Add 2 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 **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。
+推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **5712 条**（动态 UAV RF 实体 4500 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 **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。
+推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **5712 条**（动态 UAV RF 实体 4500 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_02512_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f40f99a3257df06c8a09d81f9b0ee7c8ec5d6ac2ebc4dd6a08b7a6424e5c3c3
+size 208335513

compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02513_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd571ac749a8df8777f634b565a01661b823721dfc3089975d2d1e0f4aa7613f
+size 206920380

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T10:34:05.637481+08:00",
+  "updated_shanghai": "2026-11-01T10:36:14.645012+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5710,
-  "dynamic_rf_samples": 4498,
+  "complete_samples": 5712,
+  "dynamic_rf_samples": 4500,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2534
+    "houston": 2536
   },
-  "unique_physical_groups": 5708,
-  "total_tar_bytes": 1033845981042,
+  "unique_physical_groups": 5710,
+  "total_tar_bytes": 1034261236935,
   "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

@@ -4496,3 +4496,5 @@
 {"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}}
+{"record_id": "data_v6/houston_region_02512_bs_uav_v6_episode_000", "sample_id": "houston_region_02512_bs_uav_v6_episode_000", "scene_id": "houston_region_02512", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "ec5f0af9cd695ada79cdae7b0bbb24f3f37282e58efa08e9e22c9fb6fb13e908", "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_02512_bs_uav_v6_episode_000.tar.gz", "sha256": "1f40f99a3257df06c8a09d81f9b0ee7c8ec5d6ac2ebc4dd6a08b7a6424e5c3c3", "bytes": 208335513, "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": "2026-11-01T10:36:00.892521+08:00", "export_seconds": 42.247, "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_02512_bs_uav_v6_episode_000.tar", "source_float32_sha256": "8228765ceaac55aff29ee6a1700124456417e977cfe3e5269986594e547e0fed", "source_float32_bytes": 300083200, "source_float32_packaged_shanghai": "2026-11-01T10:35:17.294033+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": 417223656, "source_tar_bytes": 300083200, "conversion_and_verification_seconds": 22.595}}
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compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
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-size 11005698
+oid sha256:26253508372fe3e7805729bb2a241b6c266e91d5394b4254ccd45bc279ea4f26
+size 11009562