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 **5755 条**（动态 UAV RF 实体 4543 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 **5757 条**（动态 UAV RF 实体 4545 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 **5755 条**（动态 UAV RF 实体 4543 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 **5757 条**（动态 UAV RF 实体 4545 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_02557_bs_uav_v6_episode_000.tar.gz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7f2fd8ef880d40303c69c30c897fcac71d8bd798ae18730f6f5698fd1b3dc4aa
+size 160686446

compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02558_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6f8117e04ad6e48297c8089a583828217302149c0f2184299f09680a2951f75c
+size 190921524

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T11:15:48.673621+08:00",
+  "updated_shanghai": "2026-11-01T11:16:44.996106+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5755,
-  "dynamic_rf_samples": 4543,
+  "complete_samples": 5757,
+  "dynamic_rf_samples": 4545,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2579
+    "houston": 2581
   },
-  "unique_physical_groups": 5753,
-  "total_tar_bytes": 1041985610808,
+  "unique_physical_groups": 5755,
+  "total_tar_bytes": 1042337218778,
   "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

@@ -4541,3 +4541,5 @@
 {"record_id": "data_v6/houston_region_02554_bs_uav_v6_episode_000", "sample_id": "houston_region_02554_bs_uav_v6_episode_000", "scene_id": "houston_region_02554", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "d40d16a3733ee49b3a2d977af681f679cd84087b926140378904338b046bee06", "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_02554_bs_uav_v6_episode_000.tar.gz", "sha256": "cfab28c260f71b63d23b77a198537619ef99cdbb739504cb1bbdc5e266239dd0", "bytes": 173262933, "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": "2026-11-01T11:13:14.669378+08:00", "export_seconds": 41.014, "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_02554_bs_uav_v6_episode_000.tar", "source_float32_sha256": "029c7531e586dfa27950e752d7528a82f5c4562a65194eca1c81be3d32ea4d46", "source_float32_bytes": 264058880, "source_float32_packaged_shanghai": "2026-11-01T11:12:32.430542+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": 426495444, "source_tar_bytes": 264058880, "conversion_and_verification_seconds": 23.997}}
 {"record_id": "data_v6/houston_region_02555_bs_uav_v6_episode_000", "sample_id": "houston_region_02555_bs_uav_v6_episode_000", "scene_id": "houston_region_02555", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "7a52d347a75c20ddfd0eda658bc42a1fdbe2418d78b6dbd2e692d6df28b23934", "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_02555_bs_uav_v6_episode_000.tar.gz", "sha256": "36a313f42e6ea7b0d9af99237a8985b597e423fe0aa2920fbabfbf3724b97bc8", "bytes": 170283000, "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": "2026-11-01T11:15:29.302795+08:00", "export_seconds": 39.515, "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_02555_bs_uav_v6_episode_000.tar", "source_float32_sha256": "2f29e2c07d5caf9b9e0fe50d84a64397ff01bba88b60b311158964c5a3c27445", "source_float32_bytes": 237219840, "source_float32_packaged_shanghai": "2026-11-01T11:14:43.934226+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": 421780100, "source_tar_bytes": 237219840, "conversion_and_verification_seconds": 23.003}}
 {"record_id": "data_v6/houston_region_02556_bs_uav_v6_episode_000", "sample_id": "houston_region_02556_bs_uav_v6_episode_000", "scene_id": "houston_region_02556", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "a2ef3226220c3540d75d9fcd928e3555e211f98a9b8fce0534f29c6d739336e9", "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_02556_bs_uav_v6_episode_000.tar.gz", "sha256": "c5529f0fe7b8fb413ecb17a4ec66e325b5d579c6675400bbe8b7329974a309c7", "bytes": 161973773, "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": "2026-11-01T11:15:22.259677+08:00", "export_seconds": 38.427, "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_02556_bs_uav_v6_episode_000.tar", "source_float32_sha256": "f64d0ada481e1317ec7d5d9fdcf947712cf303485a6624c226ab5897ce33fcd6", "source_float32_bytes": 216340480, "source_float32_packaged_shanghai": "2026-11-01T11:14:41.944562+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": 425610837, "source_tar_bytes": 216340480, "conversion_and_verification_seconds": 22.483}}
+{"record_id": "data_v6/houston_region_02557_bs_uav_v6_episode_000", "sample_id": "houston_region_02557_bs_uav_v6_episode_000", "scene_id": "houston_region_02557", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "ba747399d9f95ecda094c1dccc1ebd68268d54767fb193ad7f2da562eb8cc089", "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_02557_bs_uav_v6_episode_000.tar.gz", "sha256": "7f2fd8ef880d40303c69c30c897fcac71d8bd798ae18730f6f5698fd1b3dc4aa", "bytes": 160686446, "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": "2026-11-01T11:16:34.787786+08:00", "export_seconds": 40.681, "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_02557_bs_uav_v6_episode_000.tar", "source_float32_sha256": "402d8ca5935df7df4f00458a339a0ac9911c1491984998e25141e54b952e1a39", "source_float32_bytes": 211240960, "source_float32_packaged_shanghai": "2026-11-01T11:15:52.895893+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": 427093608, "source_tar_bytes": 211240960, "conversion_and_verification_seconds": 24.735}}
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compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
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-size 11092630
+oid sha256:9fe3f234958529521ac97ab47f0476b631693bd270c5f5bd28bbda8de5c335ef
+size 11096494