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Update app.py
Browse files
app.py
CHANGED
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@@ -129,7 +129,7 @@ def initialize_marquee_settings():
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"background": "#1E1E1E",
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"color": "#FFFFFF",
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"font-size": "14px",
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"animationDuration": "20s",
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"width": "100%",
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"lineHeight": "35px"
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}
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@@ -153,7 +153,6 @@ def update_marquee_settings_ui():
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key="text_color_picker")
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with cols[1]:
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font_size = st.slider("📏 Size", 10, 24, 14, key="font_size_slider")
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# The default is now 20, not 10
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duration = st.slider("⏱️ Speed", 1, 20, 20, key="duration_slider")
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st.session_state['marquee_settings'].update({
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@@ -174,6 +173,9 @@ def display_marquee(text, settings, key_suffix=""):
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st.write("")
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def get_high_info_terms(text: str, top_n=10) -> list:
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stop_words = set(['the', 'a', 'an', 'and', 'or', 'but', 'in', 'on', 'at', 'to', 'for', 'of', 'with'])
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words = re.findall(r'\b\w+(?:-\w+)*\b', text.lower())
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bi_grams = [' '.join(pair) for pair in zip(words, words[1:])]
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@@ -183,30 +185,43 @@ def get_high_info_terms(text: str, top_n=10) -> list:
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return [term for term, freq in counter.most_common(top_n)]
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def clean_text_for_filename(text: str) -> str:
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text = text.lower()
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text = re.sub(r'[^\w\s-]', '', text)
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words = text.split()
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filtered = [w for w in words if len(w) > 3 and w not in stop_short]
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return '_'.join(filtered)[:200]
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def generate_filename(prompt, response, file_type="md", max_length=200):
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"""
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Generate a shortened filename by:
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1. Extracting high-info terms
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2. Creating a smaller snippet
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3. Cleaning & joining them
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4.
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"""
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prefix = format_timestamp_prefix() + "_"
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combined_text = (prompt + " " + response)[:200]
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info_terms = get_high_info_terms(combined_text, top_n=5)
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snippet = (prompt[:40] + " " + response[:40]).strip()
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snippet_cleaned = clean_text_for_filename(snippet)
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name_parts = info_terms + [snippet_cleaned]
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leftover_chars = max_length - len(prefix) - len(file_type) - 1
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if len(full_name) > leftover_chars:
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full_name = full_name[:leftover_chars]
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@@ -223,31 +238,10 @@ def create_file(prompt, response, file_type="md"):
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f.write(prompt + "\n\n" + response)
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return filename
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def generate_filename_old(prompt, response, file_type="md"):
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prefix = format_timestamp_prefix() + "_"
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combined = (prompt + " " + response).strip()
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info_terms = get_high_info_terms(combined, top_n=10)
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snippet = (prompt[:100] + " " + response[:100]).strip()
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snippet_cleaned = clean_text_for_filename(snippet)
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name_parts = info_terms + [snippet_cleaned]
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full_name = '_'.join(name_parts)
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if len(full_name) > 150:
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full_name = full_name[:150]
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return f"{prefix}{full_name}.{file_type}"
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def create_file_old(prompt, response, file_type="md"):
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filename = generate_filename(prompt.strip(), response.strip(), file_type)
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with open(filename, 'w', encoding='utf-8') as f:
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f.write(prompt + "\n\n" + response)
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return filename
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def get_download_link(file, file_type="zip"):
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with open(file, "rb") as f:
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b64 = base64.b64encode(f.read()).decode()
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if file_type == "zip":
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@@ -262,6 +256,9 @@ def get_download_link(file, file_type="zip"):
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return f'<a href="data:application/octet-stream;base64,{b64}" download="{os.path.basename(file)}">Download {os.path.basename(file)}</a>'
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def clean_for_speech(text: str) -> str:
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text = text.replace("\n", " ")
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text = text.replace("</s>", " ")
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text = text.replace("#", "")
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@@ -284,13 +281,14 @@ def speak_with_edge_tts(text, voice="en-US-AriaNeural", rate=0, pitch=0, file_fo
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return asyncio.run(edge_tts_generate_audio(text, voice, rate, pitch, file_format))
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def play_and_download_audio(file_path, file_type="mp3"):
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if file_path and os.path.exists(file_path):
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st.audio(file_path)
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dl_link = get_download_link(file_path, file_type=file_type)
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st.markdown(dl_link, unsafe_allow_html=True)
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def save_qa_with_audio(question, answer, voice=None):
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"""Save Q&A to markdown and generate audio"""
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if not voice:
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voice = st.session_state['tts_voice']
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@@ -308,56 +306,11 @@ def save_qa_with_audio(question, answer, voice=None):
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return md_file, audio_file
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def process_paper_content(paper):
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marquee_text = f"📄 {paper['title']} | 👤 {paper['authors'][:100]} | 📝 {paper['summary'][:500]}"
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audio_text = f"{paper['title']} by {paper['authors']}. {paper['summary']}"
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return marquee_text, audio_text
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def create_paper_audio_files(papers, input_question):
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for paper in papers:
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try:
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marquee_text, audio_text = process_paper_content(paper)
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audio_text = clean_for_speech(audio_text)
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file_format = st.session_state['audio_format']
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audio_file = speak_with_edge_tts(audio_text,
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voice=st.session_state['tts_voice'],
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file_format=file_format)
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paper['full_audio'] = audio_file
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st.write(f"### {FILE_EMOJIS.get(file_format, '')} {os.path.basename(audio_file)}")
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play_and_download_audio(audio_file, file_type=file_format)
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paper['marquee_text'] = marquee_text
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except Exception as e:
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st.warning(f"Error processing paper {paper['title']}: {str(e)}")
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paper['full_audio'] = None
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paper['marquee_text'] = None
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def display_papers(papers, marquee_settings):
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st.write("## Research Papers")
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papercount = 0
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for paper in papers:
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papercount += 1
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if papercount <= 20:
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if paper.get('marquee_text'):
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display_marquee(paper['marquee_text'],
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marquee_settings,
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key_suffix=f"paper_{papercount}")
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with st.expander(f"{papercount}. 📄 {paper['title']}", expanded=True):
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st.markdown(f"**{paper['date']} | {paper['title']} | ⬇️**")
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st.markdown(f"*{paper['authors']}*")
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st.markdown(paper['summary'])
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if paper.get('full_audio'):
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st.write("📚 Paper Audio")
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file_ext = os.path.splitext(paper['full_audio'])[1].lower().strip('.')
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if file_ext in ['mp3', 'wav']:
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st.audio(paper['full_audio'])
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def parse_arxiv_refs(ref_text: str):
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if not ref_text:
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return []
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for i, line in enumerate(lines):
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if line.count('|') == 2:
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if current_paper:
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results.append(current_paper)
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if len(results) >= 20:
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'url': url,
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'authors': '',
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'summary': '',
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'
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}
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except Exception as e:
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st.warning(f"Error parsing paper header: {str(e)}")
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continue
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elif current_paper:
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if not current_paper['authors']:
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current_paper['authors'] = line.strip('* ')
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else:
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return results[:20]
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<science_problem>
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{{q}}
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</science_problem>
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6. Review and refine, add useful paper titles, keywords, descriptions of topics and concepts.:
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- Check that effectively communicates the problem and solutions
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- Ensure catchy and memorable
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- Verify maintains the requested style throughout
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"""
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# Claude:
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client = anthropic.Anthropic(api_key=anthropic_key)
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st.write("Claude's reply 🧠:")
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st.markdown(response.content[0].text)
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# Render audio track for Claude Response
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#filename = generate_filename(q, response.content[0].text)
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result = response.content[0].text
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create_file(q, result)
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# Save and produce audio for Claude response
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md_file, audio_file = save_qa_with_audio(q, result)
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st.subheader("📝 Main Response Audio")
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play_and_download_audio(audio_file, st.session_state['audio_format'])
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# Arxiv:
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st.write("Arxiv's AI this Evening is Mixtral 8x7B MoE Instruct with 9 English Voices 🧠:")
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result = f"### 🔎 {q}\n\n{r2}\n\n{refs}"
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# Save and produce audio
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md_file, audio_file = save_qa_with_audio(q, result)
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st.subheader("📝 Main Response Audio")
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papers = parse_arxiv_refs(refs)
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if papers:
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create_paper_audio_files(papers, input_question=q)
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display_papers(papers, get_marquee_settings())
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else:
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st.warning("No papers found in the response.")
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elapsed = time.time()-start
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st.write(f"**Total Elapsed:** {elapsed:.2f} s")
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return result
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def process_voice_input(text):
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full_audio=True
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)
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md_file, audio_file = save_qa_with_audio(text, result)
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st.subheader("📝 Generated Files")
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st.write(f"Audio: {audio_file}")
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play_and_download_audio(audio_file, st.session_state['audio_format'])
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def load_files_for_sidebar():
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md_files = glob.glob("*.md")
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mp3_files = glob.glob("*.mp3")
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wav_files = glob.glob("*.wav")
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md_files = [f for f in md_files if os.path.basename(f).lower() != 'readme.md']
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all_files = md_files + mp3_files + wav_files
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groups = defaultdict(list)
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prefix_length = len("MM_dd_yy_hh_mm_AP")
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for f in all_files:
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basename = os.path.basename(f)
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if len(basename) >= prefix_length and '_' in basename:
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group_name = basename[:prefix_length]
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groups[group_name].append(f)
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else:
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groups['Other'].append(f)
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sorted_groups = sorted(groups.items(),
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key=lambda x: x[0] if x[0] != 'Other' else '',
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reverse=True)
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return sorted_groups
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def display_file_manager_sidebar(groups_sorted):
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st.sidebar.title("🎵 Audio & Docs Manager")
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all_md = []
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all_mp3 = []
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all_wav = []
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for _, files in groups_sorted:
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for f in files:
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if f.endswith(".md"):
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all_md.append(f)
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elif f.endswith(".mp3"):
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all_mp3.append(f)
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elif f.endswith(".wav"):
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all_wav.append(f)
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col1, col4 = st.sidebar.columns(2)
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with col1:
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if st.button("🗑 Delete All"):
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for f in all_md:
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os.remove(f)
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for f in all_mp3:
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os.remove(f)
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for f in all_wav:
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os.remove(f)
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st.session_state.should_rerun = True
|
| 596 |
-
with col4:
|
| 597 |
-
if st.button("⬇️ Zip All"):
|
| 598 |
-
zip_name = create_zip_of_files(all_md, all_mp3, all_wav, st.session_state.get('last_query', ''))
|
| 599 |
-
if zip_name:
|
| 600 |
-
st.sidebar.markdown(get_download_link(zip_name, "zip"), unsafe_allow_html=True)
|
| 601 |
-
|
| 602 |
-
for group_name, files in groups_sorted:
|
| 603 |
-
if group_name == 'Other':
|
| 604 |
-
group_label = 'Other Files'
|
| 605 |
-
else:
|
| 606 |
-
try:
|
| 607 |
-
timestamp_dt = datetime.strptime(group_name, "%m_%d_%y_%I_%M_%p")
|
| 608 |
-
group_label = timestamp_dt.strftime("%b %d, %Y %I:%M %p")
|
| 609 |
-
except ValueError:
|
| 610 |
-
group_label = group_name
|
| 611 |
-
|
| 612 |
-
with st.sidebar.expander(f"📁 {group_label} ({len(files)})", expanded=True):
|
| 613 |
-
c1, c2 = st.columns(2)
|
| 614 |
-
with c1:
|
| 615 |
-
if st.button("👀 View", key=f"view_group_{group_name}"):
|
| 616 |
-
st.session_state.viewing_prefix = group_name
|
| 617 |
-
with c2:
|
| 618 |
-
if st.button("🗑 Del", key=f"del_group_{group_name}"):
|
| 619 |
-
for f in files:
|
| 620 |
-
os.remove(f)
|
| 621 |
-
st.success(f"Deleted group {group_label}!")
|
| 622 |
-
st.session_state.should_rerun = True
|
| 623 |
-
|
| 624 |
-
for f in files:
|
| 625 |
-
fname = os.path.basename(f)
|
| 626 |
-
ext = os.path.splitext(fname)[1].lower()
|
| 627 |
-
emoji = FILE_EMOJIS.get(ext.strip('.'), '')
|
| 628 |
-
mtime = os.path.getmtime(f)
|
| 629 |
-
ctime = datetime.fromtimestamp(mtime).strftime("%I:%M:%S %p")
|
| 630 |
-
st.write(f"{emoji} **{fname}** - {ctime}")
|
| 631 |
-
|
| 632 |
-
def create_zip_of_files(md_files, mp3_files, wav_files, input_question):
|
| 633 |
-
md_files = [f for f in md_files if os.path.basename(f).lower() != 'readme.md']
|
| 634 |
-
all_files = md_files + mp3_files + wav_files
|
| 635 |
-
if not all_files:
|
| 636 |
-
return None
|
| 637 |
-
|
| 638 |
-
all_content = []
|
| 639 |
-
for f in all_files:
|
| 640 |
-
if f.endswith('.md'):
|
| 641 |
-
with open(f, 'r', encoding='utf-8') as file:
|
| 642 |
-
all_content.append(file.read())
|
| 643 |
-
elif f.endswith('.mp3') or f.endswith('.wav'):
|
| 644 |
-
basename = os.path.splitext(os.path.basename(f))[0]
|
| 645 |
-
words = basename.replace('_', ' ')
|
| 646 |
-
all_content.append(words)
|
| 647 |
-
|
| 648 |
-
all_content.append(input_question)
|
| 649 |
-
combined_content = " ".join(all_content)
|
| 650 |
-
info_terms = get_high_info_terms(combined_content, top_n=10)
|
| 651 |
-
|
| 652 |
-
timestamp = format_timestamp_prefix()
|
| 653 |
-
name_text = '_'.join(term.replace(' ', '-') for term in info_terms[:10])
|
| 654 |
-
zip_name = f"{timestamp}_{name_text}.zip"
|
| 655 |
-
|
| 656 |
-
with zipfile.ZipFile(zip_name, 'w') as z:
|
| 657 |
-
for f in all_files:
|
| 658 |
-
z.write(f)
|
| 659 |
-
|
| 660 |
-
return zip_name
|
| 661 |
-
|
| 662 |
def main():
|
| 663 |
-
# Update marquee settings UI
|
| 664 |
update_marquee_settings_ui()
|
| 665 |
marquee_settings = get_marquee_settings()
|
| 666 |
-
|
| 667 |
# Initial welcome marquee
|
| 668 |
display_marquee(st.session_state['marquee_content'],
|
| 669 |
-
|
| 670 |
-
|
| 671 |
|
| 672 |
-
#
|
| 673 |
-
groups_sorted = load_files_for_sidebar()
|
| 674 |
-
|
| 675 |
-
# Update marquee content when viewing files
|
| 676 |
-
if st.session_state.viewing_prefix:
|
| 677 |
-
for group_name, files in groups_sorted:
|
| 678 |
-
if group_name == st.session_state.viewing_prefix:
|
| 679 |
-
for f in files:
|
| 680 |
-
if f.endswith('.md'):
|
| 681 |
-
with open(f, 'r', encoding='utf-8') as file:
|
| 682 |
-
st.session_state['marquee_content'] = file.read()[:280]
|
| 683 |
-
|
| 684 |
-
# Instead of putting voice settings in the sidebar,
|
| 685 |
-
# we will handle them in the "🎤 Voice" tab below.
|
| 686 |
-
|
| 687 |
-
# Main Interface
|
| 688 |
tab_main = st.radio("Action:", ["🎤 Voice", "📸 Media", "🔍 ArXiv", "📝 Editor"],
|
| 689 |
-
|
| 690 |
|
|
|
|
| 691 |
mycomponent = components.declare_component("mycomponent", path="mycomponent")
|
| 692 |
val = mycomponent(my_input_value="Hello")
|
| 693 |
|
|
|
|
| 694 |
if val:
|
| 695 |
val_stripped = val.replace('\\n', ' ')
|
| 696 |
edited_input = st.text_area("✏️ Edit Input:", value=val_stripped, height=100)
|
|
@@ -707,14 +614,20 @@ def main():
|
|
| 707 |
if autorun and input_changed:
|
| 708 |
st.session_state.old_val = val
|
| 709 |
st.session_state.last_query = edited_input
|
| 710 |
-
|
| 711 |
-
|
|
|
|
|
|
|
|
|
|
| 712 |
else:
|
| 713 |
if st.button("▶ Run"):
|
| 714 |
st.session_state.old_val = val
|
| 715 |
st.session_state.last_query = edited_input
|
| 716 |
-
|
| 717 |
-
|
|
|
|
|
|
|
|
|
|
| 718 |
|
| 719 |
# --- Tab: ArXiv
|
| 720 |
if tab_main == "🔍 ArXiv":
|
|
@@ -739,7 +652,7 @@ def main():
|
|
| 739 |
elif tab_main == "🎤 Voice":
|
| 740 |
st.subheader("🎤 Voice Input")
|
| 741 |
|
| 742 |
-
#
|
| 743 |
st.markdown("### 🎤 Voice Settings")
|
| 744 |
selected_voice = st.selectbox(
|
| 745 |
"Select TTS Voice:",
|
|
@@ -747,7 +660,6 @@ def main():
|
|
| 747 |
index=EDGE_TTS_VOICES.index(st.session_state['tts_voice'])
|
| 748 |
)
|
| 749 |
|
| 750 |
-
# Audio Format Settings below the voice selection
|
| 751 |
st.markdown("### 🔊 Audio Format")
|
| 752 |
selected_format = st.radio(
|
| 753 |
"Choose Audio Format:",
|
|
@@ -762,7 +674,7 @@ def main():
|
|
| 762 |
st.session_state['audio_format'] = selected_format.lower()
|
| 763 |
st.rerun()
|
| 764 |
|
| 765 |
-
#
|
| 766 |
user_text = st.text_area("💬 Message:", height=100)
|
| 767 |
user_text = user_text.strip().replace('\n', ' ')
|
| 768 |
|
|
@@ -776,92 +688,49 @@ def main():
|
|
| 776 |
|
| 777 |
# --- Tab: Media
|
| 778 |
elif tab_main == "📸 Media":
|
| 779 |
-
st.header("📸
|
| 780 |
-
tabs = st.tabs(["🖼 Images", "🎥 Video"])
|
|
|
|
| 781 |
with tabs[0]:
|
| 782 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 783 |
if imgs:
|
| 784 |
-
c = st.slider("Cols", 1, 5, 3)
|
| 785 |
cols = st.columns(c)
|
| 786 |
for i, f in enumerate(imgs):
|
| 787 |
with cols[i % c]:
|
| 788 |
st.image(Image.open(f), use_container_width=True)
|
| 789 |
-
if st.button(f"👀 Analyze {os.path.basename(f)}", key=f"analyze_{f}"):
|
| 790 |
-
response = openai_client.chat.completions.create(
|
| 791 |
-
model=st.session_state["openai_model"],
|
| 792 |
-
messages=[
|
| 793 |
-
{"role": "system", "content": "Analyze the image content."},
|
| 794 |
-
{"role": "user", "content": [
|
| 795 |
-
{"type": "image_url",
|
| 796 |
-
"image_url": {"url": f"data:image/jpeg;base64,{base64.b64encode(open(f, 'rb').read()).decode()}"}}
|
| 797 |
-
]}
|
| 798 |
-
]
|
| 799 |
-
)
|
| 800 |
-
st.markdown(response.choices[0].message.content)
|
| 801 |
else:
|
| 802 |
st.write("No images found.")
|
| 803 |
-
|
| 804 |
-
|
| 805 |
-
|
|
|
|
|
|
|
| 806 |
if vids:
|
| 807 |
for v in vids:
|
| 808 |
-
with st.expander(
|
| 809 |
st.video(v)
|
| 810 |
-
if st.button(f"Analyze {os.path.basename(v)}", key=f"analyze_{v}"):
|
| 811 |
-
frames = process_video(v)
|
| 812 |
-
response = openai_client.chat.completions.create(
|
| 813 |
-
model=st.session_state["openai_model"],
|
| 814 |
-
messages=[
|
| 815 |
-
{"role": "system", "content": "Analyze video frames."},
|
| 816 |
-
{"role": "user", "content": [
|
| 817 |
-
{"type": "image_url",
|
| 818 |
-
"image_url": {"url": f"data:image/jpeg;base64,{frame}"}}
|
| 819 |
-
for frame in frames
|
| 820 |
-
]}
|
| 821 |
-
]
|
| 822 |
-
)
|
| 823 |
-
st.markdown(response.choices[0].message.content)
|
| 824 |
else:
|
| 825 |
st.write("No videos found.")
|
| 826 |
|
| 827 |
# --- Tab: Editor
|
| 828 |
elif tab_main == "📝 Editor":
|
| 829 |
-
|
| 830 |
-
st.subheader(f"Editing: {st.session_state.editing_file}")
|
| 831 |
-
new_text = st.text_area("✏️ Content:", st.session_state.edit_new_content, height=300)
|
| 832 |
-
if st.button("💾 Save"):
|
| 833 |
-
with open(st.session_state.editing_file, 'w', encoding='utf-8') as f:
|
| 834 |
-
f.write(new_text)
|
| 835 |
-
st.success("File updated successfully!")
|
| 836 |
-
st.session_state.should_rerun = True
|
| 837 |
-
st.session_state.editing_file = None
|
| 838 |
-
else:
|
| 839 |
-
st.write("Select a file from the sidebar to edit.")
|
| 840 |
-
|
| 841 |
-
# Display file manager in sidebar
|
| 842 |
-
display_file_manager_sidebar(groups_sorted)
|
| 843 |
-
|
| 844 |
-
# Display viewed group content
|
| 845 |
-
if st.session_state.viewing_prefix and any(st.session_state.viewing_prefix == group for group, _ in groups_sorted):
|
| 846 |
-
st.write("---")
|
| 847 |
-
st.write(f"**Viewing Group:** {st.session_state.viewing_prefix}")
|
| 848 |
-
for group_name, files in groups_sorted:
|
| 849 |
-
if group_name == st.session_state.viewing_prefix:
|
| 850 |
-
for f in files:
|
| 851 |
-
fname = os.path.basename(f)
|
| 852 |
-
ext = os.path.splitext(fname)[1].lower().strip('.')
|
| 853 |
-
st.write(f"### {fname}")
|
| 854 |
-
if ext == "md":
|
| 855 |
-
content = open(f, 'r', encoding='utf-8').read()
|
| 856 |
-
st.markdown(content)
|
| 857 |
-
elif ext in ["mp3", "wav"]:
|
| 858 |
-
st.audio(f)
|
| 859 |
-
else:
|
| 860 |
-
st.markdown(get_download_link(f), unsafe_allow_html=True)
|
| 861 |
-
break
|
| 862 |
-
if st.button("❌ Close"):
|
| 863 |
-
st.session_state.viewing_prefix = None
|
| 864 |
-
st.session_state['marquee_content'] = "🚀 Welcome to Deep Research Evaluator | 🤖 Your Talking Research Assistant"
|
| 865 |
|
| 866 |
st.markdown("""
|
| 867 |
<style>
|
|
@@ -875,5 +744,6 @@ def main():
|
|
| 875 |
st.session_state.should_rerun = False
|
| 876 |
st.rerun()
|
| 877 |
|
|
|
|
| 878 |
if __name__ == "__main__":
|
| 879 |
main()
|
|
|
|
| 129 |
"background": "#1E1E1E",
|
| 130 |
"color": "#FFFFFF",
|
| 131 |
"font-size": "14px",
|
| 132 |
+
"animationDuration": "20s",
|
| 133 |
"width": "100%",
|
| 134 |
"lineHeight": "35px"
|
| 135 |
}
|
|
|
|
| 153 |
key="text_color_picker")
|
| 154 |
with cols[1]:
|
| 155 |
font_size = st.slider("📏 Size", 10, 24, 14, key="font_size_slider")
|
|
|
|
| 156 |
duration = st.slider("⏱️ Speed", 1, 20, 20, key="duration_slider")
|
| 157 |
|
| 158 |
st.session_state['marquee_settings'].update({
|
|
|
|
| 173 |
st.write("")
|
| 174 |
|
| 175 |
def get_high_info_terms(text: str, top_n=10) -> list:
|
| 176 |
+
"""
|
| 177 |
+
Finds the top_n frequent words or bigrams (excluding some common stopwords).
|
| 178 |
+
"""
|
| 179 |
stop_words = set(['the', 'a', 'an', 'and', 'or', 'but', 'in', 'on', 'at', 'to', 'for', 'of', 'with'])
|
| 180 |
words = re.findall(r'\b\w+(?:-\w+)*\b', text.lower())
|
| 181 |
bi_grams = [' '.join(pair) for pair in zip(words, words[1:])]
|
|
|
|
| 185 |
return [term for term, freq in counter.most_common(top_n)]
|
| 186 |
|
| 187 |
def clean_text_for_filename(text: str) -> str:
|
| 188 |
+
"""
|
| 189 |
+
Cleans a text so it can be used in a filename.
|
| 190 |
+
"""
|
| 191 |
text = text.lower()
|
| 192 |
text = re.sub(r'[^\w\s-]', '', text)
|
| 193 |
words = text.split()
|
| 194 |
+
# remove short or unhelpful words
|
| 195 |
+
stop_short = set(['the', 'and', 'for', 'with', 'this', 'that', 'ai', 'library'])
|
| 196 |
filtered = [w for w in words if len(w) > 3 and w not in stop_short]
|
| 197 |
return '_'.join(filtered)[:200]
|
| 198 |
|
| 199 |
|
|
|
|
| 200 |
def generate_filename(prompt, response, file_type="md", max_length=200):
|
| 201 |
"""
|
| 202 |
Generate a shortened filename by:
|
| 203 |
1. Extracting high-info terms
|
| 204 |
2. Creating a smaller snippet
|
| 205 |
3. Cleaning & joining them
|
| 206 |
+
4. Removing duplicates
|
| 207 |
+
5. Truncating if needed
|
| 208 |
"""
|
| 209 |
prefix = format_timestamp_prefix() + "_"
|
| 210 |
+
combined_text = (prompt + " " + response)[:200]
|
| 211 |
info_terms = get_high_info_terms(combined_text, top_n=5)
|
| 212 |
snippet = (prompt[:40] + " " + response[:40]).strip()
|
| 213 |
snippet_cleaned = clean_text_for_filename(snippet)
|
| 214 |
+
|
| 215 |
+
# Combine info terms + snippet, remove duplicates
|
| 216 |
name_parts = info_terms + [snippet_cleaned]
|
| 217 |
+
seen = set()
|
| 218 |
+
unique_parts = []
|
| 219 |
+
for part in name_parts:
|
| 220 |
+
if part not in seen:
|
| 221 |
+
seen.add(part)
|
| 222 |
+
unique_parts.append(part)
|
| 223 |
+
full_name = '_'.join(unique_parts).strip('_')
|
| 224 |
+
|
| 225 |
leftover_chars = max_length - len(prefix) - len(file_type) - 1
|
| 226 |
if len(full_name) > leftover_chars:
|
| 227 |
full_name = full_name[:leftover_chars]
|
|
|
|
| 238 |
f.write(prompt + "\n\n" + response)
|
| 239 |
return filename
|
| 240 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 241 |
def get_download_link(file, file_type="zip"):
|
| 242 |
+
"""
|
| 243 |
+
Returns an HTML anchor tag for downloading the specified file (base64-encoded).
|
| 244 |
+
"""
|
| 245 |
with open(file, "rb") as f:
|
| 246 |
b64 = base64.b64encode(f.read()).decode()
|
| 247 |
if file_type == "zip":
|
|
|
|
| 256 |
return f'<a href="data:application/octet-stream;base64,{b64}" download="{os.path.basename(file)}">Download {os.path.basename(file)}</a>'
|
| 257 |
|
| 258 |
def clean_for_speech(text: str) -> str:
|
| 259 |
+
"""
|
| 260 |
+
Cleans text to make TTS output more coherent.
|
| 261 |
+
"""
|
| 262 |
text = text.replace("\n", " ")
|
| 263 |
text = text.replace("</s>", " ")
|
| 264 |
text = text.replace("#", "")
|
|
|
|
| 281 |
return asyncio.run(edge_tts_generate_audio(text, voice, rate, pitch, file_format))
|
| 282 |
|
| 283 |
def play_and_download_audio(file_path, file_type="mp3"):
|
| 284 |
+
"""Play audio and show a direct download link in the main area."""
|
| 285 |
if file_path and os.path.exists(file_path):
|
| 286 |
st.audio(file_path)
|
| 287 |
dl_link = get_download_link(file_path, file_type=file_type)
|
| 288 |
st.markdown(dl_link, unsafe_allow_html=True)
|
| 289 |
|
| 290 |
def save_qa_with_audio(question, answer, voice=None):
|
| 291 |
+
"""Save Q&A to markdown and generate audio file."""
|
| 292 |
if not voice:
|
| 293 |
voice = st.session_state['tts_voice']
|
| 294 |
|
|
|
|
| 306 |
|
| 307 |
return md_file, audio_file
|
| 308 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 309 |
def parse_arxiv_refs(ref_text: str):
|
| 310 |
+
"""
|
| 311 |
+
Given a multi-line markdown with arxiv references, parse them into
|
| 312 |
+
a structure: [{date, title, url, authors, summary}, ...]
|
| 313 |
+
"""
|
| 314 |
if not ref_text:
|
| 315 |
return []
|
| 316 |
|
|
|
|
| 320 |
|
| 321 |
for i, line in enumerate(lines):
|
| 322 |
if line.count('|') == 2:
|
| 323 |
+
# We found a new paper header line
|
| 324 |
if current_paper:
|
| 325 |
results.append(current_paper)
|
| 326 |
if len(results) >= 20:
|
|
|
|
| 339 |
'url': url,
|
| 340 |
'authors': '',
|
| 341 |
'summary': '',
|
| 342 |
+
'full_audio': None,
|
| 343 |
+
'download_base64': '',
|
| 344 |
}
|
| 345 |
except Exception as e:
|
| 346 |
st.warning(f"Error parsing paper header: {str(e)}")
|
|
|
|
| 348 |
continue
|
| 349 |
|
| 350 |
elif current_paper:
|
| 351 |
+
# Fill authors if empty, else fill summary
|
| 352 |
if not current_paper['authors']:
|
| 353 |
current_paper['authors'] = line.strip('* ')
|
| 354 |
else:
|
|
|
|
| 362 |
|
| 363 |
return results[:20]
|
| 364 |
|
| 365 |
+
def create_paper_links_md(papers):
|
| 366 |
+
"""
|
| 367 |
+
Creates a minimal markdown list of paper titles + arxiv links
|
| 368 |
+
(and if you store PDF links, you could also include them).
|
| 369 |
+
"""
|
| 370 |
+
lines = ["# Paper Links\n"]
|
| 371 |
+
for i, p in enumerate(papers, start=1):
|
| 372 |
+
# Basic link
|
| 373 |
+
lines.append(f"{i}. **{p['title']}** — [Arxiv]({p['url']})")
|
| 374 |
+
return "\n".join(lines)
|
| 375 |
|
| 376 |
+
def create_paper_audio_files(papers, input_question):
|
| 377 |
+
"""
|
| 378 |
+
Generate TTS audio for each paper, store base64 link for stable download,
|
| 379 |
+
and attach to each paper dict.
|
| 380 |
+
"""
|
| 381 |
+
for paper in papers:
|
| 382 |
+
try:
|
| 383 |
+
# Just a short version for TTS
|
| 384 |
+
audio_text = f"{paper['title']} by {paper['authors']}. {paper['summary']}"
|
| 385 |
+
audio_text = clean_for_speech(audio_text)
|
|
|
|
|
|
|
|
|
|
| 386 |
|
| 387 |
+
file_format = st.session_state['audio_format']
|
| 388 |
+
audio_file = speak_with_edge_tts(
|
| 389 |
+
audio_text,
|
| 390 |
+
voice=st.session_state['tts_voice'],
|
| 391 |
+
file_format=file_format
|
| 392 |
+
)
|
| 393 |
+
paper['full_audio'] = audio_file
|
| 394 |
|
| 395 |
+
# Store a base64 link with consistent name
|
| 396 |
+
if audio_file:
|
| 397 |
+
with open(audio_file, "rb") as af:
|
| 398 |
+
b64_data = base64.b64encode(af.read()).decode()
|
| 399 |
+
# We'll keep the original file's name as the stable download name
|
| 400 |
+
download_filename = os.path.basename(audio_file)
|
| 401 |
+
mime_type = "mpeg" if file_format == "mp3" else "wav"
|
| 402 |
+
paper['download_base64'] = (
|
| 403 |
+
f'<a href="data:audio/{mime_type};base64,{b64_data}" '
|
| 404 |
+
f'download="{download_filename}">🎵 Download {download_filename}</a>'
|
| 405 |
+
)
|
| 406 |
|
| 407 |
+
except Exception as e:
|
| 408 |
+
st.warning(f"Error processing paper {paper['title']}: {str(e)}")
|
| 409 |
+
paper['full_audio'] = None
|
| 410 |
+
paper['download_base64'] = ''
|
| 411 |
|
| 412 |
+
def display_papers(papers, marquee_settings):
|
| 413 |
+
"""
|
| 414 |
+
Display the papers in the main area with marquee + expanders + audio.
|
| 415 |
+
"""
|
| 416 |
+
st.write("## Research Papers")
|
| 417 |
+
|
| 418 |
+
for i, paper in enumerate(papers, start=1):
|
| 419 |
+
# Show marquee
|
| 420 |
+
marquee_text = f"📄 {paper['title']} | 👤 {paper['authors'][:120]} | 📝 {paper['summary'][:200]}"
|
| 421 |
+
display_marquee(marquee_text, marquee_settings, key_suffix=f"paper_{i}")
|
| 422 |
+
|
| 423 |
+
with st.expander(f"{i}. 📄 {paper['title']}", expanded=True):
|
| 424 |
+
st.markdown(f"**{paper['date']} | {paper['title']} |** [Arxiv Link]({paper['url']})")
|
| 425 |
+
st.markdown(f"*Authors:* {paper['authors']}")
|
| 426 |
+
st.markdown(paper['summary'])
|
| 427 |
+
|
| 428 |
+
if paper.get('full_audio'):
|
| 429 |
+
st.write("📚 Paper Audio")
|
| 430 |
+
st.audio(paper['full_audio'])
|
| 431 |
+
if paper['download_base64']:
|
| 432 |
+
st.markdown(paper['download_base64'], unsafe_allow_html=True)
|
| 433 |
|
| 434 |
+
def display_papers_in_sidebar(papers):
|
| 435 |
+
"""
|
| 436 |
+
New approach: in the sidebar, mirror the paper listing
|
| 437 |
+
with expanders for each paper, link to arxiv, st.audio, etc.
|
| 438 |
+
"""
|
| 439 |
+
st.sidebar.title("🎶 Papers & Audio")
|
| 440 |
+
for i, paper in enumerate(papers, start=1):
|
| 441 |
+
with st.sidebar.expander(f"{i}. {paper['title']}"):
|
| 442 |
+
st.markdown(f"**Arxiv:** [Link]({paper['url']})")
|
| 443 |
+
if paper['full_audio']:
|
| 444 |
+
st.audio(paper['full_audio'])
|
| 445 |
+
if paper['download_base64']:
|
| 446 |
+
st.markdown(paper['download_base64'], unsafe_allow_html=True)
|
| 447 |
+
# Show minimal text if desired:
|
| 448 |
+
st.markdown(f"**Authors:** {paper['authors']}")
|
| 449 |
+
if paper['summary']:
|
| 450 |
+
st.markdown(f"**Summary:** {paper['summary'][:300]}...")
|
| 451 |
|
| 452 |
+
def create_zip_of_files(md_files, mp3_files, wav_files, input_question):
|
| 453 |
+
"""
|
| 454 |
+
Zip up all relevant files, but limit final zip name to 20 chars.
|
| 455 |
+
"""
|
| 456 |
+
md_files = [f for f in md_files if os.path.basename(f).lower() != 'readme.md']
|
| 457 |
+
all_files = md_files + mp3_files + wav_files
|
| 458 |
+
if not all_files:
|
| 459 |
+
return None
|
| 460 |
|
| 461 |
+
all_content = []
|
| 462 |
+
for f in all_files:
|
| 463 |
+
if f.endswith('.md'):
|
| 464 |
+
with open(f, 'r', encoding='utf-8') as file:
|
| 465 |
+
all_content.append(file.read())
|
| 466 |
+
elif f.endswith('.mp3') or f.endswith('.wav'):
|
| 467 |
+
# Add some text representation
|
| 468 |
+
basename = os.path.splitext(os.path.basename(f))[0]
|
| 469 |
+
words = basename.replace('_', ' ')
|
| 470 |
+
all_content.append(words)
|
| 471 |
+
|
| 472 |
+
all_content.append(input_question)
|
| 473 |
+
combined_content = " ".join(all_content)
|
| 474 |
+
info_terms = get_high_info_terms(combined_content, top_n=10)
|
| 475 |
+
|
| 476 |
+
timestamp = format_timestamp_prefix()
|
| 477 |
+
name_text = '-'.join(term for term in info_terms[:5]) # shorter
|
| 478 |
+
# Limit the final name to 20 chars (excluding .zip)
|
| 479 |
+
short_zip_name = (timestamp + "_" + name_text)[:20] + ".zip"
|
| 480 |
+
|
| 481 |
+
with zipfile.ZipFile(short_zip_name, 'w') as z:
|
| 482 |
+
for f in all_files:
|
| 483 |
+
z.write(f)
|
| 484 |
+
|
| 485 |
+
return short_zip_name
|
| 486 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 487 |
|
| 488 |
+
# ---------------------------- 1/11/2025 - add a constitution to my arxiv system templating to build configurable personality
|
| 489 |
|
| 490 |
+
def perform_ai_lookup(q, vocal_summary=True, extended_refs=False,
|
| 491 |
+
titles_summary=True, full_audio=False):
|
| 492 |
+
start = time.time()
|
| 493 |
|
| 494 |
+
ai_constitution = """
|
| 495 |
+
You are a talented AI coder and songwriter with a unique ability to explain scientific concepts through music with code easter eggs.. Your task is to create a song that not only entertains but also educates listeners about a specific science problem and its potential solutions.
|
| 496 |
|
| 497 |
+
(Omitted extra instructions for brevity...)
|
| 498 |
+
"""
|
| 499 |
|
| 500 |
# Claude:
|
| 501 |
client = anthropic.Anthropic(api_key=anthropic_key)
|
|
|
|
| 511 |
st.write("Claude's reply 🧠:")
|
| 512 |
st.markdown(response.content[0].text)
|
| 513 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 514 |
# Save and produce audio for Claude response
|
| 515 |
+
result = response.content[0].text
|
| 516 |
+
create_file(q, result) # MD file
|
| 517 |
md_file, audio_file = save_qa_with_audio(q, result)
|
| 518 |
st.subheader("📝 Main Response Audio")
|
| 519 |
play_and_download_audio(audio_file, st.session_state['audio_format'])
|
| 520 |
|
| 521 |
|
|
|
|
|
|
|
|
|
|
| 522 |
# Arxiv:
|
| 523 |
st.write("Arxiv's AI this Evening is Mixtral 8x7B MoE Instruct with 9 English Voices 🧠:")
|
| 524 |
|
|
|
|
| 532 |
|
| 533 |
result = f"### 🔎 {q}\n\n{r2}\n\n{refs}"
|
| 534 |
|
| 535 |
+
# Save and produce audio for second response
|
| 536 |
md_file, audio_file = save_qa_with_audio(q, result)
|
| 537 |
|
| 538 |
st.subheader("📝 Main Response Audio")
|
|
|
|
| 540 |
|
| 541 |
papers = parse_arxiv_refs(refs)
|
| 542 |
if papers:
|
| 543 |
+
# 4) Create & show a minimal markdown links page before generating audio
|
| 544 |
+
paper_links = create_paper_links_md(papers)
|
| 545 |
+
links_file = create_file(q, paper_links, "md")
|
| 546 |
+
st.markdown(paper_links)
|
| 547 |
+
|
| 548 |
+
# Now produce audio for each paper
|
| 549 |
create_paper_audio_files(papers, input_question=q)
|
| 550 |
display_papers(papers, get_marquee_settings())
|
| 551 |
+
|
| 552 |
+
# Also display in the sidebar as requested
|
| 553 |
+
display_papers_in_sidebar(papers)
|
| 554 |
else:
|
| 555 |
st.warning("No papers found in the response.")
|
| 556 |
|
| 557 |
+
elapsed = time.time() - start
|
| 558 |
st.write(f"**Total Elapsed:** {elapsed:.2f} s")
|
|
|
|
| 559 |
return result
|
| 560 |
|
| 561 |
def process_voice_input(text):
|
|
|
|
| 571 |
full_audio=True
|
| 572 |
)
|
| 573 |
|
| 574 |
+
# Save final Q&A with audio
|
| 575 |
md_file, audio_file = save_qa_with_audio(text, result)
|
| 576 |
|
| 577 |
st.subheader("📝 Generated Files")
|
|
|
|
| 579 |
st.write(f"Audio: {audio_file}")
|
| 580 |
play_and_download_audio(audio_file, st.session_state['audio_format'])
|
| 581 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 582 |
def main():
|
| 583 |
+
# Update marquee settings UI
|
| 584 |
update_marquee_settings_ui()
|
| 585 |
marquee_settings = get_marquee_settings()
|
| 586 |
+
|
| 587 |
# Initial welcome marquee
|
| 588 |
display_marquee(st.session_state['marquee_content'],
|
| 589 |
+
{**marquee_settings, "font-size": "28px", "lineHeight": "50px"},
|
| 590 |
+
key_suffix="welcome")
|
| 591 |
|
| 592 |
+
# Main action tabs
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 593 |
tab_main = st.radio("Action:", ["🎤 Voice", "📸 Media", "🔍 ArXiv", "📝 Editor"],
|
| 594 |
+
horizontal=True)
|
| 595 |
|
| 596 |
+
# Simple example usage of a Streamlit component (placeholder)
|
| 597 |
mycomponent = components.declare_component("mycomponent", path="mycomponent")
|
| 598 |
val = mycomponent(my_input_value="Hello")
|
| 599 |
|
| 600 |
+
# Quick example - if the component returns text:
|
| 601 |
if val:
|
| 602 |
val_stripped = val.replace('\\n', ' ')
|
| 603 |
edited_input = st.text_area("✏️ Edit Input:", value=val_stripped, height=100)
|
|
|
|
| 614 |
if autorun and input_changed:
|
| 615 |
st.session_state.old_val = val
|
| 616 |
st.session_state.last_query = edited_input
|
| 617 |
+
perform_ai_lookup(edited_input,
|
| 618 |
+
vocal_summary=True,
|
| 619 |
+
extended_refs=False,
|
| 620 |
+
titles_summary=True,
|
| 621 |
+
full_audio=full_audio)
|
| 622 |
else:
|
| 623 |
if st.button("▶ Run"):
|
| 624 |
st.session_state.old_val = val
|
| 625 |
st.session_state.last_query = edited_input
|
| 626 |
+
perform_ai_lookup(edited_input,
|
| 627 |
+
vocal_summary=True,
|
| 628 |
+
extended_refs=False,
|
| 629 |
+
titles_summary=True,
|
| 630 |
+
full_audio=full_audio)
|
| 631 |
|
| 632 |
# --- Tab: ArXiv
|
| 633 |
if tab_main == "🔍 ArXiv":
|
|
|
|
| 652 |
elif tab_main == "🎤 Voice":
|
| 653 |
st.subheader("🎤 Voice Input")
|
| 654 |
|
| 655 |
+
# Voice and format settings
|
| 656 |
st.markdown("### 🎤 Voice Settings")
|
| 657 |
selected_voice = st.selectbox(
|
| 658 |
"Select TTS Voice:",
|
|
|
|
| 660 |
index=EDGE_TTS_VOICES.index(st.session_state['tts_voice'])
|
| 661 |
)
|
| 662 |
|
|
|
|
| 663 |
st.markdown("### 🔊 Audio Format")
|
| 664 |
selected_format = st.radio(
|
| 665 |
"Choose Audio Format:",
|
|
|
|
| 674 |
st.session_state['audio_format'] = selected_format.lower()
|
| 675 |
st.rerun()
|
| 676 |
|
| 677 |
+
# User text
|
| 678 |
user_text = st.text_area("💬 Message:", height=100)
|
| 679 |
user_text = user_text.strip().replace('\n', ' ')
|
| 680 |
|
|
|
|
| 688 |
|
| 689 |
# --- Tab: Media
|
| 690 |
elif tab_main == "📸 Media":
|
| 691 |
+
st.header("📸 Media Gallery")
|
| 692 |
+
tabs = st.tabs(["🎵 Audio", "🖼 Images", "🎥 Video"]) # audio first = default
|
| 693 |
+
# --- Audio Tab
|
| 694 |
with tabs[0]:
|
| 695 |
+
st.subheader("🎵 Audio Files")
|
| 696 |
+
audio_files = glob.glob("*.mp3") + glob.glob("*.wav")
|
| 697 |
+
if audio_files:
|
| 698 |
+
for a in audio_files:
|
| 699 |
+
with st.expander(os.path.basename(a)):
|
| 700 |
+
st.audio(a)
|
| 701 |
+
ext = os.path.splitext(a)[1].replace('.', '')
|
| 702 |
+
dl_link = get_download_link(a, file_type=ext)
|
| 703 |
+
st.markdown(dl_link, unsafe_allow_html=True)
|
| 704 |
+
else:
|
| 705 |
+
st.write("No audio files found.")
|
| 706 |
+
|
| 707 |
+
# --- Images Tab
|
| 708 |
+
with tabs[1]:
|
| 709 |
+
st.subheader("🖼 Image Files")
|
| 710 |
+
imgs = glob.glob("*.png") + glob.glob("*.jpg") + glob.glob("*.jpeg")
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| 711 |
if imgs:
|
| 712 |
+
c = st.slider("Cols", 1, 5, 3, key="cols_images")
|
| 713 |
cols = st.columns(c)
|
| 714 |
for i, f in enumerate(imgs):
|
| 715 |
with cols[i % c]:
|
| 716 |
st.image(Image.open(f), use_container_width=True)
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| 717 |
else:
|
| 718 |
st.write("No images found.")
|
| 719 |
+
|
| 720 |
+
# --- Video Tab
|
| 721 |
+
with tabs[2]:
|
| 722 |
+
st.subheader("🎥 Video Files")
|
| 723 |
+
vids = glob.glob("*.mp4") + glob.glob("*.mov") + glob.glob("*.avi")
|
| 724 |
if vids:
|
| 725 |
for v in vids:
|
| 726 |
+
with st.expander(os.path.basename(v)):
|
| 727 |
st.video(v)
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|
| 728 |
else:
|
| 729 |
st.write("No videos found.")
|
| 730 |
|
| 731 |
# --- Tab: Editor
|
| 732 |
elif tab_main == "📝 Editor":
|
| 733 |
+
st.write("Select or create a file to edit. (Currently minimal demo)")
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|
| 734 |
|
| 735 |
st.markdown("""
|
| 736 |
<style>
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|
| 744 |
st.session_state.should_rerun = False
|
| 745 |
st.rerun()
|
| 746 |
|
| 747 |
+
|
| 748 |
if __name__ == "__main__":
|
| 749 |
main()
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