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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    Hugging Face

    Score9.9 out of 10
    N/AHugging Face is a git-based platform where teams store, version, and share models, datasets, and demo apps, together with the libraries used to train and fine-tune those models — Transformers, PEFT (Parameter-Efficient Fine-Tuning), TRL (Transformer Reinforcement Learning), Accelerate, and Datasets. Inference Endpoints, a separate production service on the same account, deploys a Hub model onto Hugging Face-managed GPUs and returns a URL.

    $9

    per month

    Perforce P4

    Score7.5 out of 10
    N/APerforce P4 (formerly Helix Core) is the company's version control and peer code review solution. Perforce offers add-on products for code review for free, and Git support products.N/A
    Pricing
    Hugging FacePerforce P4
    Editions & Modules
    Pro Account
    $9
    per month
    Enterprise Hub
    $20
    per month per user
    No answers on this topic
    Offerings
    Pricing Offerings
    Hugging FacePerforce P4
    Free Trial
    NoNo
    Free/Freemium Version
    YesNo
    Premium Consulting/Integration Services
    NoNo
    Entry-level Setup FeeNo setup feeNo setup fee
    Additional Details——
    More Pricing Information
    Community Pulse
    Hugging FacePerforce P4
    Considered Both Products
    Hugging Face
    No answer on this topic
    Perforce Software
    No answer on this topic
    Key User Insights
    Would buy again
    100%
    Would buy again
    6 Answers
    86%
    Would buy again
    6 Answers
    Delivers good value for the price
    100%
    Delivers good value for the price
    6 Answers
    83%
    Delivers good value for the price
    5 Answers
    Happy with the feature set
    100%
    Happy with the feature set
    6 Answers
    86%
    Happy with the feature set
    6 Answers
    Lived up to sales and marketing promises
    100%
    Lived up to sales and marketing promises
    6 Answers
    No answers on this topic
    Implementation went as expected
    100%
    Implementation went as expected
    6 Answers
    No answers on this topic
    Features
    Hugging FacePerforce P4
    Version Control Software Features
    Comparison of Version Control Software Features features of Hugging Face and Perforce P4
    Feature
    Hugging Face
    -
    Ratings
    Perforce P4
    7.9
    1 Ratings
    11% below category average
    Branching and Merging00 Ratings8.01 Ratings
    Version History00 Ratings8.01 Ratings
    Version Control Collaboration Tools00 Ratings8.01 Ratings
    Pull Requests00 Ratings8.01 Ratings
    Code Review Tools00 Ratings8.01 Ratings
    Project Access Control00 Ratings8.01 Ratings
    Automated Testing Integration00 Ratings8.01 Ratings
    Issue Tracking Integration00 Ratings7.01 Ratings
    Branch Protection00 Ratings8.01 Ratings
    Best Alternatives
    Hugging FacePerforce P4
    Small Businesses
    Saturn Cloud
    Score7.8 out of 10
    GitHub
    Score9.2 out of 10
    Medium-sized Companies
    DataRobot
    Score8.2 out of 10
    Git
    Score10 out of 10
    Enterprises
    DataRobot
    Score8.2 out of 10
    Git
    Score10 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    Hugging FacePerforce P4
    Likelihood to Recommend
    9.4
    (6 ratings)
    6.5
    (15 ratings)
    Likelihood to Renew
    -
    (0 ratings)
    6.6
    (5 ratings)
    Usability
    -
    (0 ratings)
    7.0
    (3 ratings)
    Availability
    -
    (0 ratings)
    9.0
    (1 ratings)
    Performance
    -
    (0 ratings)
    6.0
    (1 ratings)
    Support Rating
    -
    (0 ratings)
    9.6
    (3 ratings)
    Implementation Rating
    -
    (0 ratings)
    7.0
    (1 ratings)
    User Testimonials
    Hugging FacePerforce P4
    Likelihood to Recommend
    Hugging Face
    If an organisation has more access to data and have access to high end computers like GPUs it’s recommended to use Hugging face as it will give better accuracy than any other models. If an organisation having less data and has less access to GPUsis looking for decent performance then traditional algorithms are more appropriate than hugging face
    Incentivized
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    Perforce Software
    While Perforce Helix is the best version control software out there, it can also be used to track your documentation, training videos and materials, and requirements. If you have strict compliance requirements, it can be used to ensure that those requirements are satisfied. Perforce Helix is incredibly flexible and can meet the needs of individual users as well as companies with thousands of users.
    Incentivized
    Read full review
    Pros
    Hugging Face
    • Model APIs
    • Hugging Face Spaces for deploying demo apps
    • Latest updated models available easily
    • Vast support for language parsing and other relevant tasks
    Incentivized
    Read full review
    Perforce Software
    • The branching mechanisms in Perforce allow for an enormous codebase to be duplicated into release versions weekly with little impact upon things such as the speed of queries against the version control.
    • Action triggers permit such things as automated builds of software versions, dynamic messaging when issues are identified either within or prior to a build process, and much more.
    • Locking provides the ability to prevent modifications of stable, tested versions in order to ensure validity when they are released.
    Incentivized
    Read full review
    Cons
    Hugging Face
    • Most of the Hugging face models are of big size, hence difficult to work if there is no access to high computational system like GPU.
    • It’s good to have some visualization tool in hugging face for viewing model architecture.
    • I recommend to implement hugging face lite version so that it can run on any system with less specifications.
    Incentivized
    Read full review
    Perforce Software
    • Perforce tends to feel backwards in how it approaches certain tasks, like branching and integrating - even once you figure out how it wants you to perform these tasks, you will likely forget when it comes around to the next time you need to do them again.
    • Perforce has a higher price tag, comparatively.
    • Perforce make some tasks very easy, and yet other tasks very difficult - it doesn't always seem to have found its target user's proficiency.
    Incentivized
    Read full review
    Likelihood to Renew
    Hugging Face
    No answers on this topic
    Perforce Software
    We are fully committed to our use of Perforce. It works well within our organization and our desire to share our code base with our customers. Their support staff are responsive, inquisitive, and eager to improve their software. I feel like we have a direct line to their design/feature team as they often solicit our feedback.
    Incentivized
    Read full review
    Usability
    Hugging Face
    No answers on this topic
    Perforce Software
    With Perforce Helix, you can use it via the command line, via P4V, or any of the other APIs included with the product. It is extremely easy for new users to get up and running. Users of Perforce Helix only have to pull in the files of interest to them. Also, Perforce is very easy to script and integrate into your CI/CD pipeline. Streams allows you to have pinpoint control of your workflow, and P4Search is the absolute best--I wish Perforce (the company) would talk more about this. It is absolutely fabulous!
    Incentivized
    Read full review
    Reliability and Availability
    Hugging Face
    No answers on this topic
    Perforce Software
    In our large environment, Perforce is rarely "down". We have regular maintenance windows and from time to time Perforce can feel a little slow, but its always available. Tech support has always worked with our engineers and IT department to make sure that any real performance or stability issues are addressed quickly.
    Incentivized
    Read full review
    Support Rating
    Hugging Face
    No answers on this topic
    Perforce Software
    I had two representatives from Perforce contact me after downloading it but never responded when I had questions. I also had a difficult time finding good training material for getting started. There is a lot of available support material when running into issues, though, because of how many large companies use it.
    Incentivized
    Read full review
    Implementation Rating
    Hugging Face
    No answers on this topic
    Perforce Software
    This rating is related to setting up an environment from an existing Perforce repository. Initial setup of Perforce as the repository for the company was done by a separate team long prior to my inception.
    Incentivized
    Read full review
    Alternatives Considered
    Hugging Face
    There are some other services offer similar capacity as to Hugging Face, but not entirely the same. For example, amazon web services have a machine learning service called Comprehend, which offer a set of easy to use APIs to do machine translation and entity recognition and some other common NLP use case.
    Incentivized
    Read full review
    Perforce Software
    Git is great, I love Git. But it's not great for dealing with binary assets, even when using Git LFS. Locking is not as simple as on perforce. Git presents some problems on using for non-tech people it can get overwhelming and tech people have to come by and help.
    Incentivized
    Read full review
    Return on Investment
    Hugging Face
    • Hugging Face is cost and time saving.
    • Pay is less, you pay what you use, doesn't affect much.
    • Overall positive impact on business.
    Incentivized
    Read full review
    Perforce Software
    • Decreased our implementation costs by allowing versioning and back out of customizations made in the field.
    • saves developers time through automation of changes between branches - they think less of the plumbing and have more time to write code.
    • Downside is training/managing expectations of new developers who come in assuming they will use Git.
    Incentivized
    Read full review
    ScreenShots

    Hugging Face Screenshots

    Product screenshot