Image Analysis Using Llama 3.2 Vision Instruct Model Programming Computer Science by usmanmalik57 … the image and suggests potential prevention measures. ```python def analyze_image(query, image_url): response = llama3_2_model_client.chat_completion( model…answers the query related to both images. ```python def analyze_multiple_images(query, image1_url, image2_url): response = llama3_2_model_client.… Fine-tuning OpenAI Vision Models for Visual Question-Answering Programming Computer Science by usmanmalik57 …the `predicted_answers` list to calculate the model's accuracy. ```python def make_predictions(dataframe, model_id, system_role): actual_answers = [] predicted_answers = [] #…values in corresponding items of the two lists. ```python def count_matching_answers(answers, predictions): count = 0 # Iterate through… Qwen vs Llama - Who is winning the Open Source LLM Race Programming Computer Science by usmanmalik57 … as parameters and returns the model client response. ```python def generate_summary(model, system_role, user_query): response = model.chat_completion( …and returns ROUGE scores. ```python # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2',… RAG with LangChain and Hugging Face Serverless Inference API Programming Computer Science by usmanmalik57 … verify the response from the PDF document. ```python def generate_response(query): response = retrieval_chain.invoke({"input"… that generates chatbot responses with memory. ```python chat_history = [] def generate_response_with_memory(query): response = retrieval_chain.invoke({ "chat_history": … Re: Qwen vs Llama - Who is winning the Open Source LLM Race Programming Computer Science by Brandon_38 The competition between Qwen and Llama in the open-source LLM race is fascinating to follow! Both models bring unique strengths to the table, making it exciting to see which will emerge as the leader. I appreciate the ongoing innovation in this space, as it pushes the boundaries of what's possible with language models. It will be interesting to … Extract Schema.org Data Script (Python) Digital Media Digital Marketing Search Engine Strategies by Chris Hüneke … Function to extract Schema.org data from a given URL def extract_schema_data(url): response = requests.get(url) soup =… # Function to format Schema.org data for readable output def format_schema_data(schema_data): formatted_data = "" for data in… How to Fine-tune the OpenAI GPT-4o Model - The Wait is Finally Over Programming Computer Science by usmanmalik57 …quot; # Function to create the JSON structure for each row def create_json_structure(row): return { "messages": [ {"role… ROUGE2, and ROUGEL scores. ``` # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2', '… Text Classification and Summarization with Qwen 2.5 Model From Hugging Face Programming Computer Science by usmanmalik57 …the actual tweet sentiments and display the model accuracy. ```python def find_sentiment(dataset): tweets_list = dataset["text"].tolist() … scores for comparison. ```python # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2',… Comparison of Fine-tuning GPT-4o mini vs GPT-3.5 for Text Classification Programming Computer Science by usmanmalik57 …" # Function to create the JSON structure for each row def create_json_structure(row): return { "messages": [ {"role": "… by comparing the actual and predicted sentiments of the tweets. ``` def find_sentiment(client, model, dataset): tweets_list = dataset["text"].… Extract and Count Reviews/AggregateRating Script (Python) Digital Media Digital Marketing Search Engine Strategies by Chris Hüneke … get the total number of reviews from a category URL def get_total_reviews(url): total_reviews = 0 page_number = 1 review_pattern = re.compile(r… to process the sitemap and extract reviews for each category def main(): sitemap_url = 'https://example.com/category-sitemap.xml' # Replace with… GPT-4o Snapshot vs Meta Llama 3.1 70b for Zero-Shot Text Summarization Programming Computer Science by usmanmalik57 … = os.environ.get('OPENAI_API_KEY'), ) # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2', 'rougeL… it on the completeness, conciseness, and coherence criteria. ``` def llm_evaluate_summary(article, summary): prompt = f"""Evaluate… Enhancing RAG Functionalities using Tools and Agents in LangChain Programming Computer Science by usmanmalik57 …method as you previously did and return the response. ``` @tool def WikipediaSearch(search_term: str): """ Use this tool to… can have multiple session IDs if you want multiple conversations. ``` def generate_response(query): response = agent_with_chat_history.invoke( {"input": query}, … Image Generation with State of the Art Flux Diffusion Models Programming Computer Science by usmanmalik57 … use this function to generate images in your code. ```python def generate_image_from_text(prompt, image_name): image = pipe( prompt, height=1024, … for the modified image and modifies the passed image. ```python def modify_image(image_url, prompt, image_name): init_image = load_image(url) images = mod_pipe(… Extracting Structured Outputs from LLMs in LangChain Programming Computer Science by usmanmalik57 … using the following script. ``` # Function to generate the formatted article def format_articles(df, num_articles=10): formatted_articles = "" for i in… How to flush network buffers in Apple / Python Programming Software Development by TSC_Chazz … socket # Import socket module and JSON parser module import json def social_init(): global social1_resps, social2_resps, social3_resps host = "test.mydomain.com… Re: Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch Programming Computer Science by Duane_4 This is an interesting and useful post. I believe there is a typo in the 7th code block relating to train/val/test split. The second line should read: val_df, test_df = train_test_split(temp_df, test_size=0.5, random_state=42) The whole point of temp_df in the first line was to separate out 30% for val/test; the second line splits that to … Re: Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch Programming Computer Science by meyerrluanna The post gives a really clear, step-by-step guide on how to fine-tune the OpenAI Whisper model for audio classification. Its great how it covers everything from preparing the dataset to using tools for feature extraction and model training .This is definitely worth checking out, The explanations are practical, and the code snippets make it easy to … Re: Extract Schema.org Data Script (Python) Digital Media Digital Marketing Search Engine Strategies by Chris Hüneke Sorry, i got that wrong. I can't post scripts in Digital Marketing section, right? Re: Telephone directory program in python Programming Software Development by Mansour_4 To save the name and phone use i/O FILE EX, Fi= open ("filename.text") Re: Extract and Count Reviews/AggregateRating Script (Python) Digital Media Digital Marketing Search Engine Strategies by Chris Hüneke Sorry, i got that wrong. I can't post scripts in Digital Marketing section, right? Re: Extract and Count Reviews/AggregateRating Script (Python) Digital Media Digital Marketing Search Engine Strategies by Dani No, just in Web Development, but you can use the seo tag. Re: Extract and Count Reviews/AggregateRating Script (Python) Digital Media Digital Marketing Search Engine Strategies by abuislam Great script! It’s a practical solution for aggregating review counts across categories. Automating the process for accurate Schema.org markup can definitely improve SEO and visibility. Thanks for sharing! Re: Image Generation with State of the Art Flux Diffusion Models Programming Computer Science by autowrecking Impressive Thanks for sharing. Re: How to flush network buffers in Apple / Python Programming Software Development by rproffitt How long have you been asking this question? I see priors at over 5 months and the second question I have for you is what do you consider helpful? While I'd rewrite this another way I won't rewrite it for you. You are the author and must support your app for as long as you see fit. I see nothing wrong with the usual open socket, send data, close… Re: How to flush network buffers in Apple / Python Programming Software Development by TSC_Chazz I asked it once on one other forum, five months ago. Yes, this is a very low priority issue; if I can't get it working, I'll simply leave it as is and Apple users will be SOL. And what I would consider helpful is specifically what I'm asking: how do I get the data to actually leave the Apple machine without closing the connection? Re: How to flush network buffers in Apple / Python Programming Software Development by rproffitt We ran into this on other platforms and worked around it. Sorry, no magic() call I know of, just had to rewrite. TCP turned out to be the incorrect choice for our needs but hey you can google "tcp force send" to see if any of those ideas work. Again, I don't know of any magic() here. Only that we had to rewrite. Read https://… 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,&…