You should know....

| version |  framework |        GPU architecture       |  precision  |  deployment to TensorRT |  throughput and latency |
| demo    |  pytorch   |  sm50                         |  fp32       |  NO                     |  nerfed                 |
| full    |  pytorch   |  sm50, sm60, sm70, sm75, sm80 |  fp32, fp16 |  YES                    |  full capacity          |
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End-User License Agreement ("Agreement")  

End-User License Agreement ("Agreement")  
Last updated: April 11, 2024

Please read this End-User License Agreement carefully before clicking the "I Agree" button,
downloading or using the "pytorch embeddings module".

Interpretation and Definitions  


The words of which the initial letter is capitalized have meanings defined
under the following conditions. The following definitions shall have the same
meaning regardless of whether they appear in singular or in plural.

For the purposes of this End-User License Agreement:

 * Agreement means this End-User License Agreement that forms the entire
   agreement between You and the Company regarding the use of the
 * Application means the software program provided by the Company downloaded
   by You to a Device, named "pytorch embeddings module".
 * Company (referred to as either "the Company", "We", "Us" or "Our" in this
   Agreement) refers to BLUEWALM company:
   "BLUEWALM" Tamas Hajgato
   NIP : 5223293183
   REGON : 528208192
 * Content refers to content such as text, images, or other information that
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Scope of License  

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License Restrictions  
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extent the Company is required to provide indemnification by applicable law,
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Third-Party Services  
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(including data, information, applications and other products services) or
provide links to third-party websites or services.

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thereof. The Company does not assume and shall not have any liability or
responsibility to You or any other person or entity for any Third-party

You must comply with applicable Third parties' Terms of agreement when using
the Application. Third-party Services and links thereto are provided solely as
a convenience to You and You access and use them entirely at your own risk and
subject to such third parties' Terms and conditions.

Term and Termination  

This Agreement shall remain in effect until terminated by You or the Company.
The Company may, in its sole discretion, at any time and for any or no reason,
suspend or terminate this Agreement with or without prior notice.

This Agreement will terminate immediately, without prior notice from the
Company, in the event that you fail to comply with any provision of this
Agreement. You may also terminate this Agreement by deleting the Application
and all copies thereof from your Device or from your computer.

Upon termination of this Agreement, You shall cease all use of the Application
and delete all copies of the Application from your Device.

Termination of this Agreement will not limit any of the Company's rights or
remedies at law or in equity in case of breach by You (during the term of this
Agreement) of any of your obligations under the present Agreement.


You agree to indemnify and hold the Company and its parents, subsidiaries,
affiliates, officers, employees, agents, partners and licensors (if any)
harmless from any claim or demand, including reasonable attorneys' fees, due
to or arising out of your: (a) use of the Application; (b) violation of this
Agreement or any law or regulation; or (c) violation of any right of a third

No Warranties  

The Application is provided to You "AS IS" and "AS AVAILABLE" and with all
faults and defects without warranty of any kind. To the maximum extent
permitted under applicable law, the Company, on its own behalf and on behalf
of its affiliates and its and their respective licensors and service
providers, expressly disclaims all warranties, whether express, implied,
statutory or otherwise, with respect to the Application, including all implied
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non-infringement, and warranties that may arise out of course of dealing,
course of performance, usage or trade practice. Without limitation to the
foregoing, the Company provides no warranty or undertaking, and makes no
representation of any kind that the Application will meet your requirements,
achieve any intended results, be compatible or work with any other software,
applications, systems or services, operate without interruption, meet any
performance or reliability standards or be error free or that any errors or
defects can or will be corrected.

Without limiting the foregoing, neither the Company nor any of the company's
provider makes any representation or warranty of any kind, express or implied:
(i) as to the operation or availability of the Application, or the
information, content, and materials or products included thereon; (ii) that
the Application will be uninterrupted or error-free; (iii) as to the accuracy,
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Application; or (iv) that the Application, its servers, the content, or
e-mails sent from or on behalf of the Company are free of viruses, scripts,
trojan horses, worms, malware, timebombs or other harmful components.

Some jurisdictions do not allow the exclusion of certain types of warranties
or limitations on applicable statutory rights of a consumer, so some or all of
the above exclusions and limitations may not apply to You. But in such a case
the exclusions and limitations set forth in this section shall be applied to
the greatest extent enforceable under applicable law. To the extent any
warranty exists under law that cannot be disclaimed, the Company shall be
solely responsible for such warranty.

Limitation of Liability  

Notwithstanding any damages that You might incur, the entire liability of the
Company and any of its suppliers under any provision of this Agreement and
your exclusive remedy for all of the foregoing shall be limited to the amount
actually paid by You for the Application.

To the maximum extent permitted by applicable law, in no event shall the
Company or its suppliers be liable for any special, incidental, indirect, or
consequential damages whatsoever (including, but not limited to, damages for
loss of profits, loss of data or other information, for business interruption,
for personal injury, loss of privacy arising out of or in any way related to
the use of or inability to use the Application, third-party software and/or
third-party hardware used with the Application, or otherwise in connection
with any provision of this Agreement), even if the Company or any supplier has
been advised of the possibility of such damages and even if the remedy fails
of its essential purpose.

Some states/jurisdictions do not allow the exclusion or limitation of
incidental or consequential damages, so the above limitation or exclusion may
not apply to You.

Severability and Waiver  


If any provision of this Agreement is held to be unenforceable or invalid,
such provision will be changed and interpreted to accomplish the objectives of
such provision to the greatest extent possible under applicable law and the
remaining provisions will continue in full force and effect.


Except as provided herein, the failure to exercise a right or to require
performance of an obligation under this Agreement shall not effect a party's
ability to exercise such right or require such performance at any time
thereafter nor shall the waiver of a breach constitute a waiver of any
subsequent breach.

Product Claims  

The Company does not make any warranties concerning the Application.

Changes to this Agreement  

The Company reserves the right, at its sole discretion, to modify or replace
this Agreement at any time. If a revision is material we will provide at least
30 days' notice prior to any new terms taking effect. What constitutes a
material change will be determined at the sole discretion of the Company.

By continuing to access or use the Application after any revisions become
effective, You agree to be bound by the revised terms. If You do not agree to
the new terms, You are no longer authorized to use the Application.

Governing Law  

The laws of the Country, excluding its conflicts of law rules, shall govern
this Agreement and your use of the Application. Your use of the Application
may also be subject to other local, state, national, or international laws.

Entire Agreement  

The Agreement constitutes the entire agreement between You and the Company
regarding your use of the Application and supersedes all prior and
contemporaneous written or oral agreements between You and the Company.

You may be subject to additional terms and conditions that apply when You use
or purchase other Company's services, which the Company will provide to You at
the time of such use or purchase.

Contact Us  

If you have any questions about this Agreement,
You can find our contact information:
 * By visiting our website:

I Agree

Efficient Deep Learning Recommendation Models

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How it works

Our trainable, compressed embedding layer significantly shrinks the memory footprint of large-scale neural networks. 

Imagine compressing massive DLRMs from hundreds of gigabytes down to just a few, enabling entire models to run on a single GPU. 

This not only streamlines operations by eliminating the need for GPU-to-GPU communication but also boosts throughput while barely affecting latency. Transform your DLRM deployment with our revolutionary solution.

Compressed Layer

Drop-in, trainable replacement layer for embedding layers in neural networks, without compromising accuracy.

High Compression Rate

Capable of compressing 420GB to 1GB without accuracy losses. The compression rate follows a logarithmic curve.

Simple Integration

Requires minimal code changes, facilitating easy adoption, maintenance and deployment into production.

Accuracy Preserved

Our advanced compression technology significantly reduces memory demands while maintaining the original accuracy of your neural network models.

39x Increased Throughput

Enhances processing capabilities, allowing companies to handle more data requests simultaneously.

Production Ready

Smaller neural networks are easier to manage and to deploy. No complex deployment strategies are required.

Lowering Environmental Impact

By significantly reducing the need for extensive hardware, we help cut down on energy consumption and carbon emissions. This allows your business to not only boost efficiency and reduce costs but also advance your sustainability goals.


Tamas Hajgato
Founder & CTO

Lucas Bakx
Co-founder & CMO

Interested in learning more?

Discover how our solution can help you compress your embedding layers, allowing you to significantly save on hardware and electricity costs without compromising the performance of your recommendation systems.