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 **5733 条**（动态 UAV RF 实体 4521 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 **5735 条**（动态 UAV RF 实体 4523 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 **5733 条**（动态 UAV RF 实体 4521 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 **5735 条**（动态 UAV RF 实体 4523 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_02535_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a96dcdeed89057c4cca68d8fac54fbdcb4705dceb4d836f51655cab26192cb0
+size 192829989

compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02536_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8fd15df102b2eaa6caab8f4323dcbec283cd50d3f215870388f224847adae6db
+size 164023177

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T10:55:19.243520+08:00",
+  "updated_shanghai": "2026-11-01T10:56:21.864609+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5733,
-  "dynamic_rf_samples": 4521,
+  "complete_samples": 5735,
+  "dynamic_rf_samples": 4523,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2557
+    "houston": 2559
   },
-  "unique_physical_groups": 5731,
-  "total_tar_bytes": 1037998448611,
+  "unique_physical_groups": 5733,
+  "total_tar_bytes": 1038355301777,
   "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

@@ -4519,3 +4519,5 @@
 {"record_id": "data_v6/houston_region_02532_bs_uav_v6_episode_000", "sample_id": "houston_region_02532_bs_uav_v6_episode_000", "scene_id": "houston_region_02532", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "f63c8e6a7a115ff0155f54f3413ecf1e6b10f082bbe5caf1893647445ea050ac", "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_02532_bs_uav_v6_episode_000.tar.gz", "sha256": "749ec048a3876f72a44e79e84df29c72f5778f6f0204a8837d57781de1586468", "bytes": 194462495, "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": "2026-11-01T10:52:54.318448+08:00", "export_seconds": 40.678, "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_02532_bs_uav_v6_episode_000.tar", "source_float32_sha256": "ae5dbf00294bb4a26cfc0d8a37f4f765e6615902069dbc08f714b50d9eb3a3bc", "source_float32_bytes": 277760000, "source_float32_packaged_shanghai": "2026-11-01T10:52:09.633328+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": 408797694, "source_tar_bytes": 277760000, "conversion_and_verification_seconds": 21.652}}
 {"record_id": "data_v6/houston_region_02533_bs_uav_v6_episode_000", "sample_id": "houston_region_02533_bs_uav_v6_episode_000", "scene_id": "houston_region_02533", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "1a6c2e4e95efcb2926a8b28ce8e41143efb91235b603184c9875ffb3874da459", "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_02533_bs_uav_v6_episode_000.tar.gz", "sha256": "9aa5c485e9f7cf7cffe78b0b59d96ee95af2338949443ac4edd8d3afc1589fd7", "bytes": 168742978, "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": "2026-11-01T10:54:03.432461+08:00", "export_seconds": 38.481, "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_02533_bs_uav_v6_episode_000.tar", "source_float32_sha256": "30a2da64999f490684401ba4c76e7b5b912b095dd08a8a4de5df0bbb084bef8d", "source_float32_bytes": 259880960, "source_float32_packaged_shanghai": "2026-11-01T10:53:18.811539+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": 412015489, "source_tar_bytes": 259880960, "conversion_and_verification_seconds": 21.181}}
 {"record_id": "data_v6/houston_region_02534_bs_uav_v6_episode_000", "sample_id": "houston_region_02534_bs_uav_v6_episode_000", "scene_id": "houston_region_02534", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "54d5932b81a854697a5061fafc25f731906094b831adbb3e6e9a21211e2d0e73", "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_02534_bs_uav_v6_episode_000.tar.gz", "sha256": "82ed22ca239e77fb6a158e35d4adc2e7d5a55920186dbf1f00624c35098c38ba", "bytes": 178534039, "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": "2026-11-01T10:55:07.388099+08:00", "export_seconds": 42.634, "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_02534_bs_uav_v6_episode_000.tar", "source_float32_sha256": "0a4f289f50dcd00044fea1bc63ffe6bdc87fb2be4cc1d428647b4a89b773ab81", "source_float32_bytes": 270489600, "source_float32_packaged_shanghai": "2026-11-01T10:54:23.019523+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": 412098682, "source_tar_bytes": 270489600, "conversion_and_verification_seconds": 24.197}}
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compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
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-size 11050127
+oid sha256:8e5fd352081a9e7ade57134a3d6ccae37e9783f04d31fbc57ec46499a619787a
+size 11053991