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Benchmarking DeepSeek R1 for Text Classification and Summarization 3 Weeks Ago by usmanmalik57 … which generates a summary of the news articles. ```python def generate_summary(model, system_role, user_query): response = model.chat_completion( messages… each article summary. ```python # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2',… Text Classification and Summarization with DeepSeek R1 Distill Llama 70B 1 Week Ago by usmanmalik57 …```python client = Groq( api_key=userdata.get('GROQ_API_KEY'), ) def generate_response(system_instructions, user_query): response = client.chat.completions.create( … single summary. ```python # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['rouge1', '… Re: Fine-tuning OpenAI Vision Models for Visual Question-Answering 3 Weeks Ago by RKE2 Fine-tuning OpenAI Vision Models for visual question-answering is an exciting step forward in AI! It is amazing how these models can combine image recognition with natural language processing to provide accurate, context-aware answers. Cannot wait to see more advancements! Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B 1 Week Ago by rproffitt "Wiz Research Uncovers Exposed DeepSeek Database Leaking Sensitive Information" "Security researchers tested 50 well-known jailbreaks against DeepSeek’s popular new AI chatbot. It didn’t stop a single one." It only seems to get worse the more you look at DeepSeek. And I must note how it is known to not want to talk about … Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B 1 Week Ago by policenbicleara Llama-70B struggles with sentiment analysis (69% accuracy) vs. Qwen-32B (87%). Summarization performance is weaker, with lower ROUGE scores. Qwen-32B is the better choice—smaller, faster, and more accurate. Evaluating GPT-4o November Model for Text Classification and Summarization 2 Months Ago by usmanmalik57 …and text summarization tasks. ```Python # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2', …and returns model accuracy for tweet sentiment classification. ```Python def find_sentiment(client, model): tweets_list = dataset["text"].… Question/Answering over SQL Data Using LangGraph Framework 2 Months Ago by usmanmalik57 …4/2321b23724865ceb7058fc4363bd3d9b.png) ```python import pandas as pd import sqlite3 def csv_to_sqlite(csv_file_path, database_name): try: # Read the CSV file …: Annotated[str, ..., "Syntactically valid SQL query."] def convert_question_to_query(state: State): """ Generate SQL query to… Qwen 2.5-72b Vs. Llama 3.3-70b for Text Classification and Summarization 2 Months Ago by usmanmalik57 … which generates a response from the model client. ```python def make_prediction(model, system_role, user_query): response = model.chat_completion( messages… the ROUGE scores. ```python # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2',… Re: Extract Tabular Data from PDF Images using Hugging Face Table Transformer 2 Months Ago by mansha99 Awesome def, plg explain little bit more about this 10 Years Ago 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 10 Years Ago 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 14 Years Ago 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 14 Years Ago 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 18 Years Ago 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 13 Years Ago 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 18 Years Ago 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 16 Years Ago 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 16 Years Ago 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 13 Years Ago 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 18 Years Ago 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 18 Years Ago 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 16 Years Ago 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 13 Years Ago 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... 13 Years Ago 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 14 Years Ago by KrazyKitsune How do you use a variable originally from a def function? Re: def Functions and Variables 14 Years Ago 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. def function not sitting right in code... 13 Years Ago by bigredaltoid … lines were returning 0 or periods was returning 0. [CODE]def percount(myFile): periods = 0 for char in myFile.read(): if… Re: def function not sitting right in code... 13 Years Ago by woooee You should be passing line to the function. [code]def percount(line): periods = 0 for char in line: if char == '.': … Def function confusion 10 Years Ago by abaddon2031 … code up.Any help would be greatly appriciated thank you. def convertToSor(saleDate,Amount,Fname,Lname,Email,Franchise,osg,State,Postal… Re: Def function confusion 10 Years Ago by abaddon2031 … for loop and properly indented but still getting the error. def convertToSor(saleDate,Amount,Fname,Lname,Email,Franchise,osg,State,Postal…