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 **5747 条**（动态 UAV RF 实体 4535 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 **5749 条**（动态 UAV RF 实体 4537 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 **5747 条**（动态 UAV RF 实体 4535 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 **5749 条**（动态 UAV RF 实体 4537 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_02549_bs_uav_v6_episode_000.tar.gz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:eb79b425c9f2c3cdd1959d42539c6d21ea576510a6e65d8fe0494936a6be696a
+size 244496814

compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02550_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f34b15591f5168b9d57646e79fd8558aed5f6af191dd5b4c81afc92661a41329
+size 198338057

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T11:07:51.053966+08:00",
+  "updated_shanghai": "2026-11-01T11:10:06.735544+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5747,
-  "dynamic_rf_samples": 4535,
+  "complete_samples": 5749,
+  "dynamic_rf_samples": 4537,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2571
+    "houston": 2573
   },
-  "unique_physical_groups": 5745,
-  "total_tar_bytes": 1040418011527,
+  "unique_physical_groups": 5747,
+  "total_tar_bytes": 1040860846398,
   "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

@@ -4533,3 +4533,5 @@
 {"record_id": "data_v6/houston_region_02546_bs_uav_v6_episode_000", "sample_id": "houston_region_02546_bs_uav_v6_episode_000", "scene_id": "houston_region_02546", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "bc60e79555ac10f79c069d2a105ba9bee75706be763d4dfe903483b48abc47cc", "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_02546_bs_uav_v6_episode_000.tar.gz", "sha256": "7cc2f12a0acf063049b6332212a571c51558ef0b0aa3a47d1515242cb2029375", "bytes": 177903340, "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": "2026-11-01T11:06:28.538717+08:00", "export_seconds": 39.449, "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_02546_bs_uav_v6_episode_000.tar", "source_float32_sha256": "1ef77a37a2f52730d507ec8dfd307d351748c6eb7bf4a3459668a4dd38199570", "source_float32_bytes": 281077760, "source_float32_packaged_shanghai": "2026-11-01T11:05:47.815188+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": 418226089, "source_tar_bytes": 281077760, "conversion_and_verification_seconds": 21.532}}
 {"record_id": "data_v6/houston_region_02547_bs_uav_v6_episode_000", "sample_id": "houston_region_02547_bs_uav_v6_episode_000", "scene_id": "houston_region_02547", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "a5ade7747276a509e941bf860914c27be734696ef8c7984b918fead3c32cadce", "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_02547_bs_uav_v6_episode_000.tar.gz", "sha256": "b46b08aeb4585a714208d0f23217964ed087286d3e6ceb10c1441c4fe01320e6", "bytes": 180272469, "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": "2026-11-01T11:07:36.077251+08:00", "export_seconds": 41.228, "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_02547_bs_uav_v6_episode_000.tar", "source_float32_sha256": "473843102f4d5006a964e30b22951949490110c4dee556856c88585e7b12c165", "source_float32_bytes": 275230720, "source_float32_packaged_shanghai": "2026-11-01T11:06:52.343086+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": 424992403, "source_tar_bytes": 275230720, "conversion_and_verification_seconds": 23.051}}
 {"record_id": "data_v6/houston_region_02548_bs_uav_v6_episode_000", "sample_id": "houston_region_02548_bs_uav_v6_episode_000", "scene_id": "houston_region_02548", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "cb9e1ae45e99372ff853deefe5b826771da049fadc970d8a2111d1f5ff4efd9f", "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_02548_bs_uav_v6_episode_000.tar.gz", "sha256": "9b39677780fc8648d4cc0a504eea3557b7f032853f024e22fbf11937f4627fc0", "bytes": 234547785, "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": "2026-11-01T11:07:40.329452+08:00", "export_seconds": 45.48, "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_02548_bs_uav_v6_episode_000.tar", "source_float32_sha256": "2cf0b9179b1421407d0d2fc2cada22d597880cc494d973b534ecc230865eece3", "source_float32_bytes": 325365760, "source_float32_packaged_shanghai": "2026-11-01T11:06:52.422699+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": 419475061, "source_tar_bytes": 325365760, "conversion_and_verification_seconds": 24.035}}
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compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
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-size 11077174
+oid sha256:e39d99dcbd69f8c5ba25ac3623f7ecf1581a3d4a34b3f2c03bceb4e3e6e0832e
+size 11081038