python - How to run any quantized GGUF model on CPU for local …
Dec 9, 2023 · llama-cpp-python is my personal choice, because it is easy to use and it is usually one of the first to support quantized versions of new models. To install it for CPU, just run pip install llama …
python - What is the difference between model.to (device) and model ...
Jan 2, 2020 · In other words, b = a.to(device) for a model a is probably confused coding and should rather just be a.to(device), while a.to(device) for a tensor a has no effect at all?
python - Generate dynamic model using pydantic - Stack Overflow
Feb 12, 2021 · 26 I am trying to create a dynamic model using Python's pydantic library. My input data is a regular dict. However, the content of the dict (read: its keys) may vary. I am wondering how to …
Can Pydantic model_dump() return exact type? - Stack Overflow
Nov 13, 2023 · We have .model_dump() but its return type hint is dict[str, Any]. This is annoying is because I want to write a FastAPI backend with SQLAlchemy ORM and Pydantic models.
python - How to use pickle to save sklearn model - Stack Overflow
Feb 26, 2019 · I want to dump and load my Sklearn trained model using Pickle. How to do that?
Use mlflow to serve a custom python model for scoring
Jan 25, 2021 · 4 I am using Python code generated from an ML software with mlflow to read a data frame, perform some table operations and output a data frame. I am able to run the code …
python - What are all the formats to save machine learning model in ...
Apr 9, 2020 · The HDF5 file contains everything you need to not only load the model to make predictions (i.e., architecture and trained parameters) but also to restart training (i.e., loss and optimizer settings …
How to convert JSON data into a Python object? - Stack Overflow
May 10, 2016 · I want to convert JSON data into a Python object. I receive JSON data objects from the Facebook API, which I want to store in my database. My current View in Django (Python) …
python - Saving and logging mlflow custom model - Stack Overflow
Oct 27, 2022 · I am trying to use mlflow in Azure databricks for a custom ML model I have created. I am however new to mlflow so to get an idea of how to save and log the model I have created a small …
python - How do I save a trained model in PyTorch? - Stack Overflow
Jul 11, 2022 · Another common way to do inference with a trained model is to use TorchScript, an intermediate representation of a PyTorch model that can be run in Python as well as in C++.