#GPUmemory

[govindhtech]

Vivo Funtouch OS 15: Combining Fluidity And Sensitivity

With the release of Funtouch OS 15 for users in international regions, Vivo has officially ushered in a new age of seamless and improved mobile experiences. The most recent Funtouch OS 15, which is Vivo’s interpretation of the new Android 15 version, delivers unmatched smoothness, an array of new customization choices, and enhanced features centered around gaming, photography, and productivity. It builds upon user input and demands. Funtouch OS 15 improves daily productivity by smoothly integrating Vivo users into the digital world.

Transcend Smoothness and Feel Unmatched Fluidity

The Android system’s general fluidity and the animated components that give the smartphone life are enhanced by Funtouch OS 15. Funtouch OS 15 gives priority to foreground operations by substituting vivo’s proprietary Priority Scheduling model for Android’s built-in Fair Scheduling mechanism. Even in cases of overburden, this leads to a 15% boost in the average app startup speed.

The new Memory Enhancement Technology uses an enhanced zRAM memory compression algorithm to further improve performance, leading to an astounding 40% improvement in compression speed. It also minimizes GPU memory usage for background apps, allowing users to run numerous apps at once without experiencing any lag on the smartphone.

Additionally, Vivo’s unique Origin Animation a cutting-edge technique that improves animation smoothness and interface responsiveness is introduced in Funtouch OS 15. The Lightning-Speed Engine increases app launch reaction time by 20% and establishes a dedicated channel for animation execution. The Aqua Dynamic Effect, which draws inspiration from nature, adds animation effects to system interactions to mimic the flow of water, giving each interaction a smoother, more organic feel. Not to mention, a comprehensive ergonomics research basis has been utilized to improve over 700 contact instances, guaranteeing a constantly Smooth contact experience.

Note: Only a few models have access to these functionalities. Data is taken from the business laboratories. The real performance will take precedence.

Create Your Own Online Environment

Funtouch OS 15 gives users the freedom to express who they are. Funtouch OS 15 delivers a simple and minimalistic look with 3,800+ reworked design elements, including updated system colors, fonts, icons, and drawings. Numerous options, such as nine main system themes and a selection of Static, Immersive, and Video Wallpapers, allow users to further customize their devices. Even more control over the user interface is offered with four additional animations for fingerprint identification, four different app icon styles, and movable icon sizes and shapes.

Be a Pro, So Simple: Instant Efficiency

Realizing how essential smartphones are to daily life, Funtouch OS 15 improves creativity, raises the bar for enjoyment, and increases productivity. Using AI-powered tools, users of the AI Image Lab may automatically improve photo quality and eliminate shadows from documents. The enhanced Ultra Game Mode brings a handy sidebar featuring a performance panel, gaming tools, and the Game Small Window feature for die-hard mobile gamers. This keeps games uninterrupted while enabling rapid access to social apps and simple settings changes like touch sampling rate and screen refresh rate.

Funtouch OS 15’s enhanced Link to Windows functionality improves productivity by facilitating cross-device cooperation between PCs and vivo devices. Users can browse current images across devices, effectively manage file sharing, and sync content in real-time. The redesigned S-Capture feature also features a control panel for system sound recordings and microphone volume, enables multiple audio tracks, and also lets users annotate during screen recording.

Accessible

Upgrading to Funtouch OS 15 will be possible for the Vivo X Fold3 Pro, X100 Series, and iQOO 12 starting in mid-October.

About Vivo

Vivo is a technology business that focuses on smart devices and intelligent services at the heart of its creation of exceptional products driven by design. The company wants to create a link between the digital and human worlds. The Vivo offers consumers a more convenient mobile and digital life via inventiveness.

Read more on Govindhtech.com

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OPPO F19 Pro (Crystal Silver, 8GB RAM, 256GB Storage) Without Offers

OPPO F19 Pro (Crystal Silver, 8GB RAM, 256GB Storage) Without Offers

Price: (as of – Details) 6.43″ Inch (16.3cm) FHD+ Super AMOLED Punch-hole Display with 2400×1080 pixels. Larger screen to body ratio of 90.8%. In-Display Fingerprint 3.0. Android v11 based ColorOS 11.1 operating system with 2.2GHz MediaTek Helio P95 octa core processor, IMG 9XM-HP8 GPUMemory, Storage & SIM: 8GB RAM | 256GB internal memory can be expandable up to 256GB | Dual SIM (nano+nano)…

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OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) Without Offers

OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) Without Offers

Price: (as of – Details) Packed with a host of features, it scores high in terms of functionality. This makes it a must-have. Android v11 based ColorOS 11.1 operating system with 2.2GHz MediaTek Helio P95 octa core processor, IMG 9XM-HP8 GPUMemory, Storage & SIM: 8GB RAM | 128GB internal memory can be expandable up to 256GB | Dual SIM (nano+nano) dual-standby (4G+4G)Battery: 4310mAH…

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OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

Price: (as of – Details) 6.43″ Inch (16.3cm) FHD+ Super AMOLED Punch-hole Display with 2400×1080 pixels. Larger screen to body ratio of 90.8%. In-Display Fingerprint 3.0. Android v11 based ColorOS 11.1 operating system with 2.2GHz MediaTek Helio P95 octa core processor, IMG 9XM-HP8 GPUMemory, Storage & SIM: 8GB RAM | 128GB internal memory can be expandable up to 256GB | Dual SIM (nano+nano)…

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OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

Price: (as of – Details) 6.43″ Inch (16.3cm) FHD+ Super AMOLED Punch-hole Display with 2400×1080 pixels. Larger screen to body ratio of 90.8%. In-Display Fingerprint 3.0. Android v11 based ColorOS 11.1 operating system with 2.2GHz MediaTek Helio P95 octa core processor, IMG 9XM-HP8 GPUMemory, Storage & SIM: 8GB RAM | 128GB internal memory can be expandable up to 256GB | Dual SIM (nano+nano)…

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OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

Price: (as of – Details) 6.43″ Inch (16.3cm) FHD+ Super AMOLED Punch-hole Display with 2400×1080 pixels. Larger screen to body ratio of 90.8%. In-Display Fingerprint 3.0. Android v11 based ColorOS 11.1 operating system with 2.2GHz MediaTek Helio P95 octa core processor, IMG 9XM-HP8 GPUMemory, Storage & SIM: 8GB RAM | 128GB internal memory can be expandable up to 256GB | Dual SIM (nano+nano)…

[govindhtech]

AMD Radeon RX 7900XTX GPU boosts ChatGLM2-6B inference

HEYINTELLIGENCE used an AMD Radeon RX 7900XTX GPU to optimize ChatGLM2-6B inference.With its open-source software ROCm, which is made for GPUs and includes a set of drivers, software tools, libraries, and APIs that make GPU programming simple, AMD is pushing AI through an open environment. Through underlying hardware designs and software breakthroughs, AMD Radeon GPUs and AMD ROCm software are naturally engineered to enable a balance between accuracy and efficiency, enabling developers to quickly create high-performance, large-model applications. More partners now have the chance to collaborate on innovations within the AMD AI ecosystem.

GCT Technology

LLMs on AMD GPU Platforms Provided by HEYINTELLIGENCE

Based on how much of the total inference process’ processing or bandwidth each of the original RMSNorm, MatMul fused with Rotary-EMB, MatMul fused with SwiGLU, and Decoding Attention in ChatGLM2-6B utilized, was chosen. Four optimized kernels were created by GCT to carry out these tasks. Because of the flexibility of the HIP and ROCm components, all four kernels are intended to deliver notable performance increases. Because AMD GPUs are so efficient, the kernels are compiled into effective backend instructions and are widely used.

The following are the essential components of the optimized kernels:

RMSNorm: This technique uses the Root Mean Square (RMS) to regularize the summed inputs to a neuron in a single layer. Preventing synchronization among warps is essential for enhancing performance.

MatMul fused with Rotary-EMB: The launch cost of numerous kernels can be significantly decreased by combining matrix multiplication (MatMul) with rotary operation. To increase data sharing and improve computing performance, the kernel must be designed with the granularity of the rotor in mind.

MatMul fused with SwiGLU: By combining matrix multiplication and SwiGLU, the launch costs of two different kernels can be decreased. The memory-to-register load time can also be decreased by planning the entire optimization procedure from the output’s point of view.

Decoding Attention: Three crucial elements to enhance performance are the optimization of the synchronization technique between thread warps in SoftMax, the sensible use of shared memory, and the flexible design of thread processing granularity depending on the calculating features of attention.

These kernel optimization techniques can be utilized as a stand-alone plug-in with different quantization algorithms to provide next-level performance in addition to GCT, as they have no effect on accuracy and are not dependent on the quantization strategy. On the other hand, quantization may result in a reduction in model generalization for applications that depend on accuracy, which presents uncertain risks. GCT techniques can still be utilized to maximize performance in this situation, although quantization approaches must be handled carefully.

ChatGLM2-6B is an open-source large language model (LLM) focused on bilingual conversations in Chinese and English. It’s essentially a computer program that can carry on conversations in both Chinese and English.

ChatGLM2-6B:Some key points

It’s the second generation of an earlier model, ChatGLM-6B, and offers improvements in performance, efficiency, and context handling.

Compared to similar sized models, ChatGLM2-6B performs better on benchmarks that measure conversation ability.

It can consider a longer conversation history, resulting in more natural interactions.

It runs faster and uses less memory than the first generation.

The code and resources are publicly available, allowing for further development and exploration.

Actually, ChatGLM2-6B is an open-source large language model (LLM) designed for bilingual English and Chinese discussions!

ChatGLM-6B Advantages

Second-generation model: This model is better than the ChatGLM-6B model from the beginning.

Better performance: In comparison to models of a comparable size, it performs better on benchmarks pertaining to conversations.

Extended context: For more organic interactions, it may take into account a longer discussion history (up to 8K tokens).

Efficient inference: Compared to the first generation, it operates more quickly and requires less memory, enabling more seamless interactions.

Free and open-source The code and materials are available on sites such as Hugging Face [ON Hugging Face chatglm2 6b] and GitHub [ON GitHub thudm chatglm2 6b].

Correctness Counts

Quantization techniques can be employed in LLM applications to lower GPU memory consumption and boost the number of concurrent users that can be served. Aggressive quantization can drastically reduce the amount of data, but in some cases especially in real-world LLM applications the accuracy cost is too great.

Additional Optimizations

HEYINTELLIGENCE has amassed a vast amount of expertise in the practical deployment of AI models and hardware platforms. The GCT contains a wide range of sub-techniques, including pipeline optimizations, quantization/de-quantization kernel fusion techniques, and LLM-serving techniques. Subsequent improvements may be made in accordance with client specifications. The main goal is to allow various optimization strategies to cooperate in order to maximize performance improvement while minimizing accuracy loss while adhering to time cost and real scene data restrictions.

In summary

The above-mentioned optimized implementations contribute to the growing community of AMD AI developers by assisting the highly efficient AMD AI accelerators in handling complex AI workloads like LLMs. This allows data centre users to have access to a full range of inference solutions that can meet high-throughput, low-latency performance requirements. By creating open software platforms like ROCm, ZenDNN, AI, and Ryzen AI software for breakthroughs on GPUs, CPUs, and adaptable SoCs, AMD is enabling more ecosystem partners and AI developers.

Read more on Govindhtech.com

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Oppo F19 Pro (Fluid Black, 8GB RAM, 128GB Storage)

Oppo F19 Pro (Fluid Black, 8GB RAM, 128GB Storage)

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OPPO F19 Pro (Crystal Silver, 8GB RAM, 256GB Storage) with No Cost EMI/Additional Exchange Offers

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OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

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OPPO F19 Pro (Fluid Black, 8GB RAM, 256GB Storage) with No Cost EMI/Additional Exchange Offers

Price: (as of – Details) Android v11 based ColorOS 11.1 operating system with 2.2GHz MediaTek Helio P95 octa core processor, IMG 9XM-HP8 GPUMemory, Storage & SIM: 8GB RAM | 256GB internal memory can be expandable up to 256GB | Dual SIM (nano+nano) dual-standby (4G+4G)Battery: 4310mAH lithium-polymer massive battery with 30W VOOC Flash Charge 4.0 | Super Night standby mode.48MP Quad Camera ( 48MP…

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OPPO F19 Pro (Crystal Silver, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

OPPO F19 Pro (Crystal Silver, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

Price: (as of – Details) 6.43″ Inch (16.3cm) FHD+ Super AMOLED Punch-hole Display with 2400×1080 pixels. Larger screen to body ratio of 90.8%. In-Display Fingerprint 3.0. Android v11 based ColorOS 11.1 operating system with 2.2GHz MediaTek Helio P95 octa core processor, IMG 9XM-HP8 GPUMemory, Storage & SIM: 8GB RAM | 128GB internal memory can be expandable up to 256GB | Dual SIM (nano+nano)…

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OPPO F19 Pro (Crystal Silver, 8GB RAM, 256GB Storage) with No Cost EMI/Additional Exchange Offers

OPPO F19 Pro (Crystal Silver, 8GB RAM, 256GB Storage) with No Cost EMI/Additional Exchange Offers

Price: (as of – Details) 6.43″ Inch (16.3cm) FHD+ Super AMOLED Punch-hole Display with 2400×1080 pixels. Larger screen to body ratio of 90.8%. In-Display Fingerprint 3.0. Android v11 based ColorOS 11.1 operating system with 2.2GHz MediaTek Helio P95 octa core processor, IMG 9XM-HP8 GPUMemory, Storage & SIM: 8GB RAM | 256GB internal memory can be expandable up to 256GB | Dual SIM (nano+nano)…

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OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

OPPO F19 Pro (Fluid Black, 8GB RAM, 128GB Storage) with No Cost EMI/Additional Exchange Offers

Price: (as of – Details) 6.43″ Inch (16.3cm) FHD+ Super AMOLED Punch-hole Display with 2400×1080 pixels. Larger screen to body ratio of 90.8%. In-Display Fingerprint 3.0. Android v11 based ColorOS 11.1 operating system with 2.2GHz MediaTek Helio P95 octa core processor, IMG 9XM-HP8 GPUMemory, Storage & SIM: 8GB RAM | 128GB internal memory can be expandable up to 256GB | Dual SIM (nano+nano)…

[govindhtech]

Dell PowerScale:  Enabling Efficient GenAI Workflows

Embracing generative AI (GenAI) requires a strong storage architecture that can handle complexity and grow with innovation. GenAI is a revolutionary fusion of artificial intelligence with unstructured data. Let’s introduce Dell PowerScale. The dependable, industry-leading storage is designed to accelerate the delivery of GenAI models with previously unheard-of speed, ease, and affordability while streamlining IT settings.

Deciphering Dell PowerScale Architecture The OneFS software-powered AI-crafted architecture at the core of Dell PowerScale is intended to handle unstructured data in remote contexts. Now let’s explore the three fundamental levels.

Layer of Client Access: This essential part of the network file system makes ensuring that unstructured data from a range of clients and workloads is accessible with ease. The Client Access Layer streamlines and unifies file access across many workloads with its fast Ethernet connection and compatibility for several protocols, including the Hadoop Distributed File System (HDFS), Server Message Block (SMB), and Network File System (NFS). It supports state-of-the-art technologies like as Remote Direct Memory Access (RDMA) and NVIDIA GPUDirect Storage, which enable direct data transmission for GenAI applications between GPU memory and storage devices. Policies for intelligent load balancing maximize availability and performance, while multi-tenancy management guarantees customized service levels and security.

Layer for OneFS File Presentation: By standardizing data access across the cluster, this layer removes the burden of caring about where the data is physically located. The administration of massive data volumes across several storage types is made easier by OneFS’s seamless integration of tiering, data security, and volume management features. With its high availability and non-disruptive operations, it makes it simple for users to move, update, and extend, guaranteeing an intelligent and effective file system that can accommodate a variety of requirements.

Dell PowerScale Cluster Layer for Compute and Storage: This layer acts as the backbone, delivering networking components and nodes to enable highly available and scalable file clusters. Dell PowerScale automatically scales and auto-balances clusters without requiring administrative labor, from tiny, inexpensive clusters accommodating basic capacity and computing workloads to large configurations supporting petabyte-scale data. Nodes make updates, migrations, and tech refreshes easier to administer without interfering with cluster operations.

These layers serve as the foundation for the deployment of GenAI, enabling flexible, “always-on” high-performance data intake, processing, and analysis.

Dell PowerScale’s Fundamental Skills With the newest advancements in OneFS software and Dell PowerScale all-flash technology, developers can expedite the AI lifecycle from data preparation to model inference. Dell PowerScale, powered by Dell PowerEdge servers, improves performance by speeding up streaming reads and writes for sophisticated AI models. These fundamental qualities open the door for intelligent data-driven choices with unmatched speed and accuracy when paired with high-performance and high-density nodes.

GPUDirect for very high efficiency: Dell PowerScale creates a direct route between GPU memory and storage by using GPUDirect storage, which reduces latency and increases bandwidth. It provides up to eight times more bandwidth and throughput while reducing CPU use and supporting GPUDirect-enabled servers and NFS via RDMA.

Client driver for Ethernet support with high throughput: The optional client driver enables using several TCP connections to various Dell PowerScale nodes concurrently, improving the performance of NFS clients across high-speed Ethernet networks. Throughput for I/O operations is increased by this distributed design, which also enhances the performance of a single NFS mount and balances network traffic to avoid bottlenecks.

To scale up or down, use scale-out: PowerScale’s smooth scaling design enables it to adapt to changing GenAI requirements, ranging from tiny clusters to multi-petabyte settings. Dell PowerScale guarantees constant and predictable performance even across various node types and configurations with simple node additions and upgrades.

Storage layer support with flexibility: Dell PowerScale offers All Flash, Hybrid, and Archive nodes to meet a range of storage requirements and price points. Intelligent load-balancing strategies maximize the use of available resources, while in-line data reduction lowers the effective cost of storage by getting rid of redundant or duplicate data.

Bringing GenAI to Life Now The choice of architecture is crucial in the field of GenAI. As the best option, Dell PowerScale speeds up the AI process and produces superior results. With its unmatched features such as seamless scaling, high-speed data processing, and direct GPU communication PowerScale opens the door to unmatched creativity in GenAI workflows.

Read more on Govindhtech.com

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OPPO F19 Pro (Crystal Silver, 8GB RAM, 128GB Storage) Without Offers

OPPO F19 Pro (Crystal Silver, 8GB RAM, 128GB Storage) Without Offers

Price: (as of – Details) Packed with a host of features, it scores high in terms of functionality. This makes it a must-have. Android v11 based ColorOS 11.1 operating system with 2.2GHz MediaTek Helio P95 octa core processor, IMG 9XM-HP8 GPUMemory, Storage & SIM: 8GB RAM | 128GB internal memory can be expandable up to 256GB | Dual SIM (nano+nano) dual-standby (4G+4G)Battery: 4310mAH…