Datasets:
Add 1 synchronized three-view uint16 NumPy training samples
Browse files
README.md
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@@ -14,7 +14,7 @@ pretty_name: Low-altitude RF world-model training episodes
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# Low-altitude RF world-model training data
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推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **
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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:
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# Low-altitude RF world-model training data
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推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **5784 条**(动态 UAV RF 实体 4572 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。
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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:
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compact_uint16/README.md
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# Low-altitude RF world-model training data
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推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **
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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:
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# Low-altitude RF world-model training data
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推荐下载 **compact_uint16** 完整 NumPy 训练包。当前清单含 **5784 条**(动态 UAV RF 实体 4572 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。
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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:
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compact_uint16/data/dynamic_rf/data_v6/houston/houston_region_02592_bs_uav_v6_episode_000.tar.gz
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version https://git-lfs.github.com/spec/v1
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oid sha256:e66ff0a90a83e2fb6c4a86cd0b4fbae02924745a6018f4adcfba27dd4e1c9ee7
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size 237377068
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compact_uint16/dataset_summary.json
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{
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"updated_shanghai": "2026-11-01T11:
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"scope": "committed_on_huggingface",
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"repository": "DaftJun/RFWM",
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"complete_samples":
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"dynamic_rf_samples":
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"legacy_auxiliary_samples": 1212,
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"counts_by_city": {
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"boston": 752,
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"chicago": 2424,
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"houston":
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},
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"unique_physical_groups":
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"total_tar_bytes":
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"split": "train",
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"rf_encoding": "uint16 centi-dBm; decode to float32 dBm with step 0.01 and offset 32768; invalid code 0",
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"edition": "uint16",
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{
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"updated_shanghai": "2026-11-01T11:41:34.369243+08:00",
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"scope": "committed_on_huggingface",
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"repository": "DaftJun/RFWM",
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"complete_samples": 5784,
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"dynamic_rf_samples": 4572,
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"legacy_auxiliary_samples": 1212,
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"counts_by_city": {
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"boston": 752,
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"chicago": 2424,
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"houston": 2608
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},
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"unique_physical_groups": 5782,
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"total_tar_bytes": 1047372090581,
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"split": "train",
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"rf_encoding": "uint16 centi-dBm; decode to float32 dBm with step 0.01 and offset 32768; invalid code 0",
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"edition": "uint16",
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compact_uint16/manifests/dynamic_rf_train.jsonl
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{"record_id": "data_v6/houston_region_02589_bs_uav_v6_episode_000", "sample_id": "houston_region_02589_bs_uav_v6_episode_000", "scene_id": "houston_region_02589", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "8e061a8739e262328e513e6d295973c1ac70861f34566cabaafd46b18d6d3ea8", "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_02589_bs_uav_v6_episode_000.tar.gz", "sha256": "5c35f786154196ad512f170ed023452f56b6bef9a3247e7eea721c4e3cb4447f", "bytes": 165365434, "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": "2026-11-01T11:39:08.372041+08:00", "export_seconds": 41.028, "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_02589_bs_uav_v6_episode_000.tar", "source_float32_sha256": "c695010ed568697403813fed1031b68477092c2e8e1fa1ad86cd576cd987a153", "source_float32_bytes": 239134720, "source_float32_packaged_shanghai": "2026-11-01T11:38:25.255356+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": 406156676, "source_tar_bytes": 239134720, "conversion_and_verification_seconds": 23.826}}
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{"record_id": "data_v6/houston_region_02590_bs_uav_v6_episode_000", "sample_id": "houston_region_02590_bs_uav_v6_episode_000", "scene_id": "houston_region_02590", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "c50250bfcf9190237e12dc9064944f4fac17a3958c725b3c6676414a98a61c39", "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_02590_bs_uav_v6_episode_000.tar.gz", "sha256": "1d923c9e3fe84bde30c40db4ade712842a348d605b0e0eeea2bdc4be4362dc56", "bytes": 197959519, "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": "2026-11-01T11:39:16.343428+08:00", "export_seconds": 43.014, "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_02590_bs_uav_v6_episode_000.tar", "source_float32_sha256": "a39026923167e592d778adf2c0eb929bdc1f8265564e469ea8a91cf67eb10bab", "source_float32_bytes": 294062080, "source_float32_packaged_shanghai": "2026-11-01T11:38:28.856533+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": 419954405, "source_tar_bytes": 294062080, "conversion_and_verification_seconds": 24.068}}
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{"record_id": "data_v6/houston_region_02591_bs_uav_v6_episode_000", "sample_id": "houston_region_02591_bs_uav_v6_episode_000", "scene_id": "houston_region_02591", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "bf8720aaa034c76b2c7e6574e4bb27318466ae4447ccc6ca71b6a87ab7b72887", "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_02591_bs_uav_v6_episode_000.tar.gz", "sha256": "2c0412cb9a13752191b235f32a194dfac311e943058ef982aa73b346cfdd1563", "bytes": 199865173, "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": "2026-11-01T11:40:14.014020+08:00", "export_seconds": 42.422, "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_02591_bs_uav_v6_episode_000.tar", "source_float32_sha256": "a4ba69867548856f652ce3a8fcf7327fded0b184da22961828b01fef583ce1ea", "source_float32_bytes": 291911680, "source_float32_packaged_shanghai": "2026-11-01T11:39:30.023563+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": 405801434, "source_tar_bytes": 291911680, "conversion_and_verification_seconds": 23.254}}
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| 4569 |
{"record_id": "data_v6/houston_region_02589_bs_uav_v6_episode_000", "sample_id": "houston_region_02589_bs_uav_v6_episode_000", "scene_id": "houston_region_02589", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "8e061a8739e262328e513e6d295973c1ac70861f34566cabaafd46b18d6d3ea8", "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_02589_bs_uav_v6_episode_000.tar.gz", "sha256": "5c35f786154196ad512f170ed023452f56b6bef9a3247e7eea721c4e3cb4447f", "bytes": 165365434, "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": "2026-11-01T11:39:08.372041+08:00", "export_seconds": 41.028, "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_02589_bs_uav_v6_episode_000.tar", "source_float32_sha256": "c695010ed568697403813fed1031b68477092c2e8e1fa1ad86cd576cd987a153", "source_float32_bytes": 239134720, "source_float32_packaged_shanghai": "2026-11-01T11:38:25.255356+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": 406156676, "source_tar_bytes": 239134720, "conversion_and_verification_seconds": 23.826}}
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| 4570 |
{"record_id": "data_v6/houston_region_02590_bs_uav_v6_episode_000", "sample_id": "houston_region_02590_bs_uav_v6_episode_000", "scene_id": "houston_region_02590", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "c50250bfcf9190237e12dc9064944f4fac17a3958c725b3c6676414a98a61c39", "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_02590_bs_uav_v6_episode_000.tar.gz", "sha256": "1d923c9e3fe84bde30c40db4ade712842a348d605b0e0eeea2bdc4be4362dc56", "bytes": 197959519, "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": "2026-11-01T11:39:16.343428+08:00", "export_seconds": 43.014, "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_02590_bs_uav_v6_episode_000.tar", "source_float32_sha256": "a39026923167e592d778adf2c0eb929bdc1f8265564e469ea8a91cf67eb10bab", "source_float32_bytes": 294062080, "source_float32_packaged_shanghai": "2026-11-01T11:38:28.856533+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": 419954405, "source_tar_bytes": 294062080, "conversion_and_verification_seconds": 24.068}}
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| 4571 |
{"record_id": "data_v6/houston_region_02591_bs_uav_v6_episode_000", "sample_id": "houston_region_02591_bs_uav_v6_episode_000", "scene_id": "houston_region_02591", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "bf8720aaa034c76b2c7e6574e4bb27318466ae4447ccc6ca71b6a87ab7b72887", "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_02591_bs_uav_v6_episode_000.tar.gz", "sha256": "2c0412cb9a13752191b235f32a194dfac311e943058ef982aa73b346cfdd1563", "bytes": 199865173, "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": "2026-11-01T11:40:14.014020+08:00", "export_seconds": 42.422, "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_02591_bs_uav_v6_episode_000.tar", "source_float32_sha256": "a4ba69867548856f652ce3a8fcf7327fded0b184da22961828b01fef583ce1ea", "source_float32_bytes": 291911680, "source_float32_packaged_shanghai": "2026-11-01T11:39:30.023563+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": 405801434, "source_tar_bytes": 291911680, "conversion_and_verification_seconds": 23.254}}
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{"record_id": "data_v6/houston_region_02592_bs_uav_v6_episode_000", "sample_id": "houston_region_02592_bs_uav_v6_episode_000", "scene_id": "houston_region_02592", "source_version": "data_v6", "city": "houston", "split": "train", "source_split": "train", "physical_episode_group": "959479f0be57ed566b1a0796e9d99ad57c44cd3f945988f17b0360c8b83267b1", "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_02592_bs_uav_v6_episode_000.tar.gz", "sha256": "e66ff0a90a83e2fb6c4a86cd0b4fbae02924745a6018f4adcfba27dd4e1c9ee7", "bytes": 237377068, "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": "2026-11-01T11:41:26.635772+08:00", "export_seconds": 45.307, "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_02592_bs_uav_v6_episode_000.tar", "source_float32_sha256": "b9ebefac337e9e1ff327ce9d86dde2869661428bb97b9e8780ebb2d7b185e299", "source_float32_bytes": 326307840, "source_float32_packaged_shanghai": "2026-11-01T11:40:40.127541+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": 410415030, "source_tar_bytes": 326307840, "conversion_and_verification_seconds": 23.068}}
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compact_uint16/manifests/train.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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