Add 1 synchronized three-view uint16 NumPy training samples

README.md

@@ -14,7 +14,7 @@ pretty_name: Low-altitude RF world-model training episodes
 
 # Low-altitude RF world-model training data
 
-推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **5646 条**（动态 UAV RF 实体 4434 条，历史辅助 1212 条）。统计范围：`committed_on_huggingface`，正在增量上传，尚不是全量完成声明。
+推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **5647 条**（动态 UAV RF 实体 4435 条，历史辅助 1212 条）。统计范围：`committed_on_huggingface`，正在增量上传，尚不是全量完成声明。
 
 完整下载清单：[`compact_uint16/manifests/train.jsonl`](https://huggingface.co/datasets/DaftJun/RFWM/resolve/main/compact_uint16/manifests/train.jsonl)。每行含仓库内路径、字节数、SHA256、城市、物理场景组、版本及训练用途。每个 `.tar.gz` 是可独立读取的完整样本，包含：
 

compact_uint16/README.md

@@ -14,7 +14,7 @@ pretty_name: Low-altitude RF world-model training episodes
 
 # Low-altitude RF world-model training data
 
-推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **5646 条**（动态 UAV RF 实体 4434 条，历史辅助 1212 条）。统计范围：`committed_on_huggingface`，正在增量上传，尚不是全量完成声明。
+推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **5647 条**（动态 UAV RF 实体 4435 条，历史辅助 1212 条）。统计范围：`committed_on_huggingface`，正在增量上传，尚不是全量完成声明。
 
 完整下载清单：[`compact_uint16/manifests/train.jsonl`](https://huggingface.co/datasets/DaftJun/RFWM/resolve/main/compact_uint16/manifests/train.jsonl)。每行含仓库内路径、字节数、SHA256、城市、物理场景组、版本及训练用途。每个 `.tar.gz` 是可独立读取的完整样本，包含：
 

compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02440_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:09e38d1f3cd21a44479406ece3eb313cb7aa8ee97a6646fe4f4695ad5e9832fb
+size 138796277

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T09:34:28.518710+08:00",
+  "updated_shanghai": "2026-11-01T09:35:18.102694+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5646,
-  "dynamic_rf_samples": 4434,
+  "complete_samples": 5647,
+  "dynamic_rf_samples": 4435,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2470
+    "houston": 2471
   },
-  "unique_physical_groups": 5644,
-  "total_tar_bytes": 1021547867163,
+  "unique_physical_groups": 5645,
+  "total_tar_bytes": 1021686663440,
   "split": "train",
   "rf_encoding": "uint16 centi-dBm; decode to float32 dBm with step 0.01 and offset 32768; invalid code 0",
   "edition": "uint16",

compact_uint16/manifests/dynamic_rf_train.jsonl

@@ -4432,3 +4432,4 @@
 {"record_id": "data_v6/houston_region_02436_bs_uav_v6_episode_000", "sample_id": "houston_region_02436_bs_uav_v6_episode_000", "scene_id": "houston_region_02436", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "ab8c559367c8770143a54bced2aae46af1342bd4fb0492a2e766b23834e927e1", "dynamic_rf_uav_body": true, "recommended_training_use": "dynamic_rf_multimodal_world_model", "qa_protocol": "fixed_budget_single_v1", "confidence_evaluated": false, "control_schedule": "two_switches_diverse_v2", "path": "compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02436_bs_uav_v6_episode_000.tar.gz", "sha256": "d0ae8b53323f1943333b983e388e42e7f9485584ef8495c9734852b2ed66ff1f", "bytes": 205551830, "rf_shape": [30, 24, 512, 512], "rf_dataset": null, "rf_dtype": "uint16", "rf_unit": "dBm", "rf_compression": {"codec": "gzip", "level": 4, "array_order": "F"}, "invalid_value": 0, "visual_views": ["bs", "topdown", "elevated"], "rgb_image_count": 90, "packaged_shanghai": "2026-11-01T09:32:07.968797+08:00", "export_seconds": 41.956, "rf_file": "rss_dbm_uint16.npy", "rf_encoding": "uint16_centi_dbm_v1", "decoded_invalid": "NaN", "step_db": 0.01, "integer_offset": 32768, "additional_quantization_error_db": 0.0, "clipped_voxels": 0, "source_float32_path": "data/dynamic_rf/data_v6/houston/houston_region_02436_bs_uav_v6_episode_000.tar", "source_float32_sha256": "490707d9cc9f8944f7f0effbace775921347771dae80e3eab0173746052cecc1", "source_float32_bytes": 308029440, "source_float32_packaged_shanghai": "2026-11-01T09:31:20.427000+08:00", "conversion_validation": {"rss_shape": [30, 24, 512, 512], "rss_dtype": "uint16", "rss_array_order": "F", "rss_all_values_exact": true, "state_arrays_exact": 43, "rgb_images": 90, "rgb_timestamps_exact": true, "numpy_directory_bytes": 422531215, "source_tar_bytes": 308029440, "conversion_and_verification_seconds": 22.918}}
 {"record_id": "data_v6/houston_region_02437_bs_uav_v6_episode_000", "sample_id": "houston_region_02437_bs_uav_v6_episode_000", "scene_id": "houston_region_02437", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "636132d75937c386041eb0cc04e3569d21cca31c444bbf1cd1e9517d17cdad4f", "dynamic_rf_uav_body": true, "recommended_training_use": "dynamic_rf_multimodal_world_model", "qa_protocol": "fixed_budget_single_v1", "confidence_evaluated": false, "control_schedule": "two_switches_diverse_v2", "path": "compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02437_bs_uav_v6_episode_000.tar.gz", "sha256": "e3d77e44f9c45292549346b9e12756af055f4f7cc9cedb9fec163ee5906a05f6", "bytes": 235822964, "rf_shape": [30, 24, 512, 512], "rf_dataset": null, "rf_dtype": "uint16", "rf_unit": "dBm", "rf_compression": {"codec": "gzip", "level": 4, "array_order": "F"}, "invalid_value": 0, "visual_views": ["bs", "topdown", "elevated"], "rgb_image_count": 90, "packaged_shanghai": "2026-11-01T09:33:18.509556+08:00", "export_seconds": 47.074, "rf_file": "rss_dbm_uint16.npy", "rf_encoding": "uint16_centi_dbm_v1", "decoded_invalid": "NaN", "step_db": 0.01, "integer_offset": 32768, "additional_quantization_error_db": 0.0, "clipped_voxels": 0, "source_float32_path": "data/dynamic_rf/data_v6/houston/houston_region_02437_bs_uav_v6_episode_000.tar", "source_float32_sha256": "01747ea1f261fe254ad101e1ceeb128cdda7aaa55982b2ee988b9176288161c4", "source_float32_bytes": 332513280, "source_float32_packaged_shanghai": "2026-11-01T09:32:28.964454+08:00", "conversion_validation": {"rss_shape": [30, 24, 512, 512], "rss_dtype": "uint16", "rss_array_order": "F", "rss_all_values_exact": true, "state_arrays_exact": 43, "rgb_images": 90, "rgb_timestamps_exact": true, "numpy_directory_bytes": 439453983, "source_tar_bytes": 332513280, "conversion_and_verification_seconds": 26.817}}
 {"record_id": "data_v6/houston_region_02438_bs_uav_v6_episode_000", "sample_id": "houston_region_02438_bs_uav_v6_episode_000", "scene_id": "houston_region_02438", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "47d7dc8e5a4c6920c5aaa25599b4e7f7d38a73fa02b6e52d5ab146d6764b0553", "dynamic_rf_uav_body": true, "recommended_training_use": "dynamic_rf_multimodal_world_model", "qa_protocol": "fixed_budget_single_v1", "confidence_evaluated": false, "control_schedule": "two_switches_diverse_v2", "path": "compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02438_bs_uav_v6_episode_000.tar.gz", "sha256": "a20f91996a3d29a515764b02daeeafaf38743a1b82da7fce8ebd0b9a5e98b9c9", "bytes": 181691854, "rf_shape": [30, 24, 512, 512], "rf_dataset": null, "rf_dtype": "uint16", "rf_unit": "dBm", "rf_compression": {"codec": "gzip", "level": 4, "array_order": "F"}, "invalid_value": 0, "visual_views": ["bs", "topdown", "elevated"], "rgb_image_count": 90, "packaged_shanghai": "2026-11-01T09:34:17.768819+08:00", "export_seconds": 42.394, "rf_file": "rss_dbm_uint16.npy", "rf_encoding": "uint16_centi_dbm_v1", "decoded_invalid": "NaN", "step_db": 0.01, "integer_offset": 32768, "additional_quantization_error_db": 0.0, "clipped_voxels": 0, "source_float32_path": "data/dynamic_rf/data_v6/houston/houston_region_02438_bs_uav_v6_episode_000.tar", "source_float32_sha256": "61bef15508536a6b7b7fb6633fa4e2bc135d9bfbbfb6974d93b4cbacc3adea07", "source_float32_bytes": 278896640, "source_float32_packaged_shanghai": "2026-11-01T09:33:32.752436+08:00", "conversion_validation": {"rss_shape": [30, 24, 512, 512], "rss_dtype": "uint16", "rss_array_order": "F", "rss_all_values_exact": true, "state_arrays_exact": 43, "rgb_images": 90, "rgb_timestamps_exact": true, "numpy_directory_bytes": 408742400, "source_tar_bytes": 278896640, "conversion_and_verification_seconds": 22.766}}
+{"record_id": "data_v6/houston_region_02440_bs_uav_v6_episode_000", "sample_id": "houston_region_02440_bs_uav_v6_episode_000", "scene_id": "houston_region_02440", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "b176ea9fca45ef5f9bf63f6e9ff8bdb680bc8b006b7a39d7f4069e30a0985bb5", "dynamic_rf_uav_body": true, "recommended_training_use": "dynamic_rf_multimodal_world_model", "qa_protocol": "fixed_budget_single_v1", "confidence_evaluated": false, "control_schedule": "two_switches_diverse_v2", "path": "compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02440_bs_uav_v6_episode_000.tar.gz", "sha256": "09e38d1f3cd21a44479406ece3eb313cb7aa8ee97a6646fe4f4695ad5e9832fb", "bytes": 138796277, "rf_shape": [30, 24, 512, 512], "rf_dataset": null, "rf_dtype": "uint16", "rf_unit": "dBm", "rf_compression": {"codec": "gzip", "level": 4, "array_order": "F"}, "invalid_value": 0, "visual_views": ["bs", "topdown", "elevated"], "rgb_image_count": 90, "packaged_shanghai": "2026-11-01T09:35:15.275248+08:00", "export_seconds": 35.658, "rf_file": "rss_dbm_uint16.npy", "rf_encoding": "uint16_centi_dbm_v1", "decoded_invalid": "NaN", "step_db": 0.01, "integer_offset": 32768, "additional_quantization_error_db": 0.0, "clipped_voxels": 0, "source_float32_path": "data/dynamic_rf/data_v6/houston/houston_region_02440_bs_uav_v6_episode_000.tar", "source_float32_sha256": "0b5e70824901ee69445babdfa0839dd598d3e8a0f46b43625a442c49b6edaa91", "source_float32_bytes": 217282560, "source_float32_packaged_shanghai": "2026-11-01T09:34:37.594997+08:00", "conversion_validation": {"rss_shape": [30, 24, 512, 512], "rss_dtype": "uint16", "rss_array_order": "F", "rss_all_values_exact": true, "state_arrays_exact": 43, "rgb_images": 90, "rgb_timestamps_exact": true, "numpy_directory_bytes": 402664290, "source_tar_bytes": 217282560, "conversion_and_verification_seconds": 20.576}}

compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b3b560f1ba0d6721380d6226e7be39d6d18bcb13c4bc8fb50ab7b2969c9c8b7f
-size 10882067
+oid sha256:542cd364196c226e972f4c8c26719a56468420abe902157c1ae106d9477b2eff
+size 10883999