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 **5709 条**（动态 UAV RF 实体 4497 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 **5710 条**（动态 UAV RF 实体 4498 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 **5709 条**（动态 UAV RF 实体 4497 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 **5710 条**（动态 UAV RF 实体 4498 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_02511_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:92e1e232201c90cf8a7c109fb04673a48af7290f7397905d494eca5dfbcc5419
+size 210565431

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T10:33:42.654637+08:00",
+  "updated_shanghai": "2026-11-01T10:34:05.637481+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5709,
-  "dynamic_rf_samples": 4497,
+  "complete_samples": 5710,
+  "dynamic_rf_samples": 4498,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2533
+    "houston": 2534
   },
-  "unique_physical_groups": 5707,
-  "total_tar_bytes": 1033635415611,
+  "unique_physical_groups": 5708,
+  "total_tar_bytes": 1033845981042,
   "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

@@ -4495,3 +4495,4 @@
 {"record_id": "data_v6/houston_region_02508_bs_uav_v6_episode_000", "sample_id": "houston_region_02508_bs_uav_v6_episode_000", "scene_id": "houston_region_02508", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "80a6777febb0141b08373febf29412d83edc32671871583c1992627dd7beb3f9", "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_02508_bs_uav_v6_episode_000.tar.gz", "sha256": "c15f01286045480346476069fb8b25b915dc5728135aa4cb6ad1acf25f75f631", "bytes": 164172608, "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": "2026-11-01T10:31:24.575832+08:00", "export_seconds": 37.043, "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_02508_bs_uav_v6_episode_000.tar", "source_float32_sha256": "e04ed0e26053cba0541a7217d1bb96299ddded106accdaf67cf36b35ba471b93", "source_float32_bytes": 258037760, "source_float32_packaged_shanghai": "2026-11-01T10:30:44.777647+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": 418319093, "source_tar_bytes": 258037760, "conversion_and_verification_seconds": 20.407}}
 {"record_id": "data_v6/houston_region_02509_bs_uav_v6_episode_000", "sample_id": "houston_region_02509_bs_uav_v6_episode_000", "scene_id": "houston_region_02509", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "bec9eefb98fe88ff69d0f801ae8a89efa7009284939576a9297dedaa6f8f976c", "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_02509_bs_uav_v6_episode_000.tar.gz", "sha256": "18d6ed04e59b47d858f74a90bc7ce664221be2742af9683fe4bed6bb610172cc", "bytes": 174866652, "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": "2026-11-01T10:32:38.646479+08:00", "export_seconds": 39.556, "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_02509_bs_uav_v6_episode_000.tar", "source_float32_sha256": "3dbbe7d7f9c7315cea437d0aafc8b4462ffaa215d3c2d41014ead6f82f73a5de", "source_float32_bytes": 266752000, "source_float32_packaged_shanghai": "2026-11-01T10:31:53.529439+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": 411159237, "source_tar_bytes": 266752000, "conversion_and_verification_seconds": 21.298}}
 {"record_id": "data_v6/houston_region_02510_bs_uav_v6_episode_000", "sample_id": "houston_region_02510_bs_uav_v6_episode_000", "scene_id": "houston_region_02510", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "1ac60591562c2d2c230ac6e49f53e4063a0a94464f60cbd126a7fabc148382a0", "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_02510_bs_uav_v6_episode_000.tar.gz", "sha256": "279bf390992c66a44d9754b0cbb27e90ed7550ec9581c2b8e79be5b77afdca1c", "bytes": 183602124, "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": "2026-11-01T10:33:41.433919+08:00", "export_seconds": 42.897, "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_02510_bs_uav_v6_episode_000.tar", "source_float32_sha256": "44f3482c8646edcb8dcdeb00cda667be39857ef3fa59c64af27cb6b750849c0b", "source_float32_bytes": 272957440, "source_float32_packaged_shanghai": "2026-11-01T10:32:56.195984+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": 417473557, "source_tar_bytes": 272957440, "conversion_and_verification_seconds": 24.663}}
+{"record_id": "data_v6/houston_region_02511_bs_uav_v6_episode_000", "sample_id": "houston_region_02511_bs_uav_v6_episode_000", "scene_id": "houston_region_02511", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "5b17ee44e993e5336f49676cb39b5b19d745abe39f1a2a5ad5e22224734d71cf", "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_02511_bs_uav_v6_episode_000.tar.gz", "sha256": "92e1e232201c90cf8a7c109fb04673a48af7290f7397905d494eca5dfbcc5419", "bytes": 210565431, "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": "2026-11-01T10:33:48.992098+08:00", "export_seconds": 44.505, "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_02511_bs_uav_v6_episode_000.tar", "source_float32_sha256": "77d2052f522d87058d9ab2c5a85688ab9c7e9f5eb2c2098eba3cb94057746bcd", "source_float32_bytes": 322355200, "source_float32_packaged_shanghai": "2026-11-01T10:32:58.889570+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": 416298680, "source_tar_bytes": 322355200, "conversion_and_verification_seconds": 24.449}}

compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2c5e2228483d12e3163e95bca8cd93468841eb8d449c77ac12c680d73f07bade
-size 11003766
+oid sha256:5ddf087677db5a630812ad5a5a7c8ca66f31a90b47c643caf37a09d7994f7ddb
+size 11005698