davanstrien HF Staff Claude Opus 4.5 commited on
Commit
460689f
·
1 Parent(s): 2740f73

Fix confidence score: truncate instead of round to prevent 99.95%+ showing as 100%

Browse files

The previous %.1f formatting rounded 0.9999 → 100.0%. Added a custom Jinja2
filter that uses math.floor to truncate, so 0.9999 → 99.9% and only true 1.0
shows 100.0%.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

Files changed (2) hide show
  1. app.py +11 -1
  2. templates/partials/paper_card.html +2 -2
app.py CHANGED
@@ -3,6 +3,7 @@ FastAPI + HTMX app for browsing arxiv papers with new ML datasets.
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  Downloads Lance dataset from HuggingFace Hub and loads locally.
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  """
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  import re
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  from datetime import date, timedelta
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  from functools import lru_cache
@@ -46,9 +47,18 @@ def highlight_search(text: str, search: str) -> Markup:
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  return Markup(highlighted)
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- # Register custom filter
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  templates.env.filters["highlight"] = highlight_search
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  # Dataset config
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  DATASET_REPO = "librarian-bots/arxiv-cs-papers-lance"
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  Downloads Lance dataset from HuggingFace Hub and loads locally.
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  """
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+ import math
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  import re
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  from datetime import date, timedelta
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  from functools import lru_cache
 
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  return Markup(highlighted)
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+ # Register custom filters
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  templates.env.filters["highlight"] = highlight_search
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+
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+ def confidence_fmt(score):
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+ """Format confidence as percentage, truncating to 1 decimal to avoid rounding 99.95->100."""
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+ pct = math.floor(score * 1000) / 10
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+ return f"{pct:.1f}"
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+
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+
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+ templates.env.filters["confidence"] = confidence_fmt
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+
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  # Dataset config
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  DATASET_REPO = "librarian-bots/arxiv-cs-papers-lance"
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templates/partials/paper_card.html CHANGED
@@ -36,7 +36,7 @@
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  </span>
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  </span>
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  <span class="text-gray-400 inline-flex items-center gap-1">
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- {{ "%.1f"|format(paper.confidence_score * 100) }}% conf.
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  <span class="cursor-help" title="Model confidence this paper introduces a new dataset">
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  <svg class="w-3.5 h-3.5 text-gray-300" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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  <circle cx="12" cy="12" r="10" stroke-width="1.5"></circle>
@@ -47,7 +47,7 @@
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  </span>
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  {% else %}
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  <span class="{% if paper.confidence_score < 0.8 %}text-gray-400{% else %}text-gray-500{% endif %} inline-flex items-center gap-1">
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- {{ "%.1f"|format(paper.confidence_score * 100) }}% conf.
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  <span class="cursor-help" title="Model confidence this paper introduces a new dataset">
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  <svg class="w-3.5 h-3.5 {% if paper.confidence_score < 0.8 %}text-gray-300{% else %}text-gray-400{% endif %}" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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  <circle cx="12" cy="12" r="10" stroke-width="1.5"></circle>
 
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  </span>
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  </span>
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  <span class="text-gray-400 inline-flex items-center gap-1">
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+ {{ paper.confidence_score|confidence }}% conf.
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  <span class="cursor-help" title="Model confidence this paper introduces a new dataset">
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  <svg class="w-3.5 h-3.5 text-gray-300" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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  <circle cx="12" cy="12" r="10" stroke-width="1.5"></circle>
 
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  </span>
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  {% else %}
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  <span class="{% if paper.confidence_score < 0.8 %}text-gray-400{% else %}text-gray-500{% endif %} inline-flex items-center gap-1">
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+ {{ paper.confidence_score|confidence }}% conf.
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  <span class="cursor-help" title="Model confidence this paper introduces a new dataset">
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  <svg class="w-3.5 h-3.5 {% if paper.confidence_score < 0.8 %}text-gray-300{% else %}text-gray-400{% endif %}" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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  <circle cx="12" cy="12" r="10" stroke-width="1.5"></circle>