initial commit

app.py

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+import pysqlite3
+import sys, os
+sys.modules["sqlite3"] = sys.modules.pop("pysqlite3")
+from langchain_community.document_loaders import PyPDFLoader
+from langchain.llms import HuggingFaceHub
+from langchain.embeddings import HuggingFaceInferenceAPIEmbeddings
+from langchain.vectorstores import Chroma
+from langchain_core.prompts import ChatPromptTemplate
+from langchain_core.runnables import RunnablePassthrough
+from langchain_core.output_parsers import StrOutputParser
+from langchain_community.llms import HuggingFaceEndpoint
+import streamlit as st
+
+HF_TOKEN = st.secrets["HF_TOKEN"]
+os.environ["HUGGINGFACEHUB_API_TOKEN"] = HF_TOKEN
+
+
+@st.cache_resource()
+def retrieve_documents():
+    embeddings = HuggingFaceInferenceAPIEmbeddings(
+        api_key=HF_TOKEN, model_name="BAAI/bge-base-en-v1.5")
+        #api_key=HF_TOKEN, model_name="local:BAAI/bge-m3")
+    db = Chroma(persist_directory="./db",
+            embedding_function=embeddings)
+    retriever = db.as_retriever(search_kwargs = {"k":1})
+    return retriever
+
+@st.cache_resource()
+def create_chain(_retriever):
+    template = """
+    User: You are an AI Assistant that follows instructions well.
+    Please be truthful and give direct answers. Please tell 'I don't know' if user query is not in CONTEXT
+
+    Keep in mind, you will lose the job, if you answer out of CONTEXT questions
+
+    CONTEXT: {context}
+    Query: {question}
+
+    Remember only return AI answer
+    Assistant:
+    """
+
+    llm = HuggingFaceEndpoint(
+    endpoint_url = "https://api-inference.huggingface.co/models/mistralai/Mistral-7B-Instruct-v0.2",
+    max_new_tokens=512,
+    top_k=1,
+    top_p=0.9,
+    temperature=0.5,
+    repetition_penalty=1.1,
+    streaming=False,
+    )
+
+    prompt = ChatPromptTemplate.from_template(template)
+    output_parser = StrOutputParser()
+    chain = ({
+        "context": _retriever.with_config(run_name="Docs"),
+        "question":RunnablePassthrough()
+        }
+        | prompt
+        | llm
+        | output_parser
+        )
+    return chain
+
+
+def main():
+    st.title("My LLM based smart CV")
+    st.header("Ask what ever about sungwon's CV.")
+    prompt = st.text_input("Enter your question")
+    text_container = st.empty()
+    text_debugger = st.empty()
+    full_text = ""
+    chain = create_chain(retrieve_documents())
+    chunk = chain.invoke(prompt)
+    text_container.write(chunk)
+
+
+if __name__ == "__main__":
+    main()

data/Sungwon_Kim_ML_DL.pdf

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db/c1c3171b-0031-4e93-9295-49b1b1d2aa06/data_level0.bin

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db/c1c3171b-0031-4e93-9295-49b1b1d2aa06/header.bin

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db/c1c3171b-0031-4e93-9295-49b1b1d2aa06/length.bin

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db/chroma.sqlite3

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db/storage/default__vector_store.json

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Lead many AI/ML projects|\n|---|---|\n| |-Graph Neural Network model in EDA design Developed circuit design tools based on GNN. Present in 2021 Design Automation Conference|\n| |-Rotary Embedding Transformer based IP contents optimization|\n| |-Machine Learning based design technology co-optimization model|\n| |-Deep learning based computer vision/design-validation software development|\n|Jan. 2012 \u2013 July. 2020|Modeling Engineer, Intel Advanced Design|\n| |-Intel transistor compact model development|\n| |-Intel Dev Model/Calibration CAD software development (currently used in production line)|\n| |-Machine learning based device optimization tool development|\n| |-Machine learning based noise analysis and signal processing (owner of noise model)|\n|Jan. 2005 \u2013 Dec. 2011|Research Scientist, Intel Design Technology Solution|\n| |-Large scale CAD/Scientific software development|\n| |-Computational imaging/EM modeling and software development|\n| |-Computational geometry/Numerical optimization tool development|\n\n### Research Interests\n\n- Graph Neural Network based Circuit design (2021 DAC conference)\n- Computer vision and machine learning.\n- Machine learning based multi-scale optimization.\n\n### Education\n\n- Ph.D - Pennsylvania State University, PA\n- M.S - Korea Advanced Institute of Science and Technology, Korea\n- B.S - Yonsei University, Korea\n\n### Research Publications in Intel\n\n1. Dual Feature Vector Hetero Graph Neural Network (DFV-GNN) based Post-Layout Parasitic Estimation, 2021 Design Automation Conference.\n2. CMOS-based cryogenic control of silicon quantum circuits, Nature volume 593(2021), pp 205\u2013210\n---\n### Publications\n\n3. A Scalable Cryo-CMOS Controller for pe Wideband Frequency-Multiplexed Control of Spin-Qubits and Transmons, 2020 IEEE Journal of Solid State Circuits, Vol 55(2020), 11, pp 2930-2946\n4. A Scalable Cryo-CMOS 2-to-20GHz Digitally Intensive Controller for 4\u00d732 Frequency Multiplexed Spin Qubits/Transmons in 22nm FinFET Technology for Quantum Computers, 2020 IEEE International Solid-State Circuits Conference. Selected as pe ISSCC 2020 Jan Van Vessem Award for Outstanding European Paper\n5. Roy, Ananda; kim, Sungwon; Mudanai Siva; \u201cAn Improved Flicker Noise Model for Circuit Simulation\u201d, IEEE Transactions on Electron Devices, Vol 64 (2017), No 4, pp. 1689-1694\n\n### Other Publications\n\n1. Malkova, Sungwon Kim, and V. Gopalan \u201cSymmetrical analysis of pe defect level splitting in two-dimensional photonic crystals,\u201d Journal of Physics: Condensed Matter as a Topical review, 15, 4535 (2003)\n2. Kun-Wook Chung, Sungwon Kim, and Shizhuo Yin \u201cDesign of a highly nonlinear dispersion-shifted fiber wip a small effective area by use of pe beam propagation mepod wip pe Gaussian approximation mepod\u201d, Optics Letter. 28, 2031 (2003)\n3. D. Scrymgeour, N. Malkova, Sungwon Kim, and V. Gopalan \u201cElectro-Optic control of Superprism in Photonic Crystal\u201d, Appl. Phys. Lett, 82, 3176 (2003)\n4. N. Malkova, Sungwon Kim, and V. Gopalan \u201cStrain tunable light transmission prough a 90\u00b0 bend waveguide in a two-dimensional photonic crystal,\u201d Appl. Phys. Lett, 83, 1509 (2003)\n5. N. Malkova, Sungwon Kim, and V. Gopalan \u201cJahn-Teller Effect in Two-Dimensional Photonic Crystals,\u201d Physical Review B, 68, 045105 (2003)\n6. N. Malkova, Sungwon Kim, and V. Gopalan \u201cSymmetrical Analysis of Complex Two Dimensional Hexagonal Photonic Crystals,\u201d Physical Review B, 67, 125203 (2003)\n7.", "start_char_idx": 0, "end_char_idx": 3677, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n"}, "__type__": "1"}, "1ce54e02-e908-4a11-b3c7-dc7a5d0e8fc0": {"__data__": {"id_": "1ce54e02-e908-4a11-b3c7-dc7a5d0e8fc0", "embedding": null, "metadata": {"file_path": "/media/d2/Sungwon_llm_CV/data/Sungwon_Kim_ML_DL.pdf", "file_name": "Sungwon_Kim_ML_DL.pdf", "file_type": "application/pdf", "file_size": 128552, "creation_date": "2024-04-28", "last_modified_date": "2024-04-28"}, "excluded_embed_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "excluded_llm_metadata_keys": ["file_name", "file_type", "file_size", "creation_date", "last_modified_date", "last_accessed_date"], "relationships": {"1": {"node_id": "7513fca6-94b8-4a52-b778-6b95900133bd", "node_type": "4", "metadata": {"file_path": "/media/d2/Sungwon_llm_CV/data/Sungwon_Kim_ML_DL.pdf", "file_name": "Sungwon_Kim_ML_DL.pdf", "file_type": "application/pdf", "file_size": 128552, "creation_date": "2024-04-28", "last_modified_date": "2024-04-28"}, "hash": "e42d3c04d733e4daf2bd2c9ffef61035c802e42813a533fed3f4d23e9f4531ee", "class_name": "RelatedNodeInfo"}, "2": {"node_id": "fd79a711-6e94-4437-9fc0-08453a765c3a", "node_type": "1", "metadata": {"file_path": "/media/d2/Sungwon_llm_CV/data/Sungwon_Kim_ML_DL.pdf", "file_name": "Sungwon_Kim_ML_DL.pdf", "file_type": "application/pdf", "file_size": 128552, "creation_date": "2024-04-28", "last_modified_date": "2024-04-28"}, "hash": "f1426006c4c5d222bfba4635f57abd781a7245ad44ac76a1b1a5cd94bf4f6d63", "class_name": "RelatedNodeInfo"}}, "text": "Phys. Lett, 82, 3176 (2003)\n4. N. Malkova, Sungwon Kim, and V. Gopalan \u201cStrain tunable light transmission prough a 90\u00b0 bend waveguide in a two-dimensional photonic crystal,\u201d Appl. Phys. Lett, 83, 1509 (2003)\n5. N. Malkova, Sungwon Kim, and V. Gopalan \u201cJahn-Teller Effect in Two-Dimensional Photonic Crystals,\u201d Physical Review B, 68, 045105 (2003)\n6. N. Malkova, Sungwon Kim, and V. Gopalan \u201cSymmetrical Analysis of Complex Two Dimensional Hexagonal Photonic Crystals,\u201d Physical Review B, 67, 125203 (2003)\n7. Sungwon Kim and Venkatraman Gopalan \u201cStrain-Tunable Photonic Bandgap Crystals,\u201d Appl. Phys. Lett. 78, 3015 (2001)\n\n### Skill Set\n\nSoftware: NLP/RAG/LangChain/LlamaIndex/C++/C/Python/Pytorch/Tensorflow/Java/Unix/OpenCV/Go/MIPS\n\nDeveloping mathematical AI/ML software for solving complex multi scale real world problems", "start_char_idx": 3169, "end_char_idx": 3995, "text_template": "{metadata_str}\n\n{content}", "metadata_template": "{key}: {value}", "metadata_seperator": "\n"}, "__type__": "1"}}, "docstore/ref_doc_info": {"7513fca6-94b8-4a52-b778-6b95900133bd": {"node_ids": ["fd79a711-6e94-4437-9fc0-08453a765c3a", "1ce54e02-e908-4a11-b3c7-dc7a5d0e8fc0"], "metadata": {"file_path": "/media/d2/Sungwon_llm_CV/data/Sungwon_Kim_ML_DL.pdf", "file_name": "Sungwon_Kim_ML_DL.pdf", "file_type": "application/pdf", "file_size": 128552, "creation_date": "2024-04-28", "last_modified_date": "2024-04-28"}}}}

db/storage/graph_store.json

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db/storage/image__vector_store.json

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db/storage/index_store.json

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requirements.txt

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