ComfyUI详细安装教程及简要演示

ComfyUI详细安装教程及简要演示

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介绍ComfyUI

ComfyUI 是一个基于 节点式工作流 的 AI 图像生成工具,主要用于与 Stable Diffusion 等扩散模型配合使用。它通过图形化界面将复杂的图像生成过程分解为多个模块化节点,用户可以通过拖拽和连接节点来构建自定义的工作流程,从而更灵活、高效地生成和编辑图像。


核心特点

  1. 节点式工作流(Node-based Workflow)

    • 将图像生成过程拆分为多个独立的“节点”(如加载模型、生成图像、调整参数、后处理等)。

    • 用户通过拖拽节点并连接它们,形成可视化的工作流,类似编程中的流程图。

    • 无需编写代码即可实现复杂的图像生成逻辑。

  2. 高效且灵活

    • 支持快速迭代和调试:修改某个节点的参数会自动更新后续结果。

    • 可组合多种模型(如 Stable Diffusion、ControlNet、IP-Adapter 等)和插件,适应不同需求。

  3. 支持多种功能

    • 图像生成:文本到图像(Text-to-Image)、图像到图像(Image-to-Image)。

    • 图像编辑:局部重绘(Inpainting)、风格迁移、细节增强。

    • 视频/动画生成:通过插件支持视频帧处理或动画序列生成。

    • 模型管理:支持加载和切换不同版本的 Stable Diffusion 模型。

  4. 插件生态丰富

    • 社区开发了大量插件(Nodes),例如:

      • ControlNet:通过姿态、边缘图等控制生成结果。

      • IP-Adapter:基于图像的风格迁移。

      • ADetailer:自动检测并增强图像细节。

    • 用户可自定义开发节点,扩展功能。

  5. 跨平台与开源

    • 基于 Python 和 PyTorch 开发,支持 Windows/macOS/Linux。

    • 开源社区活跃,文档和教程丰富。


使用场景

  • 艺术家/设计师:快速尝试不同风格和参数组合,生成创意图像。

  • 研究人员:测试模型性能或对比不同算法的效果。

  • 开发者:集成到自动化流程中,或开发自定义插件。

  • 教育领域:教学演示 AI 图像生成的原理和工作流。


ComfyUI 与其他工具的区别

工具 ComfyUI WebUI (如 Automatic1111)
操作方式 节点式工作流(图形化) 表单式界面(文本输入为主)
灵活性 高(可自由组合节点) 中(预设功能较多)
学习曲线 较高(需理解节点逻辑) 较低(适合快速上手)
适合人群 需要复杂流程或自定义的用户 快速生成图像的普通用户

优势总结

  • 直观可视化:通过节点连接理解图像生成流程。

  • 高效迭代:快速调整参数并查看结果。

  • 无限扩展:丰富的插件生态支持个性化需求。

  • 社区支持:活跃的开源社区提供大量教程和资源。

    安装ComfyUI

    通过ComfyUI CLI快速安装ComfyUI(推荐)

    官方文档:How to install ComfyUI manually in different systems - ComfyUI

    Getting Started - ComfyUI

    实验环境

    操作系统 ubuntu server 24.04.3
    型号 thinkstation P3
    CPU Intel® Core™ i7-14700K
    GPU NVIDIA GeForce RTX 5080 16GB
    内存 128GB
    硬盘 1TB SSD+2*6TB HDD

    这种方式安装ComfyUI比较容易,推荐使用这种方法。官网上没写这种方式是不是支持Windows系统,我没有验证过。建议还是将ComfyUI部署在Linux系统上,因为ComfyUI是用Python语言开发的,而Python对Linux系统的支持更好。

    利用ComfyUI CLI安装ComfyUI时,会自动安装好ComfyUI manager

    以下是具体操作步骤:

    安装好NVIDIA显卡驱动

    实验环境中,我用的是ubuntu系统,对于ubuntu系统,其内置的命令可以很好地安装合适的NVIDIA显卡驱动,建议通过这种方式安装驱动,而不是自己用apt或别的方法安装。具体操作请看此文:《ubuntu系统安装或更新驱动程序》

    安装conda

    请参考此文:《conda,一个开源的软件包管理和环境管理系统》

    创建虚拟环境

    需要注意的是,默认情况下conda会使用最新稳定版本的Python(写作本文时,最新稳定版本的Python是3.13),然而,有些自定义节点(如Nunchaku)可能还不支持最新版本的Python,建议最好指定上个版本的Python,比如3.12

    #注意:如果还没有进入conda的base环境,可以用这条命令进入:eval "$(/home/ubuntu/anaconda3/bin/conda shell.bash hook)"
    conda create -n comfy-env
    
    #如果要指定虚拟环境使用的Python版本,可以用下面的命令
    conda create -n comfy-env python=3.12
    

    image.png

    激活虚拟环境

    conda activate comfy-env
    

    在conda虚拟环境中安装pip

    conda install pip
    pip config set global.index-url https://pypi.tuna.tsinghua.edu.cn/simple
    
    

    image.pngimage.png

    可以用此命令确认pip的具体路径:which pip

    image.png

    开始安装ComfyUI CLI

      pip install comfy-cli
    

    image.png

    image.png

    获取comfy shell的自动补全

    comfy --install-completion
    

    image.png

    开始安装ComfyUI

    comfy install
    

    安装过程中会询问你系统安装的是哪种GPU,因为我用的是NVIDIA显卡,所以我选择第一项“NVIDIA”

    image.png

    image.png

    image.png

    image.png

    image.png

    启动ComfyUI

    在127.0.0.1上监听
    #注意,用下行命令启动ComfyUI时,只能在本机访问ComfyUI,因为其监听地址默认为127.0.0.1
    comfy launch
    

    image.png

    在所有ip地址上监听
    #下面的命令启动ComfyUI后,所有ip均可以访问ComfyUI
    comfy launch -- --listen 0.0.0.0
    

    image.png

    image.png

    ComfyUI CLI如何新建一个workspace

    用ComfyUI CLI安装好ComfyUI后,其实还可以创建多个workspace,每个workspace有自己独立的models目录、custom-nodes目录,Python版本也可以不同。可简单理解为在同一台主机上安装多个相互独立的无关联的ComfyUI。这对于有些自定义节点对于Python版本有要求的,或者与别的自定义节点冲突的情况,是很好的解决方案。

    具体操作如下:

    #用conda新创建一个虚拟环境,指定Python版本为3.12
    conda create -n comfy-py312 python=3.12 -y
    #激活虚拟环境
    conda activate comfy-py312
    #安装ComfyUI CLI
    pip config set global.index-url https://pypi.tuna.tsinghua.edu.cn/simple
    pip install comfy-cli
    #创建workspace目录
    mkdir -p ~/comfy-workspaces/py312
    #进入新创建的workspace目录
    cd ~/comfy-workspaces/py312
    #开始安装ComfyUI,安装在新的workspace目录中
    comfy --workspace /home/ubuntu/comfy-workspaces/py312/ComfyUI install
    #运行ComfyUI
    comfy launch -- --listen 0.0.0.0
    

    image.png

    要想知道当前comfy是哪个workspace以及Python版本等等信息,可以运行此命令:comfy env

    可以看到,workspace的目录确实与一开始部署的ComfyUI不同,Python版本号也不同了。

    image.png

    接下来可以安装ComfyUI-nunchaku这个自定义节点了,ComfyUI-nunchaku暂时不支持Python3.13,因此我才特地创建了一个新的workspace,以安装ComfyUI-nunchaku

    关于这个节点的详细信息请浏览官网:ComfyUI-nunchaku Documentation — ComfyUI-nunchaku 1.0.1 documentation

    #安装必要依赖
    sudo apt update
    sudo apt install -y libcairo2 libcairo2-dev pkg-config python3-dev build-essential
    #安装ComfyUI-nunchaku
    #注意:下行命令中的cp312指的是Python的版本,因为虚拟环境中的Python版本为3.12,所以填写cp312,如果是3.11,则应该填写cp311
    pip install https://github.com/nunchaku-tech/nunchaku/releases/download/v0.3.1/nunchaku-0.3.1+torch2.8-cp312-cp312-linux_x86_64.whl
    

    Linux(传统方法)

    克隆仓库和安装conda

    以ubuntu server系统为例

    #安装git
    sudo apt install git -y
    git clone https://github.com/comfyanonymous/ComfyUI.git
    #安装conda
    curl -O https://repo.anaconda.com/archive/Anaconda3-2025.06-0-Linux-x86_64.sh
    bash ~/Anaconda3-2025.06-0-Linux-x86_64.sh
    

    输出如下:

    root@iv-ydrr1odszkwh2yo6rxhy:~# sudo apt install git
    Reading package lists... Done
    Building dependency tree
    Reading state information... Done
    Suggested packages:
      git-daemon-run | git-daemon-sysvinit git-doc git-el git-email git-gui gitk gitweb git-cvs git-mediawiki git-svn
    The following NEW packages will be installed:
      git
    0 upgraded, 1 newly installed, 0 to remove and 4 not upgraded.
    Need to get 4,613 kB of archives.
    After this operation, 36.9 MB of additional disk space will be used.
    Get:1 http://mirrors.ivolces.com/ubuntu focal-security/main amd64 git amd64 1:2.25.1-1ubuntu3.14 [4,613 kB]
    Fetched 4,613 kB in 0s (68.3 MB/s)
    Selecting previously unselected package git.
    (Reading database ... 129202 files and directories currently installed.)
    Preparing to unpack .../git_1%3a2.25.1-1ubuntu3.14_amd64.deb ...
    Unpacking git (1:2.25.1-1ubuntu3.14) ...
    Setting up git (1:2.25.1-1ubuntu3.14) ...
    root@iv-ydrr1odszkwh2yo6rxhy:~# pwd
    /root
    root@iv-ydrr1odszkwh2yo6rxhy:~# ls
    root@iv-ydrr1odszkwh2yo6rxhy:~# conda create -n comfyenv
    conda: command not found
    root@iv-ydrr1odszkwh2yo6rxhy:~# conda activate comfyenv
    conda: command not found
    root@iv-ydrr1odszkwh2yo6rxhy:~# curl -O https://repo.anaconda.com/archive/Anaconda3-2024.10-1-Linux-x86_64.sh
      % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current
                                     Dload  Upload   Total   Spent    Left  Speed
    100 1051M  100 1051M    0     0  16.5M      0  0:01:03  0:01:03 --:--:-- 17.4M
    root@iv-ydrr1odszkwh2yo6rxhy:~# bash ~/Anaconda3-2024.10-1-Linux-x86_64.sh
    
    Welcome to Anaconda3 2024.10-1
    
    In order to continue the installation process, please review the license
    agreement.
    Please, press ENTER to continue
    >>>
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    5.3 Protecting Account Access. You will keep all account information up to date, use reasonable means to protect Your account information, passwords, and other login credentials, and promptly notify Anaconda of any known or suspected unauthorized use of or access to Your account.
    6. YOUR DATA, PRIVACY & SECURITY
    6.1 Your Data. Your Data, hereinafter "Customer Data", is any data, files, attachments, text, images, reports, personal information, or any other data that is, uploaded or submitted, transmitted, or otherwise made available, to or through the Offerings, by You or any of your Authorized
     Users and is processed by Anaconda on your behalf. For the avoidance of doubt, Anonymized Data is not regarded as Customer Data. You retain all right, title, interest, and control, in and to the Customer Data, in the form submitted to the Offerings. Subject to these TOS, You grant Ana
    conda a worldwide, royalty-free, non-exclusive license to store, access, use, process, copy, transmit, distribute, perform, export, and display the Customer Data, and solely to the extent that reformatting Customer Data for display in the Offerings constitutes a modification or derivat
    ive work, the foregoing license also includes the right to make modifications and derivative works. The aforementioned license is hereby granted solely: (i) to maintain, improve and provide You the Offerings; (ii) to prevent or address technical or security issues and resolve support r
    equests; (iii) to investigate when we have a good faith belief, or have received a complaint alleging, that such Customer Data is in violation of these TOS; (iv) to comply with a valid legal subpoena, request, or other lawful process; (v) detect and avoid overage of use of our Offering
     and confirm compliance by Customer with these TOS and other applicable agreements and policies;  (vi) to create Anonymized Data whether directly or through telemetry, and (vi) as expressly permitted in writing by You. Anaconda may use and retain your Account Information for business p
    urposes related to these TOS and to the extent necessary to meet Anaconda's legal compliance obligations (including, for audit and anti-fraud purposes). We reserve the right to utilize aggregated data to enhance our Offerings functionality, ensure  compliance, avoid Offering overuse, a
    nd derive insights from customer behavior, in strict adherence to our Privacy Policy.
    6.2 Processing Customer Data. The ordinary operation of certain Offerings requires Customer Data to pass through Anaconda's network. To the extent that Anaconda processes Customer Data on your behalf that includes Personal Data, Anaconda will handle such Personal Data in compliance wit
    h our Data Processing Addendum.
    6.3 Privacy Policy.  If You obtained the Offering under these TOS, the conditions pertaining to the handling of your Personal Data, as described in our Privacy Policy, shall govern. However, in instances where your offering acquisition is executed through a Custom Agreement, the terms
    articulated within our Data Processing Agreement ("DPA") shall take precedence over our Privacy Policy concerning data processing matters.
    6.4 Aggregated  Data. Anaconda retains all right, title, and interest in the models, observations, reports, analyses, statistics, databases, and other information created, compiled, analyzed, generated or derived by Anaconda from platform, network, or traffic data in the course of prov
    iding the Offerings ("Aggregated Data"). To the extent the Aggregated Data includes any Personal Data, Anaconda will handle such Personal Data in compliance with applicable data protection laws and the Privacy Policy or DPA, as applicable.
    6.5 Offering Security. Anaconda will implement industry standard security safeguards for the protection of Customer Confidential Information, including any Customer Content originating or transmitted from or processed by the Offerings and/or cached on or within Anaconda's network and s
    tored within the Offerings in accordance with its policies and procedures. These safeguards include commercially reasonable administrative, technical, and organizational measures to protect Customer Content against destruction, loss, alteration, unauthorized disclosure, or unauthorized
     access, including such things as information security policies and procedures, security awareness training, threat and vulnerability management, incident response and breach notification, and vendor risk management procedures.
    7. SUPPORT
    7.1 Support Services. Anaconda offers Support Services that may be included with an Offering. Anaconda will provide the purchased level of Support Services in accordance with the terms of the Support Policy as detailed in the applicable Order. Unless ordered, Anaconda shall have no res
    ponsibility to deliver Support Services to You. The Support Service Levels and Tiers are described in the relevant Support Policy, found here.
    7.2 Information Backups. You are aware of the risk that Your Content may be lost or irreparably damaged due to faults, suspension, or termination. While we might back up data, we cannot guarantee these backups will occur to meet your frequency needs or ensure successful recovery of You
    r Content. It is your obligation to back up any Content you wish to preserve. We bear no legal liability for the loss or damage of Your Content.
    8. OWNERSHIP & INTELLECTUAL PROPERTY
    8.1 General. Unless agreed in writing, nothing in these TOS transfers ownership in, or grants any license to, any Intellectual Property Rights.
    8.2 Feedback. Anaconda may use any feedback You provide in connection with Your use of the Anaconda Offering(s) as part of its business operations. You hereby agree that any feedback provided to Anaconda will be the intellectual property of Anaconda without compensation to the provider
    , author, creator, or inventor of providing the feedback.
    8.3 DMCA Compliance. You agree to adhere to our Digital Millennium Copyright Act (DMCA) policies established in our Acceptable Use Policy.
    9. CONFIDENTIAL INFORMATION
    9.1 Confidential Information. In connection with these TOS and the Offerings (including the evaluation thereof), each Party ("Discloser") may disclose to the other Party ("Recipient"), non-public business, product, technology and marketing information, including without limitation, cus
    tomers lists and information, know-how, software and any other non-public information that is either identified as such or should reasonably be understood to be confidential given the nature of the information and the circumstances of disclosure, whether disclosed prior or after the Ef
    fective Date ("Confidential Information"). For the avoidance of doubt, (i) Customer Data is regarded as your Confidential Information, and (ii) our Offerings, including Beta Offerings, and inclusive of their underlying technology, and their respective performance information, as well a
    s any data, reports, and materials we provided to You in connection with your evaluation or use of the Offerings, are regarded as our Confidential Information. Confidential Information does not include information that (a) is or becomes generally available to the public without breach
    of any obligation owed to the Discloser; (b) was known to the Recipient prior to its disclosure by the Discloser without breach of any obligation owed to the Discloser; (c) is received from a third party without breach of any obligation owed to the Discloser; or (d) was independently d
    eveloped by the Recipient without any use or reference to the Confidential Information.
    9.2 Confidentiality Obligations. The Recipient will (i) take at least reasonable measures to prevent the unauthorized disclosure or use of Confidential Information, and limit access to those employees, affiliates, service providers and agents, on a need to know basis and who are bound
    by confidentiality obligations at least as restrictive as those contained herein; and (ii) not use or disclose any Confidential Information to any third party, except as part of its performance under these TOS and to consultants and advisors to such party, provided that any such disclo
    sure shall be governed by confidentiality obligations at least as restrictive as those contained herein.
    9.3 Compelled Disclosure. Notwithstanding the above, Confidential Information may be disclosed pursuant to the order or requirement of a court, administrative agency, or other governmental body; provided, however, that to the extent legally permissible, the Recipient shall make best ef
    forts to provide prompt written notice of such court order or requirement to the Discloser to enable the Discloser to seek a protective order or otherwise prevent or restrict such disclosure.
    10. INDEMNIFICATION
    10.1 By Customer. Customer hereby agree to indemnify, defend and hold harmless Anaconda and our Affiliates and their respective officers, directors, employees and agents from and against any and all claims, damages, obligations, liabilities, losses, reasonable expenses or costs incurre
    d as a result of any third party claim arising from (i) You and/or any of your Authorized Users', violation of these TOS or applicable law; and/or (ii) Customer Data and/or Customer Content, including the use of Customer Data and/or Customer Content by Anaconda and/or any of our subcon
    tractors, which infringes or violates, any third party's rights, including, without limitation, Intellectual Property Rights.
    10.2 By Anaconda. Anaconda will defend any third party claim against You that Your valid use of Anaconda Offering(s) under Your Order infringes a third party's U.S. patent, copyright or U.S. registered trademark (the "IP Claim"). Anaconda will indemnify You against the final judgment e
    ntered by a court of competent jurisdiction or any settlements arising out of an IP Claim, provided that You:  (a) promptly notify Anaconda in writing of the IP Claim;  (b) fully cooperate with Anaconda in the defense of the IP Claim; and (c) grant Anaconda the right to exclusively con
    trol the defense and settlement of the IP Claim, and any subsequent appeal. Anaconda will have no obligation to reimburse You for Your attorney fees and costs in connection with any IP Claim for which Anaconda is providing defense and indemnification hereunder. You, at Your own expense
    , may retain Your own legal representation.
    10.3 Additional Remedies. If an IP Claim is made and prevents Your exercise of the Usage Rights, Anaconda will either procure for You the right to continue using the Anaconda Offering(s), or replace or modify the Anaconda Offering(s) with functionality that is non-infringing. Only if A
    naconda determines that these alternatives are not reasonably available, Anaconda may terminate Your Usage Rights granted under these TOS upon written notice to You and will refund You a prorated portion of the fee You paid for the Anaconda Offering(s) for the remainder of the unexpire
    d Usage Term.
    10.4 Exclusions.  Anaconda has no obligation regarding any IP Claim based on: (a) compliance with any designs, specifications, or requirements You provide or a third party provides; (b) Your modification of any Anaconda Offering(s) or modification by a third party; (c) the amount or du
    ration of use made of the Anaconda Offering(s), revenue You earned, or services You offered; (d) combination, operation, or use of the Anaconda Offering(s) with non-Anaconda products, software or business processes; (e) Your failure to modify or replace the Anaconda Offering(s) as requ
    ired by Anaconda; or (f) any Anaconda Offering(s) provided on a no charge, beta or evaluation basis; or (g) your use of the Open Source Software and/or Third Party Services made available to You within the Anaconda Offerings.
    10.5 Exclusive Remedy. This Section 9 (Indemnification) states Anaconda's entire obligation and Your exclusive remedy regarding any IP Claim against You.
    11. LIMITATION OF LIABILITY
    11.1 Limitation of Liability. Neither Party will be liable for indirect, incidental, exemplary, punitive, special or consequential damages; loss or corruption of data or interruption or loss of business; or loss of revenues, profits, goodwill or anticipated sales or savings except as a
     result of violation of Anaconda's Intellectual Property Rights. Except as a result of violation of Anaconda's Intellectual Property Rights, the maximum aggregate liability of each party under these TOS is limited to: (a) for claims solely arising from software licensed on a perpetual
    basis, the fees received by Anaconda for that Offering; or (b) for all other claims, the fees received by Anaconda for the applicable Anaconda Offering and attributable to the 12 month period immediately preceding the first claim giving rise to such liability; provided if no fees have
    been received by Anaconda, the maximum aggregate liability shall be one hundred US dollars ($100). This limitation of liability applies whether the claims are in warranty, contract, tort (including negligence), infringement, or otherwise, even if either party has been advised of the po
    ssibility of such damages. Nothing in these TOS limits or excludes any liability that cannot be limited or excluded under applicable law. This limitation of liability is cumulative and not per incident.
    12. FEES & PAYMENT
    12.1 Fees. Orders for the Anaconda Offering(s) are non-cancellable. Fees for Your use of an Anaconda Offering are set out in Your Order or similar purchase terms with Your Approved Source. If payment is not received within the specified payment terms, any overdue and unpaid balances wi
    ll be charged interest at a rate of five percent (5%) per month, charged daily until the balance is paid.
    12.2 Billing. You agree to provide us with updated, accurate, and complete billing information, and You hereby authorize Anaconda, either directly or through our payment processing service or our Affiliates, to charge the applicable Fees set forth in Your Order via your selected paymen
    t method, upon the due date. Unless expressly set forth herein, the Fees are non-cancelable and non-refundable. We reserve the right to change the Fees at any time, upon notice to You if such change may affect your existing Subscriptions or other renewable services upon renewal. In the
     event of failure to collect the Fees You owe, we may, at our sole discretion (but shall not be obligated to), retry to collect at a later time, and/or suspend or cancel the Account, without notice. If You pay fees by credit card, Anaconda will charge the credit card in accordance with
     Your Subscription plan. You remain liable for any fees which are rejected by the card issuer or charged back to Anaconda.
    12.3 Taxes. The Fees are exclusive of any and all taxes (including without limitation, value added tax, sales tax, use tax, excise, goods and services tax, etc.), levies, or duties, which may be imposed in respect of these TOS and the purchase or sale, of the Offerings or other service
    s set forth in the Order (the "Taxes"), except for Taxes imposed on our income.
    12.4 Payment Through Anaconda Partner. If You purchased an Offering from an Anaconda Partner or other Approved Source, then to the extent there is any conflict between these TOS and any terms of service entered between You and the respective Partner, including any purchase order, then,
     as between You and Anaconda, these TOS shall prevail. Any rights granted to You and/or any of the other Users in a separate agreement with a Partner which are not contained in these TOS, apply only in connection vis a vis the Partner.
    13. TERM, TERMINATION & SUSPENSION
    13.1 Subscription Term. The Offerings are provided on a subscription basis for the term specified in your Order (the "Subscription Term"). The termination or suspension of an individual Order will not terminate or suspend any other Order. If these TOS are terminated in whole, all outst
    anding Order(s) will terminate.
    13.2 Subscription Auto-Renewal. To prevent interruption or loss of service when using the Offerings or any Subscription and Support Services will renew automatically, unless You cancel your license to the Offering, Subscription or Support Services agreement prior to their expiration.
    13.3 Termination. If a party materially breaches these TOS and does not cure that breach within 30 days after receipt of written notice of the breach, the non-breaching party may terminate these TOS for cause.  Anaconda may immediately terminate your Usage Rights if You breach Section
    1 (Access & Use), Section 4 (Open Source, Content & Applications), Section 8 (Ownership & Intellectual Property) or Section 16.10 (Export) or any of the Offering Descriptions.
    13.4 Survival. Section 8 (Ownership & Intellectual Property), Section 6.4 (Aggregated Data), Section 9 (Confidential Information), Section 9.3 (Warranty Disclaimer), Section 12 (Limitation of Liability), Section 14 (Term, Termination & Suspension),  obligations to make payment under Se
    ction 13 which accrued prior to termination (Fees & Payment), Section 14.4 (Survival), Section 14.5 (Effect of Termination), Section 15 (Records, User Count) and Section 16 (General Provisions) survive termination or expiration of these TOS.
    13.5 Effect of Termination. Upon termination of the TOS, You must stop using the Anaconda Offering(s) and destroy any copies of Anaconda Proprietary Technology and Confidential Information within Your control. Upon Anaconda's termination of these TOS for Your material breach, You will
    pay Anaconda or the Approved Source any unpaid fees through to the end of the then-current Usage Term. If You continue to use or access any Anaconda Offering(s) after termination, Anaconda or the Approved Source may invoice You, and You agree to pay, for such continued use. Anaconda ma
    y require evidence of compliance with this Section 13. Upon request, you agree to provide evidence of compliance to Anaconda demonstrating that all proprietary Anaconda Offering(s) or components thereof have been removed from your systems. Such evidence may be in the form of a system s
    can report or other similarly detailed method.
    13.6 Excessive Usage. We shall have the right to throttle or restrict Your access to the Offerings where we, at our sole discretion, believe that You and/or any of your Authorized Users, have misused the Offerings or otherwise use the Offerings in an excessive manner compared to the an
    ticipated standard use (at our sole discretion) of the Offerings, including, without limitation, excessive network traffic and bandwidth, size and/or length of Content, quality and/or format of Content, sources of Content, volume of download time, etc.
    14. RECORDS, USER COUNT
    14.1 Verification Records. During the Usage Term and for a period of thirty six (36) months after its expiry or termination, You will take reasonable steps to maintain complete and accurate records of Your use of the Anaconda Offering(s) sufficient to verify compliance with these TOS (
    "Verification Records"). Upon reasonable advance notice, and no more than once per 12 month period unless the prior review showed a breach by You, You will, within thirty (30) days from Anaconda's notice, allow Anaconda and/or its auditors access to the Verification Records and any app
    licable books, systems (including Anaconda product(s) or other equipment), and accounts during Your normal business hours.
    14.2 Quarterly User Count. In accordance with the pricing structure stipulated within the relevant Order Form and this Agreement, in instances where the pricing assessment is contingent upon the number of users, Anaconda will conduct a periodic true-up on  a quarterly basis to ascertai
    n the alignment between the actual number of users utilizing the services and the initially reported user count, and to assess for any unauthorized or noncompliant usage.
    14.3 Penalties for Overage or Noncompliant Use.  Should the actual user count exceed the figure initially provide
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