SciSharp /
Torch.NET
.NET bindings for PyTorch. Machine Learning with C# / F# with Multi-GPU/CPU support
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SciSharp / repository
C#/F# bindings for NumPy - a fundamental library for scientific computing, machine learning and AI
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Numpy.NET is the most complete .NET binding for NumPy, which is a fundamental library for scientific computing, machine learning and AI in Python. Numpy.NET empowers .NET developers with extensive functionality including multi-dimensional arrays and matrices, linear algebra, FFT and many more via a compatible strong typed API. Several other SciSharp projects like Keras.NET and Torch.NET depend on Numpy.NET.
Check out this example which uses numpy operations to fit a two-layer neural network to random data by manually implementing the forward and backward passes through the network.
Numpy and Intellisense: a developer-friendly combination:
If you want to use Numpy.NET you have two options:
Just reference Numpy.dll via Nuget, set your build configuration to x64 and you are good to go. Thanks to Python.Included it doesn't require a local Python installation or will not clash with existing installations.
In certain use cases you might not want the packaged Python and NumPy packages. In that case you reference Numpy.Bare.dll via Nuget. Depending on the Numpy.Bare nuget version will need Python 3.5, 3.6 or 3.7 and Numpy 1.16 installed for it to work. The first two digits of the Numpy.Bare version indicate which Python version is needed for it to run (i.e. Numpy.Bare v3.6.1.1 needs Python 3.6 installed). If you are getting BadImageFormatException switch between x86 and x64 build settings.
In other cases, you might want to control the install location of the Python installation or even set it up yourself instead of having the Numpy library do it. For those cases Numpy.Bare is also great. Check out the custom installation example if you want to know how.
Numpy.NET uses Python for .NET to call into the Python module numpy. However, this does not mean that it depends on a local Python installation! Numpy.NET.dll uses Python.Included which packages embedded Python 3.7 and automatically deploys it in the user's home directory upon first execution. On subsequent runs, it will find Python already deployed and therefore doesn't install it again. Numpy.NET also packages the NumPy wheel and installs it into the embedded Python installation when not yet installed.
Long story short: as a .NET Developer you don't need to worry about Python at all. You just reference Numpy.NET, use it and it will just work, no matter if you have local Python installations or not.
Beware: Not following these steps can result in deadlocks or access violation exceptions!
Python/NumPy doesn't have real multi-threading support. There is no advantage in "simultaneously" executing numpy functions on multiple threads because pythonnet requires you to use the Global Interpreter Lock (GIL) to lock access to the Python engine exclusively for only one thread at a time. If you have to call Python from a thread other than the main thread you first must release the main thread's mutex by calling PythonEngine.BeginAllowThreads() or you'll have a deadlock:
var a = np.arange(1000);
var b = np.arange(1000);
// https://github.com/pythonnet/pythonnet/issues/109
PythonEngine.BeginAllowThreads();
Task.Run(()=> {
// when running on different threads you must lock!
using (Py.GIL())
{
np.matmul(a, b);
}
}).Wait();
Above example only serves as a reference on how to call numpy from a different thread than the main thread. As said before, having multiple background threads that call into Python doesn't give you multi-core processing because of the requirement to lock the GIL. Not doing so will result in access violation exceptions and/or deadlocks.
Note that you must call a method of np before calling PythonEngine.BeginAllowThreads() in order for the PythonEngine to be initialized. So, for instance, if you want to initialize an inherently multi-threaded .Net Core Web API at startup, do something like this:
np.arange(1);
PythonEngine.BeginAllowThreads();
Also, if you do this, be sure to wrap any calls to Numpy in using (Py.GIL()) { ... } or else you'll get AccessViolationExceptions.
You might ask how calling into Python affects performance. As always, it depends on your usage. Don't forget that numpy's number crunching algorithms are written in C so the thin pythonnet and Python layers on top won't have a significant impact if you are working with larger amounts of data.
In my experience, calling numpy from C# is about 4 times slower than calling it directly in Python while the execution time of the called operation is of course equal. So if you have an algorithm that needs to call into numpy in a nested loop, Numpy.NET may not be for you due to the call overhead.
All of numpy is centered around the ndarray class which allows you to pass a huge chunk of data into the C routines and let them execute all kinds of operations on the elements efficiently without the need for looping over the data. So if you are manipulating arrays or matrices with thousands or hundreds of thousands of elements, the call overhead will be negligible.
The most performance sensitive aspect is creating an NDarray from a C# array, since the data has to be moved from the CLR into the Python interpreter. pythonnet does not optimize for passing large arrays from C# to Python but we still found a way to do that very efficiently. When creating an array with np.array( ... ) we internally use Marshal.Copy to copy the entire C#-array's memory into the numpy-array's storage. And to efficiently retrieve computation results from numpy there is a method called GetData<T> which will copy the data back to C# in the same way:
// create a 2D-shaped NDarray<int> from an int[]
var m = np.array(new int[] {1, 2, 3, 4});
// calculate the cosine of each element
var result = np.cos(m);
// get the floating point data of the result NDarray back to C#
var data = result.GetData<double>(); // double[] { 0.54030231, -0.41614684, -0.9899925 , -0.65364362 }
The SciSharp team is also developing a pure C# port of NumPy called NumSharp which is quite popular albeit being not quite complete.
There are a couple of other NumPy ports out there featuring subsets of the original library. The only one that matches Numpy.NET in terms of completeness is the IronPython package numpy which is out of date though. The SciSharp team is committed to keeping Numpy.NET up to date with the original library and to feature as much of the original functionality as possible.
The vast majority of Numpy.NET's code is generated using CodeMinion by parsing the documentation at docs.scipy.org/doc/numpy/. This allowed us to wrap most of the numpy-API in just two weeks. The rest of the API can be completed in a few more weeks, especially if there is popular demand.
The following API categories have been generated (if checked off)
Over 500 functions of all 1800 have been generated, most of the missing functions are duplicates on Matrix, Chararray, Record etc.
We even generated hundreds of unit tests from all the examples found on the NumPy documentation. Most of them don't compile without fixing them because we did not go so far as to employ a Python-To-C# converter. Instead, the tests are set up with a commented out Python-console log that shows what the expected results are and a commented out block of somewhat C#-ified Python code that doesn't compile without manual editing.
Another reason why this process can not be totally automated is the fact that NumPy obviously changed the way how arrays are printed out on the console after most of the examples where written (they removed extra spaces between the elements). This means that oftentimes the results needs to be reformatted manually for the test to pass.
Getting more unit tests to run is very easy though, and a good portion have already been processed to show that Numpy.NET really works. If you are interested in working on the test suite, please join in and help. You'll learn a lot about NumPy on the way.
Since we have taken great care to make Numpy.NET as similar to NumPy itself, you can, for the most part, rely on the official NumPy manual.
To work with data from C# in Numpy it has to be copied into the Python engine by using np.array(...). You get an NDarray that you can use for further processing of the data. Here we calculate the square root:
// create an NDarray from a C# array
var a = np.array(new[] { 2, 4, 9, 25 });
Console.WriteLine("a: "+ a.repr);
// a: array([ 2, 4, 9, 25])
// apply the square root to each element
var roots = np.sqrt(a);
Console.WriteLine(roots.repr);
// array([1.41421356, 2. , 3. , 5. ])
After processing the data you can copy it back into a C# array use a.GetData<int>(), but be aware of the datatype of the NDarray in order to get correct values back:
// Copy the NDarray roots into a C# array from NDarray (incorrect datatype)
Console.WriteLine(string.Join(", ", roots.GetData<int>()));
// 1719614413, 1073127582, 0, 1073741824
Console.WriteLine("roots.dtype: " + roots.dtype);
// roots.dtype: float64
Console.WriteLine(string.Join(", ", roots.GetData<double>()));
// 1.4142135623731, 2, 3, 5
Creating an NDarray from data is easy. Just pass the C# array into np.array(...). You can pass 1D, 2D and 3D C# arrays into it.
// create a 2D NDarray
var m = np.array(new int[,] {{1, 2}, {3, 4}}); // the NDarray represents a 2 by 2 matrix
Another even more efficient way (saves one array copy operation) is to pass the data as a one-dimensional array and just reshape the NDarray.
// create a 2D NDarray
var m = np.array(new int[] {1, 2, 3, 4}).reshape(2,2); // the reshaped NDarray represents a 2 by 2 matrix
As you have seen, apart from language syntax and idioms, usage of Numpy.NET is almost identical to Python. However, du
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SciSharp /
.NET bindings for PyTorch. Machine Learning with C# / F# with Multi-GPU/CPU support
57/100 healthMaxRev-Dev /
GDAL 3.x C#/F# bindings for .NET apps
74/100 healthdh-orko /
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NestieGuilas /
Marketing Platform Google Analytics Terms of Service These Google Analytics Terms of Service (this "Agreement") are entered into by Google LLC ("Google") and the entity executing this Agreement ("You"). This Agreement governs Your use of the standard Google Analytics (the "Service"). BY CLICKING THE "I ACCEPT" BUTTON, COMPLETING THE REGISTRATION PROCESS, OR USING THE SERVICE, YOU ACKNOWLEDGE THAT YOU HAVE REVIEWED AND ACCEPT THIS AGREEMENT AND ARE AUTHORIZED TO ACT ON BEHALF OF, AND BIND TO THIS AGREEMENT, THE OWNER OF THIS ACCOUNT. In consideration of the foregoing, the parties agree as follows: 1. Definitions. "Account" refers to the account for the Service. All Profiles (as applicable) linked to a single Property will have their Hits aggregated before determining the charge for the Service for that Property. "Confidential Information" includes any proprietary data and any other information disclosed by one party to the other in writing and marked "confidential" or disclosed orally and, within five business days, reduced to writing and marked "confidential". However, Confidential Information will not include any information that is or becomes known to the general public, which is already in the receiving party's possession prior to disclosure by a party or which is independently developed by the receiving party without the use of Confidential Information. "Customer Data" or "Google Analytics Data" means the data you collect, process or store using the Service concerning the characteristics and activities of Users. "Documentation" means any accompanying documentation made available to You by Google for use with the Processing Software, including any documentation available online. "GAMC" means the Google Analytics Measurement Code, which is installed on a Property for the purpose of collecting Customer Data, together with any fixes, updates and upgrades provided to You. "Hit" means a collection of interactions that results in data being sent to the Service and processed. Examples of Hits may include page view hits and ecommerce hits. A Hit can be a call to the Service by various libraries, but does not have to be so (e.g., a Hit can be delivered to the Service by other Google Analytics-supported protocols and mechanisms made available by the Service to You). "Platform Home" means the user interface through which You can access certain Google Marketing Platform-level functionality. "Processing Software" means the Google Analytics server-side software and any upgrades, which analyzes the Customer Data and generates the Reports. "Profile" means the collection of settings that together determine the information to be included in, or excluded from, a particular Report. For example, a Profile could be established to view a small portion of a web site as a unique Report. "Property" means any web page, application, other property or resource under Your control that sends data to Google Analytics. "Privacy Policy" means the privacy policy on a Property. "Report" means the resulting analysis shown at www.google.com/analytics/, some of which may include analysis for a Profile. "Servers" means the servers controlled by Google (or its wholly-owned subsidiaries) on which the Processing Software and Customer Data are stored. “SDKs” mean certain software development kits, which may be used or incorporated into a Property app for the purpose of collecting Customer Data, together with any fixes, updates, and upgrades provided to You. "Software" means the Processing Software, GAMC and/or SDKs. "Third Party" means any third party (i) to which You provide access to Your Account or (ii) for which You use the Service to collect information on the third party's behalf. "Users" means users and/or visitors to Your Properties. The words "include" and "including" mean "including but not limited to." 2. Fees and Service. Subject to Section 15, the Service is provided without charge to You for up to 10 million Hits per month per Account. Google may change its fees and payment policies for the Service from time to time including the addition of costs for geographic data, the importing of cost data from search engines, or other fees charged to Google or its wholly-owned subsidiaries by third party vendors for the inclusion of data in the Service reports. The changes to the fees or payment policies are effective upon Your acceptance of those changes which will be posted at www.google.com/analytics/. Unless otherwise stated, all fees are quoted in U.S. Dollars. Any outstanding balance becomes immediately due and payable upon termination of this Agreement and any collection expenses (including attorneys' fees) incurred by Google will be included in the amount owed, and may be charged to the credit card or other billing mechanism associated with Your AdWords account. 3. Member Account, Password, and Security. To register for the Service, You must complete the registration process by providing Google with current, complete and accurate information as prompted by the registration form, including Your e-mail address (username) and password. You will protect Your passwords and take full responsibility for Your own, and third party, use of Your accounts. You are solely responsible for any and all activities that occur under Your Account. You will notify Google immediately upon learning of any unauthorized use of Your Account or any other breach of security. Google's (or its wholly-owned subsidiaries) support staff may, from time to time, log in to the Service under Your customer password in order to maintain or improve service, including to provide You assistance with technical or billing issues. 4. Nonexclusive License. Subject to the terms and conditions of this Agreement, (a) Google grants You a limited, revocable, non-exclusive, non-sublicensable license to install, copy and use the GAMC and/or SDKs solely as necessary for You to use the Service on Your Properties or Third Party's Properties; and (b) You may remotely access, view and download Your Reports stored at www.google.com/analytics/. You will not (and You will not allow any third party to) (i) copy, modify, adapt, translate or otherwise create derivative works of the Software or the Documentation; (ii) reverse engineer, decompile, disassemble or otherwise attempt to discover the source code of the Software, except as expressly permitted by the law in effect in the jurisdiction in which You are located; (iii) rent, lease, sell, assign or otherwise transfer rights in or to the Software, the Documentation or the Service; (iv) remove any proprietary notices or labels on the Software or placed by the Service; (v) use, post, transmit or introduce any device, software or routine which interferes or attempts to interfere with the operation of the Service or the Software; or (vi) use data labeled as belonging to a third party in the Service for purposes other than generating, viewing, and downloading Reports. You will comply with all applicable laws and regulations in Your use of and access to the Documentation, Software, Service and Reports. 5. Confidentiality and Beta Features. Neither party will use or disclose the other party's Confidential Information without the other's prior written consent except for the purpose of performing its obligations under this Agreement or if required by law, regulation or court order; in which case, the party being compelled to disclose Confidential Information will give the other party as much notice as is reasonably practicable prior to disclosing the Confidential Information. Certain Service features are identified as "Alpha," "Beta," "Experiment," (either within the Service or elsewhere by Google) or as otherwise unsupported or confidential (collectively, "Beta Features"). You may not disclose any information from Beta Features or the terms or existence of any non-public Beta Features. Google will have no liability arising out of or related to any Beta Features. 6. Information Rights and Publicity. Google and its wholly owned subsidiaries may retain and use, subject to the terms of its privacy policy (located at https://www.google.com/policies/privacy/), information collected in Your use of the Service. Google will not share Your Customer Data or any Third Party's Customer Data with any third parties unless Google (i) has Your consent for any Customer Data or any Third Party's consent for the Third Party's Customer Data; (ii) concludes that it is required by law or has a good faith belief that access, preservation or disclosure of Customer Data is reasonably necessary to protect the rights, property or safety of Google, its users or the public; or (iii) provides Customer Data in certain limited circumstances to third parties to carry out tasks on Google's behalf (e.g., billing or data storage) with strict restrictions that prevent the data from being used or shared except as directed by Google. When this is done, it is subject to agreements that oblige those parties to process Customer Data only on Google's instructions and in compliance with this Agreement and appropriate confidentiality and security measures. 7. Privacy. You will not and will not assist or permit any third party to, pass information to Google that Google could use or recognize as personally identifiable information. You will have and abide by an appropriate Privacy Policy and will comply with all applicable laws, policies, and regulations relating to the collection of information from Users. You must post a Privacy Policy and that Privacy Policy must provide notice of Your use of cookies, identifiers for mobile devices (e.g., Android Advertising Identifier or Advertising Identifier for iOS) or similar technology used to collect data. You must disclose the use of Google Analytics, and how it collects and processes data. This can be done by displaying a prominent link to the site "How Google uses data when you use our partners' sites or apps", (located at www.google.com/policies/privacy/partners/, or any other URL Google may provide from time to time). You will use commercially reasonable efforts to ensure that a User is provided with clear and comprehensive information about, and consents to, the storing and accessing of cookies or other information on the User’s device where such activity occurs in connection with the Service and where providing such information and obtaining such consent is required by law. You must not circumvent any privacy features (e.g., an opt-out) that are part of the Service. You will comply with all applicable Google Analytics policies located at www.google.com/analytics/policies/ (or such other URL as Google may provide) as modified from time to time (the "Google Analytics Policies"). You may participate in an integrated version of Google Analytics and certain Google advertising services ("Google Analytics Advertising Features"). If You use Google Analytics Advertising Features, You will adhere to the Google Analytics Advertising Features policy (available at support.google.com/analytics/bin/answer.py?hl=en&topic=2611283&answer=2700409). Your access to and use of any Google advertising service is subject to the applicable terms between You and Google regarding that service. If You use the Platform Home, Your use of the Platform Home is subject to the Platform Home Additional Terms (or as subsequently re-named) available at https://support.google.com/marketingplatform/answer/9047313 (or such other URL as Google may provide) as modified from time to time (the "Platform Home Terms"). 8. Indemnification. To the extent permitted by applicable law, You will indemnify, hold harmless and defend Google and its wholly-owned subsidiaries, at Your expense, from any and all third-party claims, actions, proceedings, and suits brought against Google or any of its officers, directors, employees, agents or affiliates, and all related liabilities, damages, settlements, penalties, fines, costs or expenses (including, reasonable attorneys' fees and other litigation expenses) incurred by Google or any of its officers, directors, employees, agents or affiliates, arising out of or relating to (i) Your breach of any term or condition of this Agreement, (ii) Your use of the Service, (iii) Your violations of applicable laws, rules or regulations in connection with the Service, (iv) any representations and warranties made by You concerning any aspect of the Service, the Software or Reports to any Third Party; (v) any claims made by or on behalf of any Third Party pertaining directly or indirectly to Your use of the Service, the Software or Reports; (vi) violations of Your obligations of privacy to any Third Party; and (vii) any claims with respect to acts or omissions of any Third Party in connection with the Service, the Software or Reports. Google will provide You with written notice of any claim, suit or action from which You must indemnify Google. You will cooperate as fully as reasonably required in the defense of any claim. Google reserves the right, at its own expense, to assume the exclusive defense and control of any matter subject to indemnification by You. 9. Third Parties. If You use the Service on behalf of the Third Party or a Third Party otherwise uses the Service through Your Account, whether or not You are authorized by Google to do so, then You represent and warrant that (a) You are authorized to act on behalf of, and bind to this Agreement, the Third Party to all obligations that You have under this Agreement, (b) Google may share with the Third Party any Customer Data that is specific to the Third Party's Properties, and (c) You will not disclose Third Party's Customer Data to any other party without the Third Party's consent. 10. DISCLAIMER OF WARRANTIES. TO THE FULLEST EXTENT PERMITTED BY APPLICABLE LAW, EXCEPT AS EXPRESSLY PROVIDED FOR IN THIS AGREEMENT, GOOGLE MAKES NO OTHER WARRANTY OF ANY KIND, WHETHER EXPRESS, IMPLIED, STATUTORY OR OTHERWISE, INCLUDING WITHOUT LIMITATION WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR USE AND NONINFRINGEMENT. 11. LIMITATION OF LIABILITY. TO THE EXTENT PERMITTED BY APPLICABLE LAW, GOOGLE WILL NOT BE LIABLE FOR YOUR LOST REVENUES OR INDIRECT, SPECIAL, INCIDENTAL, CONSEQUENTIAL, EXEMPLARY, OR PUNITIVE DAMAGES, EVEN IF GOOGLE OR ITS SUBSIDIARIES AND AFFILIATES HAVE BEEN ADVISED OF, KNEW OR SHOULD HAVE KNOWN THAT SUCH DAMAGES WERE POSSIBLE AND EVEN IF DIRECT DAMAGES DO NOT SATISFY A REMEDY. GOOGLE'S (AND ITS WHOLLY OWNED SUBSIDIARIES’) TOTAL CUMULATIVE LIABILITY TO YOU OR ANY OTHER PARTY FOR ANY LOSS OR DAMAGES RESULTING FROM CLAIMS, DEMANDS, OR ACTIONS ARISING OUT OF OR RELATING TO THIS AGREEMENT WILL NOT EXCEED $500 (USD). 12. Proprietary Rights Notice. The Service, which includes the Software and all Intellectual Property Rights therein are, and will remain, the property of Google (and its wholly owned subsidiaries). All rights in and to the Software not expressly granted to You in this Agreement are reserved and retained by Google and its licensors without restriction, including, Google's (and its wholly owned subsidiaries’) right to sole ownership of the Software and Documentation. Without limiting the generality of the foregoing, You agree not to (and not to allow any third party to): (a) sublicense, distribute, or use the Service or Software outside of the scope of the license granted in this Agreement; (b) copy, modify, adapt, translate, prepare derivative works from, reverse engineer, disassemble, or decompile the Software or otherwise attempt to discover any source code or trade secrets related to the Service; (c) rent, lease, sell, assign or otherwise transfer rights in or to the Software, Documentation or the Service; (d) use, post, transmit or introduce any device, software or routine which interferes or attempts to interfere with the operation of the Service or the Software; (e) use the trademarks, trade names, service marks, logos, domain names and other distinctive brand features or any copyright or other proprietary rights associated with the Service for any purpose without the express written consent of Google; (f) register, attempt to register, or assist anyone else to register any trademark, trade name, serve marks, logos, domain names and other distinctive brand features, copyright or other proprietary rights associated with Google (or its wholly owned subsidiaries) other than in the name of Google (or its wholly owned subsidiaries, as the case may be); (g) remove, obscure, or alter any notice of copyright, trademark, or other proprietary right appearing in or on any item included with the Service or Software; or (h) seek, in a proceeding filed during the term of this Agreement or for one year after such term, an injunction of any portion of the Service based on patent infringement. 13. U.S. Government Rights. If the use of the Service is being acquired by or on behalf of the U.S. Government or by a U.S. Government prime contractor or subcontractor (at any tier), in accordance with 48 C.F.R. 227.7202-4 (for Department of Defense (DOD) acquisitions) and 48 C.F.R. 2.101 and 12.212 (for non-DOD acquisitions), the Government's rights in the Software, including its rights to use, modify, reproduce, release, perform, display or disclose the Software or Documentation, will be subject in all respects to the commercial license rights and restrictions provided in this Agreement. 14. Term and Termination. Either party may terminate this Agreement at any time with notice. Upon any termination of this Agreement, Google will stop providing, and You will stop accessing the Service. Additionally, if Your Account and/or Properties are terminated, You will (i) delete all copies of the GAMC from all Properties and/or (ii) suspend any and all use of the SDKs within 3 business days of such termination. In the event of any termination (a) You will not be entitled to any refunds of any usage fees or any other fees, and (b) any outstanding balance for Service rendered through the date of termination will be immediately due and payable in full and (c) all of Your historical Report data will no longer be available to You. 15. Modifications to Terms of Service and Other Policies. Google may modify these terms or any additional terms that apply to the Service to, for example, reflect changes to the law or changes to the Service. You should look at the terms regularly. Google will post notice of modifications to these terms at https://www.google.com/analytics/terms/, the Google Analytics Policies at www.google.com/analytics/policies/, or other policies referenced in these terms at the applicable URL for such policies. Changes will not apply retroactively and will become effective no sooner than 14 days after they are posted. If You do not agree to the modified terms for the Service, You should discontinue Your use Google Analytics. No amendment to or modification of this Agreement will be binding unless (i) in writing and signed by a duly authorized representative of Google, (ii) You accept updated terms online, or (iii) You continue to use the Service after Google has posted updates to the Agreement or to any policy governing the Service. 16. Miscellaneous, Applicable Law and Venue. Google will be excused from performance in this Agreement to the extent that performance is prevented, delayed or obstructed by causes beyond its reasonable control. This Agreement (including any amendment agreed upon by the parties in writing) represents the complete agreement between You and Google concerning its subject matter, and supersedes all prior agreements and representations between the parties. If any provision of this Agreement is held to be unenforceable for any reason, such provision will be reformed to the extent necessary to make it enforceable to the maximum extent permissible so as to effect the intent of the parties, and the remainder of this Agreement will continue in full force and effect. This Agreement will be governed by and construed under the laws of the state of California without reference to its conflict of law principles. In the event of any conflicts between foreign law, rules, and regulations, and California law, rules, and regulations, California law, rules and regulations will prevail and govern. Each party agrees to submit to the exclusive and personal jurisdiction of the courts located in Santa Clara County, California. The United Nations Convention on Contracts for the International Sale of Goods and the Uniform Computer Information Transactions Act do not apply to this Agreement. The Software is controlled by U.S. Export Regulations, and it may be not be exported to or used by embargoed countries or individuals. Any notices to Google must be sent to: Google LLC, 1600 Amphitheatre Parkway, Mountain View, CA 94043, USA, with a copy to Legal Department, via first class or air mail or overnight courier, and are deemed given upon receipt. A waiver of any default is not a waiver of any subsequent default. You may not assign or otherwise transfer any of Your rights in this Agreement without Google's prior written consent, and any such attempt is void. The relationship between Google and You is not one of a legal partnership relationship, but is one of independent contractors. This Agreement will be binding upon and inure to the benefit of the respective successors and assigns of the parties hereto. The following sections of this Agreement will survive any termination thereof: 1, 4, 5, 6 (except the last two sentences), 7, 8, 9, 10, 11, 12, 14, 16, and 17. 17. Google Analytics for Firebase. If You link a Property to Firebase (“Firebase Linkage”) as part of using the Service, the following terms, in addition to Sections 1-16 above, will also apply to You, and will also govern Your use of the Service, including with respect to Your use of Firebase Linkage. Other than as modified below, all other terms will stay the same and continue to apply. In the event of a conflict between this Section 17 and Sections 1-16 above, the terms in Section 17 will govern and control solely with respect to Your use of the Firebase Linkage. The following definition in Section 1 is modified as follows: "Hit" means a collection of interactions that results in data being sent to the Service and processed. Examples of Hits may include page view hits and ecommerce hits. A Hit can be a call to the Service by various libraries, but does not have to be so (e.g., a Hit can be delivered to the Service by other Google Analytics-supported protocols and mechanisms made available by the Service to You). For the sake of clarity, a Hit does not include certain events whose collection reflects interactions with certain Properties capable of supporting multiple data streams, and which may include screen views and custom events (the collection of events, an “Enhanced Packet”). The following sentence is added to the end of Section 7 as follows: If You link a Property to a Firebase project (“Firebase Linkage”) (i) certain data from Your Property, including Customer Data, may be made accessible within or to any other entity or personnel according to permissions set in Firebase and (ii) that Property may have certain Service settings modified by authorized personnel of Firebase (notwithstanding the settings You may have designated for that Property within the Service). Last Updated June 17, 2019 Follow us About Google Marketing Platform Overview For Small Businesses For Enterprise Learning & support Support Blog Analytics Academy Skillshop Google Primer Developers & partners Google Marketing Platform Partners Google Measurement Partners Analytics for developers Tag Manager for developers Surveys for developers Campaign Manager 360 for developers Related products Google Ads Google AdSense Google Ad Manager Google Cloud Firebase More from Google Think with Google Business Solutions Google Workspace PrivacyTermsAbout GoogleGoogle Products Help
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Box2D 3.x Bindings for dotnet (C#, F#, VB, ...)
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Fast, simple, multi-language serialization protocol. f0 specifies a collection of simple, composable binary formats for arbitrarily structured data and provides strongly typed bindings in Java/Scala and C#/F# for serializating and deserializing these formats.
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