CN110109812A - Statistical method, device, computer equipment and the storage medium of access log data - Google Patents
Statistical method, device, computer equipment and the storage medium of access log data Download PDFInfo
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- G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
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- G—PHYSICS
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- G06F16/90—Details of database functions independent of the retrieved data types
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Abstract
This application involves statistical method, device, computer equipment and the storage mediums of a kind of access log data.Method includes: to obtain stat commands row, and stat commands row includes statistical parameter;Queried access record statistics library, records in statistics library from access and determines that target corresponding with statistical parameter stores major key;Wherein, access record statistics library includes storage major key and the corresponding access of storage major key records quantity, and storage major key includes access information field value and access time;Access time and target storage the major key corresponding access read in target storage major key record quantity, obtain under the different access time, and access information field value and the matched access of statistical parameter record quantity.The access log statistics of various dimensions, the efficiency for improving filtered access log, counting access log can be realized based on command-line tool using this method.
Description
Technical field
This application involves technical field of data processing, more particularly to a kind of statistical method of access log data, device,
Computer equipment and storage medium.
Background technique
Website server can record the access of user and generate corresponding access log, wherein access log meeting
Website server is recorded for the request response performance and state of user.So in daily website visiting malfunction elimination process
In, technical staff can be for statistical analysis to access log, to check, user is that may be present during accessing website to be asked
Inscribe situation.
In access log statistic analysis, statistical is carried out to access log under different time using command-line tool
Analysis is essential work item, but traditional order line statistical tool can only all carry out the system of single condition to access log
Meter analysis, statistical result are the statistical result of single dimension, count the low efficiency of access log, daily access log statistical analysis
Work wastes a large amount of time cost and human cost.
Summary of the invention
Based on this, it is necessary in view of the above technical problems, provide statistical method, the device, meter of a kind of access log data
Calculate machine equipment and storage medium.
A kind of statistical method of access log data, which comprises
Stat commands row is obtained, the stat commands row includes statistical parameter;
Queried access record statistics library, records in statistics library from the access and determines target corresponding with the statistical parameter
Store major key;Wherein, the access record statistics library includes that storage major key and the corresponding access of the storage major key record number
Amount, the storage major key includes access information field value and access time;
Read the access time in the target storage major key and the corresponding access record number of target storage major key
Amount, obtained under the different access time, and access information field value and the matched access of the statistical parameter record quantity.
In one of the embodiments, before the step for obtaining stat commands row, further includes:
It obtains each row in original access log and accesses the field value of different field and access time in record;
The field value of each field is determined as access information field value, according to the access information field value and visit
It asks the time, generates storage major key;
Statistics accesses field value and the access time of the corresponding field of record in the original access log, and described
The access record quantity that access information field value and access time match in storage major key;
Using the access record quantity as the value of storage major key, access record statistics library is generated.
The access time read in the target storage major key and the target in one of the embodiments,
It stores the corresponding access of major key and records quantity, obtain under the different access time, access information field value and the statistical parameter
The step of access record quantity matched, comprising:
Obtain preset numerical intervals;
Determine the numerical intervals that the access information field value in each target storage major key is fallen into;
Calculate that access time is identical and access information field value fall into same numerical intervals target storage major key it is corresponding
Access record quantity and value, obtain under the different access time, access information field value falls into visit when different numerical intervals
Ask record quantity.
The stat commands row further includes time granularity parameter in one of the embodiments,;
The access time read in the target storage major key and the corresponding access note of target storage major key
Quantity is recorded, is obtained under the different access time, the step of access information field value and the matched access record quantity of the statistical parameter
Suddenly, comprising:
According to the time granularity parameter setting time interval;
Determine the time interval that the access time in each target storage major key fallen into;
Calculate fall into same time interval target storage major key it is corresponding access record quantity and value, when obtaining different
Between under section, access information field value and the matched access record quantity of the statistical parameter.
The field in the access record includes original access path field in one of the embodiments,;
Each field value by each field is determined as access information field value, according to the access information field value
And access time, generate the step of storing major key, comprising:
The original access path of original access path field in each row access record is restrained, each row access is obtained
The corresponding convergence access path of record;
According to the different convergence access path and the access time, storage major key is generated.
The field in the access record includes terminal agent information field in one of the embodiments,;
Each field value by each field is determined as access information field value, according to the access information field value
And access time, generate the step of storing major key, comprising:
By the terminal agent information of the terminal agent information field in each row access record, in crawler characteristic information library
The crawler characteristic information of different search engines is matched;
If be matched in crawler characteristic information library with the consistent target crawler characteristic information of the terminal agent information,
The corresponding search engine of target crawler characteristic information is determined as to the terminal agent information word segment value of access record;
According to different described search engines and the access time, storage major key is generated.
The access time read in the target storage major key and the target in one of the embodiments,
It stores the corresponding access of major key and records quantity, obtain under the different access time, access information field value and the statistical parameter
After the step of access record quantity matched, further includes:
According under the different access time, access information field value and the matched access of the statistical parameter record quantity, raw
At statistical result list;
The statistical result list is shown by Command Line Interface.
A kind of statistic device of access log data, described device include:
Stat commands row obtains module, and for obtaining stat commands row, the stat commands row includes statistical parameter;
Record storehouse enquiry module is accessed, for queried access record statistics library, records in statistics library and determines from the access
Target corresponding with the statistical parameter stores major key;Wherein, access record statistics library includes storage major key and described
It stores the corresponding access of major key and records quantity, the storage major key includes access information field value and access time;
Access record quantity obtains module, for reading access time and the mesh in the target storage major key
The corresponding access of mark storage major key records quantity, obtains under the different access time, access information field value and the statistical parameter
Matched access records quantity.
A kind of computer equipment, including memory and processor, the memory are stored with computer program, the processing
Device performs the steps of when executing the computer program
Stat commands row is obtained, the stat commands row includes statistical parameter;
Queried access record statistics library, records in statistics library from the access and determines target corresponding with the statistical parameter
Store major key;Wherein, the access record statistics library includes that storage major key and the corresponding access of the storage major key record number
Amount, the storage major key includes access information field value and access time;
Read the access time in the target storage major key and the corresponding access record number of target storage major key
Amount, obtained under the different access time, and access information field value and the matched access of the statistical parameter record quantity.
A kind of computer readable storage medium, is stored thereon with computer program, and the computer program is held by processor
It is performed the steps of when row
Stat commands row is obtained, the stat commands row includes statistical parameter;
Queried access record statistics library, records in statistics library from the access and determines target corresponding with the statistical parameter
Store major key;Wherein, the access record statistics library includes that storage major key and the corresponding access of the storage major key record number
Amount, the storage major key includes access information field value and access time;
Read the access time in the target storage major key and the corresponding access record number of target storage major key
Amount, obtained under the different access time, and access information field value and the matched access of the statistical parameter record quantity.
Statistical method, device, computer equipment and the storage medium of above-mentioned access log data, by obtaining stat commands
Row records in statistics library from access and determines that target corresponding with statistical parameter in stat commands row stores major key, reads target and deposits
The corresponding access of access time and target storage major key stored up in major key records quantity, to obtain under the different access time, mesh
Mark storage major key corresponds to the access record quantity of access information field value, realizes and accesses the time in conjunction with other to access log
The various dimensions of characteristic dimension statistically analyze, and the efficiency for improving filtered access log, counting access log reduces daily access day
The a large amount of time cost of will statistical work and human cost.
Detailed description of the invention
Fig. 1 is the application scenario diagram of the statistical method of access log data in one embodiment;
Fig. 2 is the schematic diagram of original access log in one embodiment;
Fig. 3 is the flow diagram of the statistical method of access log data in one embodiment;
Fig. 4 is the flow diagram of access record statistics library generating method in one embodiment;
Fig. 5 is the structural block diagram of the statistic device of access log data in one embodiment.
Specific embodiment
It is with reference to the accompanying drawings and embodiments, right in order to which the objects, technical solutions and advantages of the application are more clearly understood
The application is further elaborated.It should be appreciated that specific embodiment described herein is only used to explain the application, not
For limiting the application.
The statistical method of access log data provided by the present application, can be applied in application environment as shown in Figure 1.Its
In, which can be server, and internal structure chart can be as shown in Figure 1.The computer equipment includes passing through to be
Processor, memory, network interface and the database of bus of uniting connection.Wherein, the processor of the computer equipment is for providing
Calculating and control ability.The memory of the computer equipment includes non-volatile memory medium, built-in storage.This is non-volatile to deposit
Storage media is stored with operating system, computer program and database.The built-in storage is the operation in non-volatile memory medium
The operation of system and computer program provides environment.The database of the computer equipment is for storing log data, access
The data informations such as record statistics library.The network interface of the computer equipment is used to communicate with external terminal by network connection.
A kind of statistical method of access log data is realized when the computer program is executed by processor.
Original access log in the technical solution of the application is briefly described, is mentioned to become apparent from the application
The technical solution of confession is visited as shown in Fig. 2, Fig. 2 provides the schematic diagram of partial data in original access log in one embodiment
When asking that user accesses website, it is original that some information of each visitor when visiting can be automatically recorded generation by Website server
Access log (Raw Access Log) has the access record that multirow is different, every a line access record in original access log
Be access user access content in some webpage of website once caused by data, every row access record includes for describing
The field of different information, such as visitor's IP address information, access time, operation system information, browser information, display letter
Breath, accession page path, the different access information field such as access state information.
In one embodiment, it as shown in figure 3, providing a kind of statistical method of access log data, answers in this way
For being illustrated for the server in Fig. 1, comprising the following steps:
Step S310: stat commands row is obtained, stat commands row includes statistical parameter.
In this step, stat commands row can be user by keyboard in Command Line Interface (Command-Line
Interface) instruction keyed in is executed after server receives the stat commands;Statistical parameter refers to access log
The statistical condition that data are counted can be the field name of the certain field of original access log, be also possible to original access
Log certain field.
Specifically, being mounted with the command-line tool for statisticalling analyze access log data, Yong Hutong in Website server
It crosses keyboard and keys in stat commands row in the Command Line Interface that command-line tool provides, so that command-line tool responds stat commands
Row carries out analysis to stat commands row and obtains statistical parameter therein, and remembered according to statistical parameter to the access for having loaded generation
Record is counted.Stat commands row can support regular expression and logical operation, user can be used regular expression with
And logical operation access screening, statistics of log etc. operation.
Step S320: queried access record statistics library records in statistics library from access and determines mesh corresponding with statistical parameter
Mark storage major key;Wherein, access record statistics library includes that storage major key and the corresponding access of storage major key record quantity, storage
Major key includes access information field value and access time.
Access record statistics library is the data information obtained after pre-processing to original access log, access record statistics
Library includes multiple storage major keys and the corresponding access record quantity of storage major key;Wherein, access content word segment value refers to original
For describing the field of different information in every row access content in access log, storage major key is access time to combine original access
The generation of the access information field value of log, for example, every row access record has for describing to visit in original access log
Ask the access response code of state, wherein access response code includes " 200 ", " 401 ", " 504 " etc., then records in conjunction with access corresponding
Access time produces storage major key " 201904180903_200 ", " 201904180903_401 " etc.;It is corresponding to store major key
Access record quantity refers to that under storage major key corresponding access time, access records corresponding field in original access log
Field value is the quantity for storing the access content of access information field value of major key, for example, accessing in original access log
It is 56 that access response code, which is the access record quantity of " 200 ", under time " 201904180903 ", then stores major key
" 201904180903_200 " corresponding access record quantity is " 56 ".
In this step, after command-line tool obtains the statistical parameter in stat commands row, queried access record statistics library, really
Fixed access information field value corresponding with statistical parameter determines access information field value and system to record in statistics library from access
It counts the corresponding multiple targets of parameter and stores major key, it is different that these targets store the access time in major key.
Step S330: the access time in target storage major key and the corresponding access record of target storage major key are read
Quantity obtained under the different access time, and access information field value and the matched access of statistical parameter record quantity.
In this step, command-line tool reads access time and target storage master in target storage major key one by one
Access under key records quantity, to obtain under the different access time, field and the matched visit of statistical parameter in access record
Ask the quantity of record.
In the statistical method of above-mentioned access log data, by obtaining stat commands row, recorded in statistics library really from access
Fixed target corresponding with statistical parameter in stat commands row stores major key, reads the access time in target storage major key, and
Target stores the corresponding access of major key and records quantity, and to obtain under the different access time, target storage major key corresponds to access information
The access of field value records quantity, realizes and combines the various dimensions statistical of other feature dimension to access log time that accesses
Analysis, improve filtered access log, count access log efficiency, reduce the daily access log statistical work a large amount of time at
Sheet and human cost.In addition, the statistical method of the access log data is can be avoided based on realizing in command-line tool
The expense of the additional system resources of graphical interfaces reduces the time of operation graphical interfaces, realizes that quickly order issues, and improves and visits
Ask the statistical efficiency of daily record data.
Above-described embodiment is further described so that statistical parameter is access response code " 200 " as an example.Command-line tool
Stat commands row is obtained, it is the specific word of original log that wherein the statistical parameter in stat commands row, which is access response code " 200 ",
Segment value, command-line tool queried access record statistics library, records from access and determines that access information field value is " 200 " in statistics library
Multiple targets store major key, the access time that these targets store in major key is different, i.e., acquisition " 201904180903_200 ",
Multiple targets storage major keys such as " 201904180904_200 ", command-line tool reading " 201904180903_200 ",
The access time of multiple target storage major keys such as " 201904180904_200 " and corresponding access record quantity, to obtain
In multiple and different access time such as 201904180903,201904180904, access response code is that the access of " 200 " records
Quantity.
In one embodiment, as shown in figure 4, providing the generation method in access record statistics library, statistics life is being obtained
Before the step for enabling row, further includes:
Step S410: when obtaining in original access log in each row access record the field value of different field and access
Between.
Step S420: being determined as access information field value for the field value of each field, according to access information field value and
Access time generates storage major key.
Step S430: statistics accesses field value and the access time of the corresponding field of record in original access log,
The access record quantity to match with access information field value and access time in storage major key.
Step S440: using access record quantity as the value of storage major key, access record statistics library is generated.
In the present embodiment, original access log is loaded from Website server, and determines every visit in original access log
Ask the access time of record and the field value of each field;It regard each field value of different field as an access letter one by one
Field value is ceased, in conjunction with access time, generates storage major key;It reads in an access content, visits whenever from original access log
It asks that information word segment value and access time match with storage major key, then stores the corresponding access record quantity of major key and increase by 1, from
And realize and count in original access log, under the different access time, corresponding field is the access information field value in access record
Quantity is recorded for access;Using access record quantity as the characteristic value of corresponding storage major key, access record is generated.The present embodiment is real
The major key for now combining access time to be used as field each in original access log carries out lateral storage with key-value mode,
Data basis is provided for subsequent access log data statistics.
The present embodiment is illustrated so that statistical parameter is access response code as an example, in original access log, every row is visited
Ask that content has the access response code for describing access state, wherein access response code includes " 200 ", " 401 ", " 504 " etc.,
Then combine access content access time, produce storage major key " 201904180903_200 ", " 201904180903_401 ",
“201904180903_504”、“201904180904_200”、“201904180904_401”、“201904180903_504”
Deng during loading original access log, from being read in original access log in an access record, when the access records
Access response code and access time be respectively " 200 " and " 201904180903 ", it may be considered that the visit of access record
It asks that answer code and access time match with storage major key " 201904180903_200 ", stores major key " 201904180903_
200 " corresponding access record quantity increase by 1, by being counted to access all in original access log record, access response
Code be " 200 " and access time be " 201904180903 " access record quantity be 56, then store major key
" 201904180903_200 " corresponding access record quantity is " 56 ".
In one embodiment, the access time in target storage major key and the corresponding visit of target storage major key are read
It asks record quantity, obtains under the different access time, the step of access information field value and the matched access record quantity of statistical parameter
Suddenly, comprising: obtain preset numerical intervals;Determine the numerical value area that the access information field value in each target storage major key is fallen into
Between;It calculates that access time is identical and access information field value falls into the corresponding access of target storage major key of same numerical intervals and remembers
Record quantity and value, it obtains under the different access time, access record when access information field value falls into different numerical intervals
Quantity.
In the present embodiment, numerical intervals can be by being arranged according to the statistical parameter of selection;Server reads target storage
The access information field value of major key determines the numerical intervals that access information field value enters, and then determination falls into each numerical intervals
Access record data, by access record data target store major key in access time, determine in the different access time
Under, the characteristic value of target storage major key drops into the quantity that record is accessed in different numerical intervals, realizes and stores major key to target
Value layering statistics.
By taking the access response time as an example, when command-line tool is arranged according to the different spaces range of guest access response time
Between section, specifically, the access response time refers to that Website server, can from time used for completing to respond request of request is received
To be experienced according to the access of visitor, access response time section is set smaller than 0.1 second section, is more than or equal to 0.1 second and is small
In 0.3 second section, it is more than or equal to 0.3 second and less than 1 second section and greater than 1 second section;When statistical parameter is " when access response
Between " when, statistical parameter is the specific field name of original log field at this time, and command-line tool queried access record counts library, from
Multiple targets storage of the corresponding field of access information field value entitled " access response time " is determined in access record statistics library
Major key, it is different that these targets store the access time in major key, but access information field value is all the access response time;Order
Row tool reads the access information field value (specific access response duration value) in each target storage major key, and determines the visit
Ask the information word segment value access response time section that (specific access response duration value) is fallen into, it then will be under same access time
And the corresponding access record quantity of target storage major key for falling into same access response time interval is added, and different visits are obtained
It asks under the time, access record data when access information field value (specific access response duration value) falls into different numerical intervals
Quantity, for example, obtaining in original access log, when access time is 201904180903 and the access response time is less than
When the quantity of 0.1 second access record, access time are 201904180903 and the access response time is more than or equal to 0.1 second and small
In 0.3 second access record quantity, access time be 201904180904 when and visit of the access response time less than 0.1 second
Ask the quantity of record, when access time is 201904180904 and the access response time is more than or equal to 0.1 second and less than 0.3 second
Access record multiple statistical results such as quantity.
In one embodiment, stat commands row further includes time granularity parameter;Read the access in target storage major key
Time and the corresponding access of target storage major key record quantity, obtain under the different access time, access information field value and system
Count the step of matched access of parameter records quantity, comprising: according to time granularity parameter setting time interval;Determine that each target is deposited
The time interval that access time in storage major key is fallen into;Calculate the corresponding visit of target storage major key for falling into same time interval
Ask record quantity and value, it obtains under different time intervals, access information field value and statistical parameter matched access record number
Amount.
In the present embodiment, time granularity parameter, which is used to be arranged to access, records the period of statistics, such as time grain
Degree parameter can be set to count access record for a granularity with one hour, may be set to be with five minutes as one
A granularity counts access record.
After command-line tool gets stat commands row, stat commands row is analyzed, obtains time granularity therein
Parameter, and according to the corresponding time interval of time granularity parameter setting, and determine that the access time in target storage major key is fallen
The time interval entered, so that the corresponding access record quantity of the target for falling into same time interval storage major key is carried out addition meter
Quantity in calculation, obtains under different time intervals, and access information field value and the matched access of statistical parameter record quantity;
Into explanation by taking statistical parameter is access response code " 200 " as an example, when time grain size parameter is set as to be per hour
One granularity counts access record, corresponding in the access time and target storage major key for obtaining target storage major key
Access record quantity, that is, obtain in " 201904180903 ", " 201904180904 ", " 201904180905 " etc. with one point
Clock is under multiple and different access times of granularity, and access response code is that the access of " 200 " records quantity, then command-line tool root
According to the access time (" 201904180903 ", " 201904180904 ", " 201904180905 " etc.) of target storage major key, will belong to
Quantity is recorded in the corresponding access of storage major key that in same hour, access response code is " 200 " to be added, and obtains each hour
Interior access response code is that the access of " 200 " records quantity, and exports the result as statistical result to user terminal.
In one embodiment, the field in access record includes original access path field;By each field of each field
Value is determined as access information field value, according to access information field value and access time, generates the step of storing major key, packet
It includes: the original access path of the original access path field in each row access record is restrained, obtain each row access record
Corresponding convergence access path;According to different convergence access path and access time, storage major key is generated.
When different access user accesses same webpage, since Website server is to access in the service function that user provides to take
The parameter matched is different, causes same webpage to have and much disperses access path, in the present embodiment, command-line tool obtains original
Access the access path in data in each row access record, in access path number or continuous number carry out convergence statistics,
It obtains arranging the convergence access path after sub- convergence, so that convergence access path is determined as a field, it is original in subsequent processing
When accessing data generation access record, different convergence access path can be combined to one storage master of access access time generation
Key, so count in original access log in access record convergence access path and access time with the storage matched visit of major key
It asks record data, and is saved in access database of record, provide data basis for subsequent access log data statistics.Pass through
Convergence access path after convergence is counted, the quantity for accessing the access data of different web pages at a certain time is obtained,
Meanwhile when carrying out web sites function performance Macro or mass analysis using access log data, the data of the same page can be converged
Total statistics.
Specifically, being illustrated with an example to convergence access path example in this implementation, the access path before convergence are as follows:
"/zt/gz20170630haibao/index24.html? yituType=35&marketId=20866656&
Sale sId=202 ";
Access path after convergence:
"/zt/gz20170630haibao/index24.html? yituType=[0-9] &marketId=[0-9] &
SalesI d=[0-9] ".
Above-described embodiment is further described with a specific example.In original access log, in every row access
Rong Douyou access path URI, when different access user accesses same webpage, since Website server is the clothes for accessing user and providing
The parameter arranged in pairs or groups in business function is different, causes same webpage to have many dispersion access path, this is unfavorable for access log number
According to statistics.Thus, command-line tool reads the access road in every a line access record during loading original access data
Diameter, in access path number or continuous number carry out convergence statistics, the convergence access path after being restrained, thus will receive
Hold back access path and be determined as a field, for example, the access path of certain a line access record be "/forum.do? fid=250&
PageNo=2 ", wherein the convergence access path after convergence is "/forum.do? fid=[0-9] &pageNo=[0-9] ", then
In conjunction with the access time of access content, storage major key is produced:
" 201904180903_/forum.do? fid=[0-9] &pageNo=[0-9] ",
" 201904180904_/forum.do? fid=[0-9] &pageNo=[0-9] " etc. multiple and different storage masters
Key.
During loading original access log, from being read in original access log in an access record, when the visit
Convergence access path and access time after asking the convergence of record be respectively " 200 " with "/forum.do? fid=[0-9] &
PageNo=[0-9] ", it may be considered that the convergence access path of access record and access time and storage major key
" 201904180903_/forum.do? and fid=[0-9] &pageNo=[0-9] " match, store major key
" 201904180903_/forum.do? and fid=[0-9] &pageNo=[0-9] " corresponding access record quantity increases by 1, passes through
To access all in original access log record count, convergence access path be "/forum.do? fid=[0-9] &
PageNo=[0-9] " and access time are that the quantity of the access record of " 201904180903 " is 96, then store major key
" 201904180903_/forum.do? and fid=[0-9] &pageNo=[0-9] " corresponding access record quantity is " 96 ".
In one embodiment, the field in access record includes terminal agent information field;By each field of each field
Value is determined as access information field value, according to access information field value and access time, generates the step of storing major key, packet
It includes: by the terminal agent information of the terminal agent information field in each row access record, with the difference in crawler characteristic information library
The crawler characteristic information of search engine is matched;If being matched in crawler characteristic information library consistent with terminal agent information
Target crawler characteristic information then believes the terminal agent that the corresponding search engine of target crawler characteristic information is determined as access record
Cease field value;According to different search engines and access time, storage major key is generated.
In this step, command-line tool constructs crawler characteristic information library in advance, includes not in crawler information characteristics library
With the crawler characteristic information of search engine;Command-line tool is after getting to the stat commands row of crawler identifier, server
The terminal agent information in original access log in each row access record, and the terminal agent information that will be read are read one by one
Characteristic information is climbed with search engines different in crawler characteristic information library, when being matched in crawler characteristic information library and user is whole
Hold the consistent search engine of proxy information crawler characteristic information, then it is assumed that access record be issued by search engine, and will
The search engine being fitted on is determined as the terminal agent information word segment value of access record, so that corresponding search engine is determined as one
Different search engines can be combined access access when the original access data of subsequent processing generate access record by a field
Time generates a storage major key, so count access in original access log record in search engine and access time with deposit
It stores up the matched access of major key and records data, and be saved in access database of record, mentioned for subsequent access log data statistics
For data basis, statistics is realized under the different access time, the access generated in the access-hours by different search engine crawlers
The data of record.
In most of practical business scene, website visiting request is not simply from the through net of the browser of visitor
Site server, it is intermediate to pass through different proxy servers, such as CDN (Content Delivery Network, content
Distribution network), high anti-server etc., at this point, website visiting request is to accelerate by multilayer or act on behalf of forwarding, at this time original
The not true access IP address of the solicited message of every row access content in access log.Therefore, in one embodiment,
When loading original access log, it can read in the request header information of the HTTP in original access log and read X-For-
Forwarded information;If reading public network IP address in X-For-Forwarded information, which is determined
It otherwise will be in the request header information of original access log HTTP for the true access IP address of original access log
The IP address of Remote IP is determined as really accessing IP address, realizes that automatic identification accesses user's real IP address, will be true
Real access IP address can be counted as a field when the original access data of subsequent processing generate access record
Access IP quantity under the different access time is saved in access record as a storage major key, is subsequent access log
Data statistics provides data basis.
In one embodiment, the access time in target storage major key and the corresponding visit of target storage major key are read
It asks record quantity, obtains under the different access time, the step of access information field value and the matched access record quantity of statistical parameter
After rapid, further includes: according under the different access time, access information field value and the matched access of statistical parameter record quantity,
Generate statistical result list;Statistical result list is shown by Command Line Interface.
In the present embodiment, in the case where getting the different access time, target stores the visit when characteristic value of major key is different value
Ask record data statistical result after, will access time be used as line unit, target store major key access information field value as arrange
Key generates statistical result list, and statistics list is fed back to technical staff by Command Line Interface.
It should be understood that although each step in the flow chart of Fig. 3 to Fig. 4 is successively shown according to the instruction of arrow,
But these steps are not that the inevitable sequence according to arrow instruction successively executes.Unless expressly state otherwise herein, these
There is no stringent sequences to limit for the execution of step, these steps can execute in other order.Moreover, Fig. 3 is into Fig. 4
At least part step may include that perhaps these sub-steps of multiple stages or stage are not necessarily same to multiple sub-steps
One moment executed completion, but can execute at different times, and the execution in these sub-steps or stage sequence is also not necessarily
Be successively carry out, but can at least part of the sub-step or stage of other steps or other steps in turn or
Alternately execute.
In one embodiment, as shown in figure 5, providing a kind of statistic device of access log data, comprising: statistics life
It enables row obtain module 510, access record storehouse enquiry module 520 and access record quantity and obtains module 530, in which:
Stat commands row obtains module 510, and for obtaining stat commands row, stat commands row includes statistical parameter;
Access record storehouse enquiry module 520, for queried access record statistics library, from access record statistics library in determine with
The corresponding target of statistical parameter stores major key;Wherein, access record statistics library includes that storage major key and storage major key are corresponding
Access record quantity, storage major key includes access information field value and access time;
Access record quantity obtains module 530, for reading access time and target storage in target storage major key
The corresponding access of major key records quantity, obtains under the different access time, access information field value and the matched access of statistical parameter
Record quantity.
In one embodiment, the statistic device of access log data further includes access record statistics library generation module, is used
The field value of different field and access time in record are accessed in obtaining each row in original access log;By the field of each field
Value is determined as access information field value, according to access information field value and access time, generates storage major key;Statistics is original
Field value and the access time that the corresponding field of record is accessed in access log, with storage major key in access information field value with
And the access record quantity that access time matches;Using access record quantity as the value of storage major key, access record system is generated
Count library.
In one embodiment, access record quantity obtains module, for obtaining preset numerical intervals;Determine each target
The numerical intervals that access information field value in storage major key is fallen into;Calculating access time is identical and access information field value is fallen
Enter same numerical intervals target storage major key it is corresponding access record quantity and value, obtain under the different access time, visit
Ask access record quantity when information word segment value falls into different numerical intervals.
In one embodiment, stat commands row further includes time granularity parameter;Access record quantity obtains module 430,
For according to time granularity parameter setting time interval;Determine the time zone that the access time in each target storage major key fallen into
Between;Calculate fall into same time interval target storage major key it is corresponding access record quantity and value, obtain different time area
Between under, access information field value and statistical parameter matched access record quantity.
In one embodiment, the field in access record includes original access path field;Access record statistics library is raw
At module, is restrained for the original access path to the original access path field in each row access record, obtain each row
Access records corresponding convergence access path;According to different convergence access path and access time, storage major key is generated.
In one embodiment, the field in access record includes terminal agent information field;Access record statistics library is raw
At module, for each field value of each field to be determined as access information field value, according to access information field value and access
Time generates the step of storing major key, comprising: believes the terminal agent of the terminal agent information field in each row access record
Breath, is matched from the crawler characteristic information of the different search engines in crawler characteristic information library;If in crawler characteristic information library
In be matched to the consistent target crawler characteristic information of terminal agent information, then by target crawler characteristic information it is corresponding search draw
Hold up the terminal agent information word segment value for being determined as access record;According to different search engines and access time, storage is generated
Major key.
In one embodiment, the statistic device of access log data further includes statistical result List Generating Module, is used for
According under the different access time, access information field value and the matched access of statistical parameter record quantity, generate statistical result column
Table;Statistical result list is shown by Command Line Interface.
The specific restriction of statistic device about access log data may refer to above for access log data
The restriction of statistical method, details are not described herein.Modules in the statistic device of above-mentioned access log data can whole or portion
Divide and is realized by software, hardware and combinations thereof.Above-mentioned each module can be embedded in the form of hardware or independently of computer equipment
In processor in, can also be stored in a software form in the memory in computer equipment, in order to processor calling hold
The corresponding operation of the above modules of row.
It will be understood by those skilled in the art that structure shown in Fig. 1, only part relevant to application scheme is tied
The block diagram of structure does not constitute the restriction for the computer equipment being applied thereon to application scheme, specific computer equipment
It may include perhaps combining certain components or with different component layouts than more or fewer components as shown in the figure.
In one embodiment, a kind of computer equipment, including memory and processor are provided, which is stored with
Computer program, the processor perform the steps of when executing computer program
Stat commands row is obtained, stat commands row includes statistical parameter;
Queried access record statistics library, records from access and determines target storage master corresponding with statistical parameter in statistics library
Key;Wherein, access record statistics library includes storage major key and the corresponding access of storage major key records quantity, and storage major key includes
Access information field value and access time;
Access time and target storage the major key corresponding access read in target storage major key record quantity, obtain
Under the different access time, access information field value and the matched access of statistical parameter record quantity.
In one embodiment, it is also performed the steps of when processor executes computer program and obtains original access log
In the field value of different field and access time in each row access record;The field value of each field is determined as access information word
Segment value generates storage major key according to access information field value and access time;Statistics accesses record in original access log
Corresponding field field value and access information field value and access time match in access time, with storage major key
Access record quantity;Using access record quantity as the value of storage major key, access record statistics library is generated.
In one embodiment, processor executes computer program and realizes the access time read in target storage major key,
And the corresponding access of target storage major key records quantity, obtains under the different access time, access information field value and statistics are joined
When the step of the matched access record quantity of number, implements following steps: obtaining preset numerical intervals;Determine that each target is deposited
The numerical intervals that access information field value in storage major key is fallen into;Calculating access time is identical and access information field value is fallen into
Same numerical intervals target storage major key it is corresponding access record quantity and value, obtain under the different access time, access
Information word segment value falls into access record quantity when different numerical intervals.
In one embodiment, stat commands row further includes time granularity parameter;Processor executes computer program and realizes
The access time read in the target storage major key and the corresponding access of target storage major key record quantity,
It obtains under the different access time, when access information field value and the matched access of the statistical parameter record the step of quantity, tool
Body is performed the steps of according to time granularity parameter setting time interval;Determine the access time institute in each target storage major key
The time interval fallen into;Calculate fall into same time interval target storage major key it is corresponding access record quantity and value, obtain
To under different time intervals, access information field value and the matched access of statistical parameter record quantity.
In one embodiment, the field in access record includes original access path field;Processor executes computer
Program, which is realized, is determined as access information field value for each field value of each field, when according to access information field value and access
Between, when generating the step of storage major key, implement following steps: to the original access path field in each row access record
Original access path is restrained, and each corresponding convergence access path of row access record is obtained;According to different convergence access path
And access time, generate storage major key.
In one embodiment, the field in access record includes terminal agent information field;Processor executes computer
Program, which is realized, is determined as access information field value for each field value of each field, when according to access information field value and access
Between, when generating the step of storage major key, implement following steps: by the terminal agent information field in each row access record
Terminal agent information is matched from the crawler characteristic information of the different search engines in crawler characteristic information library;If in crawler
Be matched in characteristic information library with the consistent target crawler characteristic information of terminal agent information, then by target crawler characteristic information pair
The search engine answered is determined as the terminal agent information word segment value of access record;When according to different search engines and access
Between, generate storage major key.
In one embodiment, it also performs the steps of when processor executes computer program according to the different access time
Under, access information field value and the matched access of statistical parameter record quantity, generate statistical result list;Pass through Command Line Interface
Show statistical result list.
In one embodiment, a kind of computer readable storage medium is provided, computer program is stored thereon with, is calculated
Machine program performs the steps of when being executed by processor
Stat commands row is obtained, stat commands row includes statistical parameter;
Queried access record statistics library, records from access and determines target storage master corresponding with statistical parameter in statistics library
Key;Wherein, access record statistics library includes storage major key and the corresponding access of storage major key records quantity, and storage major key includes
Access information field value and access time;
Access time and target storage the major key corresponding access read in target storage major key record quantity, obtain
Under the different access time, access information field value and the matched access of statistical parameter record quantity.
In one embodiment, it is also performed the steps of when computer program is executed by processor and obtains original access day
Each row accesses the field value of different field and access time in record in will;The field value of each field is determined as access information
Field value generates storage major key according to access information field value and access time;Statistics accesses note in original access log
Access information field value and access time match in the field value of the corresponding field of record and access time, with storage major key
Access record quantity;Using access record quantity as the value of storage major key, access record statistics library is generated.
In one embodiment, when computer program is executed by processor the access in realization reading target storage major key
Between and the corresponding access of target storage major key record quantity, obtain under the different access time, access information field value with count
When the step of the matched access record quantity of parameter, implements following steps: obtaining preset numerical intervals;Determine each target
The numerical intervals that access information field value in storage major key is fallen into;Calculating access time is identical and access information field value is fallen
Enter same numerical intervals target storage major key it is corresponding access record quantity and value, obtain under the different access time, visit
Ask access record quantity when information word segment value falls into different numerical intervals.
In one embodiment, stat commands row further includes time granularity parameter;Computer program is executed by processor reality
The existing access time read in the target storage major key and the corresponding access of target storage major key record number
Amount, obtained under the different access time, when access information field value and the matched access of the statistical parameter record the step of quantity,
Implement following steps: according to time granularity parameter setting time interval;Determine the access time in each target storage major key
The time interval fallen into;Calculate fall into same time interval target storage major key it is corresponding access record quantity and value,
It obtains under different time intervals, access information field value and the matched access of statistical parameter record quantity.
In one embodiment, the field in access record includes original access path field;Computer program is processed
Device executes realization and each field value of each field is determined as access information field value, when according to access information field value and access
Between, when generating the step of storage major key, implement following steps: to the original access path field in each row access record
Original access path is restrained, and each corresponding convergence access path of row access record is obtained;According to different convergence access path
And access time, generate storage major key.
In one embodiment, the field in access record includes terminal agent information field;Computer program is processed
Device executes realization and each field value of each field is determined as access information field value, when according to access information field value and access
Between, when generating the step of storage major key, specific following steps: by the terminal of the terminal agent information field in each row access record
Proxy information is matched from the crawler characteristic information of the different search engines in crawler characteristic information library;If in crawler feature
Be matched in information bank with the consistent target crawler characteristic information of terminal agent information, then it is target crawler characteristic information is corresponding
Search engine is determined as the terminal agent information word segment value of access record;It is raw according to different search engines and access time
At storage major key.
In one embodiment, when also performing the steps of when computer program is executed by processor according to different access
Between under, access information field value and the matched access of statistical parameter record quantity, generation statistical result list;By order line circle
Face shows statistical result list.
Those of ordinary skill in the art will appreciate that realizing all or part of the process in above-described embodiment method, being can be with
Relevant hardware is instructed to complete by computer program, the computer program can be stored in a non-volatile computer
In read/write memory medium, the computer program is when being executed, it may include such as the process of the embodiment of above-mentioned each method.Wherein,
To any reference of memory, storage, database or other media used in each embodiment provided herein,
Including non-volatile and/or volatile memory.Nonvolatile memory may include read-only memory (ROM), programming ROM
(PROM), electrically programmable ROM (EPROM), electrically erasable ROM (EEPROM) or flash memory.Volatile memory may include
Random access memory (RAM) or external cache.By way of illustration and not limitation, RAM is available in many forms,
Such as static state RAM (SRAM), dynamic ram (DRAM), synchronous dram (SDRAM), double data rate sdram (DDRSDRAM), enhancing
Type SDRAM (ESDRAM), synchronization link (Synchlink) DRAM (SLDRAM), memory bus (Rambus) direct RAM
(RDRAM), direct memory bus dynamic ram (DRDRAM) and memory bus dynamic ram (RDRAM) etc..
Each technical characteristic of above embodiments can be combined arbitrarily, for simplicity of description, not to above-described embodiment
In each technical characteristic it is all possible combination be all described, as long as however, the combination of these technical characteristics be not present lance
Shield all should be considered as described in this specification.
The several embodiments of the application above described embodiment only expresses, the description thereof is more specific and detailed, but simultaneously
It cannot therefore be construed as limiting the scope of the patent.It should be pointed out that coming for those of ordinary skill in the art
It says, without departing from the concept of this application, various modifications and improvements can be made, these belong to the protection of the application
Range.Therefore, the scope of protection shall be subject to the appended claims for the application patent.
Claims (10)
1. a kind of statistical method of access log data, which is characterized in that the described method includes:
Stat commands row is obtained, the stat commands row includes statistical parameter;
Queried access record statistics library, records from the access and determines target storage corresponding with the statistical parameter in statistics library
Major key;Wherein, the access record statistics library includes that storage major key and the corresponding access of the storage major key record quantity, institute
Stating storage major key includes access information field value and access time;
The access time in the target storage major key and the corresponding access record quantity of target storage major key are read,
It obtains under the different access time, access information field value and the matched access of the statistical parameter record quantity.
2. the method according to claim 1, wherein before the step for obtaining stat commands row, further includes:
It obtains each row in original access log and accesses the field value of different field and access time in record;
The field value of each field is determined as access information field value, when according to the access information field value and access
Between, generate storage major key;
Statistics accesses field value and the access time of the corresponding field of record in the original access log, with the storage
The access that access information field value and access time match in major key records quantity;
Using the access record quantity as the value of storage major key, access record statistics library is generated.
3. the method according to claim 1, wherein when the access read in the target storage major key
Between and the corresponding access of target storage major key record quantity, obtain under the different access time, access information field value and
The step of matched access of statistical parameter records quantity, comprising:
Obtain preset numerical intervals;
Determine the numerical intervals that the access information field value in each target storage major key is fallen into;
It calculates that access time is identical and access information field value falls into the corresponding access of target storage major key of same numerical intervals
Record quantity and value, it obtains under the different access time, access note when access information field value falls into different numerical intervals
Record quantity.
4. the method according to claim 1, wherein the stat commands row further includes time granularity parameter;
The access time read in the target storage major key and the corresponding access of target storage major key record number
The step of amount, obtained under the different access time, and access information field value and the matched access of the statistical parameter record quantity, packet
It includes:
According to the time granularity parameter setting time interval;
Determine the time interval that the access time in each target storage major key fallen into;
Calculate fall into same time interval target storage major key it is corresponding access record quantity and value, obtain different time area
Between under, access information field value and the statistical parameter matched access record quantity.
5. according to the method described in claim 2, it is characterized in that, the field in the access record includes original access path
Field;
Each field value by each field is determined as access information field value, according to the access information field value and
Access time generates the step of storing major key, comprising:
The original access path of original access path field in each row access record is restrained, each row access record is obtained
Corresponding convergence access path;
According to the different convergence access path and the access time, storage major key is generated.
6. according to the method described in claim 2, it is characterized in that, the field in the access record includes terminal agent information
Field;
Each field value by each field is determined as access information field value, according to the access information field value and
Access time generates the step of storing major key, comprising:
By the terminal agent information of the terminal agent information field in each row access record, with the difference in crawler characteristic information library
The crawler characteristic information of search engine is matched;
If be matched in crawler characteristic information library with the consistent target crawler characteristic information of the terminal agent information, by mesh
The corresponding search engine of mark crawler characteristic information is determined as the terminal agent information word segment value of access record;
According to different described search engines and the access time, storage major key is generated.
7. according to claim 1 to method described in 6 any one, which is characterized in that described to read the target storage major key
In access time and the corresponding access of target storage major key record quantity, obtain under the different access time, access is believed
After the step of breath field value and the matched access of the statistical parameter record quantity, further includes:
According under the different access time, access information field value and the matched access of the statistical parameter record quantity, generate system
Count the results list;
The statistical result list is shown by Command Line Interface.
8. a kind of statistic device of access log data, which is characterized in that described device includes:
Stat commands row obtains module, and for obtaining stat commands row, the stat commands row includes statistical parameter;
Record storehouse enquiry module is accessed, for queried access record statistics library, records determining and institute in statistics library from the access
State the corresponding target storage major key of statistical parameter;Wherein, the access record statistics library includes storage major key and the storage
The corresponding access of major key records quantity, and the storage major key includes access information field value and access time;
Access record quantity obtains module, deposits for reading access time in target storage major key and the target
It stores up the corresponding access of major key and records quantity, obtain under the different access time, access information field value is matched with the statistical parameter
Access record quantity.
9. a kind of computer equipment, including memory and processor, the memory are stored with computer program, feature exists
In the step of processor realizes any one of claims 1 to 7 the method when executing the computer program.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program
The step of method described in any one of claims 1 to 7 is realized when being executed by processor.
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Application publication date: 20190809 |