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 **5927 条**（动态 UAV RF 实体 4715 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 **5928 条**（动态 UAV RF 实体 4716 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 **5927 条**（动态 UAV RF 实体 4715 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 **5928 条**（动态 UAV RF 实体 4716 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_02741_bs_uav_v6_episode_000.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:95c40392ff6ae249f3de486f83d44a7e69a5f61045347c7794b3b2ee2bfde47c
+size 137528440

compact_uint16/dataset_summary.json

@@ -1,17 +1,17 @@
 {
-  "updated_shanghai": "2026-11-01T13:53:15.765829+08:00",
+  "updated_shanghai": "2026-11-01T13:54:29.033151+08:00",
   "scope": "committed_on_huggingface",
   "repository": "DaftJun/RFWM",
-  "complete_samples": 5927,
-  "dynamic_rf_samples": 4715,
+  "complete_samples": 5928,
+  "dynamic_rf_samples": 4716,
   "legacy_auxiliary_samples": 1212,
   "counts_by_city": {
     "boston": 752,
     "chicago": 2424,
-    "houston": 2751
+    "houston": 2752
   },
-  "unique_physical_groups": 5925,
-  "total_tar_bytes": 1074197237704,
+  "unique_physical_groups": 5926,
+  "total_tar_bytes": 1074334766144,
   "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

@@ -4713,3 +4713,4 @@
 {"record_id": "data_v6/houston_region_02738_bs_uav_v6_episode_000", "sample_id": "houston_region_02738_bs_uav_v6_episode_000", "scene_id": "houston_region_02738", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "c8a114e34861030c39f4deba02eb6b01444eac374bc156f64ab38958170c3ace", "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_02738_bs_uav_v6_episode_000.tar.gz", "sha256": "e81c3b69cff85c24e4daca05f3e235a6bee269fabf1da075991f96226b5af8df", "bytes": 219420553, "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": "2026-11-01T13:50:56.686079+08:00", "export_seconds": 46.14, "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_02738_bs_uav_v6_episode_000.tar", "source_float32_sha256": "244552a1e5cf358fec7bf642ad75a60342c6a9116d079f61f86b6dcbb7f746b0", "source_float32_bytes": 327086080, "source_float32_packaged_shanghai": "2026-11-01T13:50:05.328449+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": 420743841, "source_tar_bytes": 327086080, "conversion_and_verification_seconds": 25.33}}
 {"record_id": "data_v6/houston_region_02739_bs_uav_v6_episode_000", "sample_id": "houston_region_02739_bs_uav_v6_episode_000", "scene_id": "houston_region_02739", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "c786fecca3e672f94b986724eb74f26b62aec941dadd8f2945589e94af98cbe8", "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_02739_bs_uav_v6_episode_000.tar.gz", "sha256": "91486a7624a7a14869e4abbbf6a063f37ab2e40ccc92c7115069f30f4a481a25", "bytes": 176000619, "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": "2026-11-01T13:51:56.135095+08:00", "export_seconds": 39.859, "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_02739_bs_uav_v6_episode_000.tar", "source_float32_sha256": "1d2b014829e19c5e4196df4686cb8d07f5f587cdb9bc96f2528a7fa52f87b389", "source_float32_bytes": 273326080, "source_float32_packaged_shanghai": "2026-11-01T13:51:15.142560+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": 426421710, "source_tar_bytes": 273326080, "conversion_and_verification_seconds": 23.399}}
 {"record_id": "data_v6/houston_region_02740_bs_uav_v6_episode_000", "sample_id": "houston_region_02740_bs_uav_v6_episode_000", "scene_id": "houston_region_02740", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "07e12ff1696961520d1f9b976f7375fe242ba7b2bd96389f1c1faf83a5d4fb72", "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_02740_bs_uav_v6_episode_000.tar.gz", "sha256": "e0c06d45917567bb94d057e5bc17799c20e2da1fa94bcf83de3b6936302390bf", "bytes": 198726104, "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": "2026-11-01T13:53:02.820344+08:00", "export_seconds": 42.106, "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_02740_bs_uav_v6_episode_000.tar", "source_float32_sha256": "57360b640784d528c56652fa8319c570d2f665cf6a51de88d8d68572ecedf7c2", "source_float32_bytes": 294963200, "source_float32_packaged_shanghai": "2026-11-01T13:52:18.268304+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": 404658895, "source_tar_bytes": 294963200, "conversion_and_verification_seconds": 22.622}}
+{"record_id": "data_v6/houston_region_02741_bs_uav_v6_episode_000", "sample_id": "houston_region_02741_bs_uav_v6_episode_000", "scene_id": "houston_region_02741", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "e8c9841440a0cb9eb72c67285d35d9cc862870dfb5f36b8dda2b65844c086ae0", "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_02741_bs_uav_v6_episode_000.tar.gz", "sha256": "95c40392ff6ae249f3de486f83d44a7e69a5f61045347c7794b3b2ee2bfde47c", "bytes": 137528440, "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": "2026-11-01T13:54:01.738749+08:00", "export_seconds": 36.936, "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_02741_bs_uav_v6_episode_000.tar", "source_float32_sha256": "718b766cefd1d3bfe10883181086b3ee8d74828cb583fedfa1a606d9e3891330", "source_float32_bytes": 213114880, "source_float32_packaged_shanghai": "2026-11-01T13:53:21.858107+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": 416874099, "source_tar_bytes": 213114880, "conversion_and_verification_seconds": 22.189}}

compact_uint16/manifests/train.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:61904ecb8f60bbb989f8b1d65c3716ea67634122cee86db16867d8b86f0bc798
-size 11424889
+oid sha256:8f7da41048bf93c9a9232201f7d41c5c6f540daae4204530e06d2850cdc3205a
+size 11426821