Image-to-Video
Wan2.2
English
remind
remind-5b
video-generation
world-model
video-world-model
causal-video-generation
dynamic-memory
out-of-sight-state-evolution
teaching-video-generators-to-remember
lora
Instructions to use AppliedIntuitionResearch/ReMind with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Wan2.2
How to use AppliedIntuitionResearch/ReMind with Wan2.2:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Replace DMD EMA with aligned step-480 adapter
Browse filesPublish checkpoint-1200 EMA from remind-dmd15k-sf4s-a1-b64s4-0919, reproduced with the locked W&B UI-step 480 validation protocol on the TF+2000 base.
- README.md +4 -2
- ReMind-5b-dmd-ema.safetensors +1 -1
- SHA256SUMS +1 -1
README.md
CHANGED
|
@@ -99,14 +99,16 @@ python inference.py \
|
|
| 99 |
|
| 100 |
The public inference recipe uses 81 frames at 832×480 and 16 fps, seven
|
| 101 |
three-latent-frame chunks, and the shifted four-step schedule
|
| 102 |
-
`[1000,
|
| 103 |
trajectories.
|
| 104 |
|
| 105 |
## Checkpoint lineage and validation
|
| 106 |
|
| 107 |
- ReMind-5B generator: pair-fixed 480p checkpoint after an additional 2,000
|
| 108 |
teacher-forcing iterations; this is the frozen base used by the current DMD line.
|
| 109 |
-
- DMD EMA adapter:
|
|
|
|
|
|
|
| 110 |
- The ReMind-5B checkpoint loads with 100% key coverage.
|
| 111 |
|
| 112 |
Integrity hashes are provided in `SHA256SUMS`.
|
|
|
|
| 99 |
|
| 100 |
The public inference recipe uses 81 frames at 832×480 and 16 fps, seven
|
| 101 |
three-latent-frame chunks, and the shifted four-step schedule
|
| 102 |
+
`[1000, 938, 833, 625]`. Camera examples use the bundled pair-fixed GT camera
|
| 103 |
trajectories.
|
| 104 |
|
| 105 |
## Checkpoint lineage and validation
|
| 106 |
|
| 107 |
- ReMind-5B generator: pair-fixed 480p checkpoint after an additional 2,000
|
| 108 |
teacher-forcing iterations; this is the frozen base used by the current DMD line.
|
| 109 |
+
- DMD EMA adapter: checkpoint 1200 (W&B UI step 480) from
|
| 110 |
+
`remind-dmd15k-sf4s-a1-b64s4-0919`, validated against the locked eight-case
|
| 111 |
+
raw/EMA suite with the TF+2000 base.
|
| 112 |
- The ReMind-5B checkpoint loads with 100% key coverage.
|
| 113 |
|
| 114 |
Integrity hashes are provided in `SHA256SUMS`.
|
ReMind-5b-dmd-ema.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 1478584376
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:35aac81065da0e4139897405ecd2aa5403ff703eb753f80a89b895ef5a5dab59
|
| 3 |
size 1478584376
|
SHA256SUMS
CHANGED
|
@@ -1,2 +1,2 @@
|
|
| 1 |
-
|
| 2 |
fda02ffe06f98d97ca5c42af8b0eef1d627ebc01d95c5364020e7ad8261a4683 ReMind-5B.safetensors
|
|
|
|
| 1 |
+
35aac81065da0e4139897405ecd2aa5403ff703eb753f80a89b895ef5a5dab59 ReMind-5b-dmd-ema.safetensors
|
| 2 |
fda02ffe06f98d97ca5c42af8b0eef1d627ebc01d95c5364020e7ad8261a4683 ReMind-5B.safetensors
|