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 **5674 条**（动态 UAV RF 实体 4462 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 **5675 条**（动态 UAV RF 实体 4463 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 **5674 条**（动态 UAV RF 实体 4462 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 **5675 条**（动态 UAV RF 实体 4463 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_02466_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:98e47356dd418474c3d10f742b8cda0a21c1883b9ccd236691b24f9ac3fe4a44
+size 296827272

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T10:01:27.309087+08:00",
+  "updated_shanghai": "2026-11-01T10:01:52.669826+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5674,
-  "dynamic_rf_samples": 4462,
+  "complete_samples": 5675,
+  "dynamic_rf_samples": 4463,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2498
+    "houston": 2499
   },
-  "unique_physical_groups": 5672,
-  "total_tar_bytes": 1026920909347,
+  "unique_physical_groups": 5673,
+  "total_tar_bytes": 1027217736619,
   "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

@@ -4459,4 +4459,5 @@
 {"record_id": "data_v6/houston_region_02463_bs_uav_v6_episode_000", "sample_id": "houston_region_02463_bs_uav_v6_episode_000", "scene_id": "houston_region_02463", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "c978d14c7a2dca5cdd9166824f251820187afb6fa65dc6931834a400c5c64d82", "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_02463_bs_uav_v6_episode_000.tar.gz", "sha256": "3f1809cb5e3421a9db3fc8c7c16f9be88b8a95e37d71ea990cec95760d79cdb4", "bytes": 188029135, "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": "2026-11-01T09:56:41.623335+08:00", "export_seconds": 41.283, "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_02463_bs_uav_v6_episode_000.tar", "source_float32_sha256": "bbbf0edc86c69338a2a593281fde512d3df1730f6d1ad46a9e84c61d9a7fc2d7", "source_float32_bytes": 272660480, "source_float32_packaged_shanghai": "2026-11-01T09:55:58.956569+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": 417844220, "source_tar_bytes": 272660480, "conversion_and_verification_seconds": 23.312}}
 {"record_id": "data_v6/houston_region_02464_bs_uav_v6_episode_000", "sample_id": "houston_region_02464_bs_uav_v6_episode_000", "scene_id": "houston_region_02464", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "7173b673e34525710a12c197fffaab4852637fa07c26a90e1b0a09c0d2a3252c", "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_02464_bs_uav_v6_episode_000.tar.gz", "sha256": "2b2329b3156d1e95f1f1f66c0bc1aa4242a5829d8c2492de10f5019d76f79c62", "bytes": 221659274, "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": "2026-11-01T09:59:04.049324+08:00", "export_seconds": 45.572, "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_02464_bs_uav_v6_episode_000.tar", "source_float32_sha256": "f25ba4be52ad6463bab00f173cbab2433fe240e839e574a8e0182926a5259cf1", "source_float32_bytes": 330762240, "source_float32_packaged_shanghai": "2026-11-01T09:58:14.275304+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": 431411816, "source_tar_bytes": 330762240, "conversion_and_verification_seconds": 25.111}}
 {"record_id": "data_v6/houston_region_02465_bs_uav_v6_episode_000", "sample_id": "houston_region_02465_bs_uav_v6_episode_000", "scene_id": "houston_region_02465", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "a2b762b05d0b8fdaf155f64187fa6c5459bf309316edb6ee0c0b349513544ab9", "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_02465_bs_uav_v6_episode_000.tar.gz", "sha256": "b63f4699d8369856c5aa0b52863edee3c16cda77f88cd279c79679810f156057", "bytes": 247245849, "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": "2026-11-01T09:59:04.491388+08:00", "export_seconds": 46.014, "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_02465_bs_uav_v6_episode_000.tar", "source_float32_sha256": "ed7eeb859f355acb2a9ba2782c227cdfd7a09dfd3fc725c14a31fb4449a9d68a", "source_float32_bytes": 357765120, "source_float32_packaged_shanghai": "2026-11-01T09:58:14.565090+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": 436779486, "source_tar_bytes": 357765120, "conversion_and_verification_seconds": 24.944}}
+{"record_id": "data_v6/houston_region_02466_bs_uav_v6_episode_000", "sample_id": "houston_region_02466_bs_uav_v6_episode_000", "scene_id": "houston_region_02466", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "92d0d1257ec56ccc84120423be95999b9bf5bf767f8cf8233ddc433a8d0319b2", "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_02466_bs_uav_v6_episode_000.tar.gz", "sha256": "98e47356dd418474c3d10f742b8cda0a21c1883b9ccd236691b24f9ac3fe4a44", "bytes": 296827272, "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": "2026-11-01T10:01:30.230384+08:00", "export_seconds": 50.846, "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_02466_bs_uav_v6_episode_000.tar", "source_float32_sha256": "38d08d44acb337710208690a5f4ecccc096bdcc50cd34eba9728b99343c38ec9", "source_float32_bytes": 401336320, "source_float32_packaged_shanghai": "2026-11-01T10:00:34.457145+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": 447048888, "source_tar_bytes": 401336320, "conversion_and_verification_seconds": 26.632}}
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compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6ab6f6e91d9b3a6a4931a5aa02f557306ddbe472815a6fa25d8795e48c5847c7
-size 10936154
+oid sha256:ece14bcce159f78e6083b39b242725106950230eb88991401892dedbebc6205b
+size 10938086