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Commands

Run (Exactly This)

uv pip install llama-cpp-python --no-cache

PowerShell

$env:CMAKE_ARGS="-DLLAMA_CUDA=off -DLLAMA_METAL=off"
uv pip install llama-cpp-python --no-cache

CMD

set CMAKE_ARGS=-DLLAMA_CUDA=off -DLLAMA_METAL=off
uv pip install llama-cpp-python --no-cache

Phase 1 Verification Results

PDF Processed: Academic PDF

Log Summary:

  • Total chunks processed: [N]
  • Total tokens: [N]
  • Average tokens/second: [X]
  • All three tasks logged: Yes/No

Sample Output:

  • Summary: [paste full output from chunk 0]
  • Concept: [paste full output from chunk 0]
  • Chat Q&A: [paste full Q&A]

Phase 1 Status: ✅ COMPLETE

Criterion Verification Method Status
Chat works locally chat_with_pdf() returns answers
Summaries generated summary_prompt_template produces output
Concepts extracted concept_prompt_template produces output
No external API calls Check log_df["hardware"] shows local CPU/GPU
Cost/latency logged experiments/phase1_logs.csv exists with data

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Multimodel Document Intelliigence for better document understanding and context awareness for Academic Documents

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