Add files using upload-large-folder tool

FILE_LAYOUT.json

@@ -0,0 +1,12 @@
+{
+  "schema_version": 1,
+  "layout_id": "hf_bucketed_language_shards_v1",
+  "payload_prefix": "dynamicwam_wo_motion",
+  "native_language_shard_pattern": "lang/shards/shard_{index:06d}.{json,safetensors}",
+  "repository_language_shard_pattern": "lang/shards/bucket_{index_div_1000:03d}/shard_{index:06d}.{json,safetensors}",
+  "language_shard_bucket_size": 1000,
+  "language_shard_bucket_count": 41,
+  "materialization_tool": "tools/materialize_training_layout.py",
+  "materialized_view": "flat relative symlinks or hardlinks under lang/shards/",
+  "payload_bytes_changed": false
+}

README.md

@@ -23,11 +23,13 @@ This repository contains the packed training corpus for **DynamicWAM (w/o
 motion)**, the paper variant previously tracked internally as B0. The public
 name is now consistently **DynamicWAM (w/o motion)**.
 
-The corpus is a training-ready derivative of
+The corpus is a lossless packed derivative of
 [`H-EmbodVis/DOMINO`](https://github.com/H-EmbodVis/DOMINO), not a copy of the
 raw RGB dataset. It stores aligned video latents, action/state targets, history
-Flow RGB, language embeddings, frame indices, and metadata in the exact format
-consumed by the released training pipeline.
+Flow RGB, language embeddings, frame indices, and metadata. The Hub layout
+buckets the language shards to satisfy Hugging Face's per-directory file
+limit; a supplied materialization tool creates the flat compatibility view
+expected by the released training loader without duplicating payload bytes.
 
 ## Important naming distinction
 
@@ -70,10 +72,16 @@ dynamicwam_wo_motion/
 └── lang/
     ├── lang.json
     └── shards/
-        ├── shard_*.safetensors
-        └── shard_*.json
+        ├── bucket_000/
+        │   ├── shard_000000.safetensors
+        │   └── ...
+        └── bucket_040/
+            └── shard_040654.json
 DATASET_RELEASE.json
+FILE_LAYOUT.json
+PAYLOAD_MANIFEST.jsonl
 SHA256SUMS
+tools/materialize_training_layout.py
 ```
 
 This is a custom Safetensors-backed training format, so the Hugging Face
@@ -85,10 +93,17 @@ loader from the source repository.
 ```bash
 hf download KhalilGao/DynamicWAM-data \
   --repo-type dataset \
-  --include "dynamicwam_wo_motion/**" \
   --local-dir data/DynamicWAM-data
+
+python data/DynamicWAM-data/tools/materialize_training_layout.py \
+  data/DynamicWAM-data/dynamicwam_wo_motion
 ```
 
+The second command creates relative symlinks such as
+`lang/shards/shard_000000.safetensors ->
+bucket_000/shard_000000.safetensors`. It is idempotent. Use `--mode hardlink`
+when symlinks are unsuitable; neither mode duplicates the underlying payload.
+
 The matching checkpoint is
 [`KhalilGao/DynamicWAM/checkpoints/dynamicwam_wo_motion/model.pt`](https://huggingface.co/KhalilGao/DynamicWAM/blob/main/checkpoints/dynamicwam_wo_motion/model.pt).
 
@@ -102,8 +117,10 @@ The matching checkpoint is
 - The packaged action statistics have SHA-256
   `730a91e41b6a23c70cec49cd222835373ba9364680da5753f4408c5534319b04`,
   exactly matching the released DynamicWAM (w/o motion) checkpoint.
+- `PAYLOAD_MANIFEST.jsonl` maps every native logical path to its bucketed Hub
+  path and records byte size and source modification time.
 - `SHA256SUMS` is generated from the upload-time content hashes and covers the
-  complete payload under `dynamicwam_wo_motion/`.
+  complete bucketed payload under `dynamicwam_wo_motion/`.
 
 ## License
 

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003005.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3005,
+  "token_count": 4075
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003006.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3006,
+  "token_count": 4162
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003007.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3007,
+  "token_count": 4103
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003008.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3008,
+  "token_count": 4091
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003010.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3010,
+  "token_count": 4106
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003012.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3012,
+  "token_count": 4168
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003013.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3013,
+  "token_count": 4114
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003016.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3016,
+  "token_count": 4135
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003017.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3017,
+  "token_count": 4160
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003018.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3018,
+  "token_count": 4140
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003019.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3019,
+  "token_count": 4125
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003021.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3021,
+  "token_count": 4119
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003022.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3022,
+  "token_count": 4138
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003023.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3023,
+  "token_count": 4166
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003027.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3027,
+  "token_count": 4132
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003029.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3029,
+  "token_count": 5061
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003031.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3031,
+  "token_count": 5119
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003033.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3033,
+  "token_count": 5055
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003036.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3036,
+  "token_count": 4964
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003037.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3037,
+  "token_count": 5070
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003039.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3039,
+  "token_count": 4940
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003042.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3042,
+  "token_count": 4971
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003045.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3045,
+  "token_count": 4982
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003047.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3047,
+  "token_count": 4930
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003050.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3050,
+  "token_count": 5041
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003052.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3052,
+  "token_count": 5003
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003056.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3056,
+  "token_count": 4981
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003057.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3057,
+  "token_count": 5052
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003060.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3060,
+  "token_count": 4980
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003061.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3061,
+  "token_count": 5018
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003063.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3063,
+  "token_count": 4963
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003066.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3066,
+  "token_count": 4961
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003068.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3068,
+  "token_count": 5026
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003069.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3069,
+  "token_count": 5039
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003070.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3070,
+  "token_count": 5026
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003072.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3072,
+  "token_count": 4959
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003073.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3073,
+  "token_count": 4985
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003074.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3074,
+  "token_count": 4990
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003075.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3075,
+  "token_count": 5104
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003079.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3079,
+  "token_count": 4964
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003080.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3080,
+  "token_count": 4989
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003082.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3082,
+  "token_count": 5031
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003083.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3083,
+  "token_count": 5050
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003085.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3085,
+  "token_count": 5032
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003088.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3088,
+  "token_count": 5074
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003089.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3089,
+  "token_count": 5011
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003090.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3090,
+  "token_count": 5035
+}

dynamicwam_wo_motion/lang/shards/bucket_003/shard_003091.json

@@ -0,0 +1,7 @@
+{
+  "dtype": "bfloat16",
+  "embedding_dim": 4096,
+  "item_count": 64,
+  "shard_index": 3091,
+  "token_count": 5058
+}