kharshit / gpucompare Goto Github PK

🚀 Feature Request

Print a detailed GPU comparison (e.g. in a tabular format).

📎 Additional context

GPU can be compared based on various factors e.g. int8 and fp32 performance of a GPU can be different. Some GPUs might not even have encoders. The package should output a detailed comparison.

🚀 Feature Request

Add support to compare GPUs of different architectures.

📎 Additional context

Even though NVIDIA A2 (Ampere) has fewer CUDA/Tensor cores than Tesla T4 (Turing), its performance is comparable to that of T4 in many scenarios. In fact, it's considered a replacement for T4. The update in architecture comes with significant performance improvements.

🚀 Feature Request

Plot bar chart (or other graphs) to compare performance output.

🔈 Motivation

A graph gives a better understanding when comparing things.

📎 Additional context

$ gpucompare --csv-data assets/gpu_data.csv --output=graph
# should output a graph (save an image in current location with a plot)

🚀 Feature Request

Compare GPUs by taking GPU names as input. This will require getting GPU info via web scraping.

🔈 Motivation

This will make GPU comparison a lot easier w/o requiring the user to search GPU specs first. The package can do it itself.

📎 Additional context

Once a particular GPUs data is parsed, it can be stored in a database, which can be retrieved at later instances thus avoiding web scraping for the same GPU multiple times.