Commit Graph

13 Commits

Author SHA1 Message Date
Prince Canuma
207c223354 Add LTX-2.3 model architecture with prompt-conditioned adaptive layer normalization (adaln) support. Introduce gating mechanisms in attention modules and update transformer configurations to accommodate new parameters. Refactor video and audio processing to utilize adaptive normalization, improving model flexibility and performance. Update weight loading and initialization logic to support dynamic block structures in the decoder. 2026-03-10 16:47:36 +01:00
Prince Canuma
cb2d19c84d fix loading 2026-01-24 01:37:38 +01:00
Prince Canuma
ef76ec0921 add from pretrained 2026-01-23 18:13:51 +01:00
Prince Canuma
df753312c7 Refactor video generation and model loading processes to utilize from_pretrained methods for VideoEncoder and VideoDecoder. Update denoising functions to include a cfg_rescale parameter for improved artifact reduction. Ensure consistent dtype handling across audio and video processing, enhancing precision and aligning with PyTorch behavior. 2026-01-23 17:39:02 +01:00
Prince Canuma
02bfa228d9 Refactor weight loading and sanitization processes for audio models 2026-01-23 17:31:25 +01:00
Prince Canuma
b1bf9e2dc0 Enhance video generation with progress bar for streaming and remove debug prints from tiling decoder 2026-01-17 23:53:53 +01:00
Prince Canuma
7f20840dc7 Add streaming support to video generation 2026-01-17 23:17:08 +01:00
Prince Canuma
883c6b0ad8 ensure dtype cast 2026-01-17 13:03:48 +01:00
Prince Canuma
e4cdbb7eab add vae tiling 2026-01-17 07:51:54 +01:00
Prince Canuma
d52e567c56 Enhance precision in denormalization and normalization processes
- Updated `denormalize` and `pixel_norm` methods in `LTX2VideoDecoder` and `PerChannelStatistics` classes to cast mean and standard deviation to float32 for improved precision.
- Ensured that the output of normalization operations retains the original data type of the input tensor.
2026-01-17 01:14:29 +01:00
Prince Canuma
09c2b460a7 Refactor LTX2VideoDecoder and ResBlockGroup: Change up_blocks and res_blocks from lists to dictionaries for better parameter tracking in MLX 2026-01-15 03:48:16 +01:00
Prince Canuma
e7067fea11 Refactor LTX2VideoDecoder: Remove redundant comments for residual parameter 2026-01-14 01:21:43 +01:00
Prince Canuma
d1ca36a315 initial commit (LTX-2) 2026-01-11 23:48:33 +01:00