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