // 2
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Galaxy profiles loaded from HuggingFace datasets."""
|
| 2 |
|
| 3 |
+
import logging
|
| 4 |
+
from typing import Dict, List
|
| 5 |
+
from .galaxy_data_loader import load_galaxy_data
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6 |
|
| 7 |
+
logger = logging.getLogger(__name__)
|
| 8 |
+
|
| 9 |
+
# Load galaxy profiles from HuggingFace datasets
|
| 10 |
+
_galaxy_data = load_galaxy_data()
|
| 11 |
+
GALAXY_PROFILES = _galaxy_data
|
| 12 |
GALAXY_IDS = list(GALAXY_PROFILES.keys())
|
| 13 |
NUM_GALAXIES = len(GALAXY_IDS)
|
| 14 |
TOTAL_PAIRS = NUM_GALAXIES * (NUM_GALAXIES - 1) // 2
|
| 15 |
+
|
| 16 |
+
logger.info(f"Loaded {NUM_GALAXIES} galaxies from datasets")
|
| 17 |
+
logger.info(f"Galaxy IDs: {GALAXY_IDS[:5]}{'...' if len(GALAXY_IDS) > 5 else ''}")
|