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mdiffae-v2

Safetensors
PyTorch
mdiffae
diffusion
autoencoder
image-reconstruction
masked-autoencoder
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  1. .gitattributes +579 -0
  2. README.md +135 -0
  3. config.json +17 -0
  4. images/delta/VAE_accuracy_test_image_Flux_1_VAE.png +3 -0
  5. images/delta/VAE_accuracy_test_image_Flux_2_VAE.png +3 -0
  6. images/delta/VAE_accuracy_test_image_irdiffae_v1.png +3 -0
  7. images/delta/VAE_accuracy_test_image_irdiffae_v1_(1_step).png +3 -0
  8. images/delta/VAE_accuracy_test_image_mdiffae_v2_(1_step).png +3 -0
  9. images/delta/VAE_accuracy_test_image_mdiffae_v2_(2_steps).png +3 -0
  10. images/delta/VAE_accuracy_test_image_original.png +3 -0
  11. images/delta/p640x1536_94623_Flux_1_VAE.png +3 -0
  12. images/delta/p640x1536_94623_Flux_2_VAE.png +3 -0
  13. images/delta/p640x1536_94623_irdiffae_v1.png +3 -0
  14. images/delta/p640x1536_94623_irdiffae_v1_(1_step).png +3 -0
  15. images/delta/p640x1536_94623_mdiffae_v2_(1_step).png +3 -0
  16. images/delta/p640x1536_94623_mdiffae_v2_(2_steps).png +3 -0
  17. images/delta/p640x1536_94623_original.png +3 -0
  18. images/delta/p640x1536_94624_Flux_1_VAE.png +3 -0
  19. images/delta/p640x1536_94624_Flux_2_VAE.png +3 -0
  20. images/delta/p640x1536_94624_irdiffae_v1.png +3 -0
  21. images/delta/p640x1536_94624_irdiffae_v1_(1_step).png +3 -0
  22. images/delta/p640x1536_94624_mdiffae_v2_(1_step).png +3 -0
  23. images/delta/p640x1536_94624_mdiffae_v2_(2_steps).png +3 -0
  24. images/delta/p640x1536_94624_original.png +3 -0
  25. images/delta/p640x1536_94625_Flux_1_VAE.png +3 -0
  26. images/delta/p640x1536_94625_Flux_2_VAE.png +3 -0
  27. images/delta/p640x1536_94625_irdiffae_v1.png +3 -0
  28. images/delta/p640x1536_94625_irdiffae_v1_(1_step).png +3 -0
  29. images/delta/p640x1536_94625_mdiffae_v2_(1_step).png +3 -0
  30. images/delta/p640x1536_94625_mdiffae_v2_(2_steps).png +3 -0
  31. images/delta/p640x1536_94625_original.png +3 -0
  32. images/delta/p640x1536_94626_Flux_1_VAE.png +3 -0
  33. images/delta/p640x1536_94626_Flux_2_VAE.png +3 -0
  34. images/delta/p640x1536_94626_irdiffae_v1.png +3 -0
  35. images/delta/p640x1536_94626_irdiffae_v1_(1_step).png +3 -0
  36. images/delta/p640x1536_94626_mdiffae_v2_(1_step).png +3 -0
  37. images/delta/p640x1536_94626_mdiffae_v2_(2_steps).png +3 -0
  38. images/delta/p640x1536_94626_original.png +3 -0
  39. images/delta/p640x1536_94627_Flux_1_VAE.png +3 -0
  40. images/delta/p640x1536_94627_Flux_2_VAE.png +3 -0
  41. images/delta/p640x1536_94627_irdiffae_v1.png +3 -0
  42. images/delta/p640x1536_94627_irdiffae_v1_(1_step).png +3 -0
  43. images/delta/p640x1536_94627_mdiffae_v2_(1_step).png +3 -0
  44. images/delta/p640x1536_94627_mdiffae_v2_(2_steps).png +3 -0
  45. images/delta/p640x1536_94627_original.png +3 -0
  46. images/delta/p640x1536_94628_Flux_1_VAE.png +3 -0
  47. images/delta/p640x1536_94628_Flux_2_VAE.png +3 -0
  48. images/delta/p640x1536_94628_irdiffae_v1.png +3 -0
  49. images/delta/p640x1536_94628_irdiffae_v1_(1_step).png +3 -0
  50. images/delta/p640x1536_94628_mdiffae_v2_(1_step).png +3 -0
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README.md ADDED
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1
+ ---
2
+ license: apache-2.0
3
+ tags:
4
+ - diffusion
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+ - autoencoder
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+ - image-reconstruction
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+ - pytorch
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+ - masked-autoencoder
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+ library_name: mdiffae
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+ ---
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+
12
+ # mdiffae-v2
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+
14
+ **mDiffAE v2** — **M**asked **Diff**usion **A**uto**E**ncoder v2.
15
+ A fast, single-GPU-trainable diffusion autoencoder with a **96-channel**
16
+ spatial bottleneck and a skip-concat decoder with optional PDG sharpening.
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+ **This is the recommended version** — it offers substantially better
18
+ reconstruction than [v1](https://huggingface.co/data-archetype/mdiffae-v1)
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+ (+1.7 dB mean PSNR) while maintaining the same or better convergence for
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+ downstream latent diffusion models.
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+
22
+ This variant (mdiffae-v2): 120.9M parameters, 461.2 MB.
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+ Bottleneck: **96 channels** at patch size 16
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+ (compression ratio 8x).
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+
26
+ ## Documentation
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+
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+ - [Technical Report](technical_report_mdiffae_v2.md) — architecture, training changes from v1, and results
29
+ - [mDiffAE v1](https://huggingface.co/data-archetype/mdiffae-v1) — previous version
30
+ - [iRDiffAE Technical Report](https://huggingface.co/data-archetype/irdiffae-v1/blob/main/technical_report.md) — full background on VP diffusion, DiCo blocks, patchify encoder, AdaLN
31
+
32
+ ## Quick Start
33
+
34
+ ```python
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+ import torch
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+ from m_diffae_v2 import MDiffAEV2
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+
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+ # Load from HuggingFace Hub (or a local path)
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+ model = MDiffAEV2.from_pretrained("data-archetype/mdiffae-v2", device="cuda")
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+
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+ # Encode
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+ images = ... # [B, 3, H, W] in [-1, 1], H and W divisible by 16
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+ latents = model.encode(images)
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+
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+ # Decode (2 steps by default — PSNR-optimal)
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+ recon = model.decode(latents, height=H, width=W)
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+
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+ # Reconstruct (encode + 2-step decode)
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+ recon = model.reconstruct(images)
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+ ```
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+
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+ > **Note:** Requires `pip install huggingface_hub safetensors` for Hub downloads.
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+ > You can also pass a local directory path to `from_pretrained()`.
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+
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+ ## Architecture
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+
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+ | Property | Value |
58
+ |---|---|
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+ | Parameters | 120,893,792 |
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+ | File size | 461.2 MB |
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+ | Patch size | 16 |
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+ | Model dim | 896 |
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+ | Encoder depth | 4 |
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+ | Decoder depth | 8 (2+4+2 skip-concat) |
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+ | Bottleneck dim | 96 |
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+ | Compression ratio | 8x |
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+ | MLP ratio | 4.0 |
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+ | Depthwise kernel | 7 |
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+ | AdaLN rank | 128 |
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+ | PDG | Conditioning degradation for CFG-style sharpening at inference |
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+ | Training regularizer | Token masking (25-75% ratio, 90% apply prob) + Path drop (10% drop prob) |
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+
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+ **Encoder**: Deterministic. Patchify (PixelUnshuffle + 1x1 conv) followed by
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+ DiCo blocks with learned residual gates. No input RMSNorm. Post-bottleneck
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+ RMSNorm (affine=False) normalizes the latent tokens.
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+
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+ **Decoder**: VP diffusion conditioned on encoder latents and timestep via
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+ shared-base + per-layer low-rank AdaLN-Zero. Skip-concat topology
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+ (2 start + 4 middle + 2 end blocks)
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+ with skip connections from start to end blocks. No outer RMSNorms
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+ (input, latent conditioning, and output norms all removed).
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+
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+ ### Changes from v1
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+
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+ | Aspect | mDiffAE v1 | mDiffAE v2 |
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+ |---|---|---|
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+ | Bottleneck dim | 64 (12x compression) | **96** (8x compression) |
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+ | Decoder topology | 4 flat sequential blocks | **8 blocks (2+4+2 skip-concat)** |
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+ | Token mask apply prob | 50% | **90%** |
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+ | Token mask ratio | Fixed 75% | **Uniform(25%, 75%)** |
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+ | PDG training regularizer | Token masking (50%) | **Token masking (90%) + path drop (10%)** |
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+ | Latent noise prob | 10% | **50%** |
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+ | Encoder input norm | RMSNorm (affine) | **Removed** |
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+ | Decoder input norm | RMSNorm (affine) | **Removed** |
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+ | Decoder latent norm | RMSNorm (affine) | **Removed** |
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+ | Decoder output norm | RMSNorm (affine) | **Removed** |
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+
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+ ## Recommended Settings
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+
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+ | Mode | Steps | PDG | Strength |
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+ |---|---|---|---|
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+ | **Default** (best PSNR) | 2 | off | — |
103
+ | **Sharp** (perceptual) | 10 | on | 2.0 |
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+
105
+ ```python
106
+ from m_diffae_v2 import MDiffAEV2InferenceConfig
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+
108
+ # Default — best PSNR, fast (2 steps, no PDG)
109
+ recon = model.decode(latents, height=H, width=W)
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+
111
+ # Sharp mode — perceptual sharpening (10 steps + PDG)
112
+ cfg = MDiffAEV2InferenceConfig(num_steps=10, pdg=True, pdg_strength=2.0)
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+ recon = model.decode(latents, height=H, width=W, inference_config=cfg)
114
+ ```
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+
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+ ## Citation
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+
118
+ ```bibtex
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+ @misc{mdiffae_v2,
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+ title = {mDiffAE v2: A Fast Masked Diffusion Autoencoder with Skip-Concat Decoder},
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+ author = {data-archetype},
122
+ year = {2026},
123
+ month = mar,
124
+ url = {https://huggingface.co/data-archetype/mdiffae-v2},
125
+ }
126
+ ```
127
+
128
+ ## Dependencies
129
+
130
+ - PyTorch >= 2.0
131
+ - safetensors (for loading weights)
132
+
133
+ ## License
134
+
135
+ Apache 2.0
config.json ADDED
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+ {
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+ "in_channels": 3,
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+ "patch_size": 16,
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+ "model_dim": 896,
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+ "encoder_depth": 4,
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+ "decoder_depth": 8,
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+ "decoder_start_blocks": 2,
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+ "decoder_end_blocks": 2,
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+ "bottleneck_dim": 96,
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+ "mlp_ratio": 4.0,
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+ "depthwise_kernel_size": 7,
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+ "adaln_low_rank_rank": 128,
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+ "logsnr_min": -10.0,
14
+ "logsnr_max": 10.0,
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+ "pixel_noise_std": 0.558,
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+ "pdg_mask_ratio": 0.75
17
+ }
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Git LFS Details

  • SHA256: 455d2bc78293b6cf50aa426a3e0eb572ca223494630c290359c71591e9694cf7
  • Pointer size: 132 Bytes
  • Size of remote file: 2.68 MB
images/delta/p640x1536_94625_Flux_2_VAE.png ADDED

Git LFS Details

  • SHA256: 84044fd8b349684709c61ea4a856dd3aadef57ccfd8c7838a8d120bace9a4355
  • Pointer size: 132 Bytes
  • Size of remote file: 2.68 MB
images/delta/p640x1536_94625_irdiffae_v1.png ADDED

Git LFS Details

  • SHA256: c316028ef704153bda6a144c7a768af1505d9d95d56fe31fc0fad826198a9f8f
  • Pointer size: 132 Bytes
  • Size of remote file: 2.69 MB
images/delta/p640x1536_94625_irdiffae_v1_(1_step).png ADDED

Git LFS Details

  • SHA256: c316028ef704153bda6a144c7a768af1505d9d95d56fe31fc0fad826198a9f8f
  • Pointer size: 132 Bytes
  • Size of remote file: 2.69 MB
images/delta/p640x1536_94625_mdiffae_v2_(1_step).png ADDED

Git LFS Details

  • SHA256: f98de4fd658e32c91e093c384b90d3003b9ad7c698873e72789ff72d33e22038
  • Pointer size: 132 Bytes
  • Size of remote file: 2.73 MB
images/delta/p640x1536_94625_mdiffae_v2_(2_steps).png ADDED

Git LFS Details

  • SHA256: 168bde9ce32465313a45533dfcbdea711cea41ba9bf73354637e0ab7585ea2c1
  • Pointer size: 132 Bytes
  • Size of remote file: 2.73 MB
images/delta/p640x1536_94625_original.png ADDED

Git LFS Details

  • SHA256: 7a2f1a702e8b57a232e561719465bfc51671a75d812ccc5bf5fde4ff1e98a0f6
  • Pointer size: 132 Bytes
  • Size of remote file: 1.53 MB
images/delta/p640x1536_94626_Flux_1_VAE.png ADDED

Git LFS Details

  • SHA256: 3e33d0a0fac175f910b110670c238a39f2d72db930a415d81b559fe697ac1013
  • Pointer size: 132 Bytes
  • Size of remote file: 2.84 MB
images/delta/p640x1536_94626_Flux_2_VAE.png ADDED

Git LFS Details

  • SHA256: f5e3633278c607b971a37a32e83fc0a0e41b158822b64154d768e166849127bd
  • Pointer size: 132 Bytes
  • Size of remote file: 2.81 MB
images/delta/p640x1536_94626_irdiffae_v1.png ADDED

Git LFS Details

  • SHA256: 8733773e94063760117ffdf8a53cf80e67a9219d2d661f93b1e1a575427017b2
  • Pointer size: 132 Bytes
  • Size of remote file: 2.82 MB
images/delta/p640x1536_94626_irdiffae_v1_(1_step).png ADDED

Git LFS Details

  • SHA256: 8733773e94063760117ffdf8a53cf80e67a9219d2d661f93b1e1a575427017b2
  • Pointer size: 132 Bytes
  • Size of remote file: 2.82 MB
images/delta/p640x1536_94626_mdiffae_v2_(1_step).png ADDED

Git LFS Details

  • SHA256: 5a215e61cb80fbd78a5addd68f86c20f4913d44baadbc888916bc2165454f4a7
  • Pointer size: 132 Bytes
  • Size of remote file: 2.86 MB
images/delta/p640x1536_94626_mdiffae_v2_(2_steps).png ADDED

Git LFS Details

  • SHA256: 57232df75d875d47621cc3c437af2ae1ed7481399ab5d81225ae80c1acfa3ac1
  • Pointer size: 132 Bytes
  • Size of remote file: 2.85 MB
images/delta/p640x1536_94626_original.png ADDED

Git LFS Details

  • SHA256: e756c78d3bca656ddfc897d5067c31969d92b3fe6a383ee29d8d910f5ebc5493
  • Pointer size: 132 Bytes
  • Size of remote file: 1.92 MB
images/delta/p640x1536_94627_Flux_1_VAE.png ADDED

Git LFS Details

  • SHA256: 6fe5ba657a7e1ce8b90727de7cc3633c61de726cf3d03f6c2f57d21e3dc0e033
  • Pointer size: 132 Bytes
  • Size of remote file: 2.8 MB
images/delta/p640x1536_94627_Flux_2_VAE.png ADDED

Git LFS Details

  • SHA256: a54dfa62bf37a324555e2bd2f015ca2c8b070d14a365dae90b8f83bba70d804a
  • Pointer size: 132 Bytes
  • Size of remote file: 2.79 MB
images/delta/p640x1536_94627_irdiffae_v1.png ADDED

Git LFS Details

  • SHA256: 0969e93109254c22cf3cd25e80493e52ef2ae80f33b064402dcd4ea90e1ed9d9
  • Pointer size: 132 Bytes
  • Size of remote file: 2.8 MB
images/delta/p640x1536_94627_irdiffae_v1_(1_step).png ADDED

Git LFS Details

  • SHA256: 0969e93109254c22cf3cd25e80493e52ef2ae80f33b064402dcd4ea90e1ed9d9
  • Pointer size: 132 Bytes
  • Size of remote file: 2.8 MB
images/delta/p640x1536_94627_mdiffae_v2_(1_step).png ADDED

Git LFS Details

  • SHA256: a657cc65e81af91db3b647c701bb06e7ae7d7cefcc195ad3ab1fdb2c7e0a7c98
  • Pointer size: 132 Bytes
  • Size of remote file: 2.84 MB
images/delta/p640x1536_94627_mdiffae_v2_(2_steps).png ADDED

Git LFS Details

  • SHA256: cc41e95894c8fd26a750b2cba73ca1759a58e63850ad3d50cebb5db7560c9f6f
  • Pointer size: 132 Bytes
  • Size of remote file: 2.83 MB
images/delta/p640x1536_94627_original.png ADDED

Git LFS Details

  • SHA256: 0e6812fd52a3e3e62103c23d3c7f18941e814059edd8031d65b63a4f062cad47
  • Pointer size: 132 Bytes
  • Size of remote file: 1.77 MB
images/delta/p640x1536_94628_Flux_1_VAE.png ADDED

Git LFS Details

  • SHA256: a84d17b56b5885d8c46750333f630d5f4396e4e48fb01e48f25fdce7c1e60edd
  • Pointer size: 132 Bytes
  • Size of remote file: 2.86 MB
images/delta/p640x1536_94628_Flux_2_VAE.png ADDED

Git LFS Details

  • SHA256: 88eea5166127295a2e0bb7209365f9a3f66afa135ae6e314e592e6bf18d3e3c8
  • Pointer size: 132 Bytes
  • Size of remote file: 2.82 MB
images/delta/p640x1536_94628_irdiffae_v1.png ADDED

Git LFS Details

  • SHA256: d41a59d42a40a2292d745450eddcb43954ce43985d1e22afe8d40b832fa89ec8
  • Pointer size: 132 Bytes
  • Size of remote file: 2.86 MB
images/delta/p640x1536_94628_irdiffae_v1_(1_step).png ADDED

Git LFS Details

  • SHA256: d41a59d42a40a2292d745450eddcb43954ce43985d1e22afe8d40b832fa89ec8
  • Pointer size: 132 Bytes
  • Size of remote file: 2.86 MB
images/delta/p640x1536_94628_mdiffae_v2_(1_step).png ADDED

Git LFS Details

  • SHA256: 9a36fc4c89c62c9175cbd06fc1798aa691d10b7483d0f37ea2deae3fba0a1c43
  • Pointer size: 132 Bytes
  • Size of remote file: 2.88 MB