MLOps problems

9 problems, longest running first. The list grows every day.

Problem	Companies	Active	Seen on	This week
Hugging Face users keep filing bugsHugging Face, GitHub, PyTorch, NVIDIA13d activeSeen on GitHub issues, Community forums, Stack Overflow	Hugging Face, GitHub, PyTorch, NVIDIA	13d activesince Aug 28	Seen on GitHub issues, Community forums, Stack Overflow	+33 posts in the last 7 days, 6 the 7 days before (fading)
vLLM users keep filing bugsvLLM, GitHub, NVIDIA, Kubernetes, llama.cpp, Qwen12d activeSeen on GitHub issues, Reddit	vLLM, GitHub, NVIDIA, Kubernetes, llama.cpp, Qwen	12d activesince Aug 27	Seen on GitHub issues, Reddit	+55 posts in the last 7 days, 1 the 7 days before (rising)
MLflow users keep filing bugsMLflow, Databricks, GitHub, SQLite, PyPI, PostgreSQL11d activeSeen on GitHub issues	MLflow, Databricks, GitHub, SQLite, PyPI, PostgreSQL	11d activesince Aug 27	Seen on GitHub issues	+22 posts in the last 7 days, 2 the 7 days before (steady)
PyTorch users keep filing bugsPyTorch, GitHub, Hugging Face, NVIDIA, vLLM, GitHub Actions8d activeSeen on GitHub issues	PyTorch, GitHub, Hugging Face, NVIDIA, vLLM, GitHub Actions	8d activesince Sep 2	Seen on GitHub issues	+11 post in the last 7 days, 3 the 7 days before (fading)
Running Ollama locally hits memory and speed limitsOllama, NVIDIA, GitHub, LM Studio, Docker, llama.cpp7d activeSeen on GitHub issues	Ollama, NVIDIA, GitHub, LM Studio, Docker, llama.cpp	7d activesince Aug 28	Seen on GitHub issues	+22 posts in the last 7 days, 2 the 7 days before (steady)
Deploying and serving models is harder than trainingMLflow, GitHub, ChatGPT, Codex, Llama, Ollama7d activeSeen on GitHub issues, Hacker News, Reddit	MLflow, GitHub, ChatGPT, Codex, Llama, Ollama	7d activesince Aug 31	Seen on GitHub issues, Hacker News, Reddit	+11 post in the last 7 days, 2 the 7 days before (steady)
Running llama.cpp locally hits memory and speed limitsllama.cpp, NVIDIA, Hugging Face, GitHub, Tesla, Unsloth6d activeSeen on GitHub issues, Reddit	llama.cpp, NVIDIA, Hugging Face, GitHub, Tesla, Unsloth	6d activesince Aug 27	Seen on GitHub issues, Reddit	+11 post in the last 7 days, 1 the 7 days before (steady)
NVIDIA users keep filing bugsNVIDIA, llama.cpp, TensorFlow, Hugging Face, PyTorch, GitHub6d activeSeen on GitHub issues, Stack Overflow	NVIDIA, llama.cpp, TensorFlow, Hugging Face, PyTorch, GitHub	6d activesince Aug 27	Seen on GitHub issues, Stack Overflow	+11 post in the last 7 days, 1 the 7 days before (steady)
Running LLMs locally hits memory and speed limitsGitHub, Pinecone, PyTorch, OpenAI, vLLM, Hugging Face5d activeSeen on Reddit, GitHub issues	GitHub, Pinecone, PyTorch, OpenAI, vLLM, Hugging Face	5d activesince Sep 6	Seen on Reddit, GitHub issues	+22 posts in the last 7 days, 1 the 7 days before (steady)

MLOps problems

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