Description
Describe the bug
CloudTrailSourceStage
and AppShieldSourceStage
have option (--watch_directory=True
) to use DirectoryWatcher
to listen for and process new files as they are added to a directory. There is a bug in the implementation where we see that the first batch of files does not get processed until the second yield from the generator function, _generate_via_polling triggered by second batch of files. Therefore, we're always one step behind as new file(s) are added to directory.
Steps/Code to reproduce bug
-
Create a watch directory, e.g.
mkdir watch
-
Start CloudTrail HAMMAH pipeline with just source and train stages with
watch_directory
andinput_glob
options:
morpheus --log_level=DEBUG \
run --num_threads=1 --pipeline_batch_size=1024 --model_max_batch_size=1024 --use_cpp=False \
pipeline-ae --userid_filter=Account-123456789 \
from-cloudtrail --input_glob=watch/hammah-*.csv --max_files=200 --watch_directory=True \
train-ae --train_data_glob=models/datasets/training-data/hammah-*.csv --seed=42
-
When you see
====Pipeline Started====
, open a new terminal and go to your watch directory. -
Copy first input file to watch directory.
cp <MORPHEUS_ROOT>/models/datasets/validation-data/hammah-role-g-validation-data.csv .
Notice that pipeline does not respond.
- Copy second input file to watch directory.
cp <MORPHEUS_ROOT>/models/datasets/validation-data/hammah-user123-validation-data.csv .
Pipeline will respond with following:
CloudTrail loading complete. Total rows: 314. Timespan: 2 days 00:42:24
The 314 rows corresponds to first input file.
Expected behavior
We expect file(s) to be processed as they are added to directory (immediately after corresponding yield from generator function).
Environment overview (please complete the following information)
- Environment location: Docker
- Method of Morpheus install: Docker image build using
./docker/build_container_dev.sh
Environment details
Click here to see environment details
**git*** commit 33a938c353b23196856ec300790367d057618be4 (HEAD -> branch-22.06, origin/branch-22.06, origin/HEAD) Author: David Gardner <96306125+dagardner-nv@users.noreply.github.com> Date: Mon Jun 13 14:09:26 2022 -0700 Fix for CI check script (#158) + Use Github's rest API to determine base branch. + Only run check stage on pull requests Authors: - David Gardner (https://github.com/dagardner-nv) Approvers: - Michael Demoret (https://github.com/mdemoret-nv) - Christopher Harris (https://github.com/cwharris) URL: https://github.com/nv-morpheus/Morpheus/pull/158 **git submodules*** ***OS Information*** DISTRIB_ID=Ubuntu DISTRIB_RELEASE=20.04 DISTRIB_CODENAME=focal DISTRIB_DESCRIPTION="Ubuntu 20.04.4 LTS" NAME="Ubuntu" VERSION="20.04.4 LTS (Focal Fossa)" ID=ubuntu ID_LIKE=debian PRETTY_NAME="Ubuntu 20.04.4 LTS" VERSION_ID="20.04" HOME_URL="https://www.ubuntu.com/" SUPPORT_URL="https://help.ubuntu.com/" BUG_REPORT_URL="https://bugs.launchpad.net/ubuntu/" PRIVACY_POLICY_URL="https://www.ubuntu.com/legal/terms-and-policies/privacy-policy" VERSION_CODENAME=focal UBUNTU_CODENAME=focal Linux EFAJARDO-DT 5.4.0-113-generic #127~18.04.1-Ubuntu SMP Wed May 18 15:40:23 UTC 2022 x86_64 x86_64 x86_64 GNU/Linux ***GPU Information*** Tue Jun 14 00:10:09 2022 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 510.47.03 Driver Version: 510.47.03 CUDA Version: 11.6 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 Quadro RTX 8000 On | 00000000:15:00.0 Off | Off | | 33% 39C P8 32W / 260W | 2373MiB / 49152MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | 0 N/A N/A 951 C 1857MiB | | 0 N/A N/A 1438 G 4MiB | | 0 N/A N/A 3920 G 4MiB | | 0 N/A N/A 16526 C 503MiB | +-----------------------------------------------------------------------------+ ***CPU*** Architecture: x86_64 CPU op-mode(s): 32-bit, 64-bit Byte Order: Little Endian Address sizes: 46 bits physical, 48 bits virtual CPU(s): 12 On-line CPU(s) list: 0-11 Thread(s) per core: 2 Core(s) per socket: 6 Socket(s): 1 NUMA node(s): 1 Vendor ID: GenuineIntel CPU family: 6 Model: 85 Model name: Intel(R) Xeon(R) Gold 6128 CPU @ 3.40GHz Stepping: 4 CPU MHz: 1200.101 CPU max MHz: 3700.0000 CPU min MHz: 1200.0000 BogoMIPS: 6800.00 Virtualization: VT-x L1d cache: 192 KiB L1i cache: 192 KiB L2 cache: 6 MiB L3 cache: 19.3 MiB NUMA node0 CPU(s): 0-11 Vulnerability Itlb multihit: KVM: Vulnerable Vulnerability L1tf: Mitigation; PTE Inversion Vulnerability Mds: Mitigation; Clear CPU buffers; SMT vulnerable Vulnerability Meltdown: Mitigation; PTI Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl and seccomp Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization Vulnerability Spectre v2: Mitigation; Retpolines, IBPB conditional, IBRS_FW, STIBP conditional, RSB filling Vulnerability Srbds: Not affected Vulnerability Tsx async abort: Mitigation; Clear CPU buffers; SMT vulnerable Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc art arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid dca sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb cat_l3 cdp_l3 invpcid_single pti intel_ppin ssbd mba ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid ept_ad fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm cqm mpx rdt_a avx512f avx512dq rdseed adx smap clflushopt clwb intel_pt avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local dtherm ida arat pln pts hwp hwp_act_window hwp_epp hwp_pkg_req pku ospke md_clear flush_l1d ***CMake*** /opt/conda/envs/morpheus/bin/cmake cmake version 3.22.3 CMake suite maintained and supported by Kitware (kitware.com/cmake). ***g++*** /usr/bin/g++ g++ (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 Copyright (C) 2019 Free Software Foundation, Inc. This is free software; see the source for copying conditions. There is NO warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. ***nvcc*** /usr/local/cuda/bin/nvcc nvcc: NVIDIA (R) Cuda compiler driver Copyright (c) 2005-2021 NVIDIA Corporation Built on Mon_Oct_11_21:27:02_PDT_2021 Cuda compilation tools, release 11.4, V11.4.152 Build cuda_11.4.r11.4/compiler.30521435_0 ***Python*** /opt/conda/envs/morpheus/bin/python Python 3.8.13 ***Environment Variables*** PATH : /opt/conda/envs/morpheus/bin:/opt/conda/condabin:/opt/conda/bin:/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin LD_LIBRARY_PATH : /usr/local/nvidia/lib:/usr/local/nvidia/lib64 NUMBAPRO_NVVM : NUMBAPRO_LIBDEVICE : CONDA_PREFIX : /opt/conda/envs/morpheus PYTHON_PATH : ***conda packages*** /opt/conda/condabin/conda # packages in environment at /opt/conda/envs/morpheus: # # Name Version Build Channel _libgcc_mutex 0.1 conda_forge conda-forge _openmp_mutex 4.5 2_gnu conda-forge _sysroot_linux-64_curr_repodata_hack 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