Comments (2)
Hello! Thanks for reaching out. 🚀
Integrating MLflow with YOLOv8 for experiment tracking should be straightforward, though we acknowledge the documentation might feel limited. Here’s a basic example on how you could set up your training script with MLflow to log metrics, parameters, and artifacts:
import mlflow
from ultralytics import YOLO
# Set experiment
mlflow.set_experiment('YOLOv8_Training')
# Start MLflow run
with mlflow.start_run():
# Set parameters
params = {'epochs': 10, 'batch_size': 16}
mlflow.log_params(params)
# Load model
model = YOLO('yolov8n.yaml').load('yolov8n.pt')
# Train the model
train_results = model.train(data='coco128.yaml', epochs=params['epochs'], batch_size=params['batch_size'])
# Log metrics
mlflow.log_metrics({'mAP': train_results.map, 'precision': train_results.precision, 'recall': train_results.recall})
# Save model artifact
model.save('/path/to/save/model')
mlflow.log_artifact('/path/to/save/model')
If you need detailed control or troubleshooting, the official [MLflow documentation](https://www.mlflow.org/docs/latest/index.html) provides comprehensive guides and scenarios.
Feel free to share specific issues you're encountering; this will help in providing more targeted assistance. Happy training!
from ultralytics.
c'mon glenn-jocher, you may have incorporated chatGPT in your automated responses, but it ain't a pretty picture.
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Related Issues (20)
- YOLOv8 OBB has super super SUPER poor detection performance for square、long&thin or Large objects!!! HOT 3
- UserWarning:Plan failed with a cudnnException: CUDNN_BACKEND_EXECUTION_PLAN_DESCRIPTOR: cudnnFinalize Descriptor Failed cudnn_status: CUDNN_STATUS_NOT_SUPPORTED (Triggered internally at ..\aten\src\ATen\native\cudnn\Conv_v8.cpp:919.) return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass HOT 3
- Can the “dynamic= True” of "engine" not be inferred?
- Weights transfer from a pretrained to a new model HOT 3
- partially initialized module 'pandas' has no attribute '_pandas_datetime_CAPI' (most likely due to a circular import) HOT 1
- How do I run tracking with ultralytics on multiple GPUs for quicker processing? HOT 5
- How can i use MPII dataset for YoloV8-pose training HOT 2
- How to chose what metrics use as goal for model.tune? HOT 4
- Have to solve convert best.pt model to tflite HOT 3
- Have to convert best.pt model to tflite format HOT 2
- Detection and segmentation from same img source
- Run Yolov8 on Jetson Nano with TensorRt HOT 6
- Why doesn't YOLO-worldv2 use ImagePoolingAttn? HOT 3
- How to train model without color? HOT 3
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- OSError: [WinError 126] The specified module could not be found. Error loading "C:\Users\User_Name\AppData\Roaming\Python\Python311\site-packages\torch\lib\shm.dll" or one of its dependencies. HOT 2
- Attempt to Replicate Validation Produces Worse Results HOT 2
- Yolov8 performance on Raspberry Pi 4B (8Gb) HOT 1
- Get results as YOLO annotation HOT 2
- Bug in torch.unique(return_counts=True) on MPS device results in incorrect counts and negative tensor dimensions HOT 2
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