Comparing Fine-tuned and Default GPT-3.5 Turbo for Text Classification Programming Computer Science by usmanmalik57 …r"/home/mani/Datasets/Tweets.csv") def preprocess_data(dataset, n): # Remove rows where …Function to create the JSON structure for each row def create_json_structure(row): return { "messages": […the tweet passed as a parameter. ``` def find_sentiment_ft_gpt(tweet): content = ""&… Image Analysis Using OpenAI GPT-4o Model Programming Computer Science by usmanmalik57 … in an image. ``` base64_image = encode_image64(image_path) def predict_sentiment(query): response = client.chat.completions.create( …. ``` base64_image1 = encode_image64(image_path1) base64_image2 = encode_image64(image_path2) def predict_sentiment(query): response = client.chat.completions.create( model=… OpenAI GPT-4o vs Meta Llama 3 for Zero Shot Text Classifiation Programming Computer Science by usmanmalik57 … The following script preprocesses the dataset and filters the tweets. ``` def preprocess_data(dataset): # Remove rows where 'airline_sentiment' or 'text' … ``` client = Groq( api_key=os.environ.get("GROQ_API_KEY"), ) def find_sentiment_llama3(tweet): content = """What is the sentiment… Text to Speech Conversion Using Hugging Face Transformers Programming Computer Science by usmanmalik57 … a function that generates speech based on the specified parameters: ``` def generate_speech(text, language = "EN", speaker_id = "EN-US… Claude 3 Opus Vs. Google Gemini Vs. GPT-4 for Zero-Shot Text Classification Programming Computer Science by usmanmalik57 …= { "max_output_tokens": 10, "temperature": 0.0, } def find_sentiment_gemini(tweet): content = """What is the sentiment…get("ANTHROPIC_API_KEY") api_key = os.environ.get('ANTHROPIC_API_KEY') ) def find_sentiment_claude(tweet): content = """What is the … Paris Olympics Ticket Information Chatbot with Memory Using LangChain Programming Computer Science by usmanmalik57 …user's input query and returns a chatbot response. ``` def generate_response(query): response = retrieval_chain.invoke({"input":…and add them to the `chat_history` list. ``` chat_history = [] def generate_response_with_memory(query): result = retrieval_chain.invoke({ "chat_history": chat_history,… Paris Olympics Chatbot- Get Ticket Information Using Chat-GPT and LangChain Programming Computer Science by usmanmalik57 … following script implements the method to generate the final response. ``` def generate_response(query): response = retrieval_chain.invoke({"input": query}) print… Using Natural Language to Query SQL Databases with Python LangChain Module Programming Computer Science by usmanmalik57 … the `invoke()` method to run the query via the agent. ``` def get_db_response(db, query): agent_executor = create_sql_agent(LLM, db=db, agent_type="… Question Answering with YouTube Videos Using RAG in LangChain Programming Computer Science by usmanmalik57 … application will be able to answer follow-up questions. ``` chat_history = [] def generate_response_with_memory(query): result = retrieval_chain.invoke({ "chat_history": chat_history, "… Retrieval Augmented Generation with Hugging Face Models in LangChain Programming Computer Science by usmanmalik57 …;end>` token and returned only the model's reply. ``` def generate_response(query): response = retrieval_chain.invoke({"input": query}) return… Summarizing YouTube Video Transcriptions Using Distil Whisper and LLM Programming Computer Science by usmanmalik57 … uses the Mistral-7B model to generate the model response. ``` def generate_response(input_text, response_tokens, temperature): messages = [ {"role": "user… Re: Extract Tabular Data from PDF Images using Hugging Face Table Transformer Programming Computer Science by Harini sri Hi, Thank you so much for the above code. Its giving better results compared to other libraries. I have few questions. In some tables, I have common column name for three columns and further I have sub columns like below.... in these cases the tables are not getting extracted properly...Do you have any suggestions for handling such cases? Also … Re: Using Natural Language to Query SQL Databases with Python LangChain Module Programming Computer Science by aishamushtaq very helpful def, plg explain little bit more about this Programming Web Development by !@#$ def y we need this in ruby i am beginner of ruby i donot understand what is use of def with out this we make code also i think according to my knowledge it is reserve word Re: def, plg explain little bit more about this Programming Web Development by sepp2k You need the `def` keyword to define methods in Ruby. The reason that you need a keyword for this is that the creator of Ruby decided that was the most convenient syntax for method definitions. def __init__ problem Programming Software Development by ChargrO …by itself but i want to implement def hello and def toggle into def __init__(self, master=None), at the… would like the code to stay inside the def __init__ because i will be adding other functions …this. [CODE] from Tkinter import * class Application(Frame): def __init__(self, master=None): self.master = master=None … Re: def __init__ problem Programming Software Development by ChargrO …out here?? [CODE] from Tkinter import * class Application(Frame): def __init__(self, master=None): self.master = master self.menubar =…self) submenu=Menu(menubar,tearoff=0) def hello(self): print "hello !" def toggle(self): if submenu.entrycget(0,&… def function(): help Programming Software Development by mruane … my understanding of the area... [code] def function(): print '''The user inputs their favourite… a different function is called.''' print prompt_funct1() def prompt_funct1(): prompt_f1 = raw_input("What is your… so this goes smoother! ''' except: pass def explain(): print '''Can I call function prompt_funct1()'s… .def Files, dll, Linking Error Programming Software Development by JimSim … getting are similar to the one below: [ICODE]Linking... .\Reports.def(4) : warning LNK4017: DESCRIPTION statement not supported for the target… the problem might be with the file Reports.def (code below). [CODE]; Reports.def : Declares the module parameters for the DLL. LIBRARY… Re: def function(): help Programming Software Development by Zonr_0 … define an input statement inside of a function: [code=python] def question(q): #Bassiccly, you are setting the variable 'response' to… a response depending on what the user says: [code=python] def question(q): #Bassiccly, you are setting the variable 'response' to… Re: def function(): help Programming Software Development by caribedude O.k. I understood everything that has gone on here so far, but what I want to know is how to extract a variable from a def. For example, if I wanted to use the response variable for something outside the def, how would I extract it? Re: def function(): help Programming Software Development by slate … mean something like that?: [CODE=python] functs=['blue','red','yellow'] def explain(): print("just type in the function name like… %s"%" or ".join(functs)) def funct_blue(): print("blue called") while True: inp=raw_input… Re: .def Files, dll, Linking Error Programming Software Development by JimSim … now solved the problem. The method name given in the .def file is the "decorated name" eg: [code]?ReportEventA… version of Visual Studio that I am using, amended the .def file accordingly, and it now works! JimSim Re: def function(): help Programming Software Development by mruane … I tried to accomplish. So basically, if I define that def function1() has prompt1 == blue, then prompt1 = blue, not function1()? That… Re: def function(): help Programming Software Development by Mouche … quite following you. Is this what you mean? [code=python] def function1(): prompt1 = "blue" return prompt1 color = function1() # color… Re: def function(): help Programming Software Development by Ene Uran You use return: [code=python]def get_color(): color = raw_input("Enter the name of a color: ") # process it color = color.lower() return color pcolor = get_color() print pcolor [/code] def f () / loop question Programming Software Development by zentechsupport … script. It is below I am trying to understand the def f() how to loop that short code over and over… on here for a while but still dont understand the def f(). I saw tons of examples of it used for… Re: def function not sitting right in code... Programming Software Development by bigredaltoid …, but I am not sure how to approach it. [CODE]def percount(line): periods = 0 for char in line: if char… == '.': periods +=1 return periods def charcount(line): charnum = 0 for char in line: if char… def Functions and Variables Programming Software Development by KrazyKitsune How do you use a variable originally from a def function? Re: def Functions and Variables Programming Software Development by Enders_Game one way is to return it e.g. [CODE] def func(): variable = 3 return variable x = func() print(x) [/CODE] In this example, you call the function func() it does stuff and returns variable. variable is assigned to x.