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 **5900 条**（动态 UAV RF 实体 4688 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 **5901 条**（动态 UAV RF 实体 4689 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 **5900 条**（动态 UAV RF 实体 4688 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 **5901 条**（动态 UAV RF 实体 4689 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_02714_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8a1ef9e607866a0f8824184738c4e48705d1ad632e75e5953e4b406975de7ee2
+size 215511792

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T13:28:16.027780+08:00",
+  "updated_shanghai": "2026-11-01T13:29:34.151433+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5900,
-  "dynamic_rf_samples": 4688,
+  "complete_samples": 5901,
+  "dynamic_rf_samples": 4689,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2724
+    "houston": 2725
   },
-  "unique_physical_groups": 5898,
-  "total_tar_bytes": 1069031719444,
+  "unique_physical_groups": 5899,
+  "total_tar_bytes": 1069247231236,
   "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

@@ -4686,3 +4686,4 @@
 {"record_id": "data_v6/houston_region_02711_bs_uav_v6_episode_000", "sample_id": "houston_region_02711_bs_uav_v6_episode_000", "scene_id": "houston_region_02711", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "ee53ca83db575531a2d732ccf44fdaee55fdbc08981e347c86feb117d5dddb61", "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_02711_bs_uav_v6_episode_000.tar.gz", "sha256": "7b6f039e4484145c19237cbc18efa0a18e539b46b60577bf9e7144bbda032a29", "bytes": 160441398, "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": "2026-11-01T13:26:59.537904+08:00", "export_seconds": 37.725, "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_02711_bs_uav_v6_episode_000.tar", "source_float32_sha256": "f2756fe4e2c06dec14d85236b32f57d8c85c0d57e9db85a6ea535cad41a1eb44", "source_float32_bytes": 213821440, "source_float32_packaged_shanghai": "2026-11-01T13:26:19.271179+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": 429929663, "source_tar_bytes": 213821440, "conversion_and_verification_seconds": 22.429}}
 {"record_id": "data_v6/houston_region_02712_bs_uav_v6_episode_000", "sample_id": "houston_region_02712_bs_uav_v6_episode_000", "scene_id": "houston_region_02712", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "9ee6e5c8f0257e5bcdaf245eebe556bc9f3c5979fbe268894cdaba05b891a939", "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_02712_bs_uav_v6_episode_000.tar.gz", "sha256": "9f838c9df208366af312c498c4870c43fd7ba558071e0cad400a61d3d7eeb82a", "bytes": 160434352, "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": "2026-11-01T13:26:59.413692+08:00", "export_seconds": 37.601, "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_02712_bs_uav_v6_episode_000.tar", "source_float32_sha256": "9494849be3374bd93734c8dbc81911ab52125501194575eb199b7676a8575431", "source_float32_bytes": 222965760, "source_float32_packaged_shanghai": "2026-11-01T13:26:19.074386+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": 431609289, "source_tar_bytes": 222965760, "conversion_and_verification_seconds": 21.842}}
 {"record_id": "data_v6/houston_region_02713_bs_uav_v6_episode_000", "sample_id": "houston_region_02713_bs_uav_v6_episode_000", "scene_id": "houston_region_02713", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "c9766dc057607918fed4d35d2ad0730608ee2cef27a952030409721a4ef6c1f9", "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_02713_bs_uav_v6_episode_000.tar.gz", "sha256": "b00fe429091f0178d1345e0dc3eb8e2aba69b6798328820800fb70f182b0b3f3", "bytes": 194899821, "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": "2026-11-01T13:28:15.750611+08:00", "export_seconds": 43.403, "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_02713_bs_uav_v6_episode_000.tar", "source_float32_sha256": "f4f80f56e7803c0bb8a59ce241bf3b0de7aa609b4fadefa42bf3ae539d480a05", "source_float32_bytes": 274984960, "source_float32_packaged_shanghai": "2026-11-01T13:27:31.032437+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": 424348672, "source_tar_bytes": 274984960, "conversion_and_verification_seconds": 25.04}}
+{"record_id": "data_v6/houston_region_02714_bs_uav_v6_episode_000", "sample_id": "houston_region_02714_bs_uav_v6_episode_000", "scene_id": "houston_region_02714", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "6f6808019ffbba1985eec49b403ceb253e221d133e1804b28adf6bbf3d0aa7a4", "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_02714_bs_uav_v6_episode_000.tar.gz", "sha256": "8a1ef9e607866a0f8824184738c4e48705d1ad632e75e5953e4b406975de7ee2", "bytes": 215511792, "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": "2026-11-01T13:29:29.566990+08:00", "export_seconds": 46.965, "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_02714_bs_uav_v6_episode_000.tar", "source_float32_sha256": "9b0811f8b95abce19783206cf6bd0ae8cf5ccf500e09aac72a1429f309b6ced7", "source_float32_bytes": 307189760, "source_float32_packaged_shanghai": "2026-11-01T13:28:41.459843+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": 421236026, "source_tar_bytes": 307189760, "conversion_and_verification_seconds": 26.715}}

compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0eeacbca5703eb963ff73abdbc757ae54c6cd16834ee31e42461a4f6e6bfebc5
-size 11372730
+oid sha256:a41189ab105d99ca9b0b1bc0c681f7b9772fbc219c3f4988ee308e28a756cafa
+size 11374662