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| 1 # -*- coding: utf-8 -*- |
| 2 # Copyright 2012 Google Inc. All Rights Reserved. |
| 3 # |
| 4 # Licensed under the Apache License, Version 2.0 (the "License"); |
| 5 # you may not use this file except in compliance with the License. |
| 6 # You may obtain a copy of the License at |
| 7 # |
| 8 # http://www.apache.org/licenses/LICENSE-2.0 |
| 9 # |
| 10 # Unless required by applicable law or agreed to in writing, software |
| 11 # distributed under the License is distributed on an "AS IS" BASIS, |
| 12 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 13 # See the License for the specific language governing permissions and |
| 14 # limitations under the License. |
| 15 """Additional help about using gsutil for production tasks.""" |
| 16 |
| 17 from __future__ import absolute_import |
| 18 |
| 19 from gslib.help_provider import HelpProvider |
| 20 |
| 21 _DETAILED_HELP_TEXT = (""" |
| 22 <B>OVERVIEW</B> |
| 23 If you use gsutil in large production tasks (such as uploading or |
| 24 downloading many GiBs of data each night), there are a number of things |
| 25 you can do to help ensure success. Specifically, this section discusses |
| 26 how to script large production tasks around gsutil's resumable transfer |
| 27 mechanism. |
| 28 |
| 29 |
| 30 <B>BACKGROUND ON RESUMABLE TRANSFERS</B> |
| 31 First, it's helpful to understand gsutil's resumable transfer mechanism, |
| 32 and how your script needs to be implemented around this mechanism to work |
| 33 reliably. gsutil uses resumable transfer support when you attempt to upload |
| 34 or download a file larger than a configurable threshold (by default, this |
| 35 threshold is 2 MiB). When a transfer fails partway through (e.g., because of |
| 36 an intermittent network problem), gsutil uses a truncated randomized binary |
| 37 exponential backoff-and-retry strategy that by default will retry transfers up |
| 38 to 6 times over a 63 second period of time (see "gsutil help retries" for |
| 39 details). If the transfer fails each of these attempts with no intervening |
| 40 progress, gsutil gives up on the transfer, but keeps a "tracker" file for |
| 41 it in a configurable location (the default location is ~/.gsutil/, in a file |
| 42 named by a combination of the SHA1 hash of the name of the bucket and object |
| 43 being transferred and the last 16 characters of the file name). When transfers |
| 44 fail in this fashion, you can rerun gsutil at some later time (e.g., after |
| 45 the networking problem has been resolved), and the resumable transfer picks |
| 46 up where it left off. |
| 47 |
| 48 |
| 49 <B>SCRIPTING DATA TRANSFER TASKS</B> |
| 50 To script large production data transfer tasks around this mechanism, |
| 51 you can implement a script that runs periodically, determines which file |
| 52 transfers have not yet succeeded, and runs gsutil to copy them. Below, |
| 53 we offer a number of suggestions about how this type of scripting should |
| 54 be implemented: |
| 55 |
| 56 1. When resumable transfers fail without any progress 6 times in a row |
| 57 over the course of up to 63 seconds, it probably won't work to simply |
| 58 retry the transfer immediately. A more successful strategy would be to |
| 59 have a cron job that runs every 30 minutes, determines which transfers |
| 60 need to be run, and runs them. If the network experiences intermittent |
| 61 problems, the script picks up where it left off and will eventually |
| 62 succeed (once the network problem has been resolved). |
| 63 |
| 64 2. If your business depends on timely data transfer, you should consider |
| 65 implementing some network monitoring. For example, you can implement |
| 66 a task that attempts a small download every few minutes and raises an |
| 67 alert if the attempt fails for several attempts in a row (or more or less |
| 68 frequently depending on your requirements), so that your IT staff can |
| 69 investigate problems promptly. As usual with monitoring implementations, |
| 70 you should experiment with the alerting thresholds, to avoid false |
| 71 positive alerts that cause your staff to begin ignoring the alerts. |
| 72 |
| 73 3. There are a variety of ways you can determine what files remain to be |
| 74 transferred. We recommend that you avoid attempting to get a complete |
| 75 listing of a bucket containing many objects (e.g., tens of thousands |
| 76 or more). One strategy is to structure your object names in a way that |
| 77 represents your transfer process, and use gsutil prefix wildcards to |
| 78 request partial bucket listings. For example, if your periodic process |
| 79 involves downloading the current day's objects, you could name objects |
| 80 using a year-month-day-object-ID format and then find today's objects by |
| 81 using a command like gsutil ls "gs://bucket/2011-09-27-*". Note that it |
| 82 is more efficient to have a non-wildcard prefix like this than to use |
| 83 something like gsutil ls "gs://bucket/*-2011-09-27". The latter command |
| 84 actually requests a complete bucket listing and then filters in gsutil, |
| 85 while the former asks Google Storage to return the subset of objects |
| 86 whose names start with everything up to the "*". |
| 87 |
| 88 For data uploads, another technique would be to move local files from a "to |
| 89 be processed" area to a "done" area as your script successfully copies |
| 90 files to the cloud. You can do this in parallel batches by using a command |
| 91 like: |
| 92 |
| 93 gsutil -m cp -r to_upload/subdir_$i gs://bucket/subdir_$i |
| 94 |
| 95 where i is a shell loop variable. Make sure to check the shell $status |
| 96 variable is 0 after each gsutil cp command, to detect if some of the copies |
| 97 failed, and rerun the affected copies. |
| 98 |
| 99 With this strategy, the file system keeps track of all remaining work to |
| 100 be done. |
| 101 |
| 102 4. If you have really large numbers of objects in a single bucket |
| 103 (say hundreds of thousands or more), you should consider tracking your |
| 104 objects in a database instead of using bucket listings to enumerate |
| 105 the objects. For example this database could track the state of your |
| 106 downloads, so you can determine what objects need to be downloaded by |
| 107 your periodic download script by querying the database locally instead |
| 108 of performing a bucket listing. |
| 109 |
| 110 5. Make sure you don't delete partially downloaded files after a transfer |
| 111 fails: gsutil picks up where it left off (and performs an MD5 check of |
| 112 the final downloaded content to ensure data integrity), so deleting |
| 113 partially transferred files will cause you to lose progress and make |
| 114 more wasteful use of your network. You should also make sure whatever |
| 115 process is waiting to consume the downloaded data doesn't get pointed |
| 116 at the partially downloaded files. One way to do this is to download |
| 117 into a staging directory and then move successfully downloaded files to |
| 118 a directory where consumer processes will read them. |
| 119 |
| 120 6. If you have a fast network connection, you can speed up the transfer of |
| 121 large numbers of files by using the gsutil -m (multi-threading / |
| 122 multi-processing) option. Be aware, however, that gsutil doesn't attempt to |
| 123 keep track of which files were downloaded successfully in cases where some |
| 124 files failed to download. For example, if you use multi-threaded transfers |
| 125 to download 100 files and 3 failed to download, it is up to your scripting |
| 126 process to determine which transfers didn't succeed, and retry them. A |
| 127 periodic check-and-run approach like outlined earlier would handle this |
| 128 case. |
| 129 |
| 130 If you use parallel transfers (gsutil -m) you might want to experiment with |
| 131 the number of threads being used (via the parallel_thread_count setting |
| 132 in the .boto config file). By default, gsutil uses 10 threads for Linux |
| 133 and 24 threads for other operating systems. Depending on your network |
| 134 speed, available memory, CPU load, and other conditions, this may or may |
| 135 not be optimal. Try experimenting with higher or lower numbers of threads |
| 136 to find the best number of threads for your environment. |
| 137 |
| 138 <B>RUNNING GSUTIL ON MULTIPLE MACHINES</B> |
| 139 When running gsutil on multiple machines that are all attempting to use the |
| 140 same OAuth2 refresh token, it is possible to encounter rate limiting errors |
| 141 for the refresh requests (especially if all of these machines are likely to |
| 142 start running gsutil at the same time). To account for this, gsutil will |
| 143 automatically retry OAuth2 refresh requests with a truncated randomized |
| 144 exponential backoff strategy like that which is described in the |
| 145 "BACKGROUND ON RESUMABLE TRANSFERS" section above. The number of retries |
| 146 attempted for OAuth2 refresh requests can be controlled via the |
| 147 "oauth2_refresh_retries" variable in the .boto config file. |
| 148 """) |
| 149 |
| 150 |
| 151 class CommandOptions(HelpProvider): |
| 152 """Additional help about using gsutil for production tasks.""" |
| 153 |
| 154 # Help specification. See help_provider.py for documentation. |
| 155 help_spec = HelpProvider.HelpSpec( |
| 156 help_name='prod', |
| 157 help_name_aliases=[ |
| 158 'production', 'resumable', 'resumable upload', 'resumable transfer', |
| 159 'resumable download', 'scripts', 'scripting'], |
| 160 help_type='additional_help', |
| 161 help_one_line_summary='Scripting Production Transfers', |
| 162 help_text=_DETAILED_HELP_TEXT, |
| 163 subcommand_help_text={}, |
| 164 ) |
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