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@clarng
Created August 16, 2022 15:16
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(base) ray@ip-172-31-89-194:~/workspace-project-rtoom_pipeline_data_ingest2/release/nightly_tests/dataset$ python data_ingest_benchmark.py --dataset-size-gb=200 --num-workers=20 --streaming
2022-08-16 07:55:17,950 INFO worker.py:1203 -- Using address localhost:9031 set in the environment variable RAY_ADDRESS
2022-08-16 07:55:20,407 INFO worker.py:1312 -- Connecting to existing Ray cluster at address: 172.31.89.194:9031...
2022-08-16 07:55:20,414 INFO worker.py:1487 -- Connected to Ray cluster. View the dashboard at https://session-aqwatdmgevphyalje148wqvj.i.anyscaleuserdata-staging.com/auth/?token=agh0_CkcwRQIgIk7mkj-gUcqPe1OsvZ_H8CPE_wsJBiwWJBszQZGOg8gCIQDWWn_c_wIHFEow6P51__K6H3uqXn3u3z5ucA_mHK8lJBJmEiD6fIFsE2xA7OC9UAjVkUdqDfyAqnjZHYJO1YMBnRNSfRgCIgNuL2E6DAii24bjBhCIutWeA0IMCKLY7pcGEIi61Z4D-gEeChxzZXNfQXF3YVREbWdFdnBoeUFMSkUxNDhXUXZK&redirect_to=dashboard.
2022-08-16 07:55:20,682 INFO packaging.py:342 -- Pushing file package 'gcs://_ray_pkg_b140455d05812ebf9ae368f7805fc29c.zip' (91.13MiB) to Ray cluster...
2022-08-16 07:55:21,765 INFO packaging.py:351 -- Successfully pushed file package 'gcs://_ray_pkg_b140455d05812ebf9ae368f7805fc29c.zip'.
2022-08-16 07:55:24,763 WARNING read_api.py:281 -- ⚠️ The blocks of this dataset are estimated to be 2.0x larger than the target block size of 512 MiB. This may lead to out-of-memory errors during processing. Consider reducing the size of input files or using `.repartition(n)` to increase the number of dataset blocks.
Created dataset Dataset(num_blocks=201, num_rows=20971520, schema={__value__: ArrowTensorType(shape=(1280,), dtype=int64)}) of size 214748364800
2022-08-16 07:55:24,970 INFO dataset.py:3282 -- Created DatasetPipeline with 6 windows: 1.17MiB min, 40.0GiB max, 33.33GiB mean
2022-08-16 07:55:24,970 INFO dataset.py:3291 -- Blocks per window: 1 min, 40 max, 33 mean
2022-08-16 07:55:24,972 WARNING dataset.py:3299 -- ⚠️ This pipeline's parallelism is limited by its blocks per window to ~33 concurrent tasks per window. To maximize performance, increase the blocks per window to at least 320. This may require increasing the base dataset's parallelism and/or adjusting the windowing parameters.
2022-08-16 07:55:24,973 INFO dataset.py:3326 -- ✔️ This pipeline's windows likely fit in object store memory without spilling.
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Stage 0: : 4it [00:07, 1.89s/it] pid=3184)
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Stage 0: : 2it [00:09, 4.62s/it]
Stage 0: : 2it [00:09, 4.77s/it]
Stage 0: : 2it [00:09, 4.76s/it]
(raylet, ip=172.31.79.34) Spilled 5121 MiB, 5 objects, write throughput 501 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
Stage 0: : 5it [00:18, 5.07s/it] pid=3184)
Stage 0: : 3it [00:13, 5.48s/it]1.68.8) 4)
(raylet, ip=172.31.79.34) Spilled 6146 MiB, 6 objects, write throughput 502 MiB/s.
Stage 0: : 3it [00:17, 7.15s/it]1.79.34)
(raylet, ip=172.31.79.34) Spilled 8195 MiB, 8 objects, write throughput 615 MiB/s.
Stage 0: : 3it [00:18, 6.60s/it]1.68.8)
Stage 0: : 3it [00:18, 6.66s/it]1.68.8)
Stage 0: : 3it [00:19, 6.80s/it]1.68.8)
Stage 0: : 3it [00:19, 6.74s/it]1.68.8)
(raylet, ip=172.31.68.8) Spilled 8195 MiB, 8 objects, write throughput 875 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.68.8) Spilled 10243 MiB, 10 objects, write throughput 916 MiB/s.
(ConsumingActor pid=764, ip=172.31.68.8) Warning: reader on shard 7 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
Stage 0: : 2it [00:25, 12.67s/it]
Stage 0: : 2it [00:26, 13.10s/it]
Stage 0: : 2it [00:26, 13.14s/it]
Stage 0: : 2it [00:26, 13.26s/it]
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Stage 0: : 3it [01:43, 39.86s/it]1.79.34)
Stage 0: : 3it [01:45, 40.54s/it]1.79.34)
Stage 0: : 3it [01:45, 40.81s/it]1.79.34)
Stage 0: : 3it [01:46, 41.01s/it]1.79.34)
Stage 0: : 3it [01:48, 41.90s/it]1.79.34)
Stage 0: : 3it [01:48, 41.99s/it]1.79.34)
Stage 0: : 3it [01:49, 42.27s/it]1.79.34)
Stage 0: : 3it [01:50, 42.53s/it]1.79.34)
Stage 0: : 3it [01:50, 42.82s/it]1.79.34)
Stage 0: : 3it [01:51, 42.98s/it]1.79.34)
Stage 0: : 3it [01:51, 42.99s/it]1.79.34)
Stage 0: : 3it [01:51, 43.02s/it]1.79.34)
Stage 0: : 3it [01:55, 44.52s/it]1.79.34)
Stage 0: : 6it [02:03, 38.32s/it] pid=3184)
Stage 0: : 4it [01:58, 42.62s/it]1.68.8) 4)
Stage 0: : 4it [02:02, 42.68s/it]1.68.8)
Stage 0: : 4it [02:04, 43.43s/it]1.68.8)
Stage 0: : 4it [02:04, 43.62s/it]1.68.8)
Stage 0: : 4it [02:04, 43.66s/it]1.68.8)
(ConsumingActor pid=768, ip=172.31.68.8) Warning: reader on shard 17 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=765, ip=172.31.68.8) Warning: reader on shard 8 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=766, ip=172.31.68.8) Warning: reader on shard 12 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=767, ip=172.31.68.8) Warning: reader on shard 15 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
Stage 0: : 4it [02:15, 48.37s/it]1.79.34)
(ConsumingActor pid=764, ip=172.31.68.8) Warning: reader on shard 7 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=768, ip=172.31.68.8) Warning: reader on shard 17 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=765, ip=172.31.68.8) Warning: reader on shard 8 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=766, ip=172.31.68.8) Warning: reader on shard 12 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=767, ip=172.31.68.8) Warning: reader on shard 15 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=765, ip=172.31.79.34) Warning: reader on shard 0 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=765, ip=172.31.79.34) Warning: reader on shard 0 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=764, ip=172.31.68.8) Warning: reader on shard 7 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=768, ip=172.31.68.8) Warning: reader on shard 17 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=765, ip=172.31.68.8) Warning: reader on shard 8 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=766, ip=172.31.68.8) Warning: reader on shard 12 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=767, ip=172.31.68.8) Warning: reader on shard 15 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=765, ip=172.31.79.34) Warning: reader on shard 0 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
Stage 0: : 4it [03:08, 55.92s/it]1.79.34)
Stage 0: : 4it [03:09, 56.50s/it]1.79.34)
Stage 0: : 4it [03:10, 57.32s/it]1.79.34)
Stage 0: : 4it [03:11, 57.41s/it]1.79.34)
Stage 0: : 4it [03:11, 57.66s/it]1.79.34)
Stage 0: : 4it [03:13, 57.73s/it]1.79.34)
Stage 0: : 4it [03:13, 57.67s/it]1.79.34)
Stage 0: : 4it [03:13, 57.69s/it]1.79.34)
Stage 0: : 3it [03:13, 77.30s/it]1.79.34)
Stage 0: : 7it [03:19, 50.30s/it] pid=3184)
(_map_block_nosplit pid=762, ip=172.31.89.245) E0816 07:58:45.902934426 815 chttp2_transport.cc:1103] Received a GOAWAY with error code ENHANCE_YOUR_CALM and debug data equal to "too_many_pings"
Stage 0: : 4it [03:14, 58.05s/it]1.79.34)
Stage 0: : 5it [03:15, 54.56s/it]1.68.8)
Stage 0: : 4it [03:17, 59.11s/it]1.79.34)
Stage 0: : 5it [03:19, 54.50s/it]1.68.8)
(raylet, ip=172.31.68.8) Spilled 12292 MiB, 12 objects, write throughput 830 MiB/s.
Stage 0: : 5it [03:20, 54.81s/it]1.68.8)
Stage 0: : 4it [03:20, 60.31s/it]1.79.34)
Stage 0: : 5it [03:20, 55.20s/it]1.68.8)
Stage 0: : 5it [03:20, 55.01s/it]1.68.8)
Stage 0: : 4it [03:22, 62.05s/it]1.79.34)
Stage 0: : 5it [03:26, 56.07s/it]1.79.34)
Stage 0: : 4it [03:32, 64.14s/it]1.79.34)
Stage 0: : 5it [03:59, 54.13s/it]1.79.34)
Stage 0: : 5it [03:59, 54.38s/it]1.79.34)
Stage 0: : 5it [04:00, 54.57s/it]1.79.34)
Stage 0: : 5it [04:02, 55.26s/it]1.79.34)
Stage 0: : 4it [04:02, 66.59s/it]1.79.34)
Stage 0: : 5it [04:03, 55.70s/it]1.79.34)
Stage 0: : 5it [04:06, 55.87s/it]1.79.34)
Stage 0: : 5it [04:17, 59.91s/it]1.79.34)
Stage 0: : 5it [04:18, 59.61s/it]1.79.34)
Stage 0: : 5it [04:22, 61.21s/it]1.79.34)
Stage 0: : 5it [04:23, 61.84s/it]1.79.34)
Stage 0: : 5it [04:25, 62.91s/it]1.79.34)
Stage 0: : 5it [04:34, 63.49s/it]1.79.34)
Stage 0: : 5it [04:34, 54.62s/it]1.79.34)
Stage 0: : 5it [04:36, 66.07s/it]1.79.34)
Stage 0: : 8it [04:49, 62.89s/it] pid=3184)
Stage 0: : 6it [04:44, 65.99s/it]1.68.8) 4)
Stage 0: : 6it [04:49, 66.32s/it]1.68.8)
Stage 0: : 6it [04:49, 66.31s/it]1.68.8)
Stage 0: : 6it [04:49, 66.38s/it]1.68.8)
Stage 0: : 6it [04:50, 66.41s/it]1.68.8)
Stage 0: : 6it [05:16, 74.22s/it]1.79.34)
(raylet, ip=172.31.95.112) Spilled 13317 MiB, 13 objects, write throughput 185 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
Stage 0: : 6it [06:13, 80.62s/it]1.79.34)
Stage 0: : 6it [06:14, 80.95s/it]1.79.34)
Stage 0: : 6it [06:15, 78.30s/it]1.79.34)
Stage 0: : 6it [06:16, 78.75s/it]1.79.34)
Stage 0: : 6it [06:16, 77.58s/it]1.79.34)
Stage 0: : 6it [06:16, 78.94s/it]1.79.34)
Stage 0: : 6it [06:18, 77.03s/it]1.79.34)
Stage 0: : 6it [06:20, 71.66s/it]1.79.34)
Stage 0: : 6it [06:22, 80.79s/it]1.79.34)
Stage 0: : 6it [06:28, 83.26s/it]1.79.34)
Stage 0: : 6it [06:29, 86.12s/it]1.79.34)
Stage 0: : 6it [06:29, 86.19s/it]1.79.34)
Stage 0: : 6it [06:31, 86.09s/it]1.79.34)
Stage 0: : 6it [06:31, 85.56s/it]1.79.34)
Stage 0: : 9it [06:37, 76.75s/it] pid=3184)
Stage 0: : 6it [06:32, 65.34s/it]1.68.8) 4)
Stage 0: : 6it [06:32, 65.34s/it]1.68.8)
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Stage 0: : 6it [06:32, 65.34s/it]1.68.8)
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(raylet, ip=172.31.68.8) [2022-08-16 08:02:04,959 E 527 527] (raylet) node_manager.cc:1715: Lost worker for wait request 0x56454f392480
Stage 0: : 6it [06:33, 65.52s/it]1.68.8)
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Stage 0: : 6it [06:37, 66.27s/it]1.79.34)
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(raylet, ip=172.31.71.11) Spilled 11268 MiB, 11 objects, write throughput 507 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.75.219) Spilled 13317 MiB, 13 objects, write throughput 446 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.72.218) Spilled 13317 MiB, 13 objects, write throughput 406 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.83.120) Spilled 13317 MiB, 13 objects, write throughput 403 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.75.249) Spilled 13317 MiB, 13 objects, write throughput 385 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
Stage 0: : 6it [07:08, 71.45s/it]1.79.34)
Stage 0: 0%| | 0/1 [00:00<?, ?it/s]
(raylet, ip=172.31.82.24) Spilled 14341 MiB, 14 objects, write throughput 386 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.67.11) Spilled 14341 MiB, 14 objects, write throughput 376 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
Stage 0: : 6it [07:12, 72.04s/it]1.79.34)
Stage 0: 0%| | 0/1 [00:00<?, ?it/s]
Stage 0: : 6it [07:12, 72.07s/it]1.79.34)
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Stage 0: : 6it [07:18, 73.09s/it]1.79.34)
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Stage 0: : 6it [07:26, 74.35s/it]1.79.34)
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(raylet, ip=172.31.83.3) Spilled 13317 MiB, 13 objects, write throughput 234 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.69.57) Spilled 13317 MiB, 13 objects, write throughput 229 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.77.97) Spilled 14341 MiB, 14 objects, write throughput 234 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.95.12) Spilled 14341 MiB, 14 objects, write throughput 233 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.70.42) Spilled 14341 MiB, 14 objects, write throughput 231 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet) Spilled 14341 MiB, 213 objects, write throughput 226 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
Stage 0: : 10it [07:51, 75.91s/it]pid=3184)
Stage 0: : 2it [01:13, 36.71s/it]
Stage 0: : 2it [00:38, 19.23s/it]
Stage 0: : 2it [00:41, 20.99s/it]
Stage 0: : 2it [00:32, 16.13s/it]
Stage 0: : 2it [00:38, 19.20s/it]
Stage 0: : 2it [00:24, 12.30s/it]
Stage 0: : 2it [01:19, 39.60s/it]
Stage 0: : 2it [01:19, 39.97s/it]
Stage 0: : 2it [01:20, 40.30s/it]
Stage 0: : 2it [01:20, 40.37s/it]
(raylet, ip=172.31.68.8) Spilled 18439 MiB, 18 objects, write throughput 778 MiB/s.
(raylet, ip=172.31.79.34) Spilled 16390 MiB, 16 objects, write throughput 506 MiB/s.
(ConsumingActor pid=774, ip=172.31.79.34) Warning: reader on shard 11 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=773, ip=172.31.79.34) Warning: reader on shard 10 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=775, ip=172.31.79.34) Warning: reader on shard 13 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=769, ip=172.31.79.34) Warning: reader on shard 4 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=771, ip=172.31.79.34) Warning: reader on shard 6 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
Stage 0: : 2it [01:28, 44.18s/it]
(ConsumingActor pid=773, ip=172.31.79.34) Warning: reader on shard 10 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=774, ip=172.31.79.34) Warning: reader on shard 11 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=771, ip=172.31.79.34) Warning: reader on shard 6 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=775, ip=172.31.79.34) Warning: reader on shard 13 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=769, ip=172.31.79.34) Warning: reader on shard 4 of the pipeline has been blocked more than 20.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=774, ip=172.31.79.34) Warning: reader on shard 11 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=775, ip=172.31.79.34) Warning: reader on shard 13 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=769, ip=172.31.79.34) Warning: reader on shard 4 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
Stage 0: : 6it [08:32, 85.42s/it]1.79.34)
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(ConsumingActor pid=773, ip=172.31.79.34) Warning: reader on shard 10 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=771, ip=172.31.79.34) Warning: reader on shard 6 of the pipeline has been blocked more than 40.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
Stage 0: : 2it [00:02, 1.16s/it]
Stage 0: : 6it [08:38, 86.44s/it]1.79.34)
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Stage 0: : 6it [08:45, 87.64s/it]1.79.34)
Stage 0: : 6it [08:46, 87.69s/it]1.79.34)
(ConsumingActor pid=778, ip=172.31.79.34) Warning: reader on shard 18 of the pipeline has been blocked more than 10.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
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Stage 0: : 3it [02:15, 47.19s/it]1.68.8)
Stage 0: : 3it [02:18, 47.97s/it]1.68.8)
Stage 0: : 3it [02:20, 48.31s/it]1.68.8)
Stage 0: : 2it [00:11, 5.62s/it]
Stage 0: : 3it [02:20, 48.39s/it]1.68.8)
Stage 0: : 2it [00:11, 5.72s/it]
Stage 0: : 2it [00:15, 7.88s/it]
Stage 0: : 2it [00:15, 7.56s/it]
Stage 0: : 2it [00:14, 7.15s/it]
Stage 0: : 3it [02:31, 52.29s/it]1.79.34)
Stage 0: : 3it [02:46, 59.32s/it]1.68.8)
Stage 0: : 3it [02:12, 50.57s/it]1.79.34)
Stage 0: : 2it [00:40, 20.39s/it]
Stage 0: : 3it [02:19, 52.95s/it]1.79.34)
Stage 0: : 3it [00:56, 23.09s/it]1.79.34)
Stage 0: : 3it [02:03, 48.23s/it]1.79.34)
Stage 0: : 3it [00:52, 21.16s/it]1.79.34)
Stage 0: : 3it [00:52, 19.74s/it]1.79.34)
Stage 0: : 3it [02:26, 56.25s/it]1.79.34)
Stage 0: : 3it [00:55, 21.15s/it]1.79.34)
Stage 0: : 3it [01:06, 26.20s/it]1.79.34)
Stage 0: : 3it [01:06, 26.35s/it]1.79.34)
Stage 0: : 3it [01:10, 28.58s/it]1.79.34)
Stage 0: : 3it [01:10, 24.32s/it]1.79.34)
Stage 0: : 3it [02:38, 61.82s/it]1.79.34)
Stage 0: : 3it [01:11, 28.14s/it]1.79.34)
Stage 0: : 12it [10:15, 74.96s/it]pid=3184)
Stage 0: : 13it [10:16, 52.62s/it]pid=3184)
Stage 0: : 4it [03:38, 60.46s/it]1.68.8) 4)
Stage 0: : 5it [03:39, 39.78s/it]1.68.8)
Stage 0: : 4it [03:43, 61.51s/it]1.68.8)
Stage 0: : 4it [03:43, 58.34s/it]1.68.8)
Stage 0: : 4it [03:43, 61.31s/it]1.68.8)
Stage 0: : 4it [03:43, 61.40s/it]1.68.8)
Stage 0: : 5it [03:50, 40.50s/it]1.68.8)
Stage 0: : 5it [03:50, 42.67s/it]1.68.8)
Stage 0: : 5it [03:50, 42.49s/it]1.68.8)
Stage 0: : 5it [03:51, 42.77s/it]1.68.8)
Stage 0: : 4it [03:56, 64.16s/it]1.79.34)
Stage 0: : 5it [04:30, 53.68s/it]1.79.34)
Stage 0: : 4it [04:06, 76.25s/it]1.79.34)
(ConsumingActor pid=764, ip=172.31.68.8) Warning: reader on shard 7 of the pipeline has been blocked more than 80.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
Stage 0: : 4it [02:51, 54.83s/it]1.79.34)
Stage 0: : 4it [04:20, 77.00s/it]1.79.34)
Stage 0: : 4it [04:28, 80.81s/it]1.79.34)
Stage 0: : 4it [04:29, 82.54s/it]1.79.34)
(ConsumingActor pid=767, ip=172.31.68.8) Warning: reader on shard 15 of the pipeline has been blocked more than 80.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=768, ip=172.31.68.8) Warning: reader on shard 17 of the pipeline has been blocked more than 80.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=766, ip=172.31.68.8) Warning: reader on shard 12 of the pipeline has been blocked more than 80.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
(ConsumingActor pid=765, ip=172.31.68.8) Warning: reader on shard 8 of the pipeline has been blocked more than 80.0s waiting for other readers to catch up. All pipeline shards must be read from concurrently.
Stage 0: : 5it [04:21, 55.02s/it]1.79.34)
Stage 0: : 4it [03:18, 67.93s/it]1.79.34)
Stage 0: : 4it [03:23, 67.43s/it]1.79.34)
Stage 0: : 4it [03:26, 68.65s/it]1.79.34)
Stage 0: : 4it [03:22, 64.44s/it]1.79.34)
Stage 0: : 4it [05:00, 93.06s/it]1.79.34)
Stage 0: : 4it [03:22, 68.37s/it]1.79.34)
Stage 0: : 4it [03:29, 70.00s/it]1.79.34)
Stage 0: : 4it [03:38, 74.88s/it]1.79.34)
Stage 0: : 4it [03:25, 69.65s/it]1.79.34)
Stage 0: : 5it [05:03, 64.90s/it]1.79.34)
Stage 0: : 5it [03:31, 49.64s/it]1.79.34)
Stage 0: : 5it [05:01, 64.50s/it]1.79.34)
Stage 0: : 5it [05:16, 70.23s/it]1.79.34)
Stage 0: : 5it [04:04, 57.58s/it]1.79.34)
Stage 0: : 5it [04:12, 60.89s/it]1.79.34)
Stage 0: : 5it [04:00, 57.45s/it]1.79.34)
Stage 0: : 5it [04:07, 59.00s/it]1.79.34)
Stage 0: : 5it [04:03, 56.17s/it]1.79.34)
Stage 0: : 5it [04:04, 58.47s/it]1.79.34)
Stage 0: : 5it [04:06, 59.66s/it]1.79.34)
Stage 0: : 14it [13:05, 87.70s/it]pid=3184)
Stage 0: : 6it [06:28, 82.86s/it]1.68.8) 4)
Stage 0: : 6it [06:33, 82.43s/it]1.68.8)
Stage 0: : 6it [06:33, 82.65s/it]1.68.8)
Stage 0: : 6it [06:33, 82.50s/it]1.68.8)
Stage 0: : 6it [06:34, 81.52s/it]1.68.8)
Stage 0: : 5it [06:09, 84.95s/it]1.79.34)
Stage 0: : 6it [06:48, 81.88s/it]1.79.34)
Stage 0: : 5it [05:18, 85.96s/it]1.79.34)
(raylet, ip=172.31.89.245) Spilled 13317 MiB, 13 objects, write throughput 229 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.70.143) Spilled 13317 MiB, 13 objects, write throughput 219 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
(raylet, ip=172.31.72.157) Spilled 14341 MiB, 14 objects, write throughput 221 MiB/s. Set RAY_verbose_spill_logs=0 to disable this message.
Stage 0: : 6it [06:48, 85.45s/it]1.79.34)
Stage 0: : 6it [07:14, 86.80s/it]1.79.34)
Stage 0: : 6it [05:48, 73.07s/it]1.79.34)
Stage 0: : 6it [05:49, 73.35s/it]1.79.34)
Stage 0: : 6it [05:44, 72.33s/it]1.79.34)
Stage 0: : 6it [07:12, 86.47s/it]1.79.34)
Stage 0: : 6it [05:59, 76.08s/it]1.79.34)
Stage 0: : 6it [07:19, 87.95s/it]1.79.34)
Stage 0: : 6it [05:51, 74.37s/it]1.79.34)
Stage 0: : 6it [05:47, 78.32s/it]1.79.34)
Stage 0: : 6it [05:51, 73.40s/it]1.79.34)
Stage 0: : 6it [05:50, 74.87s/it]1.79.34)
Stage 0: : 6it [07:34, 84.77s/it]1.79.34)
Stage 0: : 15it [14:52, 93.34s/it]pid=3184)
Stage 0: : 6it [08:14, 82.47s/it]1.68.8) 4)
(ConsumingActor pid=765, ip=172.31.68.8) Time to read all data 892.7161115059998 seconds
(ConsumingActor pid=765, ip=172.31.68.8) P50/P95/Max batch delay (s) 0.011408727000002727 0.033786879350009236 156.80731947099991
(ConsumingActor pid=765, ip=172.31.68.8) Num epochs read 2
(ConsumingActor pid=765, ip=172.31.68.8) Num batches read 512
(ConsumingActor pid=765, ip=172.31.68.8) Num bytes read 20480.0 MiB
(ConsumingActor pid=765, ip=172.31.68.8) Mean throughput 22.94 MiB/s
(ConsumingActor pid=766, ip=172.31.68.8) Time to read all data 892.6902119490001 seconds
(ConsumingActor pid=766, ip=172.31.68.8) P50/P95/Max batch delay (s) 0.011779398499982108 0.029583962550009345 157.6520220289999
(ConsumingActor pid=766, ip=172.31.68.8) Num epochs read 2
(ConsumingActor pid=766, ip=172.31.68.8) Num batches read 512
(ConsumingActor pid=766, ip=172.31.68.8) Num bytes read 20480.0 MiB
(ConsumingActor pid=766, ip=172.31.68.8) Mean throughput 22.94 MiB/s
Stage 0: : 6it [08:14, 82.47s/it]1.68.8)
Stage 0: : 6it [08:14, 82.47s/it]1.68.8)
(ConsumingActor pid=768, ip=172.31.68.8) Time to read all data 892.5783806469999 seconds
(ConsumingActor pid=768, ip=172.31.68.8) P50/P95/Max batch delay (s) 0.012018109000052846 0.01714436454998349 157.7415475570001
(ConsumingActor pid=768, ip=172.31.68.8) Num epochs read 2
(ConsumingActor pid=768, ip=172.31.68.8) Num batches read 512
(ConsumingActor pid=768, ip=172.31.68.8) Num bytes read 20480.0 MiB
(ConsumingActor pid=768, ip=172.31.68.8) Mean throughput 22.94 MiB/s
(ConsumingActor pid=767, ip=172.31.68.8) Time to read all data 892.6128069389999 seconds
(ConsumingActor pid=767, ip=172.31.68.8) P50/P95/Max batch delay (s) 0.011590173500053425 0.026528185049994456 158.040519442
(ConsumingActor pid=767, ip=172.31.68.8) Num epochs read 2
(ConsumingActor pid=767, ip=172.31.68.8) Num batches read 512
(ConsumingActor pid=767, ip=172.31.68.8) Num bytes read 20480.0 MiB
(ConsumingActor pid=767, ip=172.31.68.8) Mean throughput 22.94 MiB/s
Stage 0: : 6it [08:14, 82.46s/it]1.68.8)
(raylet, ip=172.31.68.8) [2022-08-16 08:10:19,226 E 527 527] (raylet) node_manager.cc:1715: Lost worker for wait request 0x56454ed18690
(ConsumingActor pid=764, ip=172.31.68.8) Time to read all data 893.2619461500001 seconds
(ConsumingActor pid=764, ip=172.31.68.8) P50/P95/Max batch delay (s) 0.01205218099994454 0.023874584000009236 168.99451536100014
(ConsumingActor pid=764, ip=172.31.68.8) Num epochs read 2
(ConsumingActor pid=764, ip=172.31.68.8) Num batches read 512
(ConsumingActor pid=764, ip=172.31.68.8) Num bytes read 20480.0 MiB
(ConsumingActor pid=764, ip=172.31.68.8) Mean throughput 22.93 MiB/s
Stage 0: : 6it [08:14, 82.37s/it]1.68.8)
(ConsumingActor pid=765, ip=172.31.79.34) Time to read all data 903.114247122 seconds
(ConsumingActor pid=765, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.011462264499982666 0.01547176514996238 118.33785075900005
(ConsumingActor pid=765, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=765, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=765, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=765, ip=172.31.79.34) Mean throughput 22.68 MiB/s
Stage 0: : 6it [08:20, 83.43s/it]1.79.34)
(ConsumingActor pid=765, ip=172.31.79.34) Ingest stats from rank=0:
(ConsumingActor pid=765, ip=172.31.79.34)
(ConsumingActor pid=765, ip=172.31.79.34) == Pipeline Window 10 ==
(ConsumingActor pid=765, ip=172.31.79.34) Stage 1 read->map_batches: 40/40 blocks executed in 82.63s
(ConsumingActor pid=765, ip=172.31.79.34) * Remote wall time: 1.39s min, 6.72s max, 1.74s mean, 69.62s total
(ConsumingActor pid=765, ip=172.31.79.34) * Remote cpu time: 1.43s min, 6.28s max, 1.74s mean, 69.61s total
(ConsumingActor pid=765, ip=172.31.79.34) * Peak heap memory usage (MiB): 6538548000.0 min, 17368024000.0 max, 10805282500 mean
(ConsumingActor pid=765, ip=172.31.79.34) * Output num rows: 104857 min, 104857 max, 104857 mean, 4194280 total
(ConsumingActor pid=765, ip=172.31.79.34) * Output size bytes: 1074155212 min, 1074155212 max, 1074155212 mean, 42966208480 total
(ConsumingActor pid=765, ip=172.31.79.34) * Tasks per node: 2 min, 2 max, 2 mean; 20 nodes used
(ConsumingActor pid=765, ip=172.31.79.34)
(ConsumingActor pid=765, ip=172.31.79.34) == Pipeline Window 11 ==
(ConsumingActor pid=765, ip=172.31.79.34) Stage 1 read->map_batches: 1/1 blocks executed in 0.02s
(ConsumingActor pid=765, ip=172.31.79.34) * Remote wall time: 3.86ms min, 3.86ms max, 3.86ms mean, 3.86ms total
(ConsumingActor pid=765, ip=172.31.79.34) * Remote cpu time: 3.88ms min, 3.88ms max, 3.88ms mean, 3.88ms total
(ConsumingActor pid=765, ip=172.31.79.34) * Peak heap memory usage (MiB): 9686424000.0 min, 9686424000.0 max, 9686424000 mean
(ConsumingActor pid=765, ip=172.31.79.34) * Output num rows: 120 min, 120 max, 120 mean, 120 total
(ConsumingActor pid=765, ip=172.31.79.34) * Output size bytes: 1229284 min, 1229284 max, 1229284 mean, 1229284 total
(ConsumingActor pid=765, ip=172.31.79.34) * Tasks per node: 1 min, 1 max, 1 mean; 1 nodes used
(ConsumingActor pid=765, ip=172.31.79.34)
(ConsumingActor pid=765, ip=172.31.79.34) == Pipeline Window 12 ==
(ConsumingActor pid=765, ip=172.31.79.34) Stage 1 read->map_batches: 40/40 blocks executed in 168.91s
(ConsumingActor pid=765, ip=172.31.79.34) * Remote wall time: 1.38s min, 8.26s max, 1.8s mean, 72.1s total
(ConsumingActor pid=765, ip=172.31.79.34) * Remote cpu time: 1.39s min, 8.0s max, 1.77s mean, 70.99s total
(ConsumingActor pid=765, ip=172.31.79.34) * Peak heap memory usage (MiB): 2341120000.0 min, 21078148000.0 max, 11304942000 mean
(ConsumingActor pid=765, ip=172.31.79.34) * Output num rows: 104857 min, 104857 max, 104857 mean, 4194280 total
(ConsumingActor pid=765, ip=172.31.79.34) * Output size bytes: 1074155212 min, 1074155212 max, 1074155212 mean, 42966208480 total
(ConsumingActor pid=765, ip=172.31.79.34) * Tasks per node: 1 min, 3 max, 2 mean; 20 nodes used
(ConsumingActor pid=765, ip=172.31.79.34)
(ConsumingActor pid=765, ip=172.31.79.34) ##### Overall Pipeline Time Breakdown #####
(ConsumingActor pid=765, ip=172.31.79.34) * Time stalled waiting for next dataset: 2.61ms min, 112.29s max, 57.27s mean, 687.18s total
(ConsumingActor pid=765, ip=172.31.79.34)
(ConsumingActor pid=771, ip=172.31.79.34) Time to read all data 916.317054734 seconds
(ConsumingActor pid=771, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.012271740500040096 0.039645962300011106 108.31087832899993
(ConsumingActor pid=771, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=771, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=771, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=771, ip=172.31.79.34) Mean throughput 22.35 MiB/s
Stage 0: : 6it [07:45, 77.55s/it]1.79.34)
(raylet, ip=172.31.95.112) Spilled 25609 MiB, 25 objects, write throughput 260 MiB/s.
Stage 0: : 6it [06:42, 85.38s/it]1.79.34)
(ConsumingActor pid=773, ip=172.31.79.34) Time to read all data 937.091727557 seconds
(ConsumingActor pid=773, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.011725475999980972 3.3577996468000206 108.61269720999996
(ConsumingActor pid=773, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=773, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=773, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=773, ip=172.31.79.34) Mean throughput 21.85 MiB/s
Stage 0: : 6it [08:23, 83.90s/it]1.79.34)
(ConsumingActor pid=774, ip=172.31.79.34) Time to read all data 937.826357503 seconds
(ConsumingActor pid=774, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.012096495500031779 0.03022132854996471 116.709431688
(ConsumingActor pid=774, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=774, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=774, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=774, ip=172.31.79.34) Mean throughput 21.84 MiB/s
Stage 0: : 6it [08:20, 83.43s/it]1.79.34)
(ConsumingActor pid=766, ip=172.31.79.34) Time to read all data 938.2858994989999 seconds
(ConsumingActor pid=766, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.012524688499979675 4.744923306150052 97.71694012600005
(ConsumingActor pid=766, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=766, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=766, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=766, ip=172.31.79.34) Mean throughput 21.83 MiB/s
Stage 0: : 6it [06:50, 68.44s/it]1.79.34)
(ConsumingActor pid=778, ip=172.31.79.34) Time to read all data 938.6569642789999 seconds
(ConsumingActor pid=778, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.012363616000016009 4.202708905149948 107.77246190599999
(ConsumingActor pid=778, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=778, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=778, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=778, ip=172.31.79.34) Mean throughput 21.82 MiB/s
Stage 0: : 6it [07:00, 70.16s/it]1.79.34)
Stage 0: : 6it [06:49, 68.25s/it]1.79.34)
(ConsumingActor pid=776, ip=172.31.79.34) Time to read all data 938.743634147 seconds
(ConsumingActor pid=776, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.01297037600005524 4.284427989649991 83.03103318299998
(ConsumingActor pid=776, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=776, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=776, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=776, ip=172.31.79.34) Mean throughput 21.82 MiB/s
Stage 0: : 6it [08:18, 83.08s/it]1.79.34)
(ConsumingActor pid=769, ip=172.31.79.34) Time to read all data 941.9682744959999 seconds
(ConsumingActor pid=769, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.011906692999986035 3.16686551350001 102.59341769999992
(ConsumingActor pid=769, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=769, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=769, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=769, ip=172.31.79.34) Mean throughput 21.74 MiB/s
Stage 0: : 6it [06:52, 68.75s/it]1.79.34)
(ConsumingActor pid=777, ip=172.31.79.34) Time to read all data 943.1299037519999 seconds
(ConsumingActor pid=777, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.012432896999996501 4.394826554099982 103.65832109600001
(ConsumingActor pid=777, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=777, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=777, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=777, ip=172.31.79.34) Mean throughput 21.71 MiB/s
(ConsumingActor pid=772, ip=172.31.79.34) Time to read all data 952.236804772 seconds
(ConsumingActor pid=772, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.012445422499979486 4.428248120599975 96.38540541400016
(ConsumingActor pid=772, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=772, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=772, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=772, ip=172.31.79.34) Mean throughput 21.51 MiB/s
Stage 0: : 6it [06:59, 69.97s/it]1.79.34)
Stage 0: : 6it [07:08, 71.46s/it]1.79.34)
(ConsumingActor pid=803, ip=172.31.79.34) Time to read all data 955.5510917729999 seconds
(ConsumingActor pid=803, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.01286023099993372 4.44200972965001 94.12082756999996
(ConsumingActor pid=803, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=803, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=803, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=803, ip=172.31.79.34) Mean throughput 21.43 MiB/s
(ConsumingActor pid=770, ip=172.31.79.34) Time to read all data 960.8499515880001 seconds
(ConsumingActor pid=770, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.012361509499953627 4.200363388049969 102.34274103099995
(ConsumingActor pid=770, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=770, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=770, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=770, ip=172.31.79.34) Mean throughput 21.31 MiB/s
Stage 0: : 6it [07:17, 72.85s/it]1.79.34)
Stage 0: : 6it [07:24, 74.07s/it]1.79.34)
(ConsumingActor pid=768, ip=172.31.79.34) Time to read all data 969.978806003 seconds
(ConsumingActor pid=768, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.01248161850003271 4.485902221100013 99.13621175800006
(ConsumingActor pid=768, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=768, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=768, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=768, ip=172.31.79.34) Mean throughput 21.11 MiB/s
Stage 0: : 6it [07:24, 74.02s/it]1.79.34)
(ConsumingActor pid=767, ip=172.31.79.34) Time to read all data 976.211592077 seconds
(ConsumingActor pid=767, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.01349875300002168 4.400145288200017 94.41242023699999
(ConsumingActor pid=767, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=767, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=767, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=767, ip=172.31.79.34) Mean throughput 20.98 MiB/s
Stage 0: : 6it [09:02, 90.37s/it]1.79.34)
success! total time 988.9462239742279
(ConsumingActor pid=775, ip=172.31.79.34) Time to read all data 979.7272809620001 seconds
(ConsumingActor pid=775, ip=172.31.79.34) P50/P95/Max batch delay (s) 0.012410168999963389 3.8293381860500175 103.67797986900007
(ConsumingActor pid=775, ip=172.31.79.34) Num epochs read 2
(ConsumingActor pid=775, ip=172.31.79.34) Num batches read 512
(ConsumingActor pid=775, ip=172.31.79.34) Num bytes read 20480.0 MiB
(ConsumingActor pid=775, ip=172.31.79.34) Mean throughput 20.9 MiB/s
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