|hddlZddlZddlZddlZddlZddlZddlZddlZddlZddl Z ddl m Z ddl m Z ddlmZddlmZddlZddlZddlZddlmZmZmZmZmZmZmZmZmZm Z m!Z!m"Z"m#Z#m$Z$m%Z%m&Z&m'Z'm(Z(m)Z)m*Z*m+Z+m,Z,m-Z-m.Z.m/Z/m0Z0e%jbdz dfd Z2ejfd9d e4fd Z5d e6fd Z7d:d Z8ejfdZ9ejf d;de:de:de:de6de6de:d e6fdZ;dd>de:de6de6d e6fdZ?e+e%jbdz dddfdZ@dZAd?d ZBd@d!e:de6fd"ZCdAd#ZDdBd$ZEdCd%ZFd&ZGejfdDd'ZHdEd(ZId)ZJd*ZKe%fd+ZLdFd,eeMfd-ZNd eOfd.ZPd e6fd/ZQd0ZRd1ZSd e6fd2ZTe?d3dd4eAe#jd3ZVe#jd5ZWe#jd6ZXe?d7d8ZYe?d5d8ZZy)GN)metadata)Path)SimpleNamespace)Optional)ARM64ASSETS AUTOINSTALLIS_COLAB IS_GIT_DIR IS_JETSON IS_KAGGLEIS_PIP_PACKAGELINUXLOGGERMACOSONLINEPYTHON_VERSION RKNN_CHIPSROOTTORCHVISION_VERSIONUSER_CONFIG_DIRWINDOWSRetryThreadingLocked TryExcept clean_urlcolorstr downloadsis_github_action_runningurl2filezrequirements.txtc|r2tj|jDcgc] }d|vs| }}n't|j j }g}|D]}|j }|s|jdr(|jddj }tjd|x}sc|jt|d|dr|dj nd|Scc}w) a4 Parse a requirements.txt file, ignoring lines that start with '#' and any text after '#'. Args: file_path (Path): Path to the requirements.txt file. package (str, optional): Python package to use instead of requirements.txt file. Returns: requirements (List[SimpleNamespace]): List of parsed requirements as SimpleNamespace objects with `name` and `specifier` attributes. Examples: >>> from ultralytics.utils.checks import parse_requirements >>> parse_requirements(package="ultralytics") z extra == #rz ([a-zA-Z0-9-_]+)\s*([<>!=~]+.*)?r!)name specifier) r distributionrequiresr read_text splitlinesstrip startswith partitionrematchappendr) file_pathpackagexr) requirementsliner0s W/var/www/html/test/engine/venv/lib/python3.12/site-packages/ultralytics/utils/checks.pyparse_requirementsr84s '44W=FF_!+]^J^A__ ?,,.99;Ltzz| ,>>#&q)//1D!DdKKuK##OqafghaiUSTX^^M]oq$rs t `s C>C>returnc  ttttjd|ddS#t $r%}t jd|d|Yd}~yd}~wwxYw)a* Convert a version string to a tuple of integers, ignoring any extra non-numeric string attached to the version. Args: version (str): Version string, i.e. '2.0.1+cpu' Returns: (tuple): Tuple of integers representing the numeric part of the version, i.e. (2, 0, 1) z\d+Nzfailure for parse_version(z), returning (0, 0, 0): )rrr)tuplemapintr/findall Exceptionrwarning)versiones r7 parse_versionrDTs[Sbjj9"1=>?? 3G9zis_ascii..ps,s1v|,s)allstr)ss r7is_asciirOfs ,SV, ,,c ltt|tjr|j n|}t|tr|g}nt|t t fr t |}n]t|tr(|jr t|gn t|}n%td|dt|jdt||kDrHd}|dk7rtd|d|tj dt |d |t |g}|Dcgc]'}t t#j$||z |z|)}}||k7rtj d|d |d ||d k(rt|dk(r |d |d g}|S|dk(rt|dk(r|d }|S|}|Scc}w)a- Verify image size is a multiple of the given stride in each dimension. If the image size is not a multiple of the stride, update it to the nearest multiple of the stride that is greater than or equal to the given floor value. Args: imgsz (int | List[int]): Image size. stride (int): Stride value. min_dim (int): Minimum number of dimensions. max_dim (int): Maximum number of dimensions. floor (int): Minimum allowed value for image size. Returns: (List[int] | int): Updated image size. z'imgsz=z' is of invalid type zK. Valid imgsz types are int i.e. 'imgsz=640' or list i.e. 'imgsz=[640,640]'z'train' and 'val' imgsz must be an integer, while 'predict' and 'export' imgsz may be a [h, w] list or an integer, i.e. 'yolo export imgsz=640,480' or 'yolo export imgsz=640'r$zimgsz=z is not a valid image size. zupdating to 'imgsz=z'. z must be multiple of max stride z, updating to r%r)r> isinstancetorchTensormaxlistr<rM isnumericeval TypeErrortype__name__len ValueErrorrrAmathceil)imgszstridemin_dimmax_dimfloormsgr4szs r7 check_imgszrgss FELL!Av NF% ED%= )U  E3  % 1U tE{eW1$u+2F2F1GHX Y   5zG Y  a<veW,HNO O,SZLC5ABU >C D#diiF #f,e 4 DB D U{w&Fvhn]_\`ab#a>> check_version(current="22.04", required="==22.04") Check if current version is greater than or equal to 22.04 >>> check_version(current="22.10", required="22.04") # assumes '>=' inequality if none passed Check if current version is less than or equal to 22.04 >>> check_version(current="22.04", required="<=22.04") Check if current version is between 20.04 (inclusive) and 22.04 (exclusive) >>> check_version(current="21.10", required=">20.04,<22.04") zinvalid check_version(, z!) requested, please check values.Trz& package is required but not installedNF sys_platformwin32linuxmacosdarwinr!,z([^0-9]*)([\d.]+)z>=z==z!=z<=>>@ GB ' " :!q&F 4ZAFF 4ZaF 4ZaF 3YAF 3YAF!" F8*$6tfBwiG_`c_de %g. .  NN7 # MW,, )WI5[*\]cdd  sE''F:FFcddl} |jjj|j d|dd}|j dk(r|j dd Sy#t$rYywxYw) z Return the latest version of a PyPI package without downloading or installing it. Args: package_name (str): The name of the package to find the latest version for. Returns: (str): The latest version of the package. rNzhttps://pypi.org/pypi/z/jsonr;)timeoutinforB)requestspackagesurllib3disable_warningsget status_codejsonr@) package_namerresponses r7check_latest_pypi_versionr s|!!224<<"8e LVW<X   3 &==?6*95 5 ' sAA'' A32A3ctrBtr< ddlm}t }t |d|rt jd|dy yy#t$rYywxYw)z Check if a new version of the ultralytics package is available on PyPI. Returns: (bool): True if an update is available, False otherwise. r) __version__r~z)New https://pypi.org/project/ultralytics/u8 available 😃 Update with 'pip install -U ultralytics'TF) rr ultralyticsrrrrrr@)rlatests r7check_pip_update_availabler sn.  /.0F[AfX,7 ?xH?@ 8     s8A AAcHddlm}t|j}t|z }|j r|S|j Dcgc] }||vs| }}t|r|dSd|}tj|drtj|||Sycc}w)z Find font locally or download to user's configuration directory if it does not already exist. Args: font (str): Path or name of font. Returns: (Path): Resolved font file path. r) font_managerz?https://github.com/ultralytics/assets/releases/download/v0.0.0/T)check)urlfileN) matplotlibrrr&rexistsfindSystemFontsanyris_url safe_download)fontrr&rrNmatchesrs r7 check_fontr7s( :??D T !D {{} '668FQDAIqFGF 7|qz LD6 RC4(Cd3 ) Gs BBTminimumc*tt|d||S)a Check current python version against the required minimum version. Args: minimum (str): Required minimum version of python. hard (bool): If True, raise an AssertionError if the requirement is not met. verbose (bool): If True, print warning message if requirement is not met. Returns: (bool): Whether the installed Python version meets the minimum constraints. Python)r&rsrt)rr)rrsrts r7 check_pythonrWs xdT[ \\rProc0tddd}t|trm|j}|j s J|d|dt |Dcgc]+}|j |vs|j |j-}}nt|tr|g}g}|D]}}|jddjdd } tjd | } | d | d r| d jnd } } ttj | | sJt)d d d} dj+d|D}|r|rt,rt/|}t1j2|dd|d kDzd|d t5j4}t6sJdt1j2| ||t8 xr t;t5j4|z }t1j2|d|ddt1j<|dtdddyyycc}w#t"tj$f$r|j'|YwxYw#t>$r$}t1j<|d|Yd}~yd}~wwxYw)a Check if installed dependencies meet Ultralytics YOLO models requirements and attempt to auto-update if needed. Args: requirements (Path | str | List[str]): Path to a requirements.txt file, a single package requirement as a string, or a list of package requirements as strings. exclude (tuple): Tuple of package names to exclude from checking. install (bool): If True, attempt to auto-update packages that don't meet requirements. cmds (str): Additional commands to pass to the pip install command when auto-updating. Examples: >>> from ultralytics.utils.checks import check_requirements Check a requirements.txt file >>> check_requirements("path/to/requirements.txt") Check a single package >>> check_requirements("ultralytics>=8.0.0") Check multiple packages >>> check_requirements(["numpy", "ultralytics>=8.0.0"]) redboldz requirements: z not found, check failed./z.gitr!z([a-zA-Z0-9-_]+)([<>!=~]+.*)?r$r%)timesdelayc|r>d|d|d} tj|dtjjStjd |d|d jS#tj$rh}|j rVd|j jvr:tj|j ddd jcYd }~Sd }~wwxYw) zGAttempt package installation with uv if available, falling back to pip.zuv pip install --no-cache-dir rzN --index-strategy=unsafe-best-match --break-system-packages --prerelease=allowT)shellstderrzNo virtual environment foundzuv pip installzuv pip install --systemrNzpip install --no-cache-dir )rk check_outputPIPEdecodeCalledProcessErrorrreplace)rcommandsuse_uvbaserCs r7attempt_installz+check_requirements..attempt_installs 3H:QxjIWXD !..t4 X__aa&&)DXJaPXz'Zbfgnnpp 00 88 >!((//BS S%22 %57PQY]fh  s$3A,,C'?AC"C'!C""C'c3(K|] }d|d yw)"Nro)rIr4s r7rKz%check_requirements..s(a1QCq(sz Ultralytics requirementrNz$ not found, attempting AutoUpdate...zAutoUpdate skipped (offline))ru AutoUpdate success ✅ .1fz;Restart runtime or rerun command for updates to take effect u ❌ NFT) rrRrresolverr8r&r'rM rpartitionrr/r0r,rrrBAssertionErrorrr1rjoinr r\rrtimerrrprAr@)r5excludeinstallcmdsprefixrr4pkgsr r_strippedr0r&rrrrNntdtrCs r7check_requirementsrfsz0eV_ 5F,%##%{{}I$/HII}:LT:RlQVWV\V\dkVk166(1;;-0l l L# &$~ D \\#&r*2262> 9:FquQx58>>#3Rh  !1!1$!7B BB  ! q q (4((A {D A KK6(":3!a%=/4&Ptu v IIK===v OAtIr#haHIha1n opprs  em = =>  KKN B &qc23 s7H2,H2?!H7B(I(7*I%$I%( J1JJc dgdgdgdgdgdgdgdgd gd gd }d jtjjd ddjd dd}||vrw||}d jt jd ddjd ddt fd|Dr#t jdd|d|ddyyy)a1 Check the installed versions of PyTorch and Torchvision to ensure they're compatible. This function checks the installed versions of PyTorch and Torchvision, and warns if they're incompatible according to the compatibility table based on: https://github.com/pytorch/vision#installation. z0.22z0.21z0.20z0.19z0.18z0.17z0.16z0.15z0.14z0.13) z2.7z2.6z2.5z2.4z2.3z2.2z2.1z2.0z1.13z1.12.+r$rNr%c3(K|] }|k7 yw)Nro)rIr v_torchvisions r7rKz$check_torchvision..s?a}!?sz torchvision==z is incompatible with torch==z . Run 'pip install torchvision==z' to fix torchvision or 'pip install -U torch torchvision' to update both. For a full compatibility table see https://github.com/pytorch/vision#installation)rrSrrrrLrrA)compatibility_tablev_torchcompatible_versionsrs @r7check_torchvisionrsxxxxxxxx hhu((..sA6q9??DRaHIG%%1':!4!:!:3!B1!E!K!KC!PQSRS!TU ?+>? ? NN .KG9U11DQ1G0HIdd  @&rPc|r|rt|tr|h}t|ttfr|n|gD]V}t|j ddj j x}s?d||vrGJ||d|d|yyy)a Check file(s) for acceptable suffix. Args: file (str | List[str]): File or list of files to check. suffix (str | tuple): Acceptable suffix or tuple of suffixes. msg (str): Additional message to display in case of error. rrz acceptable suffix is z, not .N)rRrMrVr<rlowerr,)rsuffixrefrNs r7 check_suffixrs  fc "XF#D4-8tf ^AF%%c*2.446<<>>q>1#w&(]SE!4J6(RYZ[Y\*]]( ^trPrc*d|vsd|vrd|vr|jdd}|Sd|vrnd|vrj|}tjdd|}tjd d|}tjd d|}||k7r|rtjd |d |d |S)a  Replace legacy YOLOv5 filenames with updated YOLOv5u filenames. Args: file (str): Filename to check and potentially update. verbose (bool): Whether to print information about the replacement. Returns: (str): Updated filename. yolov3yolov5zu.yaml.yaml.ptuz(.*yolov5([nsmlx]))\.ptz\1u.ptz(.*yolov5([nsmlx])6)\.ptz(.*yolov3(|-tiny|-spp))\.ptuPRO TIP 💡 Replace 'model=z' with new 'model=z'. YOLOv5 'u' models are trained with https://github.com/ultralytics/ultralytics and feature improved performance vs standard YOLOv5 models trained with https://github.com/ultralytics/yolov5. )rr/subrr)rrt original_files r7check_yolov5u_filenamers48t+ t <<'2D Kd]s$ M664iFD665y$GD668)TJD}$ 2=/ASTXSYZcd KrPct|}|js-|jtjvr|j dS|S)z Return a model filename from a valid model stem. Args: model (str): Model stem to check. Returns: (str | Path): Model filename with appropriate suffix. r)rrstemrGITHUB_ASSETS_STEMS with_suffix)modelpaths r7check_model_file_from_stemrs; ;D ;;499 (E(EE&& LrPc\t||t|j}t|}|r? ? Z!^#&s dF ..rPct|j}t|j}|jxr/|jdt |j|jk(S)a Check if the resolved path is under the intended directory to prevent path traversal. Args: basedir (Path | str): The intended directory. path (Path | str): The path to check. Returns: (bool): True if the path is safe, False otherwise. N)rrrpartsr\)basedirrbase_dir_resolved path_resolveds r7check_is_path_saferMscW --/J&&(M    ! tm&9&9:XC@Q@W@WEnvironment does not support cv2.imshow() or PIL Image.show() NF)rr r osenvironcv2imshownpzerosuint8waitKeydestroyAllWindowsr@rrA)warnrCs r7 check_imshowr^s   11 * Y,Y Y* 6288IRXX>? A  A   NN\]^\_` asB$B'' C0CCc ddl}ddlm}trt j dd|r}d}|j j}t jd\}}}d tjd ||z d d ||z |z d d||z d d } ddl m } | jnd} ||dtj d| y#t$rY.wxYw)z Return a human-readable YOLO software and hardware summary. Args: verbose (bool): Whether to print verbose information. device (str | torch.device): Device to use for YOLO. rN) select_device sample_dataT) ignore_errors@r(z CPUs, rz GB RAM, z GB disk))displayr!F)devicenewlineuSetup complete ✅ )psutilultralytics.utils.torch_utilsrr shutilrmtreevirtual_memorytotal disk_usager  cpu_countIPythonr clear_output ImportErrorrr) rtrr rgibramr%usedfreerNrs r7 check_yolor/xs; m48##%++"--c2tT wsSyoY PS?STW>XXYZ_beZefiYjjs t  '  " / KK%aS)*    sC CCc ddl}ddlm}ddlm}m}d}t jj}ttjd\}}}tj|ttrdn trdnd t!t"|j%j&|z d d ||z |z d d||z d d |t)j*|r |d nd|rt jj-nd|rt j.jndd } t1j2ddj5d| j7Dzdzi} t9dD]} t;j.| j<} t?| t!| j@| j<drdnd} | | | j@| | j<<t1j2| j<d| | j<| | d<tErt)jFdt)jFdt)jFdt)jFdt)jFdt)jFdd }t1j2ddj5d!|j7Dz|| d"<| S#t:jB$rd} d} Y9wxYw)#z Collect and print relevant system information including OS, Python, RAM, CPU, and CUDA. Returns: (dict): Dictionary containing system information. rN) ENVIRONMENT) get_cpu_info get_gpu_inforrgitpipotherz.2fz GBr)index) OS EnvironmentrInstallrRAMDiskCPUz CPU countGPUz GPU countCUDArc30K|]\}}|d|yw)<20NrorIkrs r7rKz&collect_system_info..s M41aAc71# Mr)r3T)r&rsu✅ u❌ z(not installed)rAz Package Info RUNNER_OSGITHUB_EVENT_NAMEGITHUB_WORKFLOW GITHUB_ACTORGITHUB_REPOSITORYGITHUB_REPOSITORY_OWNER)rErFrGrHrIrJc30K|]\}}|d|yw): NrorBs r7rKz&collect_system_info..s$QTQs"QC[$QrDz GitHub Info)$r ultralytics.utilsr1r!r2r3rScuda is_availabler/r"r&platformrr rrMrr$r%r r' device_countrBrrritemsr8rr&rr'rrgetenv)r r1r2r3r+rNr%r-r. info_dict package_inforrqis_met github_infos r7collect_system_inforXs{-H C :: " " $DL))#.E4!" &5^ED '')//#5c:#>DLC',Aeck#->cB~\\^(,|!$$26UZZ,,.D&* "" I KKtyy M9??;L MMMPTTUL  6; &&qvv.G,Wc!++6FQVVZ^_VekF#)'1;;-@ QVV qvvcl<#7"89:;!-In!;/!#+>!?!yy):;IIn5!#+>!?')yy1J'K    D499$Q[=N=N=P$QQQR#. - ),, 'GF s7AK%%L?Lc  ddlmtjj t d} j dvrytjdtj}tjj }t|j|rtj |d|dy fd }t"d z }tj$|d d } dd lm}||d|sJtj$|dy#t*$rtj |d|Yyt,t.f$rtj |d|Yyt0$rtj2|dYywxYw)a} Check the PyTorch Automatic Mixed Precision (AMP) functionality of a YOLO model. If the checks fail, it means there are anomalies with AMP on the system that may cause NaN losses or zero-mAP results, so AMP will be disabled during training. Args: model (torch.nn.Module): A YOLO model instance. Returns: (bool): Returns True if the AMP functionality works correctly with YOLO11 model, else False. Examples: >>> from ultralytics import YOLO >>> from ultralytics.utils.checks import check_amp >>> model = YOLO("yolo11n.pt").model.cuda() >>> check_amp(model) r)autocastzAMP: >cpumpsFzV(nvidia|geforce|quadro|tesla).*?(1660|1650|1630|t400|t550|t600|t1000|t1200|t2000|k40m)u#checks failed ❌. AMP training on zW GPU may cause NaN losses or zero-mAP results, so AMP will be disabled during training.c|gdz}tdtjjdz}|||ddjj}d5|||ddjj}d d d ~|j j k(xr&t j||jd S#1swYKxYw) zAll close FP32 vs AMP results.r F)r`rrtrT)enabledNg?)atol) rUr>raboxesdatashaperSallclosefloat) mimbatchr`abrZrrs r7 amp_allclosezcheck_amp..amp_allclosesqCU\\--/!345 e5 ? B H H M M d # R%uVUCAFLLQQA R ww!''!LennQ &LL R Rs $$CCzbus.jpgz1running Automatic Mixed Precision (AMP) checks...z`Setting 'amp=True'. If you experience zero-mAP or NaN losses you can disable AMP with amp=False.)YOLO yolo11n.ptuchecks passed ✅zGchecks skipped. Offline and unable to download YOLO11n for AMP checks. zichecks skipped. Unable to load YOLO11n for AMP checks due to possible Ultralytics package modifications. zchecks failed. Anomalies were detected with AMP on your system that may lead to NaN losses or zero-mAP results, so AMP will be disabled during training.T)r!rZnext parametersrrrZr/compile IGNORECASErSrNget_device_nameboolsearchrrArrrrmConnectionErrorAttributeErrorrrerror) rrpatterngpurlrh warning_msgrmrZrs ` @@r7 check_ampr|s&7 %""$ % , ,F g F {{n$** egigtgt jj((0 s# $ NN(=cUC[\ M ) B KK6(KLMtK$D.333 vh/01  x&!hithuvw  / 0 hhhsgt v    hW X  s+/D#F (F * F  F cz tjd|ddjddS#t$rYywxYw)z Return human-readable git description, i.e. v5.0-5-g3e25f1e https://git-scm.com/docs/git-describe. Args: path (Path): Path to git repository. Returns: (str): Human-readable git description. zgit -C z describe --tags --long --alwaysTrNrr!)rkrrr@)rs r7 git_describer~ sI&&6V'W_cdkkmnqoqrr s +. ::argsc  d tjj}tj|\}}}}}|Btj|\}}}}|j D cic] \}} ||vs || }}} t |jjtjd}|r|dnd|r|dndz} tjt| dj! fdt#|j Dzycc} }w#t$rt |j}YwxYw)z Print function arguments (optional args dict). Args: args (dict, optional): Arguments to print. show_file (bool): Whether to show the file name. show_func (bool): Whether to show the function name. czt|tr*|jdrt|dkDr t |S|S)zTClean longer Ultralytics HUB URLs by stripping potential authentication information.httpd)rRrMr-r\r)rs r7 strip_authzprint_args..strip_auth:s5 *1c 2q||F7KPSTUPVY\P\y|dcddrPNr!rLrvc3>K|]\}}|d|yw)=Nro)rIrCrrs r7rKzprint_args..Hs$'`41a1#Qz!}o(>'`s)inspect currentframef_back getframeinfo getargvaluesrRrr relative_torrr]rrrrrsorted) r show_file show_funcr4r_funcfrmrCrrNrs @r7 print_argsr0s!e %%A!..q1D!T1a |!..q1aC!$:AT 1::Dz!!#//5AA"E"D6rYbkBOA KK dii'`6RVR\R\R^K_'```a ; Dzs- D":D";D((E E c"trtjjS t j gdd}|j jddd}t|S#tjttf$rYywxYw)z Get the number of NVIDIA GPUs available in the environment. Returns: (int): The number of NVIDIA GPUs available. )z nvidia-smiz--query-gpu=countz--format=csv,noheader,nounitszutf-8)encodingrr$r) r rSrNrQrkrr,rr>rrnr])output first_lines r7cuda_device_countrKs~zz&&(( ,,T_fF  --dA6q9Jz? "--/@*M  sAA--B BctdkDS)z Check if CUDA is available in the environment. Returns: (bool): True if one or more NVIDIA GPUs are available, False otherwise. r)rrorPr7cuda_is_availableres   ""rPctrdtr^ td5}|j}|j d^}}|j ddt vr dddy dddyyy#1swY xYw#t$rYywxYw)z Check if the current environment is running on a Rockchip SoC. Returns: (bool): True if running on a Rockchip SoC, False otherwise. z/proc/device-tree/compatibler|r!NTF)rropenreadrrrOSError)rdev_strrsocs r7 is_rockchipros  45 &&(!--,C;;vr*j8   9      s. A8>A,A8!A8,A51A88 BBc ddlm}d|jvry tjddgddd}d|j jvS#tj ttjf$rYy wxYw) z Check if the system has Intel hardware (CPU or GPU). Returns: (bool): True if Intel hardware is detected, False otherwise. r)r2intelTzxpu-smi discovery)rjtextrF) r!r2rrkrlstdoutTimeoutExpiredrnSubprocessError)r2rs r7is_intelrs};,.&&((K 8TXbcd&----///  % %'8*:T:T Us6A(BBctryd}tj|dtjtjjdk(S)z Check if the sudo command is available in the environment. Returns: (bool): True if the sudo command is available, False otherwise. Fzsudo --versionT)rrrr)rrkrlDEVNULLrm)cmds r7is_sudo_availablers< C >>#T*2D2DZM_M_ ` k kop pprPz3.8)rsrtz3.12z3.13z3.10r)0.0.0) r$r%r)rrrBFFr!)r)z Arial.ttf)z3.8.0TF)rnrr!)T)yolo11n)r!TrT))rz.ymlT)F)Tr!)NTF)[ functoolsrrr^r rPr/r"rkr importlibrpathlibrtypesrtypingrrnumpyrrSrMrrr r r r r rrrrrrrrrrrrrrrrrrr rr8 lru_cacher<rDrtrOrgrprMrrrrrrrrrrrrrrr/rXr|r~dictrr>rrrrrr- IS_PYTHON_3_8IS_PYTHON_3_12IS_PYTHON_3_13IS_PYTHON_MINIMUM_3_10IS_PYTHON_MINIMUM_3_12rorPr7rs    !  <"&/A!A2@ e" -4 -3l   U UU U  U  U U UUp*. < ]# ]t ]T ]VZ ] $(KK2D$DbZ^egM M`D^"t8  %.P /u" 2+D:zFR  bXd^b634#4#(* q4 q U-*))%0 ***62***62%f59%f59rP