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interfaces.py: modified the return type of RIStatsProvider.get_stats to allow for None as a return value NEWS.rst, stats.py: documentation of change to get_latencies stats.rst: now documents percentile modification in get_latencies test_storage.py: test_latencies now expects None in output categories that contain too few samples for the associated percentile to be unambiguously reported. fixes #1392
346 lines
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ReStructuredText
346 lines
15 KiB
ReStructuredText
================
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Tahoe Statistics
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================
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1. `Overview`_
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2. `Statistics Categories`_
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3. `Running a Tahoe Stats-Gatherer Service`_
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4. `Using Munin To Graph Stats Values`_
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Overview
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========
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Each Tahoe node collects and publishes statistics about its operations as it
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runs. These include counters of how many files have been uploaded and
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downloaded, CPU usage information, performance numbers like latency of
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storage server operations, and available disk space.
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The easiest way to see the stats for any given node is use the web interface.
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From the main "Welcome Page", follow the "Operational Statistics" link inside
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the small "This Client" box. If the welcome page lives at
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http://localhost:3456/, then the statistics page will live at
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http://localhost:3456/statistics . This presents a summary of the stats
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block, along with a copy of the raw counters. To obtain just the raw counters
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(in JSON format), use /statistics?t=json instead.
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Statistics Categories
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=====================
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The stats dictionary contains two keys: 'counters' and 'stats'. 'counters'
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are strictly counters: they are reset to zero when the node is started, and
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grow upwards. 'stats' are non-incrementing values, used to measure the
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current state of various systems. Some stats are actually booleans, expressed
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as '1' for true and '0' for false (internal restrictions require all stats
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values to be numbers).
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Under both the 'counters' and 'stats' dictionaries, each individual stat has
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a key with a dot-separated name, breaking them up into groups like
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'cpu_monitor' and 'storage_server'.
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The currently available stats (as of release 1.6.0 or so) are described here:
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**counters.storage_server.\***
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this group counts inbound storage-server operations. They are not provided
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by client-only nodes which have been configured to not run a storage server
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(with [storage]enabled=false in tahoe.cfg)
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allocate, write, close, abort
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these are for immutable file uploads. 'allocate' is incremented when a
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client asks if it can upload a share to the server. 'write' is
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incremented for each chunk of data written. 'close' is incremented when
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the share is finished. 'abort' is incremented if the client abandons
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the upload.
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get, read
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these are for immutable file downloads. 'get' is incremented
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when a client asks if the server has a specific share. 'read' is
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incremented for each chunk of data read.
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readv, writev
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these are for immutable file creation, publish, and retrieve. 'readv'
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is incremented each time a client reads part of a mutable share.
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'writev' is incremented each time a client sends a modification
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request.
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add-lease, renew, cancel
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these are for share lease modifications. 'add-lease' is incremented
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when an 'add-lease' operation is performed (which either adds a new
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lease or renews an existing lease). 'renew' is for the 'renew-lease'
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operation (which can only be used to renew an existing one). 'cancel'
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is used for the 'cancel-lease' operation.
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bytes_freed
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this counts how many bytes were freed when a 'cancel-lease'
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operation removed the last lease from a share and the share
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was thus deleted.
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bytes_added
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this counts how many bytes were consumed by immutable share
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uploads. It is incremented at the same time as the 'close'
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counter.
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**stats.storage_server.\***
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allocated
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this counts how many bytes are currently 'allocated', which
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tracks the space that will eventually be consumed by immutable
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share upload operations. The stat is increased as soon as the
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upload begins (at the same time the 'allocated' counter is
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incremented), and goes back to zero when the 'close' or 'abort'
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message is received (at which point the 'disk_used' stat should
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incremented by the same amount).
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disk_total, disk_used, disk_free_for_root, disk_free_for_nonroot, disk_avail, reserved_space
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these all reflect disk-space usage policies and status.
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'disk_total' is the total size of disk where the storage
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server's BASEDIR/storage/shares directory lives, as reported
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by /bin/df or equivalent. 'disk_used', 'disk_free_for_root',
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and 'disk_free_for_nonroot' show related information.
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'reserved_space' reports the reservation configured by the
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tahoe.cfg [storage]reserved_space value. 'disk_avail'
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reports the remaining disk space available for the Tahoe
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server after subtracting reserved_space from disk_avail. All
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values are in bytes.
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accepting_immutable_shares
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this is '1' if the storage server is currently accepting uploads of
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immutable shares. It may be '0' if a server is disabled by
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configuration, or if the disk is full (i.e. disk_avail is less than
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reserved_space).
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total_bucket_count
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this counts the number of 'buckets' (i.e. unique
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storage-index values) currently managed by the storage
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server. It indicates roughly how many files are managed
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by the server.
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latencies.*.*
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these stats keep track of local disk latencies for
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storage-server operations. A number of percentile values are
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tracked for many operations. For example,
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'storage_server.latencies.readv.50_0_percentile' records the
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median response time for a 'readv' request. All values are in
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seconds. These are recorded by the storage server, starting
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from the time the request arrives (post-deserialization) and
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ending when the response begins serialization. As such, they
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are mostly useful for measuring disk speeds. The operations
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tracked are the same as the counters.storage_server.* counter
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values (allocate, write, close, get, read, add-lease, renew,
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cancel, readv, writev). The percentile values tracked are:
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mean, 01_0_percentile, 10_0_percentile, 50_0_percentile,
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90_0_percentile, 95_0_percentile, 99_0_percentile,
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99_9_percentile. (the last value, 99.9 percentile, means that
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999 out of the last 1000 operations were faster than the
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given number, and is the same threshold used by Amazon's
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internal SLA, according to the Dynamo paper).
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Percentiles are only reported in the case of a sufficient
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number of observations for unambiguous interpretation. For
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example, the 99.9th percentile is (at the level of thousandths
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precision) 9 thousandths greater than the 99th
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percentile for sample sizes greater than or equal to 1000,
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thus the 99.9th percentile is only reported for samples of 1000
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or more observations.
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**counters.uploader.files_uploaded**
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**counters.uploader.bytes_uploaded**
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**counters.downloader.files_downloaded**
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**counters.downloader.bytes_downloaded**
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These count client activity: a Tahoe client will increment these when it
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uploads or downloads an immutable file. 'files_uploaded' is incremented by
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one for each operation, while 'bytes_uploaded' is incremented by the size of
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the file.
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**counters.mutable.files_published**
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**counters.mutable.bytes_published**
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**counters.mutable.files_retrieved**
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**counters.mutable.bytes_retrieved**
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These count client activity for mutable files. 'published' is the act of
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changing an existing mutable file (or creating a brand-new mutable file).
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'retrieved' is the act of reading its current contents.
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**counters.chk_upload_helper.\***
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These count activity of the "Helper", which receives ciphertext from clients
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and performs erasure-coding and share upload for files that are not already
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in the grid. The code which implements these counters is in
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src/allmydata/immutable/offloaded.py .
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upload_requests
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incremented each time a client asks to upload a file
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upload_already_present: incremented when the file is already in the grid
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upload_need_upload
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incremented when the file is not already in the grid
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resumes
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incremented when the helper already has partial ciphertext for
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the requested upload, indicating that the client is resuming an
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earlier upload
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fetched_bytes
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this counts how many bytes of ciphertext have been fetched
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from uploading clients
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encoded_bytes
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this counts how many bytes of ciphertext have been
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encoded and turned into successfully-uploaded shares. If no
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uploads have failed or been abandoned, encoded_bytes should
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eventually equal fetched_bytes.
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**stats.chk_upload_helper.\***
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These also track Helper activity:
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active_uploads
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how many files are currently being uploaded. 0 when idle.
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incoming_count
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how many cache files are present in the incoming/ directory,
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which holds ciphertext files that are still being fetched
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from the client
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incoming_size
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total size of cache files in the incoming/ directory
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incoming_size_old
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total size of 'old' cache files (more than 48 hours)
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encoding_count
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how many cache files are present in the encoding/ directory,
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which holds ciphertext files that are being encoded and
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uploaded
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encoding_size
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total size of cache files in the encoding/ directory
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encoding_size_old
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total size of 'old' cache files (more than 48 hours)
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**stats.node.uptime**
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how many seconds since the node process was started
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**stats.cpu_monitor.\***
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1min_avg, 5min_avg, 15min_avg
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estimate of what percentage of system CPU time was consumed by the
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node process, over the given time interval. Expressed as a float, 0.0
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for 0%, 1.0 for 100%
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total
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estimate of total number of CPU seconds consumed by node since
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the process was started. Ticket #472 indicates that .total may
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sometimes be negative due to wraparound of the kernel's counter.
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**stats.load_monitor.\***
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When enabled, the "load monitor" continually schedules a one-second
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callback, and measures how late the response is. This estimates system load
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(if the system is idle, the response should be on time). This is only
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enabled if a stats-gatherer is configured.
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avg_load
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average "load" value (seconds late) over the last minute
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max_load
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maximum "load" value over the last minute
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Running a Tahoe Stats-Gatherer Service
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======================================
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The "stats-gatherer" is a simple daemon that periodically collects stats from
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several tahoe nodes. It could be useful, e.g., in a production environment,
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where you want to monitor dozens of storage servers from a central management
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host. It merely gatherers statistics from many nodes into a single place: it
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does not do any actual analysis.
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The stats gatherer listens on a network port using the same Foolscap_
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connection library that Tahoe clients use to connect to storage servers.
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Tahoe nodes can be configured to connect to the stats gatherer and publish
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their stats on a periodic basis. (In fact, what happens is that nodes connect
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to the gatherer and offer it a second FURL which points back to the node's
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"stats port", which the gatherer then uses to pull stats on a periodic basis.
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The initial connection is flipped to allow the nodes to live behind NAT
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boxes, as long as the stats-gatherer has a reachable IP address.)
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.. _Foolscap: http://foolscap.lothar.com/trac
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The stats-gatherer is created in the same fashion as regular tahoe client
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nodes and introducer nodes. Choose a base directory for the gatherer to live
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in (but do not create the directory). Then run:
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::
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tahoe create-stats-gatherer $BASEDIR
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and start it with "tahoe start $BASEDIR". Once running, the gatherer will
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write a FURL into $BASEDIR/stats_gatherer.furl .
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To configure a Tahoe client/server node to contact the stats gatherer, copy
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this FURL into the node's tahoe.cfg file, in a section named "[client]",
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under a key named "stats_gatherer.furl", like so:
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::
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[client]
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stats_gatherer.furl = pb://qbo4ktl667zmtiuou6lwbjryli2brv6t@192.168.0.8:49997/wxycb4kaexzskubjnauxeoptympyf45y
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or simply copy the stats_gatherer.furl file into the node's base directory
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(next to the tahoe.cfg file): it will be interpreted in the same way.
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The first time it is started, the gatherer will listen on a random unused TCP
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port, so it should not conflict with anything else that you have running on
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that host at that time. On subsequent runs, it will re-use the same port (to
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keep its FURL consistent). To explicitly control which port it uses, write
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the desired portnumber into a file named "portnum" (i.e. $BASEDIR/portnum),
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and the next time the gatherer is started, it will start listening on the
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given port. The portnum file is actually a "strports specification string",
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as described in `docs/configuration.rst <configuration.rst>`_.
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Once running, the stats gatherer will create a standard python "pickle" file
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in $BASEDIR/stats.pickle . Once a minute, the gatherer will pull stats
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information from every connected node and write them into the pickle. The
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pickle will contain a dictionary, in which node identifiers (known as "tubid"
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strings) are the keys, and the values are a dict with 'timestamp',
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'nickname', and 'stats' keys. d[tubid][stats] will contain the stats
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dictionary as made available at http://localhost:3456/statistics?t=json . The
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pickle file will only contain the most recent update from each node.
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Other tools can be built to examine these stats and render them into
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something useful. For example, a tool could sum the
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"storage_server.disk_avail' values from all servers to compute a
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total-disk-available number for the entire grid (however, the "disk watcher"
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daemon, in misc/operations_helpers/spacetime/, is better suited for this specific task).
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Using Munin To Graph Stats Values
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=================================
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The misc/munin/ directory contains various plugins to graph stats for Tahoe
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nodes. They are intended for use with the Munin_ system-management tool, which
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typically polls target systems every 5 minutes and produces a web page with
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graphs of various things over multiple time scales (last hour, last month,
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last year).
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.. _Munin: http://munin-monitoring.org/
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Most of the plugins are designed to pull stats from a single Tahoe node, and
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are configured with the e.g. http://localhost:3456/statistics?t=json URL. The
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"tahoe_stats" plugin is designed to read from the pickle file created by the
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stats-gatherer. Some plugins are to be used with the disk watcher, and a few
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(like tahoe_nodememory) are designed to watch the node processes directly
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(and must therefore run on the same host as the target node).
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Please see the docstrings at the beginning of each plugin for details, and
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the "tahoe-conf" file for notes about configuration and installing these
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plugins into a Munin environment.
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