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Runtime error
Runtime error
Commit
Β·
03de2e8
1
Parent(s):
82fe24c
use abstracts as a ranking signal
Browse files
app.py
CHANGED
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@@ -33,12 +33,18 @@ def remove_html(x):
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# deduplicate
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# search per query
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-
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term = clean_query(term, clean=clean, strict=strict)
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# heuristic, 2 searches strict and not? and then merge?
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# https://api.scite.ai/search?mode=
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req = requests.get(
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search,
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headers={
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@@ -49,13 +55,18 @@ def search(term, limit=10, clean=True, strict=True):
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req.json()
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except:
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return [], []
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return (
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-
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[(doc['doi'], doc['citations'], doc['title'])
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-
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)
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def find_source(text, docs):
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for doc in docs:
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if text in remove_html(doc[1][0]['snippet']):
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@@ -150,6 +161,9 @@ st.markdown("""
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""", unsafe_allow_html=True)
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with st.expander("Settings (strictness, context limit, top hits)"):
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strict_lenient_mix = st.radio(
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"Type of strict+lenient combination: Fallback or Mix? If fallback, strict is run first then if the results are less than context_lim we also search lenient. Mix will search them both and let reranking sort em out",
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('fallback', 'mix'))
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@@ -178,9 +192,9 @@ def run_query(query):
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# could also try fallback if there are no good answers by score...
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limit = top_hits_limit or 100
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context_limit = context_lim or 10
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contexts_strict, orig_docs_strict = search(query, limit=limit, strict=True)
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if strict_lenient_mix == 'fallback' and len(contexts_strict) < context_limit:
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contexts_lenient, orig_docs_lenient = search(query, limit=limit, strict=False)
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contexts = list(
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set(contexts_strict + contexts_lenient)
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)
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# deduplicate
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# search per query
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# options are abstract search
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# all search
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def search(term, limit=10, clean=True, strict=True, abstracts=True):
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term = clean_query(term, clean=clean, strict=strict)
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# heuristic, 2 searches strict and not? and then merge?
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# https://api.scite.ai/search?mode=all&term=unit%20testing%20software&limit=10&date_from=2000&date_to=2022&offset=0&supporting_from=1&contrasting_from=0&contrasting_to=0&user_slug=domenic-rosati-keW5&compute_aggregations=true
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mode = 'all'
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if not abstracts:
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mode = 'citations'
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search = f"https://api.scite.ai/search?mode={mode}&term={term}&limit={limit}&offset=0&user_slug=domenic-rosati-keW5&compute_aggregations=false"
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req = requests.get(
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search,
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headers={
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req.json()
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except:
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return [], []
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citation_contexts = [remove_html('\n'.join([cite['snippet'] for cite in doc['citations']])) for doc in req.json()['hits']]
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return (
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citation_contexts,
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[(doc['doi'], doc['citations'], doc['title'])
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for doc in req.json()['hits']]
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)
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def find_source(text, docs):
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for doc in docs:
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if text in remove_html(doc[1][0]['snippet']):
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""", unsafe_allow_html=True)
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with st.expander("Settings (strictness, context limit, top hits)"):
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support_abstracts = st.radio(
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"Use abstracts as a ranking signal (if the words are matched in the abstract then the document is more relevant)?",
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('yes', 'no'))
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strict_lenient_mix = st.radio(
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"Type of strict+lenient combination: Fallback or Mix? If fallback, strict is run first then if the results are less than context_lim we also search lenient. Mix will search them both and let reranking sort em out",
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('fallback', 'mix'))
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# could also try fallback if there are no good answers by score...
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limit = top_hits_limit or 100
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context_limit = context_lim or 10
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contexts_strict, orig_docs_strict = search(query, limit=limit, strict=True, abstracts=support_abstracts == 'yes')
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if strict_lenient_mix == 'fallback' and len(contexts_strict) < context_limit:
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contexts_lenient, orig_docs_lenient = search(query, limit=limit, strict=False, abstracts=support_abstracts == 'yes')
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contexts = list(
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set(contexts_strict + contexts_lenient)
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)
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