Tabular Classification

the below parameters are for various tabular classification attack types to know more about the different attack input parameters see docid\ mvtlctnkashpx9mzjvb62 the values presented below are examples taken from the model used in the reference implementation it is important to customize these values to achieve the best performance for your particular model extraction { "attack type" "blackbox", "categorical columns info" "job,marital,education,default,housing,loan,contact,poutcome", "defense bestonly" "no", "encryption strategy" "0", "input dimensions" "100,18", "is category columns" "yes", "model api details" "na", "model framework" "scikit learn", "normalize data" "yes", "number of attack queries" "10000", "number of classes" "2", "use model api" "no", "vulnerability threshold" "0 00" } evasion { "categorical columns info" "job,marital,education,default,housing,loan,contact,poutcome", "defense bestonly" "no", "encryption strategy" "1", "input dimensions" "41188,18", "is category columns" "yes", "model api details" "na", "model framework" "scikit learn", "normalize data" "yes", "number of classes" "2", "use model api" "no" } { "tab" "examples", "url" "https //api aws boschaishield com/prod/api/ais/v1 5/model analyse", "name" "model anaylsis", "method" "post", "request" { "pathparameters" \[ { "name" "model id", "kind" "required", "type" "string", "description" "enter you model id", "children" \[] } ], "queryparameters" \[], "headerparameters" \[ { "kind" "required", "name" "org id", "type" "string", "children" \[], "description" "enter your organization id" }, { "kind" "required", "name" "x api key", "type" "string", "children" \[], "description" "enter your api key" } ], "bodydataparameters" \[], "formdataparameters" \[] }, "results" { "languages" \[ { "id" "dl4hdcclth6dutou opbd", "code" "// 200 ok returns a json object containing unique model id and urls to upload required files ", "language" "200", "customlabel" "" }, { "id" "fhrzsmfhkporakuqs5nwk", "language" "401", "code" "// 401 unauthorized returns an error message if the provided api key or org id is invalid or expired ", "customlabel" "" }, { "id" "ipx3tlcetwtoozemy0zqi", "language" "400", "code" "// 400 bad request error returns an error message if the application cannot or will not process the request due to something that is perceived to be a client error (for example, malformed request syntax, invalid request message framing, etc )", "customlabel" "" }, { "id" "x 4ris1xptvjjnqhgoyxk", "language" "412", "code" "// 412 precondition failed returns an error message if access to the target resource has been denied (for example if any of the parameter value is incorrect or license has expired)", "customlabel" "" } ], "selectedlanguageid" "x 4ris1xptvjjnqhgoyxk" }, "examples" { "languages" \[ { "id" "oq j7 jc68hxvp4dp5sli", "language" "python", "code" "import requests\n\nmodelid=\\"<< enter model id >>\\"\nurl = \\"https //api aws boschaishield com/prod/api/ais/v1 5/model analyse/\\"+modelid+\\"\\"\n\n# please select proper payload for your usecase for extraction, evasion or poisoning \npayload={\n # <\<enter payload data>>\n}\nheaders = {\n 'accept' 'application/json',\n 'x api key' '########################################',\n 'org id' '####################################################################################################'\n}\n\nresponse = requests request(\\"post\\", url, headers=headers, data=payload)\n\nprint(response text)", "customlabel" "" }, { "id" "2j4hww7ylszm8ia5 oe4p", "language" "curl", "code" "modelid=\\"<< enter model id >>\\"\ncurl location 'https //api aws boschaishield com/prod/api/ais/v1 5/model analyse/${modelid}' \\\\\n header 'x api key ########################################' \\\\\n header 'org id ####################################################################################################' \\\\\n header 'content type application/json' \\\\\n data '{\n <\<enter payload data>>\n}'", "customlabel" "" }, { "id" "klrzkt zqhtfs8eom28jy", "language" "nodejs", "code" "var request = require('request');\n\nmodelid = '<\<enter model id >>'\nvar options = {\n 'method' 'post',\n 'url' 'https //api aws boschaishield com/prod/api/ais/v1 5/model analyse/'+modelid+'',\n 'headers' {\n 'x api key' '########################################',\n 'org id' '####################################################################################################',\n 'content type' 'application/json'\n },\n body json stringify({\n // <\<enter task pair based payload>>\n })\n\n};\nrequest(options, function (error, response) {\n if (error) throw new error(error);\n console log(response body);\n});\n", "customlabel" "" }, { "id" "xehjjl ehgrpasijzxvyj", "language" "javascript", "code" "var myheaders = new headers();\nmyheaders append(\\"x api key\\", \\"########################################\\");\nmyheaders append(\\"org id\\", \\"####################################################################################################\\");\nmyheaders append(\\"content type\\", \\"application/json\\");\n\nvar raw = json stringify({\n // << enter payload details based on task pair >>\n});\n\nvar modelid = \\"<< enter model id >>\\"\n\nvar requestoptions = {\n method 'post',\n headers myheaders,\n body raw,\n redirect 'follow'\n};\n\nfetch(\\"https //api aws boschaishield com/prod/api/ais/v1 5/model analyse/\\"+modelid+\\"\\", requestoptions)\n then(response => response text())\n then(result => console log(result))\n catch(error => console log('error', error));", "customlabel" "" } ], "selectedlanguageid" "xehjjl ehgrpasijzxvyj" }, "description" "", "currentnewparameter" { "label" "path parameter", "value" "pathparameters" } } note in the response, copy job id this value is required to trigger the get apis see docid\ s mz7r0hnzicdqy6q 6hq the "job id" is used to retrieve model analysis metadata and check the processing status of the request it is also used for generating reports for the analyzed model copy the dashboard link from the response and open it in a new tab this allows users to monitor the job progress and download reports for using nodejs sample code, install npm package request given ample code for python is tested for python version 3 7 given sample code for nodejs and javascript is tested for node v20lts