{"source_repo": "zmq-5g-core-sim-v1", "source_id": "zmq-5g-core-sim-v1__2026-10-14T095117Z_zmq_udm-stop_batch2__ran__0__chunk1", "source_spec_id": null, "source_version": null, "messages": [{"role": "user", "content": "# RAN telemetry: per-second UE radio metrics (srsUE) and gNB scheduler cell metrics (ocudu)\nrun_id: 2026-10-14T095117Z_zmq_udm-stop_batch2\nscenario_label: udm-stop\nprovenance: simulated radio link (ZMQ), real scheduler and UE software; values describe the simulated link, not air\nidentifiers: subscriber ids are keyed pseudonyms (ue-...), not IMSIs\nscenario: UDM stopped for 20 s while the UE registers (authentication failure), then recovery\ngNB configuration: default (no scheduler caps)\n\n09:51:37 | - | - | 0 | 0 | 1 | 11\n09:51:38 | 3000.0 | - | 0 | 0 | 1 | 9\n09:51:39 | - | - | 0 | 0 | 0 | 7\n09:51:40 | - | - | 0 | 0 | 0 | 7\n09:51:41 | - | - | 0 | 0 | 0 | 7\n09:51:42 | - | - | 0 | 0 | 0 | 7\n09:51:43 | - | - | 0 | 0 | 0 | 7\n09:51:44 | - | - | 0 | 0 | 0 | 7\n09:51:45 | - | - | 0 | 0 | 0 | 7\n09:51:46 | - | - | 0 | 0 | 0 | 7\n09:51:47 | - | - | 0 | 0 | 0 | 7\n09:51:49 | - | - | 0 | 0 | 0 | 7\n09:51:50 | - | - | 0 | 0 | 0 | 7\n09:51:51 | - | - | 0 | 0 | 0 | 7\n09:51:52 | - | - | 0 | 0 | 0 | 7\n09:51:53 | - | - | 0 | 0 | 0 | 7\n09:51:54 | - | - | 0 | 0 | 0 | 7\n09:51:55 | - | - | 0 | 0 | 0 | 6\n09:51:56 | - | - | 0 | 0 | 0 | 7\n09:51:57 | - | - | 0 | 0 | 0 | 7\n09:51:58 | - | - | 0 | 0 | 0 | 7\n09:51:59 | - | - | 0 | 0 | 0 | 7\n09:52:16 | 21000.0 | 52000.0 | 0 | 0 | 1 | 13\n09:52:18 | 5000.0 | 19000.0 | 0 | 0 | 1 | 13\n09:52:19 | 5000.0 | 19000.0 | 0 | 0 | 1 | 12\n09:52:20 | 5000.0 | 19000.0 | 0 | 0 | 1 | 12\n09:52:21 | 5000.0 | 19000.0 | 0 | 0 | 1 | 13\n09:52:22 | 7000.0 | 24000.0 | 0 | 0 | 1 | 13\n\n\nWhat happens to the simulated radio link metrics during the period when the UDM is stopped, and when do they resume?"}, {"role": "assistant", "content": "During the period starting at 09:51:39 and lasting until 09:52:15, the simulated radio link metrics show a complete absence of data, indicated by dashes in the first two columns. Specifically, from 09:51:39 to 09:52:00, the records show no values for the first two metrics. The metrics resume at 09:52:16, where the first column records a value of 21000.0 and the second column records 52000.0. Following this recovery, values continue to be reported through 09:52:22, with the first column fluctuating between 5000.0 and 7000.0."}]}
{"source_repo": "zmq-5g-core-sim-v1", "source_id": "zmq-5g-core-sim-v1__2026-10-14T110055Z_zmq_ausf-stop_batch2__ran__0__chunk0", "source_spec_id": null, "source_version": null, "messages": [{"role": "user", "content": "# RAN telemetry: per-second UE radio metrics (srsUE) and gNB scheduler cell metrics (ocudu)\nrun_id: 2026-10-14T110055Z_zmq_ausf-stop_batch2\nscenario_label: ausf-stop\nprovenance: simulated radio link (ZMQ), real scheduler and UE software; values describe the simulated link, not air\nidentifiers: subscriber ids are keyed pseudonyms (ue-...), not IMSIs\nscenario: AUSF stopped for 20 s while the UE registers (authentication failure), then recovery\ngNB configuration: default (no scheduler caps)\n\nUE columns: time(UTC) | rsrp | dl_mcs | dl_snr_dB | dl_bitrate_bps | dl_bler_% | ul_mcs | ul_bitrate_bps | ul_bler_% | ul_timing_advance\n11:01:11 | 41 | 15 | - | 10758.010742 | 0 | 9.0 | 10006.629883 | 0 | 0.0\n11:01:14 | 44 | 27 | - | 4201.069336 | 0 | 0.0 | 0.0 | 0.0 | 0.0\n11:01:53 | 37 | 12 | - | 20848.214844 | 0 | 8.4 | 52821.429688 | 0 | 0.0\n11:01:54 | 44 | 27 | 119 | 5504.273438 | 0 | 11 | 20307.691406 | 0 | 0.0\n11:01:55 | 44 | 27 | 67 | 5516.060059 | 0 | 11 | 20351.177734 | 0 | 0.0\n11:01:56 | 44 | 27 | - | 5510.160645 | 0 | 11 | 20329.412109 | 0 | 0.0\n11:01:57 | 44 | 27 | - | 5504.273438 | 0 | 11 | 20307.691406 | 0 | 0.0\n11:01:58 | 44 | 27 | 55 | 5510.160645 | 0 | 11 | 20329.412109 | 0 | 0.0\n11:01:59 | 44 | 27 | - | 5516.060059 | 0 | 11 | 20351.177734 | 0 | 0.0\n11:02:00 | 44 | 27 | - | 5504.273438 | 0 | 11 | 20307.691406 | 0 | 0.0\n11:02:01 | 44 | 27 | - | 5516.060059 | 0 | 9.8 | 20351.177734 | 0 | 0.0\n11:02:02 | 44 | 27 | 119 | 5516.060059 | 0 | 11 | 20351.177734 | 0 | 0.0\n11:02:03 | 44 | 27 | 54 | 2755.080322 | 0 | 11 | 10164.706055 | 0 | 0.0\n11:02:04 | 43 | 26 | 70 | 9437.433594 | 0 | 10 | 19559.357422 | 0 | 0.0\n11:02:05 | 20 | 28 | 70 | 11911432.0 | 0 | 7.2 | 481722.65625 | 10 | 0.0\n11:02:06 | 22 | 28 | - | 11573136.0 | 0 | 5.1 | 313966.34375 | 0 | 0.0\n11:02:07 | 20 | 28 | 70 | 12278915.0 | 0 | 5.4 | 308304.9375 | 0 | 0.0\n11:02:08 | 21 | 28 | - | 10975061.0 | 0 | 5.9 | 359557.03125 | 5 | 0.0\n11:02:09 | 20 | 28 | 70 | 12490157.0 | 0 | 5.6 | 325797.5 | 2 | 0.0\n11:02:10 | 22 | 28 | - | 10848703.0 | 0 | 5.0 | 326094.40625 | 0 | 0.0\n11:02:11 | 20 | 28 | - | 12213055.0 | 0 | 5.2 | 326416.03125 | 0 | 0.0\n11:02:12 | 21 | 28 | 56 | 10967911.0 | 0 | 5.4 | 303982.25 | 0 | 0.0\n11:02:13 | 20 | 28 | 119 | 12417149.0 | 0 | 5.7 | 339619.90625 | 0 | 0.0\n11:02:14 | 21 | 28 | - | 11008837.0 | 0 | 5.0 | 302922.0625 | 0 | 0.0\n11:02:15 | 39 | 28 | - | 1195505.875 | 0 | 7.2 | 53035.445312 | 0 | 0.0\n11:02:16 | 41 | 27 | - | 27485.40625 | 0 | 7.4 | 459001.09375 | 33 | 0.0\n11:02:17 | 15 | 28 | 70 | 515520.4375 | 0 | 3.3 | 6453068.0 | 0 | 0.0\n11:02:18 | 13 | 28 | 70 | 642374.625 | 0 | 3.9 | 8137083.5 | 0 | 0.0\n11:02:19 | 13 | 28 | 70 | 651423.5 | 0 | 4.0 | 8278966.0 | 0 | 0.0\n11:02:20 | 13 | 28 | 67 | 686375.9375 | 0 | 4.2 | 8714406.0 | 0 | 0.0\n11:02:21 | 12 | 28 | 70 | 776209.125 | 0 | 5.1 | 10399634.0 | 0 | 0.0\n11:02:22 | 18 | 28 | 119 | 409947.65625 | 0 | 6.2 | 3681916.25 | 0 | 0.0\n11:02:23 | 44 | 27 | - | 5498.398926 | 0 | 13 | 55786.554688 | 44 | 0.0\n11:02:24 | 44 | 26 | - | 5230.769043 | 0 | 12 | 42735.042969 | 31 | 0.0\n11:02:25 | 44 | 26 | 119 | 5241.970215 | 0 | 11 | 20214.132812 | 0 | 0.0\n11:02:26 | 44 | 26 | 119 | 5230.769043 | 0 | 11 | 20307.691406 | 0 | 0.0\n11:02:27 | 44 | 26 | - | 2618.181885 | 0 | 11 | 10164.706055 | 0 | 0.0\n\ngNB scheduler columns: time(UTC) | total_dl_bitrate_bps | total_ul_bitrate_bps | pdsch_rbs_per_slot | pusch_rbs_per_slot | nof_ues | mean_latency_us\n11:01:12 | 10000.0 | 9000.0 | 0 | 0 | 1 | 11\n11:01:13 | - | - | 0 | 0 | 1 | 12\n\n\nBased on the simulated radio link telemetry, how did the UE's downlink bitrate and uplink BLER change between 11:02:04 and 11:02:10?"}, {"role": "assistant", "content": "At 11:02:04, the UE had a downlink bitrate of 9437.433594 bps and an uplink BLER of 0%. Starting at 11:02:05, the downlink bitrate increased significantly, peaking at 12490157.0 bps at 11:02:09. During this same window, the uplink BLER fluctuated, rising to 10% at 11:02:05, dropping to 0% at 11:02:06 and 11:02:07, increasing to 5% at 11:02:08, 2% at 11:02:09, and returning to 0% at 11:02:10."}]}
{"source_repo": "zmq-5g-core-sim-v1", "source_id": "zmq-5g-core-sim-v1__2026-10-14T081533Z_zmq_upf-restart_batch1__ran__0__chunk0", "source_spec_id": null, "source_version": null, "messages": [{"role": "user", "content": "# RAN telemetry: per-second UE radio metrics (srsUE) and gNB scheduler cell metrics (ocudu)\nrun_id: 2026-10-14T081533Z_zmq_upf-restart_batch1\nscenario_label: upf-restart\nprovenance: simulated radio link (ZMQ), real scheduler and UE software; values describe the simulated link, not air\nidentifiers: subscriber ids are keyed pseudonyms (ue-...), not IMSIs\nscenario: baseline traffic, UPF restarted mid-session, then a fresh registration cycle with traffic\ngNB configuration: default (no scheduler caps)\n\nUE columns: time(UTC) | rsrp | dl_mcs | dl_snr_dB | dl_bitrate_bps | dl_bler_% | ul_mcs | ul_bitrate_bps | ul_bler_% | ul_timing_advance\n08:15:45 | 35 | 10 | 68 | 29494.505859 | 0 | 8.3 | 69098.898438 | 0 | 0.0\n08:15:46 | 44 | 27 | 119 | 5593.919434 | 0 | 10 | 20638.435547 | 0 | 0.0\n08:15:47 | 44 | 27 | 67 | 5533.834473 | 0 | 11 | 20416.755859 | 0 | 0.0\n08:15:48 | 44 | 27 | 119 | 5521.972168 | 0 | 11 | 20372.990234 | 0 | 0.0\n08:15:49 | 44 | 27 | 67 | 5569.729492 | 0 | 11 | 20549.189453 | 0 | 0.0\n08:15:50 | 44 | 27 | - | 5636.761719 | 0 | 11 | 20796.498047 | 0 | 0.0\n08:15:51 | 44 | 27 | 67 | 5581.79834 | 0 | 11 | 20593.716797 | 0 | 0.0\n08:15:52 | 44 | 27 | - | 5569.729492 | 0 | 10 | 20549.189453 | 0 | 0.0\n08:15:53 | 44 | 27 | 54 | 5533.834473 | 0 | 11 | 20416.755859 | 0 | 0.0\n08:15:54 | 44 | 27 | 71 | 6305.997559 | 0 | 11 | 23265.605469 | 0 | 0.0\n08:15:55 | 44 | 27 | - | 5569.729492 | 0 | 11 | 20549.189453 | 0 | 0.0\n08:15:57 | 21 | 28 | 59 | 9951792.0 | 0 | 7.8 | 527033.875 | 11 | 0.0\n08:15:58 | 20 | 28 | 119 | 12796597.0 | 0 | 5.5 | 364755.25 | 7 | 0.0\n08:15:59 | 21 | 28 | 57 | 11363025.0 | 0 | 5.8 | 304662.0625 | 2 | 0.0\n08:16:00 | 20 | 28 | 67 | 13009232.0 | 0 | 5.3 | 335469.1875 | 2 | 0.0\n08:16:01 | 21 | 28 | 65 | 11747059.0 | 0 | 4.8 | 285005.78125 | 0 | 0.0\n08:16:02 | 18 | 28 | - | 15670433.0 | 0 | 5.8 | 286327.5 | 0 | 0.0\n08:16:03 | 20 | 28 | 70 | 12497251.0 | 0 | 5.0 | 324773.28125 | 0 | 0.0\n08:16:04 | 21 | 28 | 69 | 12280303.0 | 0 | 5.2 | 305475.1875 | 0 | 0.0\n08:16:05 | 20 | 28 | 70 | 12535272.0 | 0 | 6.0 | 379354.84375 | 9 | 0.0\n08:16:06 | 21 | 28 | 119 | 11510828.0 | 0 | 5.2 | 315866.21875 | 0 | 0.0\n08:16:07 | 20 | 28 | 70 | 12714452.0 | 0 | 5.1 | 286433.5625 | 0 | 0.0\n08:16:08 | 21 | 28 | 119 | 11473033.0 | 0 | 5.0 | 308558.25 | 0 | 0.0\n08:16:09 | 20 | 28 | 119 | 13006588.0 | 0 | 4.9 | 317791.46875 | 0 | 0.0\n08:16:10 | 21 | 28 | 119 | 11480167.0 | 0 | 5.4 | 304408.8125 | 0 | 0.0\n08:16:11 | 20 | 28 | - | 13008597.0 | 0 | 4.8 | 306047.40625 | 0 | 0.0\n08:16:12 | 21 | 28 | 67 | 11505146.0 | 0 | 5.5 | 393806.75 | 7 | 0.0\n08:16:13 | 20 | 28 | - | 12799795.0 | 0 | 4.8 | 312419.59375 | 0 | 0.0\n08:16:14 | 21 | 28 | - | 11382479.0 | 0 | 4.5 | 281447.0 | 0 | 0.0\n08:16:15 | 20 | 28 | - | 12809998.0 | 0 | 4.6 | 295467.90625 | 0 | 0.0\n08:16:16 | 20 | 28 | 70 | 12275843.0 | 0 | 5.4 | 283264.53125 | 0 | 0.0\n08:16:17 | 34 | 28 | 119 | 3126704.75 | 0 | 5.8 | 107374.453125 | 0 | 0.0\n08:16:18 | 26 | 28 | 70 | 200128.078125 | 0 | 3.4 | 2722305.5 | 4 | 0.0\n08:16:19 | 15 | 28 | 70 | 535781.0 | 0 | 2.9 | 6656438.0 | 0 | 0.0\n08:16:20 | 15 | 28 | 70 | 557704.25 | 0 | 3.2 | 6995432.0 | 0 | 0.0\n08:16:21 | 13 | 28 | 70 | 633288.3125 | 0 | 3.9 | 8075619.5 | 0 | 0.0\n08:16:22 | 13 | 28 | 67 | 637746.8125 | 0 | 4.0 | 8291949.5 | 0 | 0.0\n08:16:23 | 13 | 28 | 70 | 645851.875 | 0 | 4.1 | 8437988.0 | 0 | 0.0\n08:16:24 | 12 | 28 | 70 | 738657.6875 | 0 | 4.9 | 9908142.0 | 0 | 0.0\n08:16:25 | 11 | 28 | 70 | 857272.0625 | 0 | 5.7 | 11588099.0 | 0 | 0.0\n\n\nHow did the UE's downlink bitrate and uplink BLER change between the period from 08:15:45 to 08:15:55 and the period from 08:15:57 to 08:16:16?"}, {"role": "assistant", "content": "Between 08:15:45 and 08:15:55, the downlink bitrate remained relatively low, ranging from 29,494.505859 bps at 08:15:45 to 6,305.997559 bps at 08:15:54, while the uplink BLER was consistently 0%. In the subsequent period from 08:15:57 to 08:16:16, the downlink bitrate increased significantly, with values ranging from 9,951,792.0 bps at 08:15:57 to 13,008,597.0 bps at 08:16:11. During this same later window, the uplink BLER became unstable, peaking at 11% at 08:15:57 and showing other non-zero values such as 7% at 08:15:58, 2% at 08:15:59, and 9% at 08:16:05."}]}
{"source_repo": "zmq-5g-core-sim-v1", "source_id": "zmq-5g-core-sim-v1__2026-10-14T091636Z_zmq_mid-mcs_batch2__ran__0__chunk0", "source_spec_id": null, "source_version": null, "messages": [{"role": "user", "content": "# RAN telemetry: per-second UE radio metrics (srsUE) and gNB scheduler cell metrics (ocudu)\nrun_id: 2026-10-14T091636Z_zmq_mid-mcs_batch2\nscenario_label: mid-mcs\nprovenance: simulated radio link (ZMQ), real scheduler and UE software; values describe the simulated link, not air\nidentifiers: subscriber ids are keyed pseudonyms (ue-...), not IMSIs\nscenario: gNB scheduler capped at MCS 16 for PDSCH and PUSCH with traffic\ngNB configuration variant (ground truth): {\"cell_cfg.pdsch.max_ue_mcs\": 16, \"cell_cfg.pusch.max_ue_mcs\": 16}\n\nUE columns: time(UTC) | rsrp | dl_mcs | dl_snr_dB | dl_bitrate_bps | dl_bler_% | ul_mcs | ul_bitrate_bps | ul_bler_% | ul_timing_advance\n09:16:51 | 37 | 7.3 | - | 12714.931641 | 0 | 8.4 | 42425.339844 | 0 | 0.0\n09:16:52 | 44 | 15 | 55 | 3220.556641 | 0 | 10 | 20351.177734 | 0 | 0.0\n09:16:53 | 44 | 15 | 119 | 3213.675293 | 0 | 11 | 20307.691406 | 0 | 0.0\n09:16:54 | 44 | 15 | - | 3217.112305 | 0 | 11 | 20329.412109 | 0 | 0.0\n09:16:55 | 44 | 15 | - | 3217.112305 | 0 | 10 | 20329.412109 | 0 | 0.0\n09:16:56 | 44 | 15 | 58 | 3213.675293 | 0 | 11 | 20307.691406 | 0 | 0.0\n09:16:57 | 44 | 15 | 60 | 3217.112305 | 0 | 11 | 20329.412109 | 0 | 0.0\n09:16:58 | 44 | 15 | - | 3213.675293 | 0 | 11 | 20307.691406 | 0 | 0.0\n09:16:59 | 44 | 15 | - | 3213.675293 | 0 | 11 | 20307.691406 | 0 | 0.0\n09:17:00 | 44 | 15 | 119 | 3248.380127 | 0 | 11 | 20526.998047 | 0 | 0.0\n09:17:01 | 44 | 15 | - | 3217.112305 | 0 | 11 | 20329.412109 | 0 | 0.0\n09:17:03 | 20 | 16 | - | 6090268.0 | 0 | 8.8 | 286405.3125 | 5 | 0.0\n09:17:04 | 13 | 16 | 70 | 12269370.0 | 0 | 7.4 | 449434.46875 | 6 | 0.0\n09:17:05 | 14 | 16 | 119 | 11562273.0 | 0 | 7.1 | 342345.46875 | 0 | 0.0\n09:17:06 | 13 | 16 | 70 | 12145915.0 | 0 | 6.2 | 386337.09375 | 5 | 0.0\n09:17:07 | 14 | 16 | 55 | 11435171.0 | 0 | 6.5 | 353421.40625 | 1 | 0.0\n09:17:08 | 13 | 16 | 70 | 12524731.0 | 0 | 7.2 | 352794.53125 | 1 | 0.0\n09:17:09 | 14 | 16 | - | 11134331.0 | 0 | 6.6 | 348924.46875 | 2 | 0.0\n09:17:10 | 13 | 16 | 70 | 12287230.0 | 0 | 6.7 | 355843.21875 | 3 | 0.0\n09:17:11 | 14 | 16 | 70 | 11283914.0 | 0 | 6.0 | 339670.8125 | 2 | 0.0\n09:17:12 | 13 | 16 | 67 | 12308268.0 | 0 | 6.3 | 379387.0625 | 1 | 0.0\n09:17:13 | 14 | 16 | 70 | 11500319.0 | 0 | 6.5 | 356688.40625 | 2 | 0.0\n09:17:14 | 14 | 16 | - | 11927165.0 | 0 | 6.2 | 364615.03125 | 2 | 0.0\n09:17:15 | 13 | 16 | 70 | 11853650.0 | 0 | 5.9 | 376137.15625 | 3 | 0.0\n09:17:16 | 14 | 16 | 56 | 11747946.0 | 0 | 5.9 | 360322.875 | 1 | 0.0\n09:17:17 | 13 | 16 | 70 | 12013913.0 | 0 | 5.7 | 322815.5 | 0 | 0.0\n09:17:18 | 13 | 16 | 119 | 11827086.0 | 0 | 6.0 | 348078.0625 | 0 | 0.0\n09:17:19 | 13 | 16 | 70 | 12311825.0 | 0 | 6.0 | 385660.90625 | 2 | 0.0\n09:17:20 | 14 | 16 | 60 | 11694961.0 | 0 | 6.0 | 364836.78125 | 2 | 0.0\n09:17:21 | 13 | 16 | 70 | 12341440.0 | 0 | 5.8 | 376765.375 | 2 | 0.0\n09:17:22 | 14 | 16 | - | 11242191.0 | 0 | 5.8 | 352044.90625 | 2 | 0.0\n09:17:23 | 18 | 16 | 119 | 7367401.0 | 0 | 5.9 | 253738.546875 | 2 | 0.0\n09:17:25 | 19 | 16 | 70 | 166461.140625 | 0 | 4.0 | 4142400.0 | 0 | 0.0\n09:17:26 | 13 | 16 | 70 | 298319.53125 | 0 | 4.0 | 8209704.0 | 0 | 0.0\n09:17:27 | 13 | 16 | 70 | 304182.84375 | 0 | 4.0 | 8326663.0 | 0 | 0.0\n09:17:28 | 13 | 16 | 70 | 330151.46875 | 0 | 4.6 | 9399036.0 | 0 | 0.0\n09:17:29 | 11 | 16 | 70 | 385437.28125 | 0 | 5.5 | 11158169.0 | 0 | 0.0\n09:17:30 | 11 | 16 | 70 | 416235.28125 | 0 | 6.1 | 12234824.0 | 0.2 | 0.0\n09:17:31 | 11 | 16 | 70 | 432979.875 | 0 | 6.4 | 13035920.0 | 0.5 | 0.0\n\n\nBased on the simulated radio link telemetry, does the dl_mcs value ever exceed the gNB configuration limit for PDSCH, and how does the dl_mcs behave between 09:16:52 and 09:17:31?"}, {"role": "assistant", "content": "The gNB configuration variant specifies a max_ue_mcs of 16 for PDSCH, and the dl_mcs value never exceeds this limit in the provided records. From 09:16:52 to 09:17:01, the dl_mcs is stable at 15. Starting at 09:17:03 and continuing through the end of the log at 09:17:31, the dl_mcs increases to and remains constant at 16. The document does not contain any records where dl_mcs is greater than 16."}]}
{"source_repo": "zmq-5g-core-sim-v1", "source_id": "zmq-5g-core-sim-v1__2026-10-14T103700Z_zmq_low-mcs_batch2__ran__0__chunk1", "source_spec_id": null, "source_version": null, "messages": [{"role": "user", "content": "# RAN telemetry: per-second UE radio metrics (srsUE) and gNB scheduler cell metrics (ocudu)\nrun_id: 2026-10-14T103700Z_zmq_low-mcs_batch2\nscenario_label: low-mcs\nprovenance: simulated radio link (ZMQ), real scheduler and UE software; values describe the simulated link, not air\nidentifiers: subscriber ids are keyed pseudonyms (ue-...), not IMSIs\nscenario: gNB scheduler capped at MCS 8 for PDSCH and PUSCH (controlled link-quality regime) with traffic\ngNB configuration variant (ground truth): {\"cell_cfg.pdsch.max_ue_mcs\": 8, \"cell_cfg.pusch.max_ue_mcs\": 8}\n\n10:37:52 | 12 | 7.9 | 70 | 278064.3125 | 0 | 4.8 | 9749550.0 | 0 | 0.0\n10:37:53 | 11 | 7.9 | 67 | 325929.75 | 0 | 5.7 | 11474425.0 | 0 | 0.0\n10:37:54 | 11 | 7.8 | 70 | 347596.46875 | 0 | 6.2 | 12416977.0 | 0 | 0.0\n10:37:55 | 11 | 7.9 | 70 | 346928.3125 | 0 | 6.5 | 13100226.0 | 0.8 | 0.0\n10:37:56 | 11 | 7.8 | 70 | 388780.6875 | 0 | 6.8 | 13759887.0 | 0.8 | 0.0\n10:37:57 | 8.4 | 7.9 | 70 | 809654.625 | 0 | 6.9 | 13981076.0 | 1 | 0.0\n10:37:58 | 15 | 7.8 | - | 271053.75 | 0 | 6.8 | 6130961.5 | 0.6 | 0.0\n10:37:59 | 44 | 7.0 | 70 | 2087.700439 | 0 | 8.0 | 20380.748047 | 0 | 0.0\n10:38:00 | 44 | 7.0 | - | 2087.700439 | 0 | 8.0 | 20380.748047 | 0 | 0.0\n10:38:01 | 44 | 7.0 | - | 2087.700439 | 0 | 8.0 | 20380.748047 | 0 | 0.0\n10:38:02 | 44 | 7.2 | 119 | 2141.327637 | 0 | 8.0 | 20402.570312 | 0 | 0.0\n10:38:03 | 44 | 7.0 | 59 | 1043.85022 | 0 | 8.0 | 10190.374023 | 0 | 0.0\n10:38:05 | 9.4 | 7.8 | 70 | 9312257.0 | 0 | 8.0 | 341819.0 | 0 | 0.0\n10:38:06 | 7.6 | 7.8 | 70 | 12519211.0 | 0 | 8.0 | 345266.0625 | 0 | 0.0\n10:38:07 | 7.6 | 7.8 | 70 | 12506630.0 | 0 | 8.0 | 349012.59375 | 0 | 0.0\n10:38:08 | 7.5 | 7.9 | 70 | 12483183.0 | 0 | 8.0 | 345974.03125 | 0 | 0.0\n10:38:09 | 7.6 | 7.9 | 70 | 12502125.0 | 0 | 8.0 | 327621.25 | 0 | 0.0\n10:38:10 | 7.6 | 7.8 | 70 | 12510849.0 | 0 | 8.0 | 363369.375 | 0 | 0.0\n10:38:11 | 7.5 | 7.8 | 70 | 12497036.0 | 0 | 8.0 | 370876.3125 | 0 | 0.0\n10:38:12 | 7.6 | 7.9 | 70 | 12503363.0 | 0 | 8.0 | 346897.34375 | 0 | 0.0\n10:38:13 | 7.5 | 7.8 | 70 | 12501324.0 | 0 | 8.0 | 340347.40625 | 0 | 0.0\n10:38:14 | 7.6 | 7.9 | 70 | 12503870.0 | 0 | 8.0 | 352083.71875 | 0 | 0.0\n\ngNB scheduler columns: time(UTC) | total_dl_bitrate_bps | total_ul_bitrate_bps | pdsch_rbs_per_slot | pusch_rbs_per_slot | nof_ues | mean_latency_us\n10:37:15 | 9000.0 | 52000.0 | 0 | 0 | 1 | 13\n10:37:16 | 2000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:37:17 | 2000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:37:18 | 2000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:37:19 | 2000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:37:20 | 3000.0 | 24000.0 | 0 | 0 | 1 | 13\n10:37:21 | 2000.0 | 23000.0 | 0 | 0 | 1 | 13\n10:37:22 | 2000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:37:23 | 2000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:37:24 | 2000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:37:25 | - | - | 0 | 0 | 1 | 12\n10:37:27 | 8119999.999999999 | 269000 | 59 | 1 | 1 | 29\n10:37:28 | 11900000.0 | 318000 | 86 | 2 | 1 | 35\n10:37:29 | 12000000.0 | 320000 | 86 | 2 | 1 | 35\n10:37:30 | 12000000.0 | 333000 | 87 | 2 | 1 | 35\n10:37:31 | 12100000.0 | 313000 | 87 | 2 | 1 | 36\n10:37:32 | 12000000.0 | 313000 | 86 | 1 | 1 | 36\n10:37:33 | 12000000.0 | 314000 | 87 | 2 | 1 | 35\n10:37:35 | 11900000.0 | 313000 | 85 | 1 | 1 | 34\n10:37:36 | 12200000.0 | 323000 | 88 | 2 | 1 | 36\n10:37:37 | 11900000.0 | 306000 | 85 | 1 | 1 | 34\n10:37:38 | 12100000.0 | 322000 | 87 | 2 | 1 | 36\n10:37:39 | 12300000.0 | 297000 | 88 | 1 | 1 | 35\n10:37:40 | 12100000.0 | 314000 | 87 | 1 | 1 | 34\n10:37:41 | 11900000.0 | 323000 | 86 | 2 | 1 | 34\n\n\nBased on the gNB scheduler configuration and the provided telemetry, does the system exceed the configured maximum MCS for PDSCH and PUSCH during the observed period?"}, {"role": "assistant", "content": "The gNB configuration variant explicitly caps both pdsch.max_ue_mcs and pusch.max_ue_mcs at 8. In the srsUE telemetry records, the values in the third and seventh columns (representing MCS for DL and UL) stay within this limit. Specifically, the DL MCS values range from 7.0 to 8.4, and the UL MCS values range from 4.8 to 8.0. While the DL value reaches 8.4 at 10:37:57, the UL values strictly adhere to the cap, reaching exactly 8.0 from 10:37:59 through 10:38:14. The document does not provide enough information to determine if the 8.4 value represents a configuration violation or a different metric, but the UL values remain at or below the ground-truth limit of 8."}]}
{"source_repo": "zmq-5g-core-sim-v1", "source_id": "zmq-5g-core-sim-v1__2026-10-14T084947Z_zmq_pcf-restart_batch2__ran__0__chunk0", "source_spec_id": null, "source_version": null, "messages": [{"role": "user", "content": "# RAN telemetry: per-second UE radio metrics (srsUE) and gNB scheduler cell metrics (ocudu)\nrun_id: 2026-10-14T084947Z_zmq_pcf-restart_batch2\nscenario_label: pcf-restart\nprovenance: simulated radio link (ZMQ), real scheduler and UE software; values describe the simulated link, not air\nidentifiers: subscriber ids are keyed pseudonyms (ue-...), not IMSIs\nscenario: baseline traffic, PCF restarted mid-session, then a fresh registration cycle\ngNB configuration: default (no scheduler caps)\n\nUE columns: time(UTC) | rsrp | dl_mcs | dl_snr_dB | dl_bitrate_bps | dl_bler_% | ul_mcs | ul_bitrate_bps | ul_bler_% | ul_timing_advance\n08:50:02 | 37 | 10 | - | 19713.003906 | 0 | 8.4 | 52062.78125 | 0 | 0.0\n08:50:03 | 44 | 27 | - | 5498.398926 | 0 | 10 | 20286.019531 | 0 | 0.0\n08:50:04 | 44 | 27 | 117 | 5492.537109 | 0 | 11 | 20264.392578 | 0 | 0.0\n08:50:05 | 44 | 27 | 119 | 5498.398926 | 0 | 11 | 20286.019531 | 0 | 0.0\n08:50:06 | 44 | 27 | - | 5504.273438 | 0 | 11 | 20307.691406 | 0 | 0.0\n08:50:07 | 44 | 27 | 119 | 5498.398926 | 0 | 11 | 20286.019531 | 0 | 0.0\n08:50:08 | 44 | 27 | - | 5492.537109 | 0 | 11 | 20264.392578 | 0 | 0.0\n08:50:09 | 44 | 27 | - | 5492.537109 | 0 | 11 | 20264.392578 | 0 | 0.0\n08:50:10 | 44 | 28 | - | 5635.005371 | 0 | 11 | 24657.417969 | 11 | 0.0\n08:50:11 | 44 | 27 | 119 | 5492.537109 | 0 | 11 | 20264.392578 | 0 | 0.0\n08:50:12 | 44 | 27 | 71 | 2766.917236 | 0 | 11 | 10208.37793 | 0 | 0.0\n08:50:13 | 44 | 27 | 70 | 6804.695801 | 0 | 11 | 11551.760742 | 0 | 0.0\n08:50:14 | 21 | 28 | 68 | 11016917.0 | 0 | 7.1 | 480498.34375 | 7 | 0.0\n08:50:15 | 20 | 28 | 67 | 12266431.0 | 0 | 5.2 | 319508.375 | 0 | 0.0\n08:50:16 | 21 | 28 | - | 10946144.0 | 0 | 5.0 | 315021.03125 | 0 | 0.0\n08:50:17 | 20 | 28 | - | 12185181.0 | 0 | 5.4 | 306361.8125 | 0 | 0.0\n08:50:18 | 21 | 28 | - | 11030866.0 | 0 | 5.5 | 347660.71875 | 2 | 0.0\n08:50:19 | 20 | 28 | 119 | 12305767.0 | 0 | 5.5 | 396448.4375 | 9 | 0.0\n08:50:20 | 21 | 28 | - | 11134216.0 | 0 | 5.0 | 311054.0625 | 0 | 0.0\n08:50:21 | 21 | 28 | - | 12171388.0 | 0 | 5.4 | 317889.125 | 0 | 0.0\n08:50:22 | 21 | 28 | 70 | 11447145.0 | 0 | 5.7 | 333737.1875 | 5 | 0.0\n08:50:23 | 21 | 28 | - | 11654441.0 | 0 | 5.1 | 337295.15625 | 0 | 0.0\n08:50:24 | 20 | 28 | 70 | 11973595.0 | 0 | 5.6 | 286639.625 | 0 | 0.0\n08:50:25 | 21 | 28 | - | 11287030.0 | 0 | 5.6 | 343488.4375 | 2 | 0.0\n08:50:26 | 20 | 28 | 70 | 12167991.0 | 0 | 5.4 | 315381.15625 | 0 | 0.0\n08:50:27 | 22 | 28 | - | 11144241.0 | 0 | 5.3 | 304071.28125 | 0 | 0.0\n08:50:28 | 20 | 28 | 70 | 12491422.0 | 0 | 5.3 | 310671.21875 | 0 | 0.0\n08:50:29 | 21 | 28 | 67 | 11029705.0 | 0 | 5.2 | 370589.28125 | 4 | 0.0\n08:50:30 | 20 | 28 | 70 | 12374467.0 | 0 | 5.1 | 291742.96875 | 0 | 0.0\n08:50:31 | 22 | 28 | - | 10923598.0 | 0 | 5.5 | 300561.3125 | 0 | 0.0\n08:50:32 | 20 | 28 | 69 | 12036921.0 | 0 | 5.0 | 340798.25 | 0 | 0.0\n08:50:33 | 22 | 28 | - | 10849045.0 | 0 | 5.1 | 294717.90625 | 0 | 0.0\n08:50:34 | 39 | 27 | - | 1186834.625 | 0 | 6.8 | 63846.316406 | 0 | 0.0\n08:50:35 | 41 | 27 | 70 | 23714.902344 | 0 | 7.5 | 465123.125 | 35 | 0.0\n08:50:36 | 15 | 28 | 70 | 514631.3125 | 0 | 3.1 | 6423363.5 | 0 | 0.0\n08:50:37 | 13 | 28 | 70 | 624525.125 | 0 | 3.7 | 7765262.5 | 0 | 0.0\n08:50:38 | 14 | 28 | 70 | 631157.25 | 0 | 4.0 | 8271596.5 | 0 | 0.0\n08:50:39 | 13 | 28 | 70 | 647786.0625 | 0 | 4.0 | 8346829.0 | 0 | 0.0\n08:50:40 | 12 | 28 | 70 | 725585.625 | 0 | 4.7 | 9567347.0 | 0 | 0.0\n08:50:41 | 11 | 28 | 70 | 835679.4375 | 0 | 5.6 | 11333895.0 | 0 | 0.0\n\n\nHow did the downlink bitrate and RSRP change between the period of 08:50:03 to 08:50:13 and the period of 08:50:14 to 08:50:33?"}, {"role": "assistant", "content": "Between 08:50:03 and 08:50:13, the downlink bitrate remained relatively low, ranging from a minimum of 2766.917236 bps at 08:50:12 to a maximum of 6804.695801 bps at 08:50:13, while the RSRP was constant at 44. Starting at 08:50:14, the downlink bitrate increased significantly, ranging from 10,923,598.0 bps at 08:50:31 to a peak of 12,491,422.0 bps at 08:50:28. During this same second period, the RSRP dropped and fluctuated between 20 and 22."}]}
{"source_repo": "zmq-5g-core-sim-v1", "source_id": "zmq-5g-core-sim-v1__2026-10-14T100152Z_zmq_smf-restart_batch2__ran__0__chunk1", "source_spec_id": null, "source_version": null, "messages": [{"role": "user", "content": "# RAN telemetry: per-second UE radio metrics (srsUE) and gNB scheduler cell metrics (ocudu)\nrun_id: 2026-10-14T100152Z_zmq_smf-restart_batch2\nscenario_label: smf-restart\nprovenance: simulated radio link (ZMQ), real scheduler and UE software; values describe the simulated link, not air\nidentifiers: subscriber ids are keyed pseudonyms (ue-...), not IMSIs\nscenario: baseline traffic, SMF restarted mid-session, then a fresh registration cycle with traffic\ngNB configuration: default (no scheduler caps)\n\n10:02:47 | 10 | 28 | 70 | 904537.4375 | 0 | 6.6 | 13395655.0 | 0.6 | 0.0\n10:02:48 | 11 | 28 | 70 | 841395.6875 | 0 | 6.3 | 12785453.0 | 1 | 0.0\n10:02:49 | 9.1 | 28 | 70 | 1152045.75 | 0 | 6.7 | 13550595.0 | 0.8 | 0.0\n10:02:50 | 9.4 | 28 | 70 | 1032680.1875 | 0 | 6.7 | 13484794.0 | 0.8 | 0.0\n10:02:51 | 13 | 28 | 67 | 649264.5 | 0 | 7.0 | 7412895.0 | 0.8 | 0.0\n10:02:52 | 44 | 26 | - | 5373.262207 | 0 | 14 | 44697.328125 | 31 | 0.0\n10:02:53 | 44 | 27 | 58 | 5510.160645 | 0 | 13 | 51388.234375 | 40 | 0.0\n10:02:54 | 44 | 27 | 55 | 5504.273438 | 0 | 12 | 60786.324219 | 47 | 0.0\n10:02:55 | 44 | 26 | - | 5236.36377 | 0 | 11 | 20329.412109 | 0 | 0.0\n10:02:56 | 44 | 26 | - | 5236.36377 | 0 | 11 | 20329.412109 | 0 | 0.0\n10:03:02 | 44 | 26 | 119 | 1309.090942 | 0 | 12 | 5467.379883 | 0 | 0.0\n10:03:03 | 44 | 26 | 67 | 2620.985107 | 0 | 11 | 10946.466797 | 0 | 0.0\n10:03:04 | 44 | 26 | - | 2615.384521 | 0 | 11 | 10923.077148 | 0 | 0.0\n10:03:05 | 44 | 26 | 71 | 2620.985107 | 0 | 11 | 10946.466797 | 0 | 0.0\n10:03:06 | 44 | 26 | 68 | 2618.181885 | 0 | 11 | 10934.759766 | 0 | 0.0\n10:03:07 | 45 | 26 | - | 1309.090942 | 0 | 11 | 5467.379883 | 0 | 0.0\n10:03:18 | 44 | 26 | - | 1309.090942 | 0 | 11 | 5270.588379 | 0 | 0.0\n10:03:19 | 45 | 26 | 71 | 1310.492554 | 0 | 10 | 5139.186523 | 0 | 0.0\n10:03:21 | 45 | 26 | - | 1309.090942 | 0 | 10 | 5133.689941 | 0 | 0.0\n10:03:22 | 44 | 26 | 61 | 1310.492554 | 0 | 10 | 5139.186523 | 0 | 0.0\n\ngNB scheduler columns: time(UTC) | total_dl_bitrate_bps | total_ul_bitrate_bps | pdsch_rbs_per_slot | pusch_rbs_per_slot | nof_ues | mean_latency_us\n10:02:07 | 20000.0 | 52000.0 | 0 | 0 | 1 | 13\n10:02:08 | 5000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:02:09 | 5000.0 | 19000.0 | 0 | 0 | 1 | 12\n10:02:10 | 5000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:02:11 | 5000.0 | 19000.0 | 0 | 0 | 1 | 12\n10:02:12 | 7000.0 | 24000.0 | 0 | 0 | 1 | 13\n10:02:13 | 5000.0 | 23000.0 | 0 | 0 | 1 | 13\n10:02:14 | 5000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:02:16 | 5000.0 | 19000.0 | 0 | 0 | 1 | 12\n10:02:17 | 5000.0 | 19000.0 | 0 | 0 | 1 | 13\n10:02:18 | - | - | 0 | 0 | 1 | 12\n10:02:19 | 7780000.0 | 264000 | 12 | 2 | 1 | 19\n10:02:20 | 12000000.0 | 343000 | 17 | 3 | 1 | 21\n10:02:21 | 12100000.0 | 333000 | 18 | 3 | 1 | 21\n10:02:22 | 12100000.0 | 320000 | 18 | 3 | 1 | 20\n10:02:23 | 12100000.0 | 322000 | 18 | 3 | 1 | 21\n10:02:25 | 12100000.0 | 310000 | 18 | 3 | 1 | 20\n10:02:26 | 12100000.0 | 306000 | 18 | 3 | 1 | 21\n10:02:27 | 11900000.0 | 314000 | 18 | 3 | 1 | 20\n10:02:28 | 11200000.0 | 322000 | 16 | 3 | 1 | 19\n10:02:29 | 12100000.0 | 312000 | 18 | 3 | 1 | 21\n10:02:30 | 12100000.0 | 348000 | 18 | 3 | 1 | 21\n10:02:31 | 12100000.0 | 314000 | 18 | 3 | 1 | 23\n10:02:32 | 10700000.0 | 285000 | 16 | 3 | 1 | 20\n10:02:34 | 13300000.0 | 334000 | 20 | 3 | 1 | 21\n10:02:35 | 11100000.0 | 338000 | 16 | 3 | 1 | 19\n10:02:36 | 12100000.0 | 335000 | 18 | 3 | 1 | 20\n10:02:37 | 12100000.0 | 309000 | 18 | 3 | 1 | 21\n10:02:38 | 11000000.0 | 307000 | 16 | 3 | 1 | 20\n10:02:39 | 4000.0 | 7000.0 | 0 | 0 | 1 | 12\n\n\nHow does the total downlink bitrate change between 10:02:38 and 10:02:39 in the gNB scheduler metrics?"}, {"role": "assistant", "content": "Between 10:02:38 and 10:02:39, the total_dl_bitrate_bps drops from 11,000,000.0 to 4,000.0. This decrease is accompanied by the pdsch_rbs_per_slot falling from 16 to 0 and the mean_latency_us decreasing from 20 to 12."}]}
{"source_repo": "zmq-5g-core-sim-v1", "source_id": "zmq-5g-core-sim-v1__2026-10-14T101515Z_zmq_udp-load_batch2__ran__0__chunk0", "source_spec_id": null, "source_version": null, "messages": [{"role": "user", "content": "# RAN telemetry: per-second UE radio metrics (srsUE) and gNB scheduler cell metrics (ocudu)\nrun_id: 2026-10-14T101515Z_zmq_udp-load_batch2\nscenario_label: udp-load\nprovenance: simulated radio link (ZMQ), real scheduler and UE software; values describe the simulated link, not air\nidentifiers: subscriber ids are keyed pseudonyms (ue-...), not IMSIs\nscenario: UDP iperf DL 30 Mbps and UL 15 Mbps (loss/jitter measured), then TCP\ngNB configuration: default (no scheduler caps)\n\nUE columns: time(UTC) | rsrp | dl_mcs | dl_snr_dB | dl_bitrate_bps | dl_bler_% | ul_mcs | ul_bitrate_bps | ul_bler_% | ul_timing_advance\n10:15:30 | 37 | 13 | 70 | 22731.597656 | 0 | 8.9 | 48344.28125 | 0 | 0.0\n10:15:31 | 44 | 27 | 55 | 5510.160645 | 0 | 11 | 20329.412109 | 0 | 0.0\n10:15:32 | 44 | 27 | 119 | 5510.160645 | 0 | 11 | 20329.412109 | 0 | 0.0\n10:15:33 | 44 | 27 | 119 | 5563.714844 | 0 | 11 | 20526.998047 | 0 | 0.0\n10:15:34 | 44 | 27 | 61 | 5510.160645 | 0 | 11 | 20329.412109 | 0 | 0.0\n10:15:35 | 44 | 27 | - | 5504.273438 | 0 | 11 | 20307.691406 | 0 | 0.0\n10:15:36 | 44 | 27 | - | 5510.160645 | 0 | 11 | 20329.412109 | 0 | 0.0\n10:15:37 | 44 | 27 | 119 | 5516.060059 | 0 | 11 | 20351.177734 | 0 | 0.0\n10:15:38 | 44 | 27 | 119 | 5521.972168 | 0 | 11 | 20372.990234 | 0 | 0.0\n10:15:39 | 44 | 27 | - | 5516.060059 | 0 | 11 | 20351.177734 | 0 | 0.0\n10:15:40 | 44 | 27 | 119 | 2766.917236 | 0 | 11 | 10208.37793 | 0 | 0.0\n10:15:41 | 43 | 27 | - | 12316.239258 | 0 | 10 | 24803.417969 | 0 | 0.0\n10:15:42 | 19 | 28 | 119 | 12467407.0 | 0 | 7.3 | 517707.8125 | 7 | 0.0\n10:15:43 | 21 | 28 | - | 11128324.0 | 0 | 5.5 | 368720.71875 | 7 | 0.0\n10:15:44 | 20 | 28 | 70 | 12507909.0 | 0 | 5.2 | 338359.90625 | 0 | 0.0\n10:15:45 | 21 | 28 | 119 | 11090290.0 | 0 | 5.8 | 386118.96875 | 8 | 0.0\n10:15:46 | 21 | 28 | 119 | 12460268.0 | 0 | 4.9 | 319727.59375 | 0 | 0.0\n10:15:47 | 21 | 28 | 70 | 11645704.0 | 0 | 5.0 | 304656.03125 | 0 | 0.0\n10:15:48 | 21 | 28 | - | 12030462.0 | 0 | 5.3 | 350552.03125 | 0 | 0.0\n10:15:49 | 21 | 28 | 70 | 11846699.0 | 0 | 5.2 | 322025.1875 | 0 | 0.0\n10:15:50 | 21 | 28 | - | 11950227.0 | 0 | 5.4 | 332227.28125 | 0 | 0.0\n10:15:51 | 20 | 28 | 70 | 12490175.0 | 0 | 5.1 | 284477.8125 | 0 | 0.0\n10:15:52 | 21 | 28 | 53 | 11158357.0 | 0 | 5.4 | 389318.28125 | 4 | 0.0\n10:15:53 | 20 | 28 | - | 12491440.0 | 0 | 4.9 | 307349.25 | 0 | 0.0\n10:15:54 | 21 | 28 | - | 11274062.0 | 0 | 5.5 | 331457.25 | 0 | 0.0\n10:15:55 | 20 | 28 | 119 | 12445868.0 | 0 | 5.2 | 322802.71875 | 0 | 0.0\n10:15:56 | 21 | 28 | 119 | 11169003.0 | 0 | 5.1 | 337148.03125 | 0 | 0.0\n10:15:57 | 20 | 28 | - | 12630012.0 | 0 | 5.2 | 314798.625 | 0 | 0.0\n10:15:58 | 21 | 28 | - | 11218216.0 | 0 | 4.9 | 309629.96875 | 0 | 0.0\n10:15:59 | 20 | 28 | - | 12519462.0 | 0 | 5.4 | 356998.875 | 2 | 0.0\n10:16:00 | 21 | 28 | 70 | 11449040.0 | 0 | 5.2 | 312216.9375 | 0 | 0.0\n10:16:01 | 20 | 28 | 56 | 12166150.0 | 0 | 5.2 | 338530.625 | 0 | 0.0\n10:16:02 | 43 | 27 | - | 14808.145508 | 0 | 7.2 | 26658.091797 | 0 | 0.0\n10:16:03 | 41 | 27 | - | 21231.773438 | 0 | 7.2 | 528635.5 | 36 | 0.0\n10:16:04 | 15 | 28 | 70 | 521885.625 | 0 | 3.0 | 6450588.5 | 0 | 0.0\n10:16:05 | 14 | 28 | 70 | 592137.75 | 0 | 3.4 | 7354387.5 | 0 | 0.0\n10:16:06 | 13 | 28 | 70 | 645100.5625 | 0 | 4.0 | 8200639.0 | 0 | 0.0\n10:16:07 | 13 | 28 | 70 | 656134.125 | 0 | 4.0 | 8305366.0 | 0 | 0.0\n10:16:08 | 13 | 28 | 70 | 676947.6875 | 0 | 4.4 | 8974868.0 | 0 | 0.0\n10:16:09 | 11 | 28 | 70 | 791658.375 | 0 | 5.2 | 10661338.0 | 0 | 0.0\n\n\nHow did the uplink performance and reliability change between 10:15:30 and 10:16:09, and were there any periods of significant block error rate (BLER) increase?"}, {"role": "assistant", "content": "At 10:15:30, the uplink bitrate was 48344.28125 bps with 0% ul_bler_%. Between 10:15:42 and 10:16:01, the uplink bitrate increased significantly, peaking at 517707.8125 bps at 10:15:42 and reaching 389318.28125 bps at 10:15:52. During this high-bitrate window, ul_bler_% spikes were observed at 10:15:42 (7%), 10:15:43 (7%), 10:15:45 (8%), 10:15:52 (4%), and 10:15:59 (2%). By the end of the trace at 10:16:09, the uplink bitrate rose further to 10661338.0 bps with 0% ul_bler_%. A notable isolated spike in ul_bler_% occurred at 10:16:03, reaching 36% while the bitrate was 528635.5 bps."}]}
{"source_repo": "zmq-5g-core-sim-v1", "source_id": "zmq-5g-core-sim-v1__2026-10-14T081306Z_zmq_awgn-15_batch1__ran__0__chunk2", "source_spec_id": null, "source_version": null, "messages": [{"role": "user", "content": "# RAN telemetry: per-second UE radio metrics (srsUE) and gNB scheduler cell metrics (ocudu)\nrun_id: 2026-10-14T081306Z_zmq_awgn-15_batch1\nscenario_label: awgn-15\nprovenance: simulated radio link (ZMQ), real scheduler and UE software; values describe the simulated link, not air\nidentifiers: subscriber ids are keyed pseudonyms (ue-...), not IMSIs\nscenario: srsUE downlink AWGN emulation at 15 dB SNR with traffic (simulated impairment) [NO EFFECT on NR: see notes]\ngNB configuration: default (no scheduler caps)\n\n08:13:57 | 590000 | 7450000.0 | 0 | 104 | 1 | 44\n\n\nBased on the telemetry record at 08:13:57, what are the current radio metrics and scheduler cell metrics?"}, {"role": "assistant", "content": "At 08:13:57, the telemetry shows a value of 590000 and 7450000.0 for the first two metrics, followed by a value of 0. The subsequent metrics recorded are 104, 1, and 44. Because the document provides a single row of raw values without a column header mapping, the specific meaning of each numerical value (e.g., which represents throughput or latency) is not explicitly defined in the provided text."}]}
{"source_repo": "zmq-5g-core-sim-v1", "source_id": "zmq-5g-core-sim-v1__2026-10-14T110248Z_zmq_baseline_batch2__ran__0__chunk1", "source_spec_id": null, "source_version": null, "messages": [{"role": "user", "content": "# RAN telemetry: per-second UE radio metrics (srsUE) and gNB scheduler cell metrics (ocudu)\nrun_id: 2026-10-14T110248Z_zmq_baseline_batch2\nscenario_label: baseline\nprovenance: simulated radio link (ZMQ), real scheduler and UE software; values describe the simulated link, not air\nidentifiers: subscriber ids are keyed pseudonyms (ue-...), not IMSIs\nscenario: registration, PDU session, ping, iperf DL/UL, HTTP, idle, deregistration\ngNB configuration: default (no scheduler caps)\n\n11:03:43 | 9.9 | 28 | - | 957589.25 | 0 | 6.8 | 13832491.0 | 0.6 | 0.0\n11:03:44 | 10 | 28 | 118 | 933246.125 | 0 | 6.9 | 14094385.0 | 2 | 0.0\n11:03:45 | 8.7 | 28 | 70 | 1200769.25 | 0 | 6.8 | 13772446.0 | 1.0 | 0.0\n11:03:46 | 9.7 | 28 | 70 | 1035548.875 | 0 | 6.5 | 13172271.0 | 1 | 0.0\n11:03:47 | 13 | 28 | - | 667868.6875 | 0 | 6.4 | 7422830.0 | 1 | 0.0\n11:03:48 | 44 | 26 | 69 | 5373.262207 | 0 | 13 | 43396.792969 | 31 | 0.0\n11:03:49 | 44 | 26 | 59 | 5230.769043 | 0 | 13 | 64743.589844 | 44 | 0.0\n11:03:50 | 44 | 26 | - | 5236.36377 | 0 | 11 | 20329.412109 | 0 | 0.0\n11:03:51 | 44 | 26 | - | 5236.36377 | 0 | 11 | 20329.412109 | 0 | 0.0\n11:03:52 | 44 | 26 | - | 5236.36377 | 0 | 11 | 20329.412109 | 0 | 0.0\n\ngNB scheduler columns: time(UTC) | total_dl_bitrate_bps | total_ul_bitrate_bps | pdsch_rbs_per_slot | pusch_rbs_per_slot | nof_ues | mean_latency_us\n11:03:03 | 21000.0 | 52000.0 | 0 | 0 | 1 | 13\n11:03:04 | 5000.0 | 19000.0 | 0 | 0 | 1 | 12\n11:03:05 | 5000.0 | 19000.0 | 0 | 0 | 1 | 12\n11:03:06 | 5000.0 | 19000.0 | 0 | 0 | 1 | 12\n11:03:07 | 5000.0 | 19000.0 | 0 | 0 | 1 | 12\n11:03:08 | 5000.0 | 19000.0 | 0 | 0 | 1 | 13\n11:03:10 | 7000.0 | 24000.0 | 0 | 0 | 1 | 13\n11:03:11 | 5000.0 | 23000.0 | 0 | 0 | 1 | 13\n11:03:12 | 5000.0 | 19000.0 | 0 | 0 | 1 | 12\n11:03:13 | 5000.0 | 19000.0 | 0 | 0 | 1 | 13\n11:03:14 | - | - | 0 | 0 | 1 | 12\n11:03:15 | 7720000.0 | 261000 | 11 | 2 | 1 | 20\n11:03:16 | 12100000.0 | 318000 | 18 | 3 | 1 | 20\n11:03:17 | 12100000.0 | 292000 | 18 | 2 | 1 | 21\n11:03:18 | 11000000.0 | 312000 | 16 | 3 | 1 | 20\n11:03:19 | 12100000.0 | 320000 | 18 | 3 | 1 | 20\n11:03:21 | 12100000.0 | 297000 | 18 | 3 | 1 | 19\n11:03:22 | 11600000.0 | 334000 | 18 | 3 | 1 | 20\n11:03:23 | 11500000.0 | 319000 | 16 | 3 | 1 | 20\n11:03:24 | 12100000.0 | 312000 | 18 | 3 | 1 | 20\n11:03:25 | 11700000.0 | 275000 | 18 | 2 | 1 | 21\n11:03:26 | 11300000.0 | 324000 | 16 | 3 | 1 | 19\n11:03:27 | 12100000.0 | 280000 | 18 | 3 | 1 | 20\n11:03:28 | 11400000.0 | 286000 | 18 | 2 | 1 | 20\n11:03:30 | 11800000.0 | 324000 | 17 | 3 | 1 | 20\n11:03:31 | 12000000.0 | 318000 | 17 | 3 | 1 | 20\n11:03:32 | 12100000.0 | 336000 | 18 | 3 | 1 | 20\n11:03:33 | 11000000.0 | 274000 | 17 | 2 | 1 | 19\n11:03:34 | 12100000.0 | 315000 | 17 | 3 | 1 | 19\n11:03:35 | 3310000.0 | 101000 | 5 | 0 | 1 | 15\n\n\nBased on the gNB scheduler metrics, how did the total download bitrate and PDSCH resource block (RB) allocation change between 11:03:07 and 11:03:16?"}, {"role": "assistant", "content": "At 11:03:07, the total_dl_bitrate_bps was 5000.0 with 0 pdsch_rbs_per_slot. By 11:03:16, the total_dl_bitrate_bps increased to 12100000.0 and the pdsch_rbs_per_slot increased to 18. This indicates a significant increase in both throughput and resource allocation for the downlink during this interval."}]}