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govindhtech · 2 months

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Intel VTune Profiler For Data Parallel Python Applications

Intel VTune Profiler tutorial

This brief tutorial will show you how to use Intel VTune Profiler to profile the performance of a Python application using the NumPy and Numba example applications.

Analysing Performance in Applications and Systems

For HPC, cloud, IoT, media, storage, and other applications, Intel VTune Profiler optimises system performance, application performance, and system configuration.

Optimise the performance of the entire application not just the accelerated part using the CPU, GPU, and FPGA.

Profile SYCL, C, C++, C#, Fortran, OpenCL code, Python, Google Go, Java,.NET, Assembly, or any combination of languages can be multilingual.

Application or System: Obtain detailed results mapped to source code or coarse-grained system data for a longer time period.

Power: Maximise efficiency without resorting to thermal or power-related throttling.

VTune platform profiler

It has following Features.

Optimisation of Algorithms

Find your code’s “hot spots,” or the sections that take the longest.

Use Flame Graph to see hot code routes and the amount of time spent in each function and with its callees.

Bottlenecks in Microarchitecture and Memory

Use microarchitecture exploration analysis to pinpoint the major hardware problems affecting your application’s performance.

Identify memory-access-related concerns, such as cache misses and difficulty with high bandwidth.

Inductors and XPUs

Improve data transfers and GPU offload schema for SYCL, OpenCL, Microsoft DirectX, or OpenMP offload code. Determine which GPU kernels take the longest to optimise further.

Examine GPU-bound programs for inefficient kernel algorithms or microarchitectural restrictions that may be causing performance problems.

Examine FPGA utilisation and the interactions between CPU and FPGA.

Technical summary: Determine the most time-consuming operations that are executing on the neural processing unit (NPU) and learn how much data is exchanged between the NPU and DDR memory.

In parallelism

Check the threading efficiency of the code. Determine which threading problems are affecting performance.

Examine compute-intensive or throughput HPC programs to determine how well they utilise memory, vectorisation, and the CPU.

Interface and Platform

Find the points in I/O-intensive applications where performance is stalled. Examine the hardware’s ability to handle I/O traffic produced by integrated accelerators or external PCIe devices.

Use System Overview to get a detailed overview of short-term workloads.

Multiple Nodes

Describe the performance characteristics of workloads involving OpenMP and large-scale message passing interfaces (MPI).

Determine any scalability problems and receive suggestions for a thorough investigation.

Intel VTune Profiler

To improve Python performance while using Intel systems, install and utilise the Intel Distribution for Python and Data Parallel Extensions for Python with your applications.

Configure your Python-using VTune Profiler setup.

To find performance issues and areas for improvement, profile three distinct Python application implementations. The pairwise distance calculation algorithm commonly used in machine learning and data analytics will be demonstrated in this article using the NumPy example.

The following packages are used by the three distinct implementations.

Numpy Optimised for Intel

NumPy’s Data Parallel Extension

Extensions for Numba on GPU with Data Parallelism

Python’s NumPy and Data Parallel Extension

By providing optimised heterogeneous computing, Intel Distribution for Python and Intel Data Parallel Extension for Python offer a fantastic and straightforward approach to develop high-performance machine learning (ML) and scientific applications.

Added to the Python Intel Distribution is:

Scalability on PCs, powerful servers, and laptops utilising every CPU core available.

Assistance with the most recent Intel CPU instruction sets.

Accelerating core numerical and machine learning packages with libraries such as the Intel oneAPI Math Kernel Library (oneMKL) and Intel oneAPI Data Analytics Library (oneDAL) allows for near-native performance.

Tools for optimising Python code into instructions with more productivity.

Important Python bindings to help your Python project integrate Intel native tools more easily.

Three core packages make up the Data Parallel Extensions for Python:

The NumPy Data Parallel Extensions (dpnp)

Data Parallel Extensions for Numba, aka numba_dpex

Tensor data structure support, device selection, data allocation on devices, and user-defined data parallel extensions for Python are all provided by the dpctl (Data Parallel Control library).

It is best to obtain insights with comprehensive source code level analysis into compute and memory bottlenecks in order to promptly identify and resolve unanticipated performance difficulties in Machine Learning (ML), Artificial Intelligence ( AI), and other scientific workloads. This may be done with Python-based ML and AI programs as well as C/C++ code using Intel VTune Profiler. The methods for profiling these kinds of Python apps are the main topic of this paper.

Using highly optimised Intel Optimised Numpy and Data Parallel Extension for Python libraries, developers can replace the source lines causing performance loss with the help of Intel VTune Profiler, a sophisticated tool.

Setting up and Installing

1. Install Intel Distribution for Python

2. Create a Python Virtual Environment

python -m venv pyenv

pyenv\Scripts\activate

3. Install Python packages

pip install numpy

pip install dpnp

pip install numba

pip install numba-dpex

pip install pyitt

Make Use of Reference Configuration

The hardware and software components used for the reference example code we use are:

Software Components:

dpnp 0.14.0+189.gfcddad2474

mkl-fft 1.3.8

mkl-random 1.2.4

mkl-service 2.4.0

mkl-umath 0.1.1

numba 0.59.0

numba-dpex 0.21.4

numpy 1.26.4

pyitt 1.1.0

Operating System:

Linux, Ubuntu 22.04.3 LTS

CPU:

Intel Xeon Platinum 8480+

GPU:

Intel Data Center GPU Max 1550

The Example Application for NumPy

Intel will demonstrate how to use Intel VTune Profiler and its Intel Instrumentation and Tracing Technology (ITT) API to optimise a NumPy application step-by-step. The pairwise distance application, a well-liked approach in fields including biology, high performance computing (HPC), machine learning, and geographic data analytics, will be used in this article.

Summary

The three stages of optimisation that we will discuss in this post are summarised as follows:

Step 1: Examining the Intel Optimised Numpy Pairwise Distance Implementation: Here, we’ll attempt to comprehend the obstacles affecting the NumPy implementation’s performance.

Step 2: Profiling Data Parallel Extension for Pairwise Distance NumPy Implementation: We intend to examine the implementation and see whether there is a performance disparity.

Step 3: Profiling Data Parallel Extension for Pairwise Distance Implementation on Numba GPU: Analysing the numba-dpex implementation’s GPU performance

Boost Your Python NumPy Application

Intel has shown how to quickly discover compute and memory bottlenecks in a Python application using Intel VTune Profiler.

Intel VTune Profiler aids in identifying bottlenecks’ root causes and strategies for enhancing application performance.

It can assist in mapping the main bottleneck jobs to the source code/assembly level and displaying the related CPU/GPU time.

Even more comprehensive, developer-friendly profiling results can be obtained by using the Instrumentation and Tracing API (ITT APIs).

Read more on govindhtech.com

#Intel #IntelVTuneProfiler #Python #CPU #GPU #FPGA #Intelsystems #machinelearning #oneMKL #news #technews #technology #technologynews #technologytrends #govindhtech

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lamodemens · 24 days

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storelatina · 8 months

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Punta Esmeralda and Xpu-ha beaches in Playa del Carmen, Mexico - https://storelatina.com/?p=4324

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travelluxegroup · 1 year

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Unleashing Your Inner Photographer in Playa del Carmen – A Luxury Experience

Capturing the Essence of Playa del Carmen Beaches Playa del Carmen is famous for its beautiful beaches, and they are a photographer's dream. Whether you want to capture the crystal clear waters, white sand, or palm trees swaying in the breeze, there is no shortage of photo opportunities. The most iconic beach is Playa del Carmen, which is located in the heart of the city. However, if you want to get away from the crowds, head to quieter spots like Xpu-Ha or Akumal. Architecture The architecture in Playa del Carmen is a mix of old and new. The historic center of the city has colorful buildings with Spanish colonial influence, while the newer parts of town have modern buildings with a sleek design. Take a walk down Fifth Avenue and capture the vibrant colors and unique textures of the buildings. If you're looking for something more historic, head to the Nuestra Señora del Carmen Church, which dates back to the 16th century. Nature Nature lovers will find plenty to photograph in Playa del Carmen. The region is home to several natural parks, including Xcaret, Xel-Ha, and Rio Secreto. These parks offer a variety of photo opportunities, from underwater caves to exotic animals and birds. You can also take a day trip to nearby Cozumel and photograph the island's pristine beaches and coral reefs. Cultural Festivals Playa del Carmen is a city that loves to celebrate, and there are numerous cultural festivals throughout the year. One of the most popular is the Day of the Dead festival, which takes place in November. During this time, the city is filled with colorful altars, parades, and traditional Mexican food. Other popular festivals include the Riviera Maya Jazz Festival, the Taste of Playa food festival, and the BPM electronic music festival. Sunsets The sunsets in Playa del Carmen are just as beautiful as the beaches themselves. Head to Mamitas Beach or Punta Esmeralda for the best views. The colorful sky, the calm sea, and the silhouettes of palm trees make for a breathtaking photograph. Don't forget to bring a tripod and experiment with long exposures to capture the movement of the waves. In conclusion, there is no shortage of photo opportunities in Playa del Carmen. From the beautiful beaches to the rich culture and history, the city offers something for every photographer. Whether you are a professional or an amateur, you will find plenty of inspiration in this tropical paradise. So grab your camera and unleash your inner photographer in Playa del Carmen! Luxury Photography Equipment and Techniques The Best Luxury Camera Gear When it comes to luxury photography, the equipment can make a big difference in the quality of your photos. Some of the best cameras on the market for luxury photographers include high-end DSLRs like the Canon EOS-1DXMarkII or Nikon D850, and mirrorless cameras such as the Sony A9. For lenses, consider investing in prime lenses for the best image quality and precision control. The Canon EF 85mm f/1.2L II USM or the Sony FE 85mm f/1.4 GM are excellent choices for portrait photography. For landscape and wide-angle shots, look at the Canon EF 16-35mm f/2.8L III USM or the Nikon 14-24mm f/2.8G ED. The Art of Luxury Lighting Luxury photography often requires elaborate lighting setups to capture the desired look and feel. To achieve a professional-grade lighting setup, invest in high-quality lighting fixtures such as the Profoto D2 or the Elinchrom ELB400. These can be used in conjunction with softboxes, diffusers, or reflectors to create the perfect lighting conditions for your shot. Additionally, it's important to master the art of lighting placement and to understand how to balance ambient and artificial light sources. Mastering Luxury Composition Composition is key in luxury photography. To create the perfect shot, you need to understand the principles of composition, such as the rule of thirds, leading lines, and framing. When it comes to luxury photography, try to keep the composition simple and elegant. A subtle tilt or unique angle can add a touch of luxury to an otherwise bland shot. It's also important to consider the background and foreground of your shot, including depth and focus, to create a sense of luxury and style. The Power of Post-Processing Post-processing is a crucial step in luxury photography. It can help to enhance the colors and lighting in your shot, as well as remove any unwanted elements. To achieve a professional-grade post-processing result, invest in software like Adobe Lightroom and Photoshop. The key is to use post-processing to subtly enhance the photo rather than over-editing and losing the natural beauty of the shot. Focus on enhancing the colors, contrast, and sharpness while keeping the photo looking natural. Luxury photography requires more than just a high-end camera. To truly unleash your inner photographer in Playa del Carmen, master the art of lighting, composition, and post-processing. Invest in quality camera gear and take the time to learn the principles of luxury photography. With the right techniques and equipment, you can capture stunning, high-end photographs that truly capture the beauty and luxury of Playa del Carmen. Planning the Shot To capture the perfect beachscape in Playa del Carmen, it's important to plan the shot ahead of time. Consider the time of day, weather conditions, and the direction of the sun. The golden hour, which is the hour before sunset or after sunrise, typically provides the best lighting for beach photography. Look for interesting foreground elements such as rocks, plants, or people to add depth and dimension to your shot. Composition Techniques When composing your shot, follow the rule of thirds by placing points of interest along the intersecting lines. Use leading lines to draw the viewer's eye through the image, such as a path leading to the ocean. Experiment with different angles and perspectives, such as shooting from a low or high angle, to add visual interest to your shot. Camera Settings To capture the beauty of the beach, set your camera to a low ISO to reduce noise and capture sharp details. Use a small aperture (high f-number) to ensure a wide depth of field, which will keep both the foreground and background in focus. Adjust the shutter speed to capture motion, such as waves crashing against the shore. Editing Tips During post-processing, adjust the exposure and contrast to enhance the colors of the ocean and sky. Increase the saturation and vibrance to make the image pop. Use the clone tool to remove any distracting elements in the foreground or background. Consider adding a graduated filter to balance the exposure between the sky and land. With these tips, you can create stunning beachscapes in Playa del Carmen that capture the beauty of the ocean, sand, and sky. Remember to plan ahead, experiment with composition, and adjust your camera settings to achieve the perfect shot. And don't forget to have fun and unleash your inner photographer! Mastering Portraiture in a Tropical Paradise Understanding the Importance of Lighting When it comes to portraiture, lighting can make or break the shot. In a tropical paradise like Playa del Carmen, there's no shortage of natural light. However, it's important to understand how to use that light to your advantage. Consider shooting during the "golden hour," which is the hour after sunrise or before sunset. This is when the light is most soft and flattering, casting a warm glow on your subject. Alternatively, experiment with using shadows to create depth and interest in your portraits. Posing Your Subject The way you pose your subject can have a big impact on the success of your portrait. Consider the mood you want to convey and use posing to help achieve it. For example, a more relaxed and natural pose can create a casual, beachy vibe, while a more formal pose can add an element of sophistication. Additionally, it's important to consider the composition of your shot - try positioning your subject off-center or experimenting with different angles to add interest. Using Props and Backgrounds Props and backgrounds can help add a unique element to your portraits. In Playa del Carmen, you have access to a variety of beautiful backdrops, from lush greenery to colorful architecture. Consider incorporating elements of the environment into your shots - for example, using a palm tree as a prop in a beach portrait. Keep in mind that less is often more - too many props can be distracting and take away from the subject. Working with Your Subject One of the most important aspects of portraiture is building a rapport with your subject. Encourage them to relax and have fun during the shoot, and provide direction when necessary. Consider giving them prompts or suggestions for poses or expressions, and be open to their ideas as well. Remember that your subject is a crucial part of the equation - the more comfortable and confident they feel, the better the final result will be. In conclusion, mastering portraiture in a tropical paradise like Playa del Carmen requires an understanding of lighting, posing, props/backgrounds, and working with your subject. With these tools, you can unleash your inner photographer and capture stunning portraits that showcase the beauty of both your subject and the environment. Finding Hidden Gems: Street Photography in Playa del Carmen While Playa del Carmen is a popular tourist destination, there are still plenty of hidden gems to discover, especially for street photographers. From capturing candid moments of locals going about their daily lives, to finding vibrant street art that decorates the walls of the city, there’s always something new and interesting to photograph. Exploring the Local Markets The markets in Playa del Carmen are a feast for the senses. The Mercado Municipal and the Mercado 28 are both great places to capture a slice of life in the city. Locals come here to buy fresh produce, meat, and fish, as well as traditional handicrafts. Be sure to ask for permission before taking someone’s photo and always respect their wishes if they decline. Finding Street Art Playa del Carmen has a thriving street art scene, with colorful murals and graffiti decorating the walls of buildings throughout the city. Some of the best places to find street art include the neighborhoods around Calle 2 and the area near the recently opened Frida Kahlo museum. Keep your eyes peeled for interesting murals, and don’t be afraid to ask locals about the stories behind them. Exploring Local Neighborhoods One of the best ways to discover hidden gems in Playa del Carmen is to explore the city’s local neighborhoods. Take a walk through the streets surrounding the Parque Fundadores or venture down the narrow streets of Colonia Hollywood. You never know what you might find, from colorful buildings and murals to bustling local shops and markets. Capturing Candid Moments Perhaps the most rewarding aspect of street photography is capturing candid moments of people going about their daily lives. Whether it’s a local vendor selling fruit on the side of the road or children playing soccer in a park, these moments offer a glimpse into the culture and spirit of a place. Always be respectful and ask for permission before taking someone’s photo, but don’t be afraid to engage with your subjects and learn more about their lives. By exploring the local markets, seeking out street art, exploring local neighborhoods, and capturing candid moments, you can unlock a world of hidden gems for your street photography in Playa del Carmen. Editing Your Photos Like a Pro Using Editing software Editing your photos like a pro requires the use of the right editing software. You can either use Adobe Photoshop or Lightroom to edit your photos. With these software, you can adjust the color, brightness, and contrast of your photos, crop the image, remove spots or blemishes, and add effects to make your photos look stunning. The Adobe Photoshop offers a more advanced editing technique, while the Lightroom is perfect for beginners. Adjusting the Light and Color Making adjustments to the light and color is one of the most important stages of editing your photo. You can adjust the brightness level of the photo using the Brightness and Contrast feature. You can also make color correction using the Color Balance tool, Hue and Saturation, and the Vibrance tools. Crop and Resize Cropping your photo can give it a whole new look. You can crop your photo to focus on a particular object within an image. You can also use the Resizing tool to resize your photo to the required size for display. Adding Filters Filters can add a special effect to your photo. There are several filters available in both Adobe Photoshop and Lightroom. You can add filters such as the Black and White filter, Vintage filter, and the HDR filter to your photo. Adding these filters can give your photo a unique look. Sharpening and Noise Reduction Sharpening your photo can make the edges of objects in the image more defined. On the other hand, Noise reduction is an important aspect of editing your photo. Noise Reduction makes your photo smoother and removes any pixelated image or noise. Editing your photo like a pro is an incredible skill that requires patience and dedication. With the right tools and software, you can create stunning photos that will wow your audience. So, take your time and master these techniques. Sharing Your Art with the World: Photography Exhibitions and More Once you’ve taken your stunning photos in Playa del Carmen, it’s time to share them with the world. Luckily, there are many ways to display your art, from traditional galleries to more unconventional avenues. Here are some options to consider: Photography Exhibitions Photography exhibitions are a classic way to showcase your art. Look for galleries or art spaces in your area that cater to photography exhibits. You can also check out photography festivals, which are held annually all over the world and offer a great opportunity to network with other photographers and artists. Online Galleries In the digital age, online galleries offer an easy and effective way to display your work. Websites like 500px, Flickr, and Instagram provide platforms for photographers to share their images with the world. You can also create your own website using platforms like Wix or Squarespace to showcase and sell your work. Social Media Social media platforms like Facebook, Twitter, and Instagram offer a way to reach a wider audience with your work. You can share your photos with your followers and use hashtags to attract new viewers. You can also connect with other photographers and creatives in your community to collaborate and gain inspiration. Prints and Products If you want to take your photography to the next level, consider printing your images on high-quality paper and creating unique products like calendars, postcards, and books. Online retailers like Blurb and Shutterfly offer printing services for photographers, and you can also sell your products on platforms like Etsy. Overall, there are many options for sharing your photography with the world. Whether you choose traditional exhibitions or more unconventional avenues, the key is to be consistent and persistent in your efforts to showcase your art. If you're looking to elevate your photography skills, consider renting the best equipment in Vancouver from Premier Equipment for Premier Photography. Read the full article

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rendersfarm · 1 year

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RenderMan version 25 released

Pixar has announced the release of RenderMan version 25. New features include:

A completely new denoising technology developed by Disney Research using machine learning.

Improved convergence and interactivity using the XPU renderer

XPU outputs now include full support for LPEs and arbitrary AOVs

Improved stylisation looks toolset including improved toon shading, hatching, line distortion and UX

Progressive Pixels – Fractional first iteration display for improved image feedback with XPU, especially with very heavy models or volumes.

New Texture Cache – Improved performance on GPUs if the texture cache needs to do out-of-core texture lookups or is memory constrained.

Camera Controls – XPU now supports many controls of Pixar Camera, including depth of field and lens aberration.

USD Improvements – Houdini Solaris support has been improved with advancements in MaterialX, camera controls, motion blur, and more.

New Patterns – Extend your look development with new color and bump nodes.

Better Convergence – XPU support for Russian Roulette, Ray Depth, and more.

Bridge Updates – Houdini 19.5 and Katana 6 are now supported.

Deformation Motion Blur – XPU now supports full deformation motion blur, enabling studios to use XPU to generate fast quality control renders.

MaterialX Lama Improvements – ILM’s material layering system gets a new iridescence material response and improved physical accuracy.

Preset Browser – Native QT support in Blender.

New Presets – New collections for fur, hair, stylization, diverse skin, and more.

Light Baking – Improved global illumination baking by up to 2x, as well as additional controls for controlling resolution.

VFX Reference Platform – Updated to the 2021 standard.

In the CG industry, SuperRenders Farm is a cloud rendering service and render farm. SuperRenders Farm support for RenderMan rendering. We are offering a free $25 trial to every new user, let’s start rendering your impressive work now!

Source:

https://blog.superrendersfarm.com/news/renderman-version-25-released/

#render man #render man 25 #pixar

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alltrips · 2 years

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alltrips-tulum-tours

Looking to explore the beautiful city of Tulum? Alltrips offers a variety of tours that will allow you to see the best of what this city has to offer. From exploring the ancient ruins to swimming in the clear blue waters, we have a tour that will fit your needs.

Tulum: The Ultimate Guide to Planning Your Trip

Tulum is one of the most popular tourist destinations in Mexico. Located on the Yucatan Peninsula, it is known for its beautiful beaches, ancient ruins, and lively nightlife.If you are planning a trip to Tulum, there are a few things you should know in order to make the most of your experience. This guide will give you all the information about playa del carmen sunset cruise you need to plan the perfect trip to Tulum.

When to Visit

The best time to visit Tulum is between December and April when the weather is warm and dry. However, keep in mind that this is also the busiest time of year, so you may want to visit during the shoulder seasons of May-June or October-November if you are looking to avoid crowds.The closest airport to Tulum is Cancun International Airport (CUN), which is located about 80 kilometres away.

Tulum: The Best Beaches to Visit

If you're looking for the best beaches to visit in Tulum, you can't go wrong with any of these beautiful options. Playa Paraiso is perfect for swimming and relaxing, while Akumal Beach is perfect for snorkelling and seeing turtles. If you're looking for a more secluded beach experience, try Soliman Bay or Xpu-Ha Beach. And of course, no trip to Tulum would be complete without a visit to the world-famous Ruins Beach. Whichever beach you choose, you're sure to have a memorable experience.

Tulum: The Top Things to See and Do

1. Visit the Tulum Mayan Ruins

2. Take a dip in one of Tulum's stunning cenotes

3. Wander the streets of Tulum Pueblo

4. Shop for handmade souvenirs at the Tulum Art Market

5. Sunbathe on a secluded stretch of Tulum Beach

6. Sample delicious seafood at one of Tulum's many beachfront restaurants

7. Explore the nearby town of Coba

8. Visit the Sian Ka'an Biosphere Reserve

Tulum: The Ultimate Shopping Guide

Tulum is a shopper’s paradise, offering a wide variety of unique zip lining in tulum and stores and boutiques selling everything from handmade Maya goods to designer duds. To help you make the most of your shopping experience in Tulum, we’ve put together the ultimate shopping guide.

For handmade Maya goods, be sure to check out one of the many Maya markets in town. Here you’ll find everything from traditional clothing and jewellery to pottery and wood carvings. If you’re looking for designer fashion, head to the shops along Avenue Tulum, where you’ll find a selection of high-end boutiques.For souvenirs and other knick-knacks, the shops along the beach road are a great option. Here you’ll find a wide variety of t-shirts, key chains, and other touristy items.

Tulum: The Top Things to Do at Night

Looking for something to do at night while in Tulum? Check out our list of the top things to do in Tulum at night! From watching the sunset at the beach to dancing the night away at one of the many beach clubs, there is something for everyone to enjoy in Tulum.

Conclusion

In conclusion, the Tulum tours offered by Alltrips are a great way to see the ancient ruins and learn about the Mayan culture. The tour guides are knowledgeable and passionate about the history of the area, and they make the experience enjoyable for everyone. I would highly recommend these tours to anyone interested in learning more about the Mayan civilization.

#tulum atv tours #tulum cenote tour #tulum ruins #zip lining in tulum

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cabomexico · 2 years

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Riviera Maya - Mexican Treasure

Mayan Riviera, or Riviera Maya in Spanish, is one of the most popular destinations in Mexico. The Riviera Maya is the official name for a stretch of coastal land from the south of Fishing Riviera Maya to Tulum. It includes the Sian Ka'an Biosphere Reserve. This area of the coast covers 130 km (81 mi), not including the Reserve. It includes many small towns and hideaways, plus nature parks and large resorts, among which are luxury resorts of 5 or more stars. The largest towns are Puerto Morelos and Puerto Aventuras. These are lesser known but equally worthy vacation spots. Hideaways include Punta Bete, Xpu-Ha, Paamul, and Punta Allen. Major cities in this stretch include Playa del Carmen, Akumal, and Tulum. Cancún and the island of Cozumel are only minutes away by car or ferry. As you can imagine there are plenty of things to do for vacationers of all preferences. Whether you want to relax on the beach, snorkel in the clear blue waters, shop for souvenirs, visit historical or nature preserves, or eat at a plethora of restaurants, Riviera Maya will more then fulfill your vacation desire.

Lots To Do

Swimming with the Dolphins - Dolphin Discovery (998/887-0207) is located at Treasure Island on the side of Isla Mujeres, facing Cancun. Up to six people can swim with two dolphins and one trainer. Another option is Xel-Ha (998/883-3293), a theme park in Puerto Juárez. For under $90 US per person, you can swim for 30 minutes in a natural habitat environment called dolphinaria.

Snorkeling - Isla Mujeres is located close to one of many coral reefs, and the area is popular for its snorkeling and scuba diving. The most popular snorkeling area is El Garrafón National Park. Another popular spot is Bahía de Mujeres.

SCUBA Diving - By far, the most popular destination is Cozumel. It ranks among the top five dive destinations. But don't forget your dive card and dive log. Dive shops will rent you gear but won't take you out on a boat until you demonstrate some documentation. You can save money by getting a dive package together with hotel stay. Cozumel has a lot of diving locations. Some of the more famous are Palancar Reef, Santa Rosa Wall, San Francisco Reef, and Yucab Reef. The Great Maya coral reef is also breathtaking.

Wildlife - No, not the all night partying kind, but natural Reserves is what we're talking about here. South of Cancún, near the Mayan Ruins of Tulum, you will encounter the Sian Ka'an Biosphere Reserve. Here you can enjoy wildlife in their natural habitat. Activities include kayaking, fly fishing, and educational programs. In Isla Mujeres you may want to visit the Turtle Sanctuary, a reserve dedicated to preserving Caribbean Sea turtles and educating the public about them.

Beaches - Playa del Carmen offers same quality of beaches as Cancun with fewer crowds, although it is growing in popularity. Few minutes by ferry will take you to the island of Cozumel which has wonderful beaches such as Playa San Francisco and Playa Palancar.

Swimming - If you're in Isla Mujeres, then we recommend Playa Norte. Anywhere there is a great beach in the Riviera Maya you'll find a great swimming experience.

Fishing - Riviera Maya offers great fishing experience. To arrange a day of fishing contact the Sociedad Cooperativa Turística. Alternatively your travel agent can arrange a fishing tour for you. Best months for fishing are April to September.

Museums and Maya Ruins - On rainy afternoons you may wish to check out a museum or two. In Cazumel, Museo de la Isla de Cozumel merits a visit. Mayan ruins are definitely worth a visit when you're in the Riviera Maya. One notable spot are the Ruins of Tulum, a Maya fortress-city overlooking the Caribbean. These are located thirteen kilometers (8 miles) south of Xel-ha.

There are way too many activities in the Riviera Maya to be able to list them all in a short article such as this one. In the near future look for more articles dedicated to one or few destinations in the Riviera Maya.

#Fishing Riviera Maya

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marioobauutista · 2 years

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en Playa De Xpu-Ha https://www.instagram.com/p/Cjk3i9nslDR/?igshid=NGJjMDIxMWI=

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bananasin · 2 years

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Nvidia quadro drivers for windows 10

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If you own a Dell Inspiron 1420, Dell XPS M1330, Dell XPS M1530, or Dell Latitude D630/D630c it is highly recommended that you first install this Dell software update.It is recommended that you backup your current system configuration.Please check to make sure that your notebook has a supported GPU (refer to the Products Supported tab below).

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Quadro drivers for these operating systems will continue to receive planned bug fixes and scheduled security updates until January 14, 2020. Update drivers with the largest database available. NVIDIA Quadro driver support for the following Microsoft Windows operating systems will end on January 14, 2020: Windows 7.

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For more information about how to access your purchased licenses visit the vGPU Software Downloads page.

#Nvidia quadro drivers for windows 10 software download#

OEMs may choose not to provide technical support for issues that arise from the use of this driver. Get the latest official NVIDIA Quadro NVS 140M display adapter drivers for Windows 11, 10, 8.1, 8, 7, Vista, XP PCs. Enterprise customers with a current vGPU software license (GRID vPC, GRID vApps or Quadro vDWS), can log into the enterprise software download portal by clicking below. NVIDIA recommends that you check with your notebook OEM for recommended software updates. Please note that the original equipment manufacturer (OEM) of your notebook provides certified drivers for your specific notebook on their website. This reference driver can be installed on supported NVIDIA Quadro notebook GPUs. If you would like to be notified of upcoming drivers for Windows, please subscribe here.

Added ability to query whether the GPU hardware supports the creation of low-latency high priority context.

VR SLI now supports OpenGL (via the new multicast extension).

OpenGL: Added support for OpenGL multicast NXV extension. Descarga el Español (América Latina) Quadro Desktop/Notebook Driver Release Windows 10 R361 Para Windows 10 64-bit systems.

ODE branches are dedicated to relatively long term stability for ISV certification, OEMs, and Enterprise customers.įor the latest driver which contains new features and functionality, including optimizations for Virtual Reality applications please download the Quadro VR / Performance driver. If you would like to be notified of upcoming drivers for Windows, please subscribe here.This driver is from the R361 Optimal Drivers for Enterprise driver branch. Download drivers for nVidia Quadro 4000 video cards (Windows 7 圆4), or install DriverPack Solution software for automatic driver download and update.

Houdini 19- support for Optix in NVIDIA RTX GPUs in new Karma XPU render engine.

#Nvidia quadro drivers for windows 10 update#

V-Ray 5 Update 2 - support for new V-Ray Decal feature that adds decals onto surfaces at any angle without extra UVW work or disturbing any underlying materials, and a new Sharpen/Blur layer for more artistic control within applications.

OctaneRender 2021.1- motion blur scenes are accelerated on NVIDIA RTX GPUs, allowing designers to achieve realistic reflections with motion blur.

Twinmotion 2022.1 - support for accelerated RTX ray racing by RT cores on NVIDIA RTX GPUs.

If you can not find a driver for your operating system you can ask for it on our forum. Additionally, you can choose Operating System to see the drivers that will be compatible with your OS.

NVIDIA Texture Tools- support for new API allowing users to create compressed, high quality texture files with substantially reduced memory usage. Free drivers for NVidia Quadro K620 for Windows 10 64-bit.

Omniverse Showroom for quick and easy demonstrations of Omniverse technology.

Omniverse Remote for connecting artists to view and interact with fully ray traced assets through iOS and Android devices.

Omniverse VR for real-time ray traced VR.

Added support for new NVIDIA Omniverse features to further assist 3D artists and designers in collaborative creative workflows:.

Added support for the following NVIDIA GPUs.

The PB driver is a superset of the NVIDIA Studio Driver and provides all the benefits of the Studio Driver of the same version, in addition to NVIDIA RTX-specific enhancements and testing. PB drivers are designed and tested to provide long-term stability and availability, making these drivers ideal for enterprise customers and other users who require application and hardware certification from ISVs and OEMs respectively. This new driver provides improvements over the previous branch in the areas of application performance, API interoperability (e.g., OpenCL/Vulkan), and application power management. Heres a complete list of currently available drivers for the nVidia Quadro K4000M video card, which. Release 470 is the latest Production Branch (PB) release of the NVIDIA RTX Enterprise Driver. 22 drivers for Quadro K4000M and Windows 10 64bit. NVIDIA RTX Enterprise Production Branch Driver

#Nvidia quadro drivers for windows 10

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govindhtech · 3 months

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Optical I/O Shines Intel’s OCI Chiplet Powers Next-Decade AI

First Integrated Optical I/O Chiplet

With integrated photonics technology, Intel Corporation has made significant progress towards high-speed data transmission. The first-ever fully integrated optical computing interconnect (OCI) chiplet, co-packaged with an Intel CPU and executing real data, was showcased by Intel’s Integrated Photonics Solutions (IPS) Group at the Optical Fibre Communication Conference (OFC) 2024. This chiplet is the most sophisticated in the industry. By enabling co-packaged optical input/output (I/O) in developing AI infrastructure for data centres and high performance computing (HPC) applications, Intel’s OCI chiplet marks a significant advancement in high-bandwidth connection.

What It Does

This is the first OCI chiplet, intended to meet the increasing demands of AI infrastructure for greater bandwidth, lower power consumption, and longer reach. It can support 64 channels of 32 gigabits per second (Gbps) data transmission in each direction on up to 100 metres of fibre optics. It makes it possible for CPU/GPU cluster connectivity to grow in the future and for innovative compute designs like resource disaggregation and coherent memory extension.

Why It Matters

Large language models (LLM) and generative AI are two recent advancements that are speeding up the global deployment of AI-based applications. Machine learning (ML) models that are larger and more effective will be essential in meeting the new demands of workloads involving AI acceleration. Future AI computing platforms will need to be scaled, which will require exponential expansion in I/O bandwidth and longer reach to support larger CPU/GPU/IPU clusters and architectures with more effective resource utilisation, like memory pooling and xPU disaggregation.

High bandwidth density and low power consumption are supported via electrical I/O, or copper trace connectivity, although its reach is limited to one metre or less. When employed in data centres and early AI clusters, pluggable optical transceiver modules can expand reach at power and cost levels that are unsustainable for the scalability demands of AI workloads. AI/ML infrastructure scalability calls for co-packaged xPU optical I/O that can enable greater bandwidths with better power efficiency, longer reach, and low latency.

Electrical I/O

To use an analogy, switching from horse-drawn carriages, which had a limited capacity and range, to cars and trucks, which can transport much bigger amounts of products over much longer distances, is analogous to replacing electrical I/O with optical I/O in CPUs and GPUs to convey data. Optical I/O solutions such as Intel’s OCI chiplet could offer this kind of enhanced performance and energy efficiency to AI scalability.

How It Works

The fully integrated OCI chiplet combines an electrical integrated circuit (IC) with a silicon photonics integrated circuit (PIC), which incorporates on-chip lasers and optical amplifiers, by utilising Intel’s field-proven silicon photonics technology. Although the OCI chiplet showcased at OFC was co-packaged with an Intel CPU, it can be combined with different system-on-chips (SoCs), GPUs, IPUs, and next-generation CPUs.

This initial OCI version is compatible with PCIe Gen5 and provides bidirectional data transmission rates of up to 4 terabits per second (Tbps). A transmitter (Tx) and receiver (Rx) connection between two CPU platforms via a single-mode fibre (SMF) patch cord is shown in the live optical link demonstration. The demonstration shows the Tx optical spectrum with 8 wavelengths at 200 gigahertz (GHz) spacing on a single fibre, along with a 32 Gbps Tx eye diagram demonstrating strong signal quality. The CPUs generated and tested the optical Bit Error Rate (BER).

The current chiplet uses eight fibre pairs, each carrying eight dense wavelength division multiplexing (DWDM) wavelengths, to provide 64 channels of 32 Gbps data in each direction up to 100 metres (though actual implementations may be limited to tens of metres due to time-of-flight latency). In addition to being incredibly energy-efficient, the co-packaged solution uses only 5 pico-Joules (pJ) per bit, as opposed to around 15 pJ/bit for pluggable optical transceiver modules. AI’s unsustainable power requirements may be addressed with the help of this level of hyper-efficiency, which is essential for data centres and high-performance computing settings.

Concerning Intel’s Preeminence in Silicon Photonics

With over 25 years of in-house research from Intel Labs, the company that invented integrated photonics, Intel is a market leader in silicon photonics. The first business to create and supply industry-leading dependability silicon photonics-based connectivity solutions in large quantities to major cloud service providers was Intel.

The primary point of differentiation for Intel is their unmatched integration of direct and hybrid laser-on-wafer technologies, which result in reduced costs and increased reliability. Intel is able to preserve efficiency while delivering higher performance thanks to this innovative method. With over 8 million PICs and over 32 million integrated on-chip lasers shipped, Intel’s reliable, high-volume platform has a laser failures-in-time (FIT) rate of less than 0.1, which is a commonly used reliability metric that shows failure rates and the frequency of failures.

For use in 100, 200, and 400 Gbps applications, these PICs were installed in big data centre networks at prominent hyperscale cloud service providers in the form of pluggable transceiver modules. In development are next generation 200G/lane PICs to handle 800 Gbps and 1.6 Tbps applications that are only starting to gain traction.

Additionally, Intel is introducing a new fab process node for silicon photonics that offers significantly better economics, higher density, better coupling, and state-of-the-art (SOA) device performance. Intel keeps improving SOA performance, cost (more than 40% reduction in die size), power (more than 15% reduction), and on-chip laser performance.

What’s Next

This OCI chiplet from Intel is a prototype. Intel is collaborating with a small number of clients to co-package OCI as an optical I/O solution with their SoCs.

The OCI chiplet from Intel is a significant advancement in high-speed data transfer. Intel continues to be at the forefront of innovation and is influencing the future of connectivity as the AI infrastructure landscape changes.