Initial commit

.env

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+GROQ_API_KEY="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"

.gitignore

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+portfolio

.idea/.gitignore

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+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml

.idea/Portfolio.iml

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+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="jdk" jdkName="Python 3.13 (Portfolio)" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>

.idea/inspectionProfiles/Project_Default.xml

@@ -0,0 +1,232 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="Eslint" enabled="true" level="WARNING" enabled_by_default="true" />
+    <inspection_tool class="JupyterPackageInspection" enabled="false" level="WARNING" enabled_by_default="false" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <value>
+          <list size="200">
+            <item index="0" class="java.lang.String" itemvalue="tangled-up-in-unicode" />
+            <item index="1" class="java.lang.String" itemvalue="numba" />
+            <item index="2" class="java.lang.String" itemvalue="py" />
+            <item index="3" class="java.lang.String" itemvalue="coreschema" />
+            <item index="4" class="java.lang.String" itemvalue="patsy" />
+            <item index="5" class="java.lang.String" itemvalue="credential" />
+            <item index="6" class="java.lang.String" itemvalue="comm" />
+            <item index="7" class="java.lang.String" itemvalue="pydantic" />
+            <item index="8" class="java.lang.String" itemvalue="Werkzeug" />
+            <item index="9" class="java.lang.String" itemvalue="asgiref" />
+            <item index="10" class="java.lang.String" itemvalue="wordcloud" />
+            <item index="11" class="java.lang.String" itemvalue="click" />
+            <item index="12" class="java.lang.String" itemvalue="ipykernel" />
+            <item index="13" class="java.lang.String" itemvalue="phik" />
+            <item index="14" class="java.lang.String" itemvalue="contourpy" />
+            <item index="15" class="java.lang.String" itemvalue="psutil" />
+            <item index="16" class="java.lang.String" itemvalue="pdoc3" />
+            <item index="17" class="java.lang.String" itemvalue="regex" />
+            <item index="18" class="java.lang.String" itemvalue="pydantic_core" />
+            <item index="19" class="java.lang.String" itemvalue="platformdirs" />
+            <item index="20" class="java.lang.String" itemvalue="cytoolz" />
+            <item index="21" class="java.lang.String" itemvalue="matplotlib" />
+            <item index="22" class="java.lang.String" itemvalue="Mako" />
+            <item index="23" class="java.lang.String" itemvalue="PyJWT" />
+            <item index="24" class="java.lang.String" itemvalue="networkx" />
+            <item index="25" class="java.lang.String" itemvalue="pluggy" />
+            <item index="26" class="java.lang.String" itemvalue="numpy" />
+            <item index="27" class="java.lang.String" itemvalue="requests" />
+            <item index="28" class="java.lang.String" itemvalue="bitarray" />
+            <item index="29" class="java.lang.String" itemvalue="drf-yasg" />
+            <item index="30" class="java.lang.String" itemvalue="eth-account" />
+            <item index="31" class="java.lang.String" itemvalue="celery" />
+            <item index="32" class="java.lang.String" itemvalue="seaborn" />
+            <item index="33" class="java.lang.String" itemvalue="stack-data" />
+            <item index="34" class="java.lang.String" itemvalue="multimethod" />
+            <item index="35" class="java.lang.String" itemvalue="PyWavelets" />
+            <item index="36" class="java.lang.String" itemvalue="ruamel.yaml.clib" />
+            <item index="37" class="java.lang.String" itemvalue="nest-asyncio" />
+            <item index="38" class="java.lang.String" itemvalue="prompt-toolkit" />
+            <item index="39" class="java.lang.String" itemvalue="visions" />
+            <item index="40" class="java.lang.String" itemvalue="itsdangerous" />
+            <item index="41" class="java.lang.String" itemvalue="websockets" />
+            <item index="42" class="java.lang.String" itemvalue="blinker" />
+            <item index="43" class="java.lang.String" itemvalue="ovh" />
+            <item index="44" class="java.lang.String" itemvalue="uritemplate" />
+            <item index="45" class="java.lang.String" itemvalue="annotated-types" />
+            <item index="46" class="java.lang.String" itemvalue="scipy" />
+            <item index="47" class="java.lang.String" itemvalue="ydata-profiling" />
+            <item index="48" class="java.lang.String" itemvalue="amqp" />
+            <item index="49" class="java.lang.String" itemvalue="parsimonious" />
+            <item index="50" class="java.lang.String" itemvalue="web3" />
+            <item index="51" class="java.lang.String" itemvalue="hpack" />
+            <item index="52" class="java.lang.String" itemvalue="toml" />
+            <item index="53" class="java.lang.String" itemvalue="toolz" />
+            <item index="54" class="java.lang.String" itemvalue="eth-keyfile" />
+            <item index="55" class="java.lang.String" itemvalue="rlp" />
+            <item index="56" class="java.lang.String" itemvalue="typing_extensions" />
+            <item index="57" class="java.lang.String" itemvalue="debugpy" />
+            <item index="58" class="java.lang.String" itemvalue="itypes" />
+            <item index="59" class="java.lang.String" itemvalue="statsmodels" />
+            <item index="60" class="java.lang.String" itemvalue="multidict" />
+            <item index="61" class="java.lang.String" itemvalue="yarl" />
+            <item index="62" class="java.lang.String" itemvalue="click-repl" />
+            <item index="63" class="java.lang.String" itemvalue="pycryptodome" />
+            <item index="64" class="java.lang.String" itemvalue="eth-utils" />
+            <item index="65" class="java.lang.String" itemvalue="dacite" />
+            <item index="66" class="java.lang.String" itemvalue="inflection" />
+            <item index="67" class="java.lang.String" itemvalue="Pillow" />
+            <item index="68" class="java.lang.String" itemvalue="traitlets" />
+            <item index="69" class="java.lang.String" itemvalue="varint" />
+            <item index="70" class="java.lang.String" itemvalue="protobuf" />
+            <item index="71" class="java.lang.String" itemvalue="hexbytes" />
+            <item index="72" class="java.lang.String" itemvalue="panda" />
+            <item index="73" class="java.lang.String" itemvalue="python-dotenv" />
+            <item index="74" class="java.lang.String" itemvalue="cycler" />
+            <item index="75" class="java.lang.String" itemvalue="kombu" />
+            <item index="76" class="java.lang.String" itemvalue="eth-hash" />
+            <item index="77" class="java.lang.String" itemvalue="frozenlist" />
+            <item index="78" class="java.lang.String" itemvalue="fsspec" />
+            <item index="79" class="java.lang.String" itemvalue="filelock" />
+            <item index="80" class="java.lang.String" itemvalue="eth-typing" />
+            <item index="81" class="java.lang.String" itemvalue="safetensors" />
+            <item index="82" class="java.lang.String" itemvalue="pyparsing" />
+            <item index="83" class="java.lang.String" itemvalue="Markdown" />
+            <item index="84" class="java.lang.String" itemvalue="vine" />
+            <item index="85" class="java.lang.String" itemvalue="memory-profiler" />
+            <item index="86" class="java.lang.String" itemvalue="tokenizers" />
+            <item index="87" class="java.lang.String" itemvalue="email-validator" />
+            <item index="88" class="java.lang.String" itemvalue="dnspython" />
+            <item index="89" class="java.lang.String" itemvalue="eth-abi" />
+            <item index="90" class="java.lang.String" itemvalue="iniconfig" />
+            <item index="91" class="java.lang.String" itemvalue="cryptography" />
+            <item index="92" class="java.lang.String" itemvalue="kiwisolver" />
+            <item index="93" class="java.lang.String" itemvalue="appnope" />
+            <item index="94" class="java.lang.String" itemvalue="alastria-identity" />
+            <item index="95" class="java.lang.String" itemvalue="fonttools" />
+            <item index="96" class="java.lang.String" itemvalue="mock" />
+            <item index="97" class="java.lang.String" itemvalue="multiaddr" />
+            <item index="98" class="java.lang.String" itemvalue="lru-dict" />
+            <item index="99" class="java.lang.String" itemvalue="credentials" />
+            <item index="100" class="java.lang.String" itemvalue="wcwidth" />
+            <item index="101" class="java.lang.String" itemvalue="llvmlite" />
+            <item index="102" class="java.lang.String" itemvalue="click-didyoumean" />
+            <item index="103" class="java.lang.String" itemvalue="typeguard" />
+            <item index="104" class="java.lang.String" itemvalue="sqlparse" />
+            <item index="105" class="java.lang.String" itemvalue="eth-rlp" />
+            <item index="106" class="java.lang.String" itemvalue="netaddr" />
+            <item index="107" class="java.lang.String" itemvalue="billiard" />
+            <item index="108" class="java.lang.String" itemvalue="Flask" />
+            <item index="109" class="java.lang.String" itemvalue="eth-keys" />
+            <item index="110" class="java.lang.String" itemvalue="pytest" />
+            <item index="111" class="java.lang.String" itemvalue="ruamel.yaml" />
+            <item index="112" class="java.lang.String" itemvalue="tzdata" />
+            <item index="113" class="java.lang.String" itemvalue="ecdsa" />
+            <item index="114" class="java.lang.String" itemvalue="ipython" />
+            <item index="115" class="java.lang.String" itemvalue="pipdeptree" />
+            <item index="116" class="java.lang.String" itemvalue="tqdm" />
+            <item index="117" class="java.lang.String" itemvalue="base58" />
+            <item index="118" class="java.lang.String" itemvalue="coreapi" />
+            <item index="119" class="java.lang.String" itemvalue="aiohttp" />
+            <item index="120" class="java.lang.String" itemvalue="ipfshttpclient" />
+            <item index="121" class="java.lang.String" itemvalue="click-plugins" />
+            <item index="122" class="java.lang.String" itemvalue="aiosignal" />
+            <item index="123" class="java.lang.String" itemvalue="ImageHash" />
+            <item index="124" class="java.lang.String" itemvalue="jwcrypto" />
+            <item index="125" class="java.lang.String" itemvalue="pbr" />
+            <item index="126" class="java.lang.String" itemvalue="netifaces" />
+            <item index="127" class="java.lang.String" itemvalue="cliff" />
+            <item index="128" class="java.lang.String" itemvalue="debtcollector" />
+            <item index="129" class="java.lang.String" itemvalue="keystoneauth1" />
+            <item index="130" class="java.lang.String" itemvalue="rfc3986" />
+            <item index="131" class="java.lang.String" itemvalue="python-cinderclient" />
+            <item index="132" class="java.lang.String" itemvalue="oslo.i18n" />
+            <item index="133" class="java.lang.String" itemvalue="cmd2" />
+            <item index="134" class="java.lang.String" itemvalue="certifi" />
+            <item index="135" class="java.lang.String" itemvalue="pyreadline3" />
+            <item index="136" class="java.lang.String" itemvalue="flask-os" />
+            <item index="137" class="java.lang.String" itemvalue="python-openstackclient" />
+            <item index="138" class="java.lang.String" itemvalue="urllib3" />
+            <item index="139" class="java.lang.String" itemvalue="dogpile.cache" />
+            <item index="140" class="java.lang.String" itemvalue="pyperclip" />
+            <item index="141" class="java.lang.String" itemvalue="oslo.utils" />
+            <item index="142" class="java.lang.String" itemvalue="stevedore" />
+            <item index="143" class="java.lang.String" itemvalue="iso8601" />
+            <item index="144" class="java.lang.String" itemvalue="openstacksdk" />
+            <item index="145" class="java.lang.String" itemvalue="os-service-types" />
+            <item index="146" class="java.lang.String" itemvalue="wrapt" />
+            <item index="147" class="java.lang.String" itemvalue="jsonpointer" />
+            <item index="148" class="java.lang.String" itemvalue="packaging" />
+            <item index="149" class="java.lang.String" itemvalue="osc-lib" />
+            <item index="150" class="java.lang.String" itemvalue="oslo.config" />
+            <item index="151" class="java.lang.String" itemvalue="requestsexceptions" />
+            <item index="152" class="java.lang.String" itemvalue="simplejson" />
+            <item index="153" class="java.lang.String" itemvalue="jmespath" />
+            <item index="154" class="java.lang.String" itemvalue="prettytable" />
+            <item index="155" class="java.lang.String" itemvalue="autopage" />
+            <item index="156" class="java.lang.String" itemvalue="colorama" />
+            <item index="157" class="java.lang.String" itemvalue="jsonpatch" />
+            <item index="158" class="java.lang.String" itemvalue="msgpack" />
+            <item index="159" class="java.lang.String" itemvalue="oslo.serialization" />
+            <item index="160" class="java.lang.String" itemvalue="python-novaclient" />
+            <item index="161" class="java.lang.String" itemvalue="python-keystoneclient" />
+            <item index="162" class="java.lang.String" itemvalue="flask-swagger-ui" />
+            <item index="163" class="java.lang.String" itemvalue="psycopg2-binary" />
+            <item index="164" class="java.lang.String" itemvalue="pyspark" />
+            <item index="165" class="java.lang.String" itemvalue="dill" />
+            <item index="166" class="java.lang.String" itemvalue="swagger-ui-py" />
+            <item index="167" class="java.lang.String" itemvalue="astroid" />
+            <item index="168" class="java.lang.String" itemvalue="htmlmin" />
+            <item index="169" class="java.lang.String" itemvalue="py4j" />
+            <item index="170" class="java.lang.String" itemvalue="fhir.resources" />
+            <item index="171" class="java.lang.String" itemvalue="pandas" />
+            <item index="172" class="java.lang.String" itemvalue="ipython-genutils" />
+            <item index="173" class="java.lang.String" itemvalue="hl7apy" />
+            <item index="174" class="java.lang.String" itemvalue="tomlkit" />
+            <item index="175" class="java.lang.String" itemvalue="munkres" />
+            <item index="176" class="java.lang.String" itemvalue="mccabe" />
+            <item index="177" class="java.lang.String" itemvalue="pylint" />
+            <item index="178" class="java.lang.String" itemvalue="isort" />
+            <item index="179" class="java.lang.String" itemvalue="flask" />
+            <item index="180" class="java.lang.String" itemvalue="hl7parser" />
+            <item index="181" class="java.lang.String" itemvalue="scikit-learn" />
+            <item index="182" class="java.lang.String" itemvalue="sentence_transformers" />
+            <item index="183" class="java.lang.String" itemvalue="unstructured" />
+            <item index="184" class="java.lang.String" itemvalue="fastapi" />
+            <item index="185" class="java.lang.String" itemvalue="uvicorn" />
+            <item index="186" class="java.lang.String" itemvalue="chromadb" />
+            <item index="187" class="java.lang.String" itemvalue="transformers" />
+            <item index="188" class="java.lang.String" itemvalue="langchain" />
+            <item index="189" class="java.lang.String" itemvalue="accelerate" />
+            <item index="190" class="java.lang.String" itemvalue="sentence-transformers" />
+            <item index="191" class="java.lang.String" itemvalue="langchain_community" />
+            <item index="192" class="java.lang.String" itemvalue="bitsandbytes" />
+            <item index="193" class="java.lang.String" itemvalue="faiss-cpu" />
+            <item index="194" class="java.lang.String" itemvalue="starlette" />
+            <item index="195" class="java.lang.String" itemvalue="typing" />
+            <item index="196" class="java.lang.String" itemvalue="jupyter" />
+            <item index="197" class="java.lang.String" itemvalue="tensorflow" />
+            <item index="198" class="java.lang.String" itemvalue="pillow" />
+            <item index="199" class="java.lang.String" itemvalue="PyPDF2" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+    <inspection_tool class="PyPep8NamingInspection" enabled="true" level="WEAK WARNING" enabled_by_default="true">
+      <option name="ignoredErrors">
+        <list>
+          <option value="N802" />
+          <option value="N806" />
+          <option value="N801" />
+        </list>
+      </option>
+    </inspection_tool>
+    <inspection_tool class="PyTypeCheckerInspection" enabled="false" level="WARNING" enabled_by_default="false" />
+    <inspection_tool class="PyUnresolvedReferencesInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredIdentifiers">
+        <list>
+          <option value="path" />
+        </list>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>

.idea/inspectionProfiles/profiles_settings.xml

@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>

.idea/misc.xml

@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="Black">
+    <option name="sdkName" value="Python 3.12 (Thesis_project_1)" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.13 (Portfolio)" project-jdk-type="Python SDK" />
+</project>

.idea/modules.xml

@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/Portfolio.iml" filepath="$PROJECT_DIR$/.idea/Portfolio.iml" />
+    </modules>
+  </component>
+</project>

.idea/vcs.xml

@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$" vcs="Git" />
+  </component>
+</project>

main.py

@@ -0,0 +1,95 @@
+from langchain_groq import ChatGroq
+from langchain_community.document_loaders import PyPDFLoader, UnstructuredWordDocumentLoader, TextLoader
+from langchain_text_splitters import RecursiveCharacterTextSplitter
+from langchain_community.embeddings import HuggingFaceEmbeddings
+from langchain_community.vectorstores import FAISS
+from langchain_core.prompts import ChatPromptTemplate
+from langchain_core.output_parsers import StrOutputParser
+from langchain_core.runnables import RunnablePassthrough
+import os
+from dotenv import load_dotenv
+
+load_dotenv()
+
+
+def load_resume(file_path):
+    """Load resume from PDF, DOCX, or TXT"""
+    if file_path.endswith('.pdf'):
+        loader = PyPDFLoader(file_path)
+    elif file_path.endswith('.docx'):
+        loader = UnstructuredWordDocumentLoader(file_path)
+    elif file_path.endswith('.txt'):
+        loader = TextLoader(file_path)
+    else:
+        raise ValueError("Supported formats: PDF, DOCX, TXT")
+
+    return loader.load()
+
+
+def create_resume_qa_system(resume_file_path):
+    """Create complete resume Q&A system"""
+
+    # 1. Load and split resume
+    docs = load_resume(resume_file_path)
+    text_splitter = RecursiveCharacterTextSplitter(
+        chunk_size=800,
+        chunk_overlap=100
+    )
+    splits = text_splitter.split_documents(docs)
+
+    # 2. Create embeddings and vector store
+    embeddings = HuggingFaceEmbeddings(
+        model_name="sentence-transformers/all-MiniLM-L6-v2"
+    )
+    vectorstore = FAISS.from_documents(splits, embeddings)
+
+    # 3. Setup LLM
+    llm = ChatGroq(
+        api_key=os.getenv('GROQ_API_KEY'),
+        model=os.getenv('GROQ_MODEL', 'llama-3.1-8b-instant'),
+        temperature=0.1
+    )
+
+    # 4. Retrieval chain
+    retriever = vectorstore.as_retriever(search_kwargs={"k": 4})
+
+    template = """Use the following resume context to answer the question. 
+If you don't know the answer, say so. Answer concisely and accurately.
+
+Context: {context}
+
+Question: {question}
+
+Answer:"""
+
+    prompt = ChatPromptTemplate.from_template(template)
+
+    def format_docs(docs):
+        return "\n\n".join(doc.page_content for doc in docs)
+
+    chain = (
+            {"context": retriever | format_docs, "question": RunnablePassthrough()}
+            | prompt
+            | llm
+            | StrOutputParser()
+    )
+
+    return chain
+
+
+# Usage
+if __name__ == "__main__":
+    # Replace with your resume path
+    qa_chain = create_resume_qa_system("path/to/your/resume.pdf")
+
+    # Ask questions
+    questions = [
+        "What is my experience with Microsoft Fabric?",
+        "List my technical skills",
+        "What certifications do I have?",
+        "Describe my Databricks projects"
+    ]
+
+    for question in questions:
+        answer = qa_chain.invoke(question)
+        print(f"Q: {question}\nA: {answer}\n{'-' * 50}")

requirements.txt

@@ -0,0 +1,11 @@
+fastapi
+uvicorn
+langchain-groq
+langchain-community
+langchain-text-splitters
+langchain-core
+sentence-transformers
+faiss-cpu
+pypdf
+python-dotenv
+python-multipart