felipemello1

institution,author,role,papers,PI_papers,lead_papers,field,subfield,any_RL,active,sample_paper
Universidade de São Paulo,Éster Cerdeira Sabino,,8,0,0,ECG Monitoring and Analysis,Cardiology and Cardiovascular Medicine,,2023–2025,Contrasting deep learning audio models for direct respiratory insufficiency detection vers
Universidade de São Paulo,Francisco A. Rodrigues,PI/head,4,2,0,Functional Brain Connectivity Studies,Cognitive Neuroscience,,2022–2025,Revealing patterns in major depressive disorder with machine learning and networks
Universidade de São Paulo,Anna S. Levin,,4,0,0,Phonocardiography and Auscultation Techniques,Pulmonary and Respiratory Medicine,,2023–2025,Contrasting Deep Learning Audio Models for Direct Respiratory Insufficiency Detection Vers
Universidade de São Paulo,Joel Augusto Moura Porto,,4,0,0,Functional Brain Connectivity Studies,Cognitive Neuroscience,,2022–2025,Revealing patterns in major depressive disorder with machine learning and networks
Universidade de São Paulo,Roberto Fritsche‐N

felipemello1

from torchtune.models.llama3_1 import llama3_1_8b
from torchtune.models.llama3_2 import llama3_2_1b, llama3_2_3b
from transformers import AutoTokenizer, LlamaForCausalLM
import torch
#######################################
############## llama 8b ###############
#######################################
# load hf
tokenizer_hf = AutoTokenizer.from_pretrained("meta-llama/Meta-Llama-3.1-8B-Instruct")
model_hf = LlamaForCausalLM.from_pretrained("meta-llama/Meta-Llama-3.1-8B-Instruct")

felipemello1

from torchtune.models.llama3_1 import llama3_1_8b
from torchtune.models.llama3_2 import llama3_2_1b, llama3_2_3b
from transformers import AutoTokenizer, LlamaForCausalLM
import torch
#######################################
############## llama 8b ###############
#######################################
# load hf
tokenizer_hf = AutoTokenizer.from_pretrained("meta-llama/Meta-Llama-3.1-8B-Instruct")
model_hf = LlamaForCausalLM.from_pretrained("meta-llama/Meta-Llama-3.1-8B-Instruct")

felipemello1

"""
Script to update configs in torchtune in bulk

Goes over every .yaml file in configs that also has "lora" in the name
Finds the line that has "lora_alpha: 16"
Replaces the "lora_alpha: 16" with "lora_dropout: 0.0", while keeping the spacing and \n
Saves the file
Prints every file that was not updated
"""

felipemello1

1. Check Python3 root
>>> import sys
>>> import os
>>> sys.executable
'/usr/local/bin/python3'

OR

$ which python3
/usr/local/bin/python3

felipemello1

import networkx as nx
import graph_tool as gt



def get_prop_type(value, key=None):
    """
    Performs typing and value conversion for the graph_tool PropertyMap class.
    If a key is provided, it also ensures the key is in a format that can be