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Fine-tuning OpenAI GPT-4o for Multi-label Text Classification 5 Days Ago by usmanmalik57 …```Python import pandas as pd import matplotlib.pyplot as plt import seaborn as sns from itertools import combinations from collections import Counter …from sklearn.metrics import hamming_loss, accuracy_score import json import os from openai import… Image Analysis Using Llama 3.2 Vision Instruct Model 3 Weeks Ago by usmanmalik57 … import base64 from IPython.display import display, HTML from IPython.display import Image from huggingface_hub import InferenceClient import requests from PIL import Image from io import BytesIO import… OpenAI GPT-4o vs Claude 3.5 Sonnet for Multi-label Text Classification 1 Week Ago by usmanmalik57 … as sns from itertools import combinations from collections import Counter from sklearn.metrics import hamming_loss, accuracy_score import anthropic from openai import OpenAI from google.colab… Re: A Utility App for my organisation 1 Week Ago by dexcowork Your DNA file import may not be working due to file format issues, incompatible software versions, or missing dependencies. Make sure the file is formatted right, the software is up-to-date, and all the libraries are installed. The problem might be resolved by updating or reformatting the file. RAG with LangChain and Hugging Face Serverless Inference API 1 Month Ago by usmanmalik57 …, AIMessage from langchain_core.runnables.history import RunnableWithMessageHistory from langchain.memory import ChatMessageHistory import os from google.colab import userdata hf_token = userdata.get('HF_API_TOKEN') ``` ## Basic… Enhancing RAG Functionalities using Tools and Agents in LangChain 2 Months Ago by usmanmalik57 … langchain_core.tools import tool from langchain import hub import os from langchain_community.document_loaders import PyPDFLoader from langchain.text_splitter import RecursiveCharacterTextSplitter from langchain_community.vectorstores import FAISS ``` ## Enhancing… How to Fine-tune the OpenAI GPT-4o Model - The Wait is Finally Over 2 Months Ago by usmanmalik57 … your Python application. ``` import os import json import time import pandas as pd from rouge_score import rouge_scorer from sklearn.metrics import accuracy_score from openai import OpenAI ``` ## Fine… the same for fine-tuning GPT-4o. We will first import the text classification dataset, which in this article is the… Extracting Structured Outputs from LLMs in LangChain 2 Months Ago by usmanmalik57 … application. ``` import pandas as pd import os from typing import List, Optional from langchain_core.pydantic_v1 import BaseModel, Field from langchain_openai import OpenAI from langchain_openai import ChatOpenAI… Image Generation with State of the Art Flux Diffusion Models 1 Month Ago by usmanmalik57 …: ``` from huggingface_hub import notebook_login import torch import matplotlib.pyplot as plt from diffusers import FluxPipeline from diffusers import FluxImg2ImgPipeline from diffusers.utils import load_image notebook_login() # you… Text and Image to Video Generation using Diffusion Models in Hugging Face 2 Months Ago by usmanmalik57 … following script installs the libraries you will need to import these models from Hugging Face. ``` !pip install …. ```python import torch from diffusers import CogVideoXPipeline from diffusers.utils import export_to_video from diffusers import StableVideoDiffusionPipeline from diffusers.utils import load_image ``` … Text Classification and Summarization with Qwen 2.5 Model From Hugging Face 1 Month Ago by usmanmalik57 … this article. ```python from transformers import AutoModelForCausalLM, AutoTokenizer import pandas as pd from sklearn.metrics import accuracy_score from rouge_score import rouge_scorer ``` ## A Basic Example… and Tokenizer from Hugging Face The first step is to import the model weights and tokenizer from the Hugging Face library… Fine-tuning OpenAI Vision Models for Visual Question-Answering 1 Month Ago by usmanmalik57 …following script to import them into your Python application. ```python from openai import OpenAI import pandas as pd import json import os from …sklearn.utils import shuffle from sklearn.metrics import accuracy_score ``` ## Importing … Qwen vs Llama - Who is winning the Open Source LLM Race 1 Month Ago by usmanmalik57 …. ```python from huggingface_hub import InferenceClient import os import pandas as pd from rouge_score import rouge_scorer from sklearn.metrics import accuracy_score from collections import defaultdict ``` ## Calling Qwen… How to flush network buffers in Apple / Python 2 Months Ago by TSC_Chazz … script spawns a thread to do the network communication with import threading, sys t = threading.Thread(target=social_init, daemon=…code in question (in part) is: import socket # Import socket module and JSON parser module import json def social_init(): global social1_resps, social2_resps… Python Undefined Variable - Mysql Connector 1 Month Ago by cored0mp … is some test code if you need to replicate it: import base64 import mysql.connector as mysql try: connection=mysql.connect( host… Issues importing codepen projects into my .jsx project page 1 Month Ago by Jacob_36 … all! im new to coding and have been struggling to import/create this in my vite, jsx project. https://codepen.io… can help. also would appreciate any tips on how to import projects from code pen into a jsx page going forward… Re: Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch 2 Months Ago 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 2 Months Ago 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: Image Generation with State of the Art Flux Diffusion Models 1 Month Ago by autowrecking Impressive Thanks for sharing. Re: Qwen vs Llama - Who is winning the Open Source LLM Race 1 Month Ago 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 … Re: How to flush network buffers in Apple / Python 2 Months Ago 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 2 Months Ago 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 2 Months Ago 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://… Re: Python Undefined Variable - Mysql Connector 1 Month Ago by cored0mp I tried this on a mint system, a debian system and an ubuntu system with the same error. Should I just bite the bullet and maybe migrate to red hat? That would be skurry but perhaps necessary?? Re: Python Undefined Variable - Mysql Connector 1 Month Ago by Salem I would suggest you do `pip list` in your working and non-working environments. It seems that `wrap_socket` is deprecated (and insecure) https://github.com/eventlet/eventlet/issues/795 I would have thought your `mysql` would have depended on the right version to begin with. Re: Python Undefined Variable - Mysql Connector 1 Month Ago by cored0mp @Salem Thanks! OK, from my old working system I got: apturl 0.5.2 attrs 21.2.0 Automat 20.2.0 bcrypt 3.2.0 beautifulsoup4 4.10.0 blinker 1.4 Brlapi 0.8.3 certifi 2020.6.20 … Re: Python Undefined Variable - Mysql Connector 1 Month Ago by Salem A couple of things stand out. First, mysql-connector-python is listed at 8.0.15 on both systems. Looking on https://pypi.org/project/mysql-connector-python/#history that version was released beginning of 2019 (over 5 years ago!) The latest release version is 9.0.0 Second, your old system has pyOpenSSL, but there isn't an obvious 'ssl' … Re: Python Undefined Variable - Mysql Connector 1 Month Ago by cored0mp @Salem Thanks again, Salem!! OK I ran `pip install --upgrade` as suggested and predictably pip complained that I should probably be using a python virtual environment. I'm going to spend some time reading up on this today. ...I'd like to request for comments on whether or not this is the right approach? I'd consider it to be the right … Understanding some SQLite Java Wrapper code 15 Years Ago by dmonopoly10 …myaggfun stuff? Around there...thanks in advance. [code] import SQLite.*; public class Test implements SQLite.Callback, SQLite.Function,…;); } } if (error) { System.exit(1); } } } [/code][code]import SQLite.*; public class Test implements SQLite.Callback, SQLite.Function, SQLite… #import instead of @class 9 Years Ago by ravi_14 ….h" @class Asset; //i have used import "Asset.h" which contains definition for asset @interface … second line , author has used @class. I have implemented with import "Asset.h" Please explain the difference between two…