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 **5632 条**（动态 UAV RF 实体 4420 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 **5634 条**（动态 UAV RF 实体 4422 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 **5632 条**（动态 UAV RF 实体 4420 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 **5634 条**（动态 UAV RF 实体 4422 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_02415_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75463bef826ed1a8c9c26b5c50bcf36458819dc3400873c09d28d4a9fb01d5e4
+size 198166158

compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02416_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:33b60c5fbe15c300a4a9f89439b18e340067ff0fb7b9da6f2f719c290c0a4e56
+size 182000879

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T09:22:04.645978+08:00",
+  "updated_shanghai": "2026-11-01T09:23:16.039840+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5632,
-  "dynamic_rf_samples": 4420,
+  "complete_samples": 5634,
+  "dynamic_rf_samples": 4422,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2456
+    "houston": 2458
   },
-  "unique_physical_groups": 5630,
-  "total_tar_bytes": 1019058452155,
+  "unique_physical_groups": 5632,
+  "total_tar_bytes": 1019438619192,
   "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

@@ -4418,3 +4418,5 @@
 {"record_id": "data_v6/houston_region_02412_bs_uav_v6_episode_000", "sample_id": "houston_region_02412_bs_uav_v6_episode_000", "scene_id": "houston_region_02412", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "209c54285d420e6abc293568ddac15819d91c20f771b86e20dbd7ee361b4d05d", "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_02412_bs_uav_v6_episode_000.tar.gz", "sha256": "56ee2213a05e9995e90ecd8958dca978e7d0c6c626c7d8470af878c6e463ccb6", "bytes": 167465087, "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": "2026-11-01T09:19:38.246750+08:00", "export_seconds": 39.903, "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_02412_bs_uav_v6_episode_000.tar", "source_float32_sha256": "b45e63b64631cd96882c0c677fde288bf1406ff9af0519cbafe949e92a61950c", "source_float32_bytes": 250091520, "source_float32_packaged_shanghai": "2026-11-01T09:18:56.852540+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": 422799560, "source_tar_bytes": 250091520, "conversion_and_verification_seconds": 23.001}}
 {"record_id": "data_v6/houston_region_02413_bs_uav_v6_episode_000", "sample_id": "houston_region_02413_bs_uav_v6_episode_000", "scene_id": "houston_region_02413", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "ae857aa3c460aa93eccbe6dfb1a0f6e53928002142fd8594cb39a0600352f679", "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_02413_bs_uav_v6_episode_000.tar.gz", "sha256": "652ee2c0945cdb86b0936a87aeafc5ed137d982dbb341ed363661ebefcece31f", "bytes": 176997599, "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": "2026-11-01T09:21:51.812731+08:00", "export_seconds": 39.68, "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_02413_bs_uav_v6_episode_000.tar", "source_float32_sha256": "51bc3be1e48c3bec1a895d9c32fa79e22e86e26b6a98c07b6a7b13fa34c36e08", "source_float32_bytes": 251904000, "source_float32_packaged_shanghai": "2026-11-01T09:21:08.755784+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": 418094942, "source_tar_bytes": 251904000, "conversion_and_verification_seconds": 22.756}}
 {"record_id": "data_v6/houston_region_02414_bs_uav_v6_episode_000", "sample_id": "houston_region_02414_bs_uav_v6_episode_000", "scene_id": "houston_region_02414", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "3aa527475a2bc2412fb06f0ac4c81fff1a79f96c8be253969cd719f238ae5e55", "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_02414_bs_uav_v6_episode_000.tar.gz", "sha256": "405b12b24b3159183631e670b7c4b9603cab3fb07ae439c9733c5531cc05679f", "bytes": 179767292, "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": "2026-11-01T09:21:52.779217+08:00", "export_seconds": 40.646, "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_02414_bs_uav_v6_episode_000.tar", "source_float32_sha256": "3b216564526fb70f27b5fec820f18bc3a42a115acd6e9c6eecee9f26cb5e7ff4", "source_float32_bytes": 253982720, "source_float32_packaged_shanghai": "2026-11-01T09:21:08.208534+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": 428488821, "source_tar_bytes": 253982720, "conversion_and_verification_seconds": 23.727}}
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compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
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-size 10855020
+oid sha256:14651280beb6dab696238595b14151e3cad32203ba17bdb24e86ebbdbf6d3684
+size 10858884