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 **5919 条**（动态 UAV RF 实体 4707 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 **5920 条**（动态 UAV RF 实体 4708 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 **5919 条**（动态 UAV RF 实体 4707 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 **5920 条**（动态 UAV RF 实体 4708 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_02732_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f6487f99a9d86d5dbe3893a43326666c1aba4449b2cd3512e87187829ef3cdca
+size 250738730

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T13:46:20.473337+08:00",
+  "updated_shanghai": "2026-11-01T13:46:44.166564+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5919,
-  "dynamic_rf_samples": 4707,
+  "complete_samples": 5920,
+  "dynamic_rf_samples": 4708,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2743
+    "houston": 2744
   },
-  "unique_physical_groups": 5917,
-  "total_tar_bytes": 1072582309061,
+  "unique_physical_groups": 5918,
+  "total_tar_bytes": 1072833047791,
   "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

@@ -4704,4 +4704,5 @@
 {"record_id": "data_v6/houston_region_02729_bs_uav_v6_episode_000", "sample_id": "houston_region_02729_bs_uav_v6_episode_000", "scene_id": "houston_region_02729", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "c4c7e5856ff5a16a69a5fcda8610c71c4848236a3bc8492d73fc1bce6acc676e", "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_02729_bs_uav_v6_episode_000.tar.gz", "sha256": "0f087bc4b59060a2f948a593a486312196075aa828ec713bdb9ff3ffd462e73c", "bytes": 156417571, "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": "2026-11-01T13:42:46.736042+08:00", "export_seconds": 37.433, "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_02729_bs_uav_v6_episode_000.tar", "source_float32_sha256": "d69bec7e7e7e6ca6f2620ebefd98677a54d754ab7adb62c3db21859cbad9d843", "source_float32_bytes": 213063680, "source_float32_packaged_shanghai": "2026-11-01T13:42:05.588435+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": 424093491, "source_tar_bytes": 213063680, "conversion_and_verification_seconds": 21.698}}
 {"record_id": "data_v6/houston_region_02730_bs_uav_v6_episode_000", "sample_id": "houston_region_02730_bs_uav_v6_episode_000", "scene_id": "houston_region_02730", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "4ad38604c27690c21f905a66f7fc64fb56727756ac8f83fce442121a9d4d22a2", "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_02730_bs_uav_v6_episode_000.tar.gz", "sha256": "3f785a9f15f5f5d4ddfdf36934fa4652f4b3df3fd5f4eaa6f4afe1eeca19d556", "bytes": 207081765, "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": "2026-11-01T13:44:02.465212+08:00", "export_seconds": 43.17, "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_02730_bs_uav_v6_episode_000.tar", "source_float32_sha256": "419b5e6b3322a37172efc47b2ad9ed9a949af4a7f2237ae0f5baa31486ba6874", "source_float32_bytes": 286095360, "source_float32_packaged_shanghai": "2026-11-01T13:43:18.128921+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": 428241538, "source_tar_bytes": 286095360, "conversion_and_verification_seconds": 23.887}}
 {"record_id": "data_v6/houston_region_02731_bs_uav_v6_episode_000", "sample_id": "houston_region_02731_bs_uav_v6_episode_000", "scene_id": "houston_region_02731", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "ee5108ce7cc7bfc0c25a7bc38d93f5ebfb54ca92c37e304c156f01df94ad0410", "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_02731_bs_uav_v6_episode_000.tar.gz", "sha256": "db9d90b2041512e534c582662d38d51e7eb3dcebb9df1c21fe176817c5a17fff", "bytes": 163319625, "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": "2026-11-01T13:45:07.334326+08:00", "export_seconds": 38.716, "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_02731_bs_uav_v6_episode_000.tar", "source_float32_sha256": "13f6a38e0d735318d242940be3e33e93c9a1182eff145c636d58920bc8ef41a6", "source_float32_bytes": 227123200, "source_float32_packaged_shanghai": "2026-11-01T13:44:26.960218+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": 426999241, "source_tar_bytes": 227123200, "conversion_and_verification_seconds": 22.914}}
+{"record_id": "data_v6/houston_region_02732_bs_uav_v6_episode_000", "sample_id": "houston_region_02732_bs_uav_v6_episode_000", "scene_id": "houston_region_02732", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "045abd1f0450b6dc89eeab20cc5722fdc443d2f254693bbf4c7948c1147d2d81", "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_02732_bs_uav_v6_episode_000.tar.gz", "sha256": "f6487f99a9d86d5dbe3893a43326666c1aba4449b2cd3512e87187829ef3cdca", "bytes": 250738730, "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": "2026-11-01T13:46:27.728491+08:00", "export_seconds": 48.57, "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_02732_bs_uav_v6_episode_000.tar", "source_float32_sha256": "e124c7a67e54cec05730c3cdfbab6875fd1fb0cb7478435334e168a36f98f975", "source_float32_bytes": 348477440, "source_float32_packaged_shanghai": "2026-11-01T13:45:36.929316+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": 416353373, "source_tar_bytes": 348477440, "conversion_and_verification_seconds": 24.887}}
 {"record_id": "data_v6/houston_region_02733_bs_uav_v6_episode_000", "sample_id": "houston_region_02733_bs_uav_v6_episode_000", "scene_id": "houston_region_02733", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "16cc8fe9059201baedb27bf25e758df6c0451f3c8874f4d8115fe39104795a22", "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_02733_bs_uav_v6_episode_000.tar.gz", "sha256": "6b0904d60caedaed17fa0703bf3b34e115bdd95eb221caf4936d3eeb1c2f1bcc", "bytes": 194753219, "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": "2026-11-01T13:46:15.278241+08:00", "export_seconds": 42.153, "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_02733_bs_uav_v6_episode_000.tar", "source_float32_sha256": "22dc5f60ed94360c519e6e3049ba12cd070be5208319a09bd4b421f2083ae00c", "source_float32_bytes": 285450240, "source_float32_packaged_shanghai": "2026-11-01T13:45:29.769096+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": 423763003, "source_tar_bytes": 285450240, "conversion_and_verification_seconds": 23.924}}

compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:60cee934eb959da0ba2ffdbad9af46f0d6fcad465f38f1594223a7553a356e03
-size 11409436
+oid sha256:4589f665fadd60382b504c08f52501746bc3e9d3528d39e346e4ac42c57ab0bf
+size 11411367