Add videossm_hybrid_causal_v2 and context_k5 epoch-0 (30k)

README.md

@@ -29,16 +29,20 @@ Try the model in the browser (ZeroGPU, no local GPU): **[hugging-apps/echo-memor
 | Family | Checkpoint | Steps | SHA256 |
 | --- | --- | ---: | --- |
 | Raw context | `context_k1/epoch-0.safetensors` | 30,000 | See LFS metadata |
+| Raw context | `context_k5/epoch-0.safetensors` | 30,000 | `41cd6bc9a636420f3f238cd228ffeebcf51ff20a5f699890659d29b7fda55d0c` |
 | Compression | `framepack_len_r8/epoch-0.safetensors` | 30,000 | `dd57625506a2c68c402dc05de8f3c6fc5f5376fcac77d7fb6f26eb6ace1d74bf` |
 | State-space | `block_wise_ssm_causal_v2/epoch-0.safetensors` | 30,000 | `0dd90ea3f3423644f4d68c6d1185d7d717d328f5922ee21f745fc85abe9a01a9` |
+| State-space | `videossm_hybrid_causal_v2/epoch-0.safetensors` | 30,000 | `3df4f1c46fa61e13d3ea9821a910965931da09e946666364519f927754de24a0` |
 
-MoC, geometry-grounded spatial memory, legacy SSM, and VideoSSM weights are not part of this validated release.
+MoC, geometry-grounded spatial memory, and legacy FOV VideoSSM weights are not part of this validated release.
 
 ## Download
 
 ```bash
 huggingface-cli download Echo-Team/Echo-Memory \
+  context_k5/epoch-0.safetensors \
   block_wise_ssm_causal_v2/epoch-0.safetensors \
+  videossm_hybrid_causal_v2/epoch-0.safetensors \
   framepack_len_r8/epoch-0.safetensors \
   --local-dir ./ckpts
 ```
@@ -52,9 +56,15 @@ export WAN_BASE_MODEL=/path/to/Wan2.1-T2V-1.3B
 export CONTEXT_IMAGE=/path/to/first_frame.png
 export ACTION_PATH=/path/to/81_frame_camera_action.json
 
+CKPT=./ckpts/context_k5/epoch-0.safetensors \
+  bash inference/context_learning/run_infer_ctx5.sh
+
 CKPT=./ckpts/block_wise_ssm_causal_v2/epoch-0.safetensors NUM_CHUNKS=4 \
   bash inference/memory_baselines_basic/run_infer_block_wise_ssm_causal_v2.sh
 
+CKPT=./ckpts/videossm_hybrid_causal_v2/epoch-0.safetensors NUM_CHUNKS=4 \
+  bash inference/memory_baselines_basic/run_infer_videossm_hybrid_causal_v2.sh
+
 CKPT=./ckpts/framepack_len_r8/epoch-0.safetensors NUM_CHUNKS=4 \
   bash inference/memory_baselines_basic/run_infer_framepack_len_r8.sh
 ```