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 **5799 条**（动态 UAV RF 实体 4587 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 **5800 条**（动态 UAV RF 实体 4588 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 **5799 条**（动态 UAV RF 实体 4587 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 **5800 条**（动态 UAV RF 实体 4588 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_02607_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3ecb9a2a1fafa69d7124b24619ef59443a0fe6d5ea7eaaca1a4b7ec7cec19d9
+size 159158164

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T11:55:56.041662+08:00",
+  "updated_shanghai": "2026-11-01T11:56:43.855718+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5799,
-  "dynamic_rf_samples": 4587,
+  "complete_samples": 5800,
+  "dynamic_rf_samples": 4588,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2623
+    "houston": 2624
   },
-  "unique_physical_groups": 5797,
-  "total_tar_bytes": 1050101484987,
+  "unique_physical_groups": 5798,
+  "total_tar_bytes": 1050260643151,
   "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

@@ -4584,4 +4584,5 @@
 {"record_id": "data_v6/houston_region_02604_bs_uav_v6_episode_000", "sample_id": "houston_region_02604_bs_uav_v6_episode_000", "scene_id": "houston_region_02604", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "219cc358f91b961d7913b2fccab13afbfb4e9c6ee014b4b76b683ba25cb3737c", "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_02604_bs_uav_v6_episode_000.tar.gz", "sha256": "5dd0917f78da32907b4c6a2cacaa18939b39e57047981480fef940f447c76df5", "bytes": 200429375, "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": "2026-11-01T11:52:49.787495+08:00", "export_seconds": 46.706, "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_02604_bs_uav_v6_episode_000.tar", "source_float32_sha256": "c248e0fb7f057c5c4c692d5d01f63fd8155d06e34f2b90110b58c898ebfc2065", "source_float32_bytes": 295956480, "source_float32_packaged_shanghai": "2026-11-01T11:52:01.450505+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": 423816819, "source_tar_bytes": 295956480, "conversion_and_verification_seconds": 27.347}}
 {"record_id": "data_v6/houston_region_02605_bs_uav_v6_episode_000", "sample_id": "houston_region_02605_bs_uav_v6_episode_000", "scene_id": "houston_region_02605", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "6a9bf34892df9357bd6e63c96304409d5c3590a9e11e2f8391828d719a1dcecf", "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_02605_bs_uav_v6_episode_000.tar.gz", "sha256": "0c1a2173b9b8e634f00f4052e0182a6580c58aed5be2222473d1ccbe130f7b2b", "bytes": 179225533, "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": "2026-11-01T11:53:44.388546+08:00", "export_seconds": 41.686, "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_02605_bs_uav_v6_episode_000.tar", "source_float32_sha256": "006347e7f4cb836bb7d8f60dc021aaba35b86b7dc3a591c453f3823fc8a0971a", "source_float32_bytes": 252559360, "source_float32_packaged_shanghai": "2026-11-01T11:53:02.450974+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": 424195652, "source_tar_bytes": 252559360, "conversion_and_verification_seconds": 24.369}}
 {"record_id": "data_v6/houston_region_02606_bs_uav_v6_episode_000", "sample_id": "houston_region_02606_bs_uav_v6_episode_000", "scene_id": "houston_region_02606", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "b5216cd8b39e9d8715425b22cf84d1dfa05cb4c89094de6306dacc6157dfcbc9", "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_02606_bs_uav_v6_episode_000.tar.gz", "sha256": "4160d746735660d19db26046dfebbf73c5eaff25a86500dc59261f30ce65a604", "bytes": 150685629, "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": "2026-11-01T11:54:51.979956+08:00", "export_seconds": 38.233, "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_02606_bs_uav_v6_episode_000.tar", "source_float32_sha256": "b889bc91670cc53ad54d745f3efd37e51ee13f6d170e9f933fd4a7476c3d1483", "source_float32_bytes": 223129600, "source_float32_packaged_shanghai": "2026-11-01T11:54:10.958155+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": 415068771, "source_tar_bytes": 223129600, "conversion_and_verification_seconds": 22.448}}
+{"record_id": "data_v6/houston_region_02607_bs_uav_v6_episode_000", "sample_id": "houston_region_02607_bs_uav_v6_episode_000", "scene_id": "houston_region_02607", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "8f8e3e02cc2535054eaf42fd75657dfa0d889a529d2a2e578be56cd45cf7bbf5", "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_02607_bs_uav_v6_episode_000.tar.gz", "sha256": "c3ecb9a2a1fafa69d7124b24619ef59443a0fe6d5ea7eaaca1a4b7ec7cec19d9", "bytes": 159158164, "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": "2026-11-01T11:56:03.947070+08:00", "export_seconds": 39.633, "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_02607_bs_uav_v6_episode_000.tar", "source_float32_sha256": "cf65b072d661a6ce2daf7927700c8fed6e6e55caf6667379345262eff911004d", "source_float32_bytes": 248729600, "source_float32_packaged_shanghai": "2026-11-01T11:55:18.337306+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": 419932124, "source_tar_bytes": 248729600, "conversion_and_verification_seconds": 23.065}}
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compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:82b2e004aba0b67552d2bbc5121fd50b1b877f2edbe91511257ad59cb083fe87
-size 11177628
+oid sha256:22dad5e9321764c6becbdb5a1fc24099b46957e68ba6b4a2e05e7637e386ec74
+size 11179560