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 **5704 条**（动态 UAV RF 实体 4492 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 **5705 条**（动态 UAV RF 实体 4493 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 **5704 条**（动态 UAV RF 实体 4492 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 **5705 条**（动态 UAV RF 实体 4493 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_02499_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0ced3eb40aedce5dc339af33e1da8f94b25d42d5231ab3c9f9960ffab5fdcdbc
+size 216442294

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T10:29:17.135326+08:00",
+  "updated_shanghai": "2026-11-01T10:29:39.325372+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5704,
-  "dynamic_rf_samples": 4492,
+  "complete_samples": 5705,
+  "dynamic_rf_samples": 4493,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2528
+    "houston": 2529
   },
-  "unique_physical_groups": 5702,
-  "total_tar_bytes": 1032766576798,
+  "unique_physical_groups": 5703,
+  "total_tar_bytes": 1032983019092,
   "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

@@ -4490,3 +4490,4 @@
 {"record_id": "data_v6/houston_region_02495_bs_uav_v6_episode_000", "sample_id": "houston_region_02495_bs_uav_v6_episode_000", "scene_id": "houston_region_02495", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "5a15d406603c636337ded1d87c3ae956f78fb37d7381ccaec12b537603ed7389", "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_02495_bs_uav_v6_episode_000.tar.gz", "sha256": "68a846343a53d7079d36d476addc8481a2bc24d241e06f2e6886737fd479e7a2", "bytes": 212717416, "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": "2026-11-01T10:28:11.688920+08:00", "export_seconds": 44.106, "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_02495_bs_uav_v6_episode_000.tar", "source_float32_sha256": "06321dfb510d853f2b7e191ae7b4f934ab4858a026796d99edfb1d37c9a2abbc", "source_float32_bytes": 315392000, "source_float32_packaged_shanghai": "2026-11-01T10:27:26.511817+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": 414524427, "source_tar_bytes": 315392000, "conversion_and_verification_seconds": 23.904}}
 {"record_id": "data_v6/houston_region_02497_bs_uav_v6_episode_000", "sample_id": "houston_region_02497_bs_uav_v6_episode_000", "scene_id": "houston_region_02497", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "041cdf5a7fcb712728628150453adc76dc0bc33cf91c0aa62fbb0ab537347f6f", "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_02497_bs_uav_v6_episode_000.tar.gz", "sha256": "04dbfa98fb5ae093b5f1efc9b2b9afd652e7b212a63ed2be9f2ca66f8678af72", "bytes": 147909250, "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": "2026-11-01T10:28:05.949936+08:00", "export_seconds": 38.367, "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_02497_bs_uav_v6_episode_000.tar", "source_float32_sha256": "85bc7b0b6bcea35d924e1ac68677b70e61b664bdc167e4d16253fd623d5498ff", "source_float32_bytes": 228894720, "source_float32_packaged_shanghai": "2026-11-01T10:27:22.875881+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": 409290688, "source_tar_bytes": 228894720, "conversion_and_verification_seconds": 22.626}}
 {"record_id": "data_v6/houston_region_02498_bs_uav_v6_episode_000", "sample_id": "houston_region_02498_bs_uav_v6_episode_000", "scene_id": "houston_region_02498", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "63ca81bbaad1cc3c74561af638ec43dea98e19ca5642f2bf40bf4be296f5ad45", "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_02498_bs_uav_v6_episode_000.tar.gz", "sha256": "6a058413ac6d70246cbfdcd5a824f6ed278658584fcbddf1fd1490babe402524", "bytes": 173064022, "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": "2026-11-01T10:29:06.769026+08:00", "export_seconds": 39.427, "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_02498_bs_uav_v6_episode_000.tar", "source_float32_sha256": "2bbf0c56a51603602912d649abd05285f4474dbd03ac1f3361d888525d02c755", "source_float32_bytes": 258170880, "source_float32_packaged_shanghai": "2026-11-01T10:28:27.094049+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": 410310037, "source_tar_bytes": 258170880, "conversion_and_verification_seconds": 21.576}}
+{"record_id": "data_v6/houston_region_02499_bs_uav_v6_episode_000", "sample_id": "houston_region_02499_bs_uav_v6_episode_000", "scene_id": "houston_region_02499", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "d42127b1f9d62cbb8ad92ad5ec24fbb84aee5999b7e96ed11f0987ee17bcf3ae", "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_02499_bs_uav_v6_episode_000.tar.gz", "sha256": "0ced3eb40aedce5dc339af33e1da8f94b25d42d5231ab3c9f9960ffab5fdcdbc", "bytes": 216442294, "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": "2026-11-01T10:29:19.073366+08:00", "export_seconds": 45.824, "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_02499_bs_uav_v6_episode_000.tar", "source_float32_sha256": "46a4c2ea99cbcb90808244cf0129c3d8b9892d7d1cb2c553ec6fa63b9a380c54", "source_float32_bytes": 315289600, "source_float32_packaged_shanghai": "2026-11-01T10:28:29.884552+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": 425649396, "source_tar_bytes": 315289600, "conversion_and_verification_seconds": 25.543}}

compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8842db6785723d11743a5a268f26e73b0a95c32fbbde9a0ae1bb45af740d5069
-size 10994106
+oid sha256:1559bf2620276a47f59317da3d0c85a384b73de77e381d18ff17d54afe69aa3c
+size 10996038