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Megatron-LM Reviews & Product Details

Swati k.
SK
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Small-Business(50 or fewer emp.)
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What do you like best about Megatron-LM?

Megatron-LM is powerful, open source and versatile framework for using to train pre trained LLM model. It's flexible for multiple training model. Easy to used even for beginners. Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

Downside: Limited documentation, sometime hard to used because of complex. Less resources. Less community support Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

Initially very hard to develop LLM, but now with the help of Megatron-LM, it's very easy to implement, flexible, open source so anyone can use. It utilize with various techniques so it's increase efficiency of model and reduce resources consumption. Improve performance, increase accessibility and faster development and wide applications. Review collected by and hosted on G2.com.

Megatron-LM Overview

What is Megatron-LM?

First introduced in 2019, Megatron sparked a wave of innovation in the AI community, enabling researchers and developers to utilize the underpinnings of this library to further LLM advancements. Today, many of the most popular LLM developer frameworks have been inspired by and built directly leveraging the open-source Megatron-LM library, spurring a wave of foundation models and AI startups. Some of the most popular LLM frameworks built on top of Megatron-LM include Colossal-AI, HuggingFace Accelerate, and NVIDIA NeMo Framework.

Megatron-LM Details
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Product Description

First introduced in 2019, Megatron sparked a wave of innovation in the AI community, enabling researchers and developers to utilize the underpinnings of this library to further LLM advancements. Today, many of the most popular LLM developer frameworks have been inspired by and built directly leveraging the open-source Megatron-LM library, spurring a wave of foundation models and AI startups. Some of the most popular LLM frameworks built on top of Megatron-LM include Colossal-AI, HuggingFace Accelerate, and NVIDIA NeMo Framework.


Seller Details
Seller
NVIDIA
Year Founded
1993
HQ Location
Santa Clara, CA
Twitter
@nvidia
2,322,755 Twitter followers
LinkedIn® Page
www.linkedin.com
36,197 employees on LinkedIn®
Ownership
NVDA
Total Revenue (USD mm)
$16,675
Description

Since its founding in 1993, NVIDIA (NASDAQ: NVDA) has been a pioneer in accelerated computing. The company’s invention of the GPU in 1999 sparked the growth of the PC gaming market, redefined computer graphics, ignited the era of modern AI and is fueling the creation of the metaverse. NVIDIA is now a full-stack computing company with data-center-scale offerings that are reshaping industry.

Recent Megatron-LM Reviews

Swati k.
SK
Swati k.Small-Business (50 or fewer emp.)
5.0 out of 5
"Megatron-LM"
Megatron-LM is powerful, open source and versatile framework for using to train pre trained LLM model. It's flexible for multiple training model. E...
Verified User
U
Verified UserSmall-Business (50 or fewer emp.)
5.0 out of 5
"Megatron LM: Streamlined Efficiency for Optimal Large Language Model Training"
Efficient Training Optimised performance Efficient resources utilisation
RT
Richard T.Mid-Market (51-1000 emp.)
0.5 out of 5
"Does not allow us to rapidly develop"
Megatron LM has disturbed the field of language models bringing about an era of NLP mastery. It lacks the ability to increase the reliability and e...
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23 out of 24 Total Reviews for Megatron-LM

4.5 out of 5
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23 out of 24 Total Reviews for Megatron-LM
4.5 out of 5
23 out of 24 Total Reviews for Megatron-LM
4.5 out of 5

Megatron-LM Pros and Cons

How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Cons

Overall Review Sentiment for Megatron-LMQuestion

Time to Implement
<1 day
>12 months
Return on Investment
<6 months
48+ months
Ease of Setup
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Somesh F.
SF
Machine Learning Engineer
Small-Business(50 or fewer emp.)
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Verified Current User
Review source: G2 invite
Incentivized Review
What do you like best about Megatron-LM?

The best thingI foudn about megatron LM is that the way we are able to train models on scale. Parallel processing and multipnode processing was done when I had lots of data to train model on that gave me efficient use of my GPU resources. Made training really simpler. I use it time to time when we have LLM to fine-tune. it's easy to integrate and train by leveraging the existing LLMs Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

The documentation can be better. There is not much community built around it. The issues raised on github are not resolved in timely manner that can be improved. Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

It helped me to finetune the falcon LLM for our healthcare specific usecase. Also helped to monitor the CPU and GPU utilization and overall it was easy to integrate with our whole pipeline. Review collected by and hosted on G2.com.

YB
Small-Business(50 or fewer emp.)
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Review source: G2 invite
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What do you like best about Megatron-LM?

As a company leveraging Megatron-LM, we appreciate its unparalleled scalability and efficiency on NVIDIA's GPUs. Its ability to process vast datasets rapidly accelerates our AI-driven projects, offering exceptional language understanding and generation capabilities. This robust performance enables us to innovate and deliver sophisticated AI solutions swiftly and effectively. Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

As a user of Megatron-LM, one downside is its significant resource requirements. It demands substantial computational power and memory, which translates to higher operational costs. Additionally, its complexity can pose challenges in integration and maintenance for our technical team, especially when customizing it for specific applications. Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

Megatron-LM is adept at solving complex natural language processing tasks, which benefits us immensely. Its advanced understanding and generation of human language enhances our product's user experience, allowing for more intuitive and engaging interactions. For instance, in customer service applications, it powers sophisticated chatbots that provide accurate, context-aware responses, significantly reducing response times and improving customer satisfaction. Moreover, in data analysis, it helps in extracting meaningful insights from large volumes of unstructured text, aiding in more informed decision-making and strategy development. These capabilities streamline operations and open new avenues for innovation in our services. Review collected by and hosted on G2.com.

Ashutosh S.
AS
Mid-Market(51-1000 emp.)
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Review source: G2 invite
Incentivized Review
What do you like best about Megatron-LM?

The aspect I find most impressive about Megatron-LM is how it pushed the boundaries on language model scale, paving the path for the unprecedented NLP capabilities we see in 175 billion parameter models today. By combining model parallelism techniques with computational firepower, Megatron enabled exploring model capacity levels unforeseen before. The insights this 8 billion parameter model itself provided on representations and model architectures also crucially shaped subsequent developments. It represents a true inflection point in the field - unlocking a new era of giant language models demonstrating near human-like mastery of language. Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

The key aspect I find concerning about Megatron-LM is that it amplified the significant reliability, ethical and social risks associated with large language models - without enough safeguards or holistic evaluation of the worrisome inadvertent potential harms that can emerge at such enormous scale. Pushing boundaries on model capacity without equally stringent responsible AI practices and impact analysis is problematic. Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

As an active user and application developer with Megatron-LM access, I can concretely articulate the critical challenges it has helped address that directly aid my work:

The most evident set of problems the unprecedented language modeling capacity unlocks is the capability to interpret and generate nuanced, contextual language at scale. Whether it is parsing ambiguous search queries accurately or crafting detailed text responses, Megatron brings our NLP interaction quality closer than ever to sophisticated human levels. This helps us create tools leveraging truly conclusive language understanding.

I have personally benefited by integrating Megatron into two key applications - an open-domain conversational bot and an semantic legal document search tool. Using Megatron representations enhanced comprehension and match relevance by over 20% for detailed legal phrase queries. And our conversational bot can now handle tricky inference questions as well as tackle inter-linked dialogue with a persistent context layer thanks to Megatron's capabilities. Review collected by and hosted on G2.com.

RT
Computer Security Specialist
Government Relations
Mid-Market(51-1000 emp.)
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Review source: G2 invite
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What do you like best about Megatron-LM?

Megatron LM has disturbed the field of language models bringing about an era of NLP mastery. It lacks the ability to increase the reliability and ethical aspects of AI. It is unable to manage to mitigate potential harms, which is a testament, to its sophistication. Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

The emphasis on AI practices and comprehensive impact analysis. There are areas where Megatron LM falls short despite its features. The infrequent. General knowledge presents problems in terms of providing up to date and comprehensive information. Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

The platform lacks a user interface that would make it more accessible for individuals with coding experience. Megatron LM does not solve the training process for language models. Its poor performance has increased the time and resources required for training language models. Review collected by and hosted on G2.com.

Nikhil O.
NO
Product Designer
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Review source: G2 invite
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What do you like best about Megatron-LM?

Megatron-LM is a beast! It trains massive language models like nobody's business, super fast and cheap. Plus, it's open-source, so everyone can play. Need to train a monster language model? This is your tool! Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

Megatron-LM, though powerful, isn't a walk in the park. It's got a steep learning curve, requires serious hardware, and its documentation could be improved. Plus, potential bias lurks. Think of it as a high-performance machine for experts, not a magic wand for everyone Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

Megatron-LM tackles LLM's biggest hurdles: training time and cost. By using parallelism and optimizing memory, it speeds up training and cuts costs. This benefits me by providing faster access to cutting-edge technology, cheaper R&D, and a growing LLM community. Ultimately, it paves the way for more real-world applications. Review collected by and hosted on G2.com.

Miguel Ángel C.
MC
Programador full stack
Small-Business(50 or fewer emp.)
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Review source: G2 invite
Incentivized Review
Translated Using AI
What do you like best about Megatron-LM?

What I like most about Megatron-LM is that it can handle a lot of information and do complex things with words and texts. It's like having a supercomputer to understand and work with many words at once. Very useful for conducting research and solving difficult problems using language. Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

What I like least about Megatron-LM is that it can be difficult to use and requires a very powerful computer, which can make it complicated for some people who are not tech-savvy. Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

Megatron-LM is designed to tackle complex challenges in natural language processing, such as language translation and text generation. This can be quite useful (in fact it is) by providing you with advanced tools that simplify language-related tasks, which can represent a great improvement in efficiency in aspects such as communication, research, and the automation of text-based tasks. Review collected by and hosted on G2.com.

Prithvi P.
PP
Small-Business(50 or fewer emp.)
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Review source: G2 invite
Incentivized Review
What do you like best about Megatron-LM?

Megatron-LM dazzles with unparalleled optimization, fueling the training of massive language models. Its strengths lie in seamless scalability, leveraging model parallelism and mixed precision training for enhanced efficiency. Adaptive learning rates further propel performance. Robust community support and thorough documentation make Megatron-LM indispensable for those pushing the boundaries of language model training. Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

This Megatron Lm is very useful as of now I don't find anything wrong. Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

Megatron-LM, a pinnacle in large language model training, showcases remarkable optimization and efficiency. With stellar features like model parallelism, mixed precision training, and adaptive learning rates, it empowers practitioners to scale effortlessly, delivering unparalleled performance. A must-have for those pushing the boundaries of language model development. Review collected by and hosted on G2.com.

WP
Training Specialist
Small-Business(50 or fewer emp.)
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Verified Current User
Review source: Organic Review from User Profile
What do you like best about Megatron-LM?

Easy to navigate and a one time application for students and workers to do their task easy and competitive when it comes to output. I love how it works and helped me. Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

None, necause as what I have mentioned it makes our life easier to complete our task and it is easy to manage unlike the other application I have used before I can't used it Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

It helps the company to have a better application to be on track and competetive with other companies. I have seen this as very helpful and make our company to be best. Review collected by and hosted on G2.com.

Shubhangi C.
SC
Software Developer
Mid-Market(51-1000 emp.)
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Review source: G2 invite
Incentivized Review
What do you like best about Megatron-LM?

Megatron-LM is the best tool which provides a comprehensive platform for learning coding languages online. I liked its user interface and easy to use UI. It has good speed and performance. Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

No such cons experienced till now, everything works fine. Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

Previously, I am afraid of learning new coding languages and models due to its complexity but by using Megatrol-LM it simplified everything and my experience of learning is quite good. Review collected by and hosted on G2.com.

BP
Small-Business(50 or fewer emp.)
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Review source: G2 invite
Incentivized Review
What do you like best about Megatron-LM?

Megatron-LM is very fast and get more information about the translate. And it help us to get fast difference language traning with a quick update answers like MCQ, letter writing, grammer, mathematics, general knowledge and it's help to the employee to reach out with a big company questions. Review collected by and hosted on G2.com.

What do you dislike about Megatron-LM?

sometime its show old answer what I show, but it is very good information. Review collected by and hosted on G2.com.

What problems is Megatron-LM solving and how is that benefiting you?

Showing slow update question and answer.update more general knowledge and more languages. Review collected by and hosted on G2.com.