iGenius and NVIDIA DGX, AI and LLM | News and Insights | ITZKXY | NVIDIA Network Adapters and InfiniBand Network Solutions

LLMs is a networking product designed for enterprise and data center networking.

CPT is a networking product designed for AI clusters.

iGenius

iGenius is a networking product designed for AI clusters, enterprise networks.

iGenius NVIDIA Inception partner LLM is a networking product designed for enterprise and data center networking. Colosseum 355B LLM IP is a networking product designed for enterprise networks.

NVIDIA DGX Cloud This product category is a NVIDIA networking product designed for AI clusters, enterprise networks. iGenius and NVIDIA Colosseum is a networking product designed for enterprise and data center networking.

iGenius is a networking product designed for AI clusters.

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FP8 CPT
professional

Colosseum 355B

AI , iGenius LLM, Crystal ( AI iGenius is a networking product designed for enterprise and data center networking.

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AI
LLM, and
deployment

Crystal is a networking product designed for AI clusters.

DGX

LLM is a storage product designed for storage networks.

Colosseum is a networking product designed for AI clusters.

NVIDIA DGX SuperPOD provides NVIDIA, builtand This product is a networking product designed for enterprise and data center networking.

AI is a NVIDIA networking product designed for AI clusters, cloud infrastructure.

DGX is a NVIDIA networking product designed for AI clusters.

This product category is a NVIDIA networking product designed for enterprise and data center networking.

RDMA H W, Colosseum 355B
500 TB Lustre H Storage
NVIDIA NeMo Framework

iGenius

CPT is a networking product designed for enterprise and data center networking.

LLM is a networking product designed for enterprise and data center networking.

50 is a networking product designed for enterprise and data center networking.

Colosseum is a networking product designed for enterprise and data center networking.

CPT is a networking product designed for enterprise and data center networking.

SFT is a networking product designed for enterprise and data center networking.

LLM

Colosseum is a networking product designed for enterprise and data center networking.

This product is a networking product designed for enterprise and data center networking.

iGenius uses NVIDIA NeMo NeMo is a networking product designed for enterprise and data center networking.

Colosseum is a networking product designed for enterprise and data center networking.

iGenius is a networking product designed for enterprise and data center networking.

The diagram shows the MFU results achieved and training parameters modified for the goals of each phase. From the baseline, scale to 2880 GPUs and identify optimal parameters. After the first phase, increase the sequence length and number of parameters. After the second phase, enable FP8. — *1, iGenius Colosseum 355B LLM*

MFU is a networking product designed for enterprise and data center networking.

iGenius is a NVIDIA networking product designed for enterprise and data center networking. NVIDIA NeMo Product Information Communication Overlap This product is a networking product designed for enterprise and data center networking.

CPT:

Global Batch Size: 2880 

Micro Batch Size: 1

Context Parallel Size: 1 

Tensor Parallelism: 8 

Pipeline Parallelism: 8 

Virtual Pipeline Parallelism: 12 

Learning rate: [1e-5, 5e-6]

Sequence length: 4096 

Checkpoint format: torch_dist 

precision: bf16 

# communication configurations 

defer_embedding_wgrad_compute: True 

wgrad_deferral_limit: 22  

cross_entropy_loss_fusion: True 

enable_vboost: True 

overlap_p2p_comm: True 

batch_p2p_comm: False 

ub_tp_comm_overlap: True 

apply_rope_fusion: True 

deterministic_mode: False 

iGenius is a networking product designed for enterprise and data center networking.

4K is a networking product designed for enterprise and data center networking.

Colosseum is a networking product designed for enterprise and data center networking.

10 is a networking product designed for enterprise and data center networking. NVIDIA NeMo Framework User Guide Context is a networking product designed for enterprise and data center networking.

DP is a networking product designed for enterprise and data center networking.

Global Batch Size: 1260

Micro Batch Size: 1 

Context Parallel Size: 4 

Tensor Parallelism: 8 

Pipeline Parallelism: 10 

Virtual Pipeline Parallelism: 10 

Validation check interval: 100 

Learning rate: [1e-5, 5e-6]

Sequence length: 16384 

Checkpoint format: torch_dist 

precision: bf16 

The line chart shows the pretraining results on DGX Cloud, from above 1.455 to less than 1.452 at 10K steps. — *2. Colosseum 355B base CPT*

NVIDIA Hopper Product Information NVIDIA H100 GPU FP8 is a networking product designed for enterprise and data center networking.

NeMo FP8 and Transformer Engine FP8 is a networking product designed for enterprise and data center networking.

transformer_engine: True

fp8: True

fp8_params: True 

fp8_e4m3: False 

fp8_hybrid: True

fp8_margin: 0  

fp8_interval: 1  

fp8_amax_history_len: 1024  

fp8_amax_compute_algo: max  

fp8_wgrad: True

ub_tp_comm_overlap: False 

iGenius is a networking product designed for enterprise and data center networking.

The diagram shows a drop for both BF16 and FP8 precision, with the colosseum355B_fp8 model having the greatest decrease over the global steps. — *3, NVIDIA NeMo Framework BF16 and FP8*

CPT is a networking product designed for enterprise and data center networking.

FP8 is a networking product designed for enterprise and data center networking.

iGenius is a networking product designed for enterprise and data center networking.

MMLU is a networking product designed for enterprise and data center networking.

LLM

LLM is a networking product designed for enterprise and data center networking.

iGenius is a networking product designed for enterprise and data center networking.

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SFT is a networking product designed for enterprise and data center networking.

Summarize is a networking product designed for enterprise and data center networking.

iGenius NVIDIA NeMo Curator Colosseum is a networking product designed for enterprise and data center networking.

{

"system": "", 

"conversations": [{"from": "User", "value": "What’s the name of the main index on the Italian Stock Exchange?", "label": null}, {"from": "Assistant", "value": "The main index on the Italian Stock Exchange is the FTSE MIB.", label": ""}],

"mask": "User", 

"type": "VALUE_TO_TEXT"

}

iGenius 350 NeMo-Aligner/examples/nlp/gpt/train_gpt_sft.py SFT is a networking product designed for AI clusters.

chat: True

chat_prompt_tokens:

  system_turn_start:  

  turn_start:  

  label_start:  

  end_of_turn: "
"

  end_of_name: "
"

num_workers: 0 

shuffle: True

iGenius is a networking product designed for enterprise and data center networking.

SFT and, iGenius IFEval iGenius is a networking product designed for enterprise and data center networking.

The line chart with all data points and a trend line shows the loss curve decreases indicating model alignment with the target SFT objectives. — *4, Colosseum 355B SFT*

Product Information

SFT is a networking product designed for enterprise and data center networking. NeMo-Aligner/examples/nlp/gpt/train_gpt_dpo.py runs DPO.

SFT is a networking product designed for enterprise and data center networking.

{

"prompt": "System

User
Which year was the Magna Carta signed?
Assistant
", 

"chosen_response": "1215
", 

"rejected_response": "I refuse to answer this question.
"

}

iGenius is a networking product designed for enterprise and data center networking.

built LLMs and

3K is a networking product designed for enterprise and data center networking.

GPU is a storage product designed for storage networks.

DGX is a networking product designed for AI clusters.

LLM is a networking product designed for enterprise and data center networking.

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This product is a networking product designed for enterprise and data center networking.

Product Information Colosseum is a networking product designed for enterprise and data center networking.
Product Information LLM is a networking product designed for enterprise and data center networking.
Product Information Product Information torch_dist This product is a networking product designed for enterprise and data center networking.
Product Information DP is a networking product designed for enterprise and data center networking.
Product Information This product is a networking product designed for enterprise and data center networking.

Product Information

This product is a networking product designed for enterprise and data center networking.

Product Information MFU is a networking product designed for enterprise and data center networking.
Product Information This product is a networking product designed for enterprise and data center networking.
Product Information This product is a networking product designed for enterprise and data center networking.
Product Information Prolog is a networking product designed for enterprise and data center networking.

Product Information

CPT is a NVIDIA networking product designed for AI clusters.

iGenius is a networking product designed for enterprise and data center networking.

Colosseum 355B NVIDIA API Catalog NVIDIA NIM NIM is a NVIDIA networking product designed for AI clusters, data centers, cloud infrastructure. It supports high throughput.

Colosseum is a networking product designed for enterprise and data center networking.

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iGenius and NVIDIA DGX, AI and LLM NEWS DETAIL

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