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How to fix the learning-rate for Huggingface´s Trainer?

Tuning the Learning Rate for Optimal Performance in Hugging Faces Trainer The Problem Achieving optimal performance with Hugging Faces Trainer often hinges on f

2 min read 04-10-2024 50
How to fix the learning-rate for Huggingface´s Trainer?
How to fix the learning-rate for Huggingface´s Trainer?

While using Seq2SeqTrainingArguments function, This error is displayed: Using the `Trainer` with `PyTorch` requires `accelerate>=0.21.0`

Using the Trainer with Py Torch requires accelerate 0 21 0 Unlocking the Power of Seq2 Seq Training Problem You re attempting to use the Seq2 Seq Training Argum

2 min read 04-10-2024 49
While using Seq2SeqTrainingArguments function, This error is displayed: Using the `Trainer` with `PyTorch` requires `accelerate>=0.21.0`
While using Seq2SeqTrainingArguments function, This error is displayed: Using the `Trainer` with `PyTorch` requires `accelerate>=0.21.0`

ORPOTrainer Error: Calculated loss must be on the original device: cuda:0 but device in use is cuda:3

Unraveling the ORPO Trainer Error Calculated loss must be on the original device cuda 0 but device in use is cuda 3 Problem You re attempting to train a machine

2 min read 04-10-2024 50
ORPOTrainer Error: Calculated loss must be on the original device: cuda:0 but device in use is cuda:3
ORPOTrainer Error: Calculated loss must be on the original device: cuda:0 but device in use is cuda:3

Huggingface Trainer logs different sample size than actual

Understanding Hugging Face Trainer Logging Sample Sizes In the world of machine learning and natural language processing tracking model performance during train

3 min read 15-09-2024 42
Huggingface Trainer logs different sample size than actual
Huggingface Trainer logs different sample size than actual

GliNER finetuning - no validation loss is logging

Gli NER Fine tuning When Validation Loss Refuses to Speak You re diving into the exciting world of Gli NER a powerful tool for named entity recognition NER You

2 min read 13-09-2024 70
GliNER finetuning - no validation loss is logging
GliNER finetuning - no validation loss is logging

Huggingface Trainer instant shutdown Ubuntu VM in Vcenter no warning no logs no errors

Hugging Face Trainer and the Mysterious Ubuntu VM Shutdown A Deep Dive Training large language models on powerful GPUs is a common practice and Hugging Faces Tr

2 min read 03-09-2024 45
Huggingface Trainer instant shutdown Ubuntu VM in Vcenter no warning no logs no errors
Huggingface Trainer instant shutdown Ubuntu VM in Vcenter no warning no logs no errors

Optimizing an LLM Using DPO: nan Loss Values During Evaluation

Optimizing an LLM Using DPO Understanding Nan Loss Values During Evaluation Optimizing large language models LLMs using techniques like DPO Deterministic Policy

3 min read 02-09-2024 43
Optimizing an LLM Using DPO: nan Loss Values During Evaluation
Optimizing an LLM Using DPO: nan Loss Values During Evaluation

Deepspeed : AttributeError: 'DummyOptim' object has no attribute 'step'

Deepspeed Integration with Hugging Face Trainer Troubleshooting the Attribute Error Dummy Optim object has no attribute step This article aims to help you troub

2 min read 02-09-2024 69
Deepspeed : AttributeError: 'DummyOptim' object has no attribute 'step'
Deepspeed : AttributeError: 'DummyOptim' object has no attribute 'step'

Transformers Trainer: Tried to track the number of tokens seen, however the current model is not configured properly to know what item is the input

Troubleshooting Tried to track the number of tokens seen Error in Hugging Face Transformers Trainer This article delves into a common error encountered when usi

2 min read 01-09-2024 36
Transformers Trainer: Tried to track the number of tokens seen, however the current model is not configured properly to know what item is the input
Transformers Trainer: Tried to track the number of tokens seen, however the current model is not configured properly to know what item is the input

Transformers Trainer: How do `seed` and `data_seed` differ?

Understanding seed and data seed in Hugging Faces Transformers Trainer In machine learning reproducibility is a key concern This is where the concepts of random

3 min read 01-09-2024 44
Transformers Trainer: How do `seed` and `data_seed` differ?
Transformers Trainer: How do `seed` and `data_seed` differ?

PyCharm + Transformers: Unable to Use Breakpoints with `Trainer()`

Debugging Transformers with Py Charm A Guide to Overcoming Breakpoint Woes Debugging machine learning models can be a frustrating process especially when you re

3 min read 31-08-2024 44
PyCharm + Transformers: Unable to Use Breakpoints with `Trainer()`
PyCharm + Transformers: Unable to Use Breakpoints with `Trainer()`

tensorflow.python.framework.errors_impl.FailedPreconditionError: C:\Users\Ata Onur Özdemir\PycharmProjects\Emotion_Detection\output is not a directory

C Users Ata Onur Oezdemir Pycharm Projects Emotion Detection output is not a directory Error in Tensor Flow A Comprehensive Guide This article addresses a commo

3 min read 31-08-2024 50
tensorflow.python.framework.errors_impl.FailedPreconditionError: C:\Users\Ata Onur Özdemir\PycharmProjects\Emotion_Detection\output is not a directory
tensorflow.python.framework.errors_impl.FailedPreconditionError: C:\Users\Ata Onur Özdemir\PycharmProjects\Emotion_Detection\output is not a directory