NVIDIA RTX 2000 Embedded Ada Generation
NVIDIA graphics card specifications and benchmark scores
Ray Tracing
Tensor CoresAt a Glance
NVIDIANVIDIA RTX 2000 Embedded Ada Generation Specifications
GPU Core
Shader units and compute resources
The NVIDIA RTX 2000 Embedded Ada Generation GPU core specifications define its raw processing power for graphics and compute workloads. Shading units (also called CUDA cores, stream processors, or execution units depending on manufacturer) handle the parallel calculations required for rendering. TMUs (Texture Mapping Units) process texture data, while ROPs (Render Output Units) handle final pixel output. Higher shader counts generally translate to better GPU benchmark performance, especially in demanding games and 3D applications.
RTX 2000 Embedded Ada Generation Clock Speeds
GPU and memory frequencies
Clock speeds directly impact the RTX 2000 Embedded Ada Generation's performance in GPU benchmarks and real-world gaming. The base clock represents the minimum guaranteed frequency, while the boost clock indicates peak performance under optimal thermal conditions. Memory clock speed affects texture loading and frame buffer operations. The RTX 2000 Embedded Ada Generation by NVIDIA dynamically adjusts frequencies based on workload, temperature, and power limits to maximize performance while maintaining stability.
NVIDIA's RTX 2000 Embedded Ada Generation Memory
VRAM capacity and bandwidth
VRAM (Video RAM) is dedicated memory for storing textures, frame buffers, and shader data. The RTX 2000 Embedded Ada Generation's memory capacity determines how well it handles high-resolution textures and multiple displays. Memory bandwidth, measured in GB/s, affects how quickly data moves between the GPU and VRAM. Higher bandwidth improves performance in memory-intensive scenarios like 4K gaming. The memory bus width and type (GDDR6, GDDR6X, HBM) significantly influence overall GPU benchmark scores.
RTX 2000 Embedded Ada Generation by NVIDIA Cache
On-chip cache hierarchy
On-chip cache provides ultra-fast data access for the RTX 2000 Embedded Ada Generation, reducing the need to fetch data from slower VRAM. L1 and L2 caches store frequently accessed data close to the compute units. AMD's Infinity Cache (L3) dramatically increases effective bandwidth, improving GPU benchmark performance without requiring wider memory buses. Larger cache sizes help maintain high frame rates in memory-bound scenarios and reduce power consumption by minimizing VRAM accesses.
RTX 2000 Embedded Ada Generation Theoretical Performance
Compute and fill rates
Theoretical performance metrics provide a baseline for comparing the NVIDIA RTX 2000 Embedded Ada Generation against other graphics cards. FP32 (single-precision) performance, measured in TFLOPS, indicates compute capability for gaming and general GPU workloads. FP64 (double-precision) matters for scientific computing. Pixel and texture fill rates determine how quickly the GPU can render complex scenes. While real-world GPU benchmark results depend on many factors, these specifications help predict relative performance levels.
RTX 2000 Embedded Ada Generation Ray Tracing & AI
Hardware acceleration features
The NVIDIA RTX 2000 Embedded Ada Generation includes dedicated hardware for ray tracing and AI acceleration. RT cores handle real-time ray tracing calculations for realistic lighting, reflections, and shadows in supported games. Tensor cores (NVIDIA) or XMX cores (Intel) accelerate AI workloads including DLSS, FSR, and XeSS upscaling technologies. These features enable higher visual quality without proportional performance costs, making the RTX 2000 Embedded Ada Generation capable of delivering both stunning graphics and smooth frame rates in modern titles.
Ada Lovelace Architecture & Process
Manufacturing and design details
The NVIDIA RTX 2000 Embedded Ada Generation is built on NVIDIA's Ada Lovelace architecture, which defines how the GPU processes graphics and compute workloads. The manufacturing process node affects power efficiency, thermal characteristics, and maximum clock speeds. Smaller process nodes pack more transistors into the same die area, enabling higher performance per watt. Understanding the architecture helps predict how the RTX 2000 Embedded Ada Generation will perform in GPU benchmarks compared to previous generations.
Power & Thermal
TDP and power requirements
Power specifications for the NVIDIA RTX 2000 Embedded Ada Generation determine PSU requirements and thermal management needs. TDP (Thermal Design Power) indicates the heat output under typical loads, guiding cooler selection. Power connector requirements ensure adequate power delivery for stable operation during demanding GPU benchmarks. The suggested PSU wattage accounts for the entire system, not just the graphics card. Efficient power delivery enables the RTX 2000 Embedded Ada Generation to maintain boost clocks without throttling.
RTX 2000 Embedded Ada Generation by NVIDIA Physical & Connectivity
Dimensions and outputs
Physical dimensions of the NVIDIA RTX 2000 Embedded Ada Generation are critical for case compatibility. Card length, height, and slot width determine whether it fits in your chassis. The PCIe interface version affects bandwidth for communication with the CPU. Display outputs define monitor connectivity options, with modern cards supporting multiple high-resolution displays simultaneously. Verify these specifications against your case and motherboard before purchasing to ensure a proper fit.
NVIDIA API Support
Graphics and compute APIs
API support determines which games and applications can fully utilize the NVIDIA RTX 2000 Embedded Ada Generation. DirectX 12 Ultimate enables advanced features like ray tracing and variable rate shading. Vulkan provides cross-platform graphics capabilities with low-level hardware access. OpenGL remains important for professional applications and older games. CUDA (NVIDIA) and OpenCL enable GPU compute for video editing, 3D rendering, and scientific applications. Higher API versions unlock newer graphical features in GPU benchmarks and games.
RTX 2000 Embedded Ada Generation Product Information
Release and pricing details
The NVIDIA RTX 2000 Embedded Ada Generation is manufactured by NVIDIA as part of their graphics card lineup. Release date and launch pricing provide context for comparing GPU benchmark results with competing products from the same era. Understanding the product lifecycle helps evaluate whether the RTX 2000 Embedded Ada Generation by NVIDIA represents good value at current market prices. Predecessor and successor information aids in tracking generational improvements and planning future upgrades.
About NVIDIA RTX 2000 Embedded Ada Generation
The NVIDIA RTX 2000 Embedded Ada Generation is a compact, low-power graphics processor built on the Ada Lovelace architecture, fabricated on TSMC's 5 nm process. It integrates 18,900 million transistors into a 159 mm² die, achieving a transistor density of 118.9M per mm². The GPU operates at a base clock of 1530 MHz and a boost clock of 2010 MHz, with 3072 shading units, 96 TMUs, and 48 ROPs. Memory is 8 GB of GDDR6 on a 128-bit bus, delivering 256.0 GB/s of bandwidth. The board is rated at a 50 W TDP, uses no external power connectors, and occupies an IGP slot width. With a 50th percentile ranking among all GPUs in the database, it sits at the median of performance, though its average benchmark score is currently recorded as 0.
Memory Subsystem
The RTX 2000 Embedded Ada Generation ships with 8 GB of GDDR6 memory, a capacity that is moderate by current standards but sufficient for many embedded and mainstream workloads. The memory clock is 2000 MHz, with an effective data rate of 16 Gbps. The bus width is 128 bit, which is narrower than higher-end parts, and the resulting bandwidth is 256.0 GB/s. For high-resolution rendering, this bandwidth is a critical factor. At 4K, large texture sets and high-detail geometry can exceed 8 GB of VRAM, but the more immediate constraint is the 256.0 GB/s transfer rate. A wider bus, such as 256 bit, would double the bandwidth, but the 128-bit configuration is a deliberate balance for the 50 W power envelope. The pixel rate of 96.48 GPixel/s and texture rate of 193.0 GTexel/s indicate the fill-rate capabilities, which are aligned with the memory bandwidth. For 1080p and 1440p gaming, 8 GB is generally adequate, and the bandwidth supports high texture quality without severe bottlenecks. At 4K with maximum settings, the memory subsystem may become a limiting factor, particularly in scenes with heavy texture streaming. The effective memory speed of 16 Gbps is typical for GDDR6, but the narrow bus halves the potential throughput compared to a 256-bit interface. For embedded applications, this configuration offers a practical compromise between capacity, bandwidth, and power consumption.
Ray Tracing and Feature Set
The GPU includes 24 RT cores and 96 tensor cores, providing dedicated hardware for ray tracing and AI-accelerated workloads. The API support is comprehensive: DirectX 12 Ultimate (12_2), OpenGL 4.6, and Vulkan 1.4. DirectX 12 Ultimate compliance means the hardware can handle ray tracing, variable rate shading, and mesh shaders, which are the core features of modern real-time graphics. Vulkan 1.4 also supports cross-platform ray tracing, making the card suitable for Linux-based embedded systems. OpenGL 4.6 provides compatibility with legacy software. The 96 tensor cores are available for AI-based rendering techniques, though the specific features are not enumerated in the data pack. The presence of both RT and tensor cores indicates a modern feature set capable of real-time ray tracing and AI acceleration, which is notable for a 50 W part. The 1:1 FP16 to FP32 ratio (both 12.35 TFLOPS) suggests that the tensor cores can also be used for general compute tasks without a performance penalty in half-precision workloads.
Who Should Consider It
The 50th percentile placement among all GPUs indicates a mid-range performance level. With 12.35 TFLOPS of FP32 compute, the card is well-suited for 1080p and 1440p gaming at high settings. The 8 GB VRAM is adequate for these resolutions, and the 256.0 GB/s bandwidth supports high texture quality. For 4K gaming, the memory capacity and bandwidth may become limiting, so users targeting 4K with maximum settings should consider a higher-tier part. The 50 W TDP and IGP slot width make it an excellent choice for embedded systems, compact industrial PCs, and portable devices where power and space are constrained. The PCIe 4.0 x16 interface provides sufficient bandwidth for data transfer, and the absence of external power connectors simplifies integration into carrier boards. The 5 nm process and 18,900 million transistor count indicate a high level of integration, which is beneficial for space-constrained applications. Users who need hardware ray tracing and AI acceleration in a low-power form factor will find this card suitable, provided their resolution targets remain within 1080p or 1440p.
How It Compares
The FACT PACK does not include any nearestRivals data. Therefore, direct comparisons against specific named GPUs are impossible from the provided facts. The only positional reference is the 50th percentile, which places the RTX 2000 Embedded Ada Generation at the exact median of all GPUs in the database. This means half of the GPUs are faster and half are slower, but without individual scores, the exact deltas cannot be quantified. The predecessor is Ampere-MW and the successor is Blackwell-MW, but no performance scores, specifications, or release dates for these are provided. The absence of nearestRivals data and benchmark scores means that a quantitative comparison against competitors is not possible. The data pack only confirms a mid-pack position, but the actual performance ranking relative to other GPUs remains undefined.
FAQ
Q: What is the memory size and type of the RTX 2000 Embedded Ada Generation?
A: It has 8 GB of GDDR6 memory.
Q: What is the memory bus width and bandwidth?
A: The bus width is 128 bit, and the bandwidth is 256.0 GB/s.
Q: How many RT cores and tensor cores does it have?
A: It has 24 RT cores and 96 tensor cores.
Q: What is the TDP and power connector requirement?
A: The TDP is 50 W, and the power connectors field is listed as "None", meaning no external power connectors are required.
Q: What APIs does the card support?
A: It supports DirectX 12 Ultimate (12_2), OpenGL 4.6, and Vulkan 1.4.
Q: When was this GPU released?
A: The release date is 2023-03-20.
Power and Cooling
The TDP is 50 W, which is low for a desktop GPU but typical for an embedded part. The power connectors field is "None", meaning the board does not require external power connectors; it draws power entirely from the PCIe slot or a carrier board. The suggested PSU field is null, so no specific power supply recommendation is given in the data pack. The slot width is "IGP" (Integrated Graphics Processor), indicating a compact form factor that fits into small chassis. For cooling, the 50 W TDP allows for a capable air cooler without the need for liquid cooling or large heatsinks. The absence of a suggested PSU implies that the host system's existing power delivery is sufficient, which is common for embedded platforms. The 5 nm process contributes to the low power draw, as does the 159 mm² die size. The lack of external power connectors simplifies the design of portable and ruggedized systems, reducing the risk of cable interference and improving reliability.
Benchmark Performance
The average benchmark score for the RTX 2000 Embedded Ada Generation is 0, indicating that no standardized benchmark results are recorded in the database. The percentileVsAllGpus is 50, which places it exactly at the median of all GPUs. The nearestRivals array is empty, so no rival scores or deltaPct values are available for comparison. The theoretical compute performance is 12.35 TFLOPS for both FP32 and FP16 (1:1), meaning the card can handle half-precision workloads at the same rate as full-precision. The pixel rate is 96.48 GPixel/s, and the texture rate is 193.0 GTexel/s. These metrics suggest a balanced mid-range performer. Without actual benchmark scores, the real-world performance cannot be quantified, but the 50th percentile placement indicates it is neither a low-end nor a high-end part. The lack of benchmark data prevents any percentage deltas from being calculated against rivals, and the 0 average score means no direct performance comparisons can be made from the provided facts. The theoretical throughput numbers, however, provide a baseline for expected performance in compute and graphics workloads, though actual results may vary.
Detailed benchmark scores and charts for the NVIDIA RTX 2000 Embedded Ada Generation are below.
Benchmark Scores
No benchmark data available for this GPU.
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