Curious reproducible fact: I trained a GPT-like decoder-only Transformer where the entire input embedding table is frozen and reduced to a 16‑D binary token-ID code (0/1) — this is NOT 16-bit quantization.
Key details: - vocab_size = 65536, n_embed = 16 (2^16 = 65536 unique IDs) - deterministic expansion 16 → d_model=1024 via repeat_interleave (scale=64) - full embedding table is published (embeddings.txt) for auditability
Update: TRELLIS.2 (Text to 3D, Image to 3D) Gradio with Rerun Embedded demo with improved visualization of the 3D model previewer is now available on Hugging Face. Generate assets and view them in the 3D viewer, powered and streamlined with Microsoft’s TRELLIS.2 and Tongyi-MAI’s Z-Image-Turbo models.
I am very excited to see the release of nyuuzyou/gitee-code. This is exactly what I have been looking for. Thank you to @nyuuzyou for his hard work on this.
Batch size is the number of holes, or the number of cars. Learning rate is your wheel size (assuming you have enough torque to make it so having a bigger wheel doesn't decrease your wheel RPM).
Introducing the Qwen-Image-Edit-2511-LoRAs-Fast demo, featuring image property comparison and contrast, built on top of Gradio and the combined Rerun SDK. It supports single and multi-image edits with existing LoRAs that are lazily loaded. (Note: This is still an experimental Space for Qwen-Image-Edit-2511.)
It's even worse because sometimes the spaces fail to schedule for no reason. Sometimes it's because they don't have enough hardware capacity, but sometimes it doesn't even give a reason. It just says "failed to schedule". I would not want to pay for such an inconsistent service anyway.
I am now being charged for paused and unstarted spaces out of the blue. I think this is it, folks. o7
The unstarted spaces I can get behind. I would've appreciated a warning email first, but whatever. However, every time I restart the active usage goes up, despite all of my spaces being moved to CPU (free), and being paused.
I am now being charged for paused and unstarted spaces out of the blue. I think this is it, folks. o7
The unstarted spaces I can get behind. I would've appreciated a warning email first, but whatever. However, every time I restart the active usage goes up, despite all of my spaces being moved to CPU (free), and being paused.
Developing with ZeroGPU without a PRO account is painful. They give you so many requests at once, but then have like a 24 hour cooldown. I vote less requests in a batch, but then a shorter cooldown.
or just less of a cooldown, but i understand if that is not allowed
Developing with ZeroGPU without a PRO account is painful. They give you so many requests at once, but then have like a 24 hour cooldown. I vote less requests in a batch, but then a shorter cooldown.
or just less of a cooldown, but i understand if that is not allowed