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 **5670 条**（动态 UAV RF 实体 4458 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 **5671 条**（动态 UAV RF 实体 4459 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 **5670 条**（动态 UAV RF 实体 4458 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 **5671 条**（动态 UAV RF 实体 4459 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_02463_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3f1809cb5e3421a9db3fc8c7c16f9be88b8a95e37d71ea990cec95760d79cdb4
+size 188029135

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T09:55:44.077111+08:00",
+  "updated_shanghai": "2026-11-01T09:56:45.872805+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5670,
-  "dynamic_rf_samples": 4458,
+  "complete_samples": 5671,
+  "dynamic_rf_samples": 4459,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2494
+    "houston": 2495
   },
-  "unique_physical_groups": 5668,
-  "total_tar_bytes": 1026058346352,
+  "unique_physical_groups": 5669,
+  "total_tar_bytes": 1026246375487,
   "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

@@ -4456,3 +4456,4 @@
 {"record_id": "data_v6/houston_region_02460_bs_uav_v6_episode_000", "sample_id": "houston_region_02460_bs_uav_v6_episode_000", "scene_id": "houston_region_02460", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "bcd3a2702a2c96b2e47436f29087b3656c18ea374c0dacad04b15f0a104a9916", "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_02460_bs_uav_v6_episode_000.tar.gz", "sha256": "a2890f76b5e913ba0befb50defee4d2a426d3d904a9046509091351bf05d0b09", "bytes": 155909169, "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": "2026-11-01T09:53:11.606817+08:00", "export_seconds": 36.869, "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_02460_bs_uav_v6_episode_000.tar", "source_float32_sha256": "578d508c5ed56096f06e622ee7ca226116ec8412ed5702d3415676d5e76ed4a3", "source_float32_bytes": 228956160, "source_float32_packaged_shanghai": "2026-11-01T09:52:34.193814+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": 416187525, "source_tar_bytes": 228956160, "conversion_and_verification_seconds": 20.928}}
 {"record_id": "data_v6/houston_region_02461_bs_uav_v6_episode_000", "sample_id": "houston_region_02461_bs_uav_v6_episode_000", "scene_id": "houston_region_02461", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "493b20125e9fc45ae45ab912038725550c1057132b0c50eae014feabc3e6de83", "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_02461_bs_uav_v6_episode_000.tar.gz", "sha256": "dc0e44ad8b67d70e0266c6bfaf7a085007e960d9d5d5b19bd31bf55c8da03e70", "bytes": 220305109, "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": "2026-11-01T09:55:40.361656+08:00", "export_seconds": 43.329, "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_02461_bs_uav_v6_episode_000.tar", "source_float32_sha256": "16a5cf241923a149d532c443151f3de40e1071ebf4e3f8aceec834b2343da418", "source_float32_bytes": 305203200, "source_float32_packaged_shanghai": "2026-11-01T09:54:51.635648+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": 422028955, "source_tar_bytes": 305203200, "conversion_and_verification_seconds": 23.7}}
 {"record_id": "data_v6/houston_region_02462_bs_uav_v6_episode_000", "sample_id": "houston_region_02462_bs_uav_v6_episode_000", "scene_id": "houston_region_02462", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "a408a088b4346822d28492d526a805888bc2402e7f6e0d95b8b62f39121cc700", "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_02462_bs_uav_v6_episode_000.tar.gz", "sha256": "ad702ded3745c9ed98ddf4249699d12a64e8cf90f9d1e74bf6158ae72c245e55", "bytes": 226815323, "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": "2026-11-01T09:55:40.633455+08:00", "export_seconds": 43.602, "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_02462_bs_uav_v6_episode_000.tar", "source_float32_sha256": "32cdb4a539c4152b9ce62417106aa18db72dbf45cdde8836f615c2fa3bc5a4cf", "source_float32_bytes": 327219200, "source_float32_packaged_shanghai": "2026-11-01T09:54:51.589255+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": 426264819, "source_tar_bytes": 327219200, "conversion_and_verification_seconds": 23.515}}
+{"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}}

compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e3411a183afc6ed93598b44d4ab3ccc0c872db46ce888a61cbbb95462f47cab5
-size 10928427
+oid sha256:25d7e4b7bf501b2e68e5b92b1e6d84891cb1f730dd0461da896d6f91e6917640
+size 10930359