EPhLddlZddlZddlZddlmZddlmZddlmZm Z m Z ddl m Z m Z mZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZdZdZdd d d dZ d d dddZ!dddddZ"de#dgejHddzdededZ%dZ&dZ'dZ(dZ)dZ*edfde e#eeefd efd!Z+d3d"Z,d#Z-d3d$ed%efd&Z.d'e e#d(e e#fd)Z/d'e e#d(dfd*Z0d'e e#d(dfd+Z1d,Z2d-Z3d4d/Z4d0Z5e6d1k(r e4d.2yy)5N)Path)SimpleNamespace)DictListUnion)ASSETS DEFAULT_CFGDEFAULT_CFG_DICTDEFAULT_CFG_PATHLOGGERRANKROOTRUNS_DIRSETTINGS SETTINGS_YAML TESTS_RUNNINGIterableSimpleNamespace __version__checkscolorstrdeprecation_warn yaml_load yaml_print)trainvalpredictexporttrack benchmark)detectsegmentclassifyposez coco8.yamlzcoco8-seg.yaml imagenet10zcoco8-pose.yaml yolov8n.ptzyolov8n-seg.ptzyolov8n-cls.ptzyolov8n-pose.ptzmetrics/mAP50-95(B)zmetrics/mAP50-95(M)zmetrics/accuracy_top1zmetrics/mAP50-95(P)z Arguments received: yoloz. Ultralytics 'yolo' commands use the following syntax: yolo TASK MODE ARGS Where TASK (optional) is one of z+ MODE (required) is one of a ARGS (optional) are any number of custom 'arg=value' pairs like 'imgsz=320' that override defaults. See all ARGS at https://docs.ultralytics.com/usage/cfg or with 'yolo cfg' 1. Train a detection model for 10 epochs with an initial learning_rate of 0.01 yolo train data=coco128.yaml model=yolov8n.pt epochs=10 lr0=0.01 2. Predict a YouTube video using a pretrained segmentation model at image size 320: yolo predict model=yolov8n-seg.pt source='https://youtu.be/LNwODJXcvt4' imgsz=320 3. Val a pretrained detection model at batch-size 1 and image size 640: yolo val model=yolov8n.pt data=coco128.yaml batch=1 imgsz=640 4. Export a YOLOv8n classification model to ONNX format at image size 224 by 128 (no TASK required) yolo export model=yolov8n-cls.pt format=onnx imgsz=224,128 5. Run special commands: yolo help yolo checks yolo version yolo settings yolo copy-cfg yolo cfg Docs: https://docs.ultralytics.com Community: https://community.ultralytics.com GitHub: https://github.com/ultralytics/ultralytics ) warmup_epochsboxclsdfldegreesshear)dropoutioulr0lrfmomentum weight_decaywarmup_momentumwarmup_bias_lrlabel_smoothinghsv_hhsv_shsv_v translatescale perspectiveflipudfliplrmosaicmixup copy_pasteconfr/fraction) epochspatiencebatchworkersseed close_mosaic mask_ratiomax_det vid_stride line_width workspacenbs save_period) saveexist_okverbose deterministic single_clsrectcos_lr overlap_maskr save_json save_hybridhalfdnnplotsshowsave_txt save_conf save_crop show_labels show_conf visualizeaugment agnostic_nms retina_masksboxeskerasoptimizeint8dynamicsimplifynmsprofilect|ttfr t|}|St|tr t |}|S)a< Convert a configuration object to a dictionary, whether it is a file path, a string, or a SimpleNamespace object. Args: cfg (str | Path | dict | SimpleNamespace): Configuration object to be converted to a dictionary. Returns: cfg (dict): Configuration object in dictionary format. ) isinstancestrrrrvars)cfgs cC:\Users\daisl\Desktop\realtime-object-detection\venv\Lib\site-packages\ultralytics/cfg/__init__.pycfg2dictrvNs<#T{#n J C )3i Jrt overridesct|}|r3t|}d|vr|jddt||i||}dD]2}||vst||tt fs"t ||||<4|jddk(rC|jddjdd|d<tjd |dd |jD][\}}| |tvrGt|tt fs1td |d |d t|jd|d|d|d |t vrjt|tt fs1td |d |d t|jd|d|d|d d|cxkrdkrnt#d |d |d|d|t$vr>t|ts.td |d |d t|jd|d|d |t&vst|t(r-td |d |d t|jd|d|d|d t+di|S)aQ Load and merge configuration data from a file or dictionary. Args: cfg (str | Path | Dict | SimpleNamespace): Configuration data. overrides (str | Dict | optional): Overrides in the form of a file name or a dictionary. Default is None. Returns: (SimpleNamespace): Training arguments namespace. save_dirN)projectnamer|model.ru;WARNING ⚠️ 'name=model' automatically updated to 'name='.'=z' is of invalid type z . Valid 'z' types are int (i.e. 'z=0') or float (i.e. 'z=0.5')gg?z' is an invalid value. Valid 'z!' values are between 0.0 and 1.0.z. 'z' must be an int (i.e. 'z=8')z' must be a bool (i.e. 'z =True' or 'z=False'))rvpopcheck_dict_alignmentrqintfloatrrgetsplitr warningitemsCFG_FLOAT_KEYS TypeErrortype__name__CFG_FRACTION_KEYS ValueError CFG_INT_KEYS CFG_BOOL_KEYSboolr)rtrxkvs ruget_cfgr_s 3-CY' S MM*d +S),"" " 8 3q6C<8Q[CF wwv'!gggr*005a8F TUXY_U`Taacde 1 =N":a#u+F!A3as*?Q@P@P?QR**+,CA3F[\][^^d!fgg''!!c5\2#as!A3.CDGDTDTCUV../S0GsJ_`a_bbh%jkkqC$q1QC0//0c1R&TUUl":a+=!A3as*?Q@P@P?QR$$%3&>qc!GHHm#Jq$,?!A3as*?Q@P@P?QR$$%3&>qcQCx!YZZ!( # )S ))rwcrt|ddr|j}t|Sddlm}|jxs,t rt jdz nt|jz }|xs|jxs |j}|t||z tdvr |jnd}t|S) z ;,,m]4;;1A#AX`dhdmdm"m2tyy2tyyk!$w-$"6RVZaRagkl >rwc8|jjD]x}|dk(r#t|d|jddk(|d<|dk(r#t|d|jddk(|d<|dk(sYt|d|jd|d<z|S)z4Hardcoded function to handle deprecated config keys. hide_labelsrbFalse hide_confrcline_thicknessrM)copykeysrr)customkeys ru_handle_deprecationrs{{}!!# -  S- 0$*JJ}$=$HF= ! +  S+ ."(**["9W"DF;  " " S, /#)::.>#?F< $ Mrwbasercbt|}d||fD\}}|Dcgc] }||vs| }}|rvddlm}d}|D]V} || |} | Dcgc]}|j| |d||n|!} }| rd| dnd} |d t d d | d | d z }Xt |t z|ycc}wcc}w)a This function checks for any mismatched keys between a custom configuration list and a base configuration list. If any mismatched keys are found, the function prints out similar keys from the base list and exits the program. Args: custom (dict): a dictionary of custom configuration options base (dict): a dictionary of base configuration options e (Error, optional): An optional error that is passed by the calling function. c3NK|]}t|jywN)setr).0xs ru z'check_dict_alignment..sD^c!&&(m^s#%r)get_close_matchesr~NrzSimilar arguments are i.e. rrredboldz ' is not a valid YOLO argument.  )rdifflibrrr SyntaxError CLI_HELP_MSG) rre base_keys custom_keysr mismatchedrstringrmatches match_strs rurrs! (FDdF^DI{(?[AY,>![J?-A'95GSZ[SZa488A;+B!Ad1gY'ISZG[DK5gYa@QSI (5&!455UV_U``bc cF  &</0a7@\s B'B' $B,rreturncg}t|D]\}}|dk(r7d|cxkrt|dz kr nn|dxxd||dzz cc<||dz=B|jdr=|t|dz kr,d||dzvr"|j|||dz||dz=|j dr|dkDr|dxx|z cc<|j||S)a Merges arguments around isolated '=' args in a list of strings. The function considers cases where the first argument ends with '=' or the second starts with '=', as well as when the middle one is an equals sign. Args: args (List[str]): A list of strings where each element is an argument. Returns: List[str]: A list of strings where the arguments around isolated '=' are merged. rrr'r) enumeratelenendswithappend startswith)rnew_argsiargs rumerge_equals_argsrsHD/3 #:!a/#d)a-/ RLaQU }- -LQU \\# 1s4y1}#4DQK9O OOseDQK=1 2QU ^^C QU RLC L OOC " Orwcddlm}|ddk(r't|dkDr|dnd}|j|y|ddk(r|j yy)a Handle Ultralytics HUB command-line interface (CLI) commands. This function processes Ultralytics HUB CLI commands such as login and logout. It should be called when executing a script with arguments related to HUB authentication. Args: args (List[str]): A list of command line arguments Example: ```bash python my_script.py hub login your_api_key ``` r)hubloginr'r~logoutN) ultralyticsrrrr)rrrs ruhandle_yolo_hubrsM  Aw'TQd1gB # aH   rwcd} t|r}|ddk(r>tjtjt j dn7td|D}tt|tj|t j d|tty #t$r&}t jd|d|d Yd }~y d }~wwxYw) a Handle YOLO settings command-line interface (CLI) commands. This function processes YOLO settings CLI commands such as reset. It should be called when executing a script with arguments related to YOLO settings management. Args: args (List[str]): A list of command line arguments for YOLO settings management. Example: ```bash python my_script.py yolo settings reset ``` z=https://docs.ultralytics.com/quickstart/#ultralytics-settingsrresetzSettings reset successfullyc32K|]}t|ywr)parse_key_value_pair)ras rurz'handle_yolo_settings..sADq/2Dsu💡 Learn about settings at u WARNING ⚠️ settings error: 'z'. Please see z for help.N) anyrunlinkrrr infodictrupdater Exceptionr)rurlnewrs ruhandle_yolo_settingsrs JC\ t9Aw'!$$&  9:ADAA$Xs3$ 3C59:=! \9!N3%zZ[[\sB/B44 C#=CC#c|jdd\}}|j|j}}|s Jd|d|t|fS)z4Parse one 'key=value' pair and return key and value.rr'z missing 'z' value)rstrip smart_value)pairrrs rurr"sP ::c1 DAq 779aggiqA $ !G$$1 k!n rwc|j}|dk(ry|dk(ry|dk(rytjt5t |cdddS#1swY|SxYw)zEConvert a string to an underlying type such as int, float, bool, etc.noneNtrueTfalseF)lower contextlibsuppressreval)rv_lowers rurr*sTggiG& F  G    +7, + +s AAr~c 0 |r|jdntjddstjt ydt jdfddfdfd td }ittDcic]}|dc}tDcic]}|dc}|}|j|jDcic] \}}|d | c}}|j|jDcic],\}}t|dkDs|jd s'|dd |.c}}i||jDcic] \}}d|| c}}|jDcic] \}}d|| c}}}i}t!D]}|j#dr$tj$d|d|ddd|dd}|jdr$tj$d|d|dd d|dd }d|vr t'|\}}|dk(rg|etjdt(d|t+t j,|jDcic]\}}|dk7s ||}}}n|||<|tvr||d<|tvr||d<|j9|vr||j9y|tvrt;t|t<rd||<c|tvr-t1dt?dd |d!|dt|d"t t7||dit7|||jAd} | 5tBjDxsd#} tj$d$td%| dn$| tvrt3d&| d'td(t |jGdd} | r4| tvrt3d)| d*td(t d+|vr tH| |d+<|jGd+tBjJ} | d,} tj$d-| d| |d+<d.| j9vrd d/l&m'} | | } nRd0| j9vrd d1l&m(} | | } n1d2| j9vrd d3l&m)}|| } nd d4l&m*}|| | 5} t;|jAd6tVr| jY|d6| | jZk7rD| r6tj$d7| d8| jZd9| d:| jZd; | jZ} | d|d=dn| d?vr^d@|vrdA|vrt`jA| xstBjZtBjb|d@<tj$dB|d@dn<| dCk(r7dD|vr3tBjdxsdE|dD<tj$dF|dDdtg| | dHi|tjdG| ycc}wcc}wcc}}wcc}}wcc}}wcc}}wcc}}w#t.t0t2t4f$r}t7||di|Yd}~d}~wwxYw)Iar This function is the ultralytics package entrypoint, it's responsible for parsing the command line arguments passed to the package. This function allows for: - passing mandatory YOLO args as a list of strings - specifying the task to be performed, either 'detect', 'segment' or 'classify' - specifying the mode, either 'train', 'val', 'test', or 'predict' - running special modes like 'checks' - passing overrides to the package's configuration It uses the package's default cfg and initializes it using the passed overrides. Then it calls the CLI function with the composed cfg  r'Nc4tjtSr)r rrrrwruzentrypoint..Ns  L1rwc4tjtSr)r rrrrwrurzentrypoint..Ps 6;;{3rwc tddSNr')rrsrurzentrypoint..Qs0ab:rwc ttSr)rr rrwrurzentrypoint..Rs z"23rwc tddSrrrsrurzentrypoint..SstABx0rwctSrrrsrurzentrypoint..Ts .rw)helprversionsettingsrtrrzcopy-cfgrsr-z--uWARNING ⚠️ 'z5' does not require leading dashes '--', updating to 'r,z4' does not require trailing comma ',', updating to 'rrtz Overriding z with r~rrTrrrzR' is a valid YOLO argument but is missing an '=' sign to set its value, i.e. try 'z' ru2WARNING ⚠️ 'mode' is missing. Valid modes are z. Using default 'mode=zInvalid 'mode=z'. Valid modes are z. zInvalid 'task=z'. Valid tasks are r}r%u8WARNING ⚠️ 'model' is missing. Using default 'model=rtdetr)RTDETRfastsam)FastSAMsam)SAM)YOLO)r pretrainedu!WARNING ⚠️ conflicting 'task=z' passed with 'task=z' model. Ignoring 'task=z' and updating to 'task=z' to match model.)rrsourceu:WARNING ⚠️ 'source' is missing. Using default 'source=)rrdataresumeu6WARNING ⚠️ 'data' is missing. Using default 'data=rformat torchscriptu:WARNING ⚠️ 'format' is missing. Using default 'format=u6💡 Learn more at https://docs.ultralytics.com/modes/r)4rsysargvr rrrcollect_system_infocopy_default_cfgr TASKSMODESrrrrrrrrr r check_yaml NameErrorrrAssertionErrorrrrqrrrr rr TASK2MODELr}rrrrrrrloadrr r TASK2DATAr r r)debugspecialrfull_args_dictrrxrrrrrr}rrrrrs @ru entrypointr9s!&EKK 388QR 8D  L!2,,3:30.$&Gm(le,DeQWe,DlZ_H`Z_UVDZ_H`ldklN NN 81AaD!G89 NN'--/\/$!QSVaZAJJWZOAcrFAI/\]rrGMMODODAqqWaZODrahananapHqapY]YZ\]2aSSTapHqrGI t $ <<  NN-aS0efghihjfkellno p!"A ::c? NN-aS0defgjhjekdllno p#2A !8 A+A.1:!-KK+.>-?vaS IJ6?@Q@QRS@T6U6[6[6] l6]FAsabfkakC6]I l#$IaL%Z !If  %Z !If  WWY' ! GAGGI   " "z2B12Et'LIaL " "(5&!"==>CqAQRSAT@UUXYeXfhi i !!R 9?%D3 == D |,9KE7Rhimhnnpqr U >$/B5'\N[\\ == &D u ~dV3FugSQ]P^_` ` ) #!+D!1Ig  MM';#4#4 5E }QRWQXXZ[\Ig5;;= &u  ekkm #' %++- #E $U&)-- -s3 9\*+ uzz  NN>tfDXY^YcYcXde--1F2J5::,Vgi jzz ## (A)00:F (ST]^fTgShhjkl ! !  "xy'@ ) d.Fk6F6F HXHX YIf  NNST]^dTeSffhi j   9 $"-"4"4"E Ih  NNWXabjXkWllno pGE4%9% KKHOPS-EH`9\DHq!m{JG A$^aWa@@ Asa< X: X??Y 5Y Y Y Y+YA#Y"# Y1Y6 Y"Y""Z;ZZctjtjj ddz }t j t|tjtd|d|dy)zSCopy and create a new default configuration file with '_copy' appended to its name.z.yamlz _copy.yamlz copied to z> Example YOLO command with this new custom cfg: yolo cfg='z' imgsz=320 batch=8N) rcwdr r|replaceshutilcopy2r r)new_files rurrscxxz,1199'<PPH LL!8, KK#$Kz:QQYPZZmoprw__main__)rr)r~)7rr!rpathlibrtypesrtypingrrrultralytics.utilsrr r r r r rrrrrrrrrrrrrrrr TASK2METRICrrrrrrrrrvrrrrrrrrrrrrrrwrur*s !$$RRRRR B/#0@ldu v    $$' ! #  fX 4567+,1'2++0'2 ! JJ[A N "