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Used for the first stage of the research.

research_1/code_example.jsonl

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+{"id": "single-line-comment", "prompt": "Write a comment in the Python programming language.", "completion": "# i am a comment"  }
+{"id": "hellow-world-program", "prompt": "Write a hello world program in the Python programming language.", "completion": "#!/usr/bin/env python \n print('hello world)'" }

research_1/code_generator_instructions.jsonl

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+{ "prompt": "in Python, the print() is used to display output to the screen.  for example: print(\"Hello World\"", "completion": "print(\"I will be displayed to the screen\"" }

research_1/code_generator_model_training_data.jsonl

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+{ "prompt": "in Python, the print() is used to display output to the screen.  for example: print(\"Hello World\"", "completion": "print(\"I will be displayed to the screen\"" }

research_1/code_generator_prompts.jsonl

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+{ "id": "single-line-comment", "prompt": "Write a comment in the Python programming language.", "completion": "# This is a comment" }
+{ "TBD": "tbd", "TBD": "tbd", "TBD": "tbd" }

research_1/py_language_definition.jsonl

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+{"prompt": "How are keywords written in the Python programming language?", "completion": "In the Python programming language, keywords are typically written in lowercase. For example, `print \"print should be written in lowercase letters\"`.", "classification": "Syntax"}
+{"prompt": "How are local variables to a procedure declared in Python?", "completion": "In Python, variables local to the procedure are declared using the name of the keyword followed by the variable = and then some value. By default, variables are empty strings. For instance, `mode=''`.", "classification": "Variables & Data Types"}

research_1/qa.jsonl

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+{ "prompt": "What kind of programming language is Python?", "completion": "Python is an interpreted, object-oriented, high-level programming language." }
+{ "prompt": "How do you compile Python programs?", "completion": "Python is an interpreted language, and you can run the scripts directly, either using: python hello.py or make your script executable by adding #!/usr/bin/env python to the top of the script, making the file executable with chmod +x hello.py and then running: ./hello.py. You may also try compileall: python -m compileall ./" }

research_1/test.py

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+from langchain_community.vectorstores import FAISS
+from langchain_openai import OpenAIEmbeddings
+from langchain_text_splitters import CharacterTextSplitter
+from langchain_community.document_loaders import TextLoader
+
+
+
+loader = TextLoader("../../state_of_the_union.txt")
+documents = loader.load()
+text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)
+texts = text_splitter.split_documents(documents)
+embeddings = OpenAIEmbeddings()
+db = FAISS.from_documents(texts, embeddings)
+
+retriever = db.as_retriever()
+docs = retriever.invoke("what did he say about ketanji brown jackson")
+
+
+# Maximum marginal relevance retrieval
+#By default, the vector store retriever uses similarity search. If the underlying vector store supports maximum marginal relevance search, you can specify that as the search type.
+retriever = db.as_retriever(search_type="mmr")
+docs = retriever.invoke("what did he say about ketanji brown jackson")
+
+
+
+#Similarity score threshold retrieval
+retriever = db.as_retriever(
+    search_type="similarity_score_threshold", search_kwargs={"score_threshold": 0.5}
+)
+docs = retriever.invoke("what did he say about ketanji brown jackson")
+
+
+
+#Specifying top k
+#You can also specify search kwargs like k to use when doing retrieval.
+retriever = db.as_retriever(search_kwargs={"k": 1})
+docs = retriever.invoke("what did he say about ketanji brown jackson")
+len(docs)

research_1/train.jsonl

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+{"text": "<s>[INST] What kind of programming language is Python? [/INST] Python is an interpreted, object-oriented, high-level programming language. </s>"}
+{"text": "<s>[INST] How do you compile Python programs? [/INST] Python is an interpreted language, and you can run the scripts directly, either using: python hello.py or make your script executable by adding #!/usr/bin/env python to the top of the script, making the file executable with chmod +x hello.py and then running: ./hello.py. You may also try compileall: python -m compileall ./ </s>"}
+{"text": "<s>[INST] How are keywords written in the Python programming language? [/INST] In the Python programming language, keywords are typically written in lowercase. For example, `print \"print should be written in lowercase letters\"`. </s>"}
+{"text": "<s>[INST] How are local variables to a procedure declared in Python? [/INST] In Python, variables local to the procedure are declared using the name of the keyword followed by the variable = and then some value. By default, variables are empty strings. For instance, `mode=''`. </s>"}
+{"text": "<s>[INST] Write a comment in the Python programming language. [/INST] # i am a comment </s>"}
+{"text": "<s>[INST] Write a hello world program in the Python programming language. [/INST] #!/usr/bin/env python \n print('hello world)' </s>"}