SlideShare a Scribd company logo
1 of 9
MatFree SPICE

Progress & Strategy
Implementation
                     ●   Model-Eval
                         Converges
                     ●   Is consistent with
                         direct-solve.
     Model   Model
Δt
     Solve    Eval   ●   Next:
                         –   Plug into 3F5
Questions asked
✔   Converges?
✔   Consistent with direct-solve?
●   Number of iterations to convergence?
●   Circuit depth?
●   Power?
Iterations to Convergence
                  1 FPGA?
t




                                     Sequential




                                     MatFree


    0                       # PE's
Iterations to Convergence

t
                      N0.7




                      N0 + d + k

                      N0 + k




    0          # devices
Depth
Depth
FPGA communications cost

Model    Model
Solve   Evaluate
Strategy
●   Identify convergence criteria
●   Identify effect of circuit depth on convergence
    time
●   Identify possible power savings over
    sequential solve

More Related Content

What's hot

Low power ldpc decoder implementation using layer decoding
Low power ldpc decoder implementation using layer decodingLow power ldpc decoder implementation using layer decoding
Low power ldpc decoder implementation using layer decoding
ajithc0003
 

What's hot (10)

LDPC - Low Density Parity Check Matrix
LDPC - Low Density Parity Check MatrixLDPC - Low Density Parity Check Matrix
LDPC - Low Density Parity Check Matrix
 
Low power ldpc decoder implementation using layer decoding
Low power ldpc decoder implementation using layer decodingLow power ldpc decoder implementation using layer decoding
Low power ldpc decoder implementation using layer decoding
 
LDPC Codes
LDPC CodesLDPC Codes
LDPC Codes
 
02 ldpc bit flipping_decoding_dark knight
02 ldpc bit flipping_decoding_dark knight02 ldpc bit flipping_decoding_dark knight
02 ldpc bit flipping_decoding_dark knight
 
Thesis_Presentation
Thesis_PresentationThesis_Presentation
Thesis_Presentation
 
Performance comparison of eg ldpc codes
Performance comparison of eg ldpc codesPerformance comparison of eg ldpc codes
Performance comparison of eg ldpc codes
 
A new Algorithm to construct LDPC codes with large stopping sets
A new Algorithm to construct LDPC codes with large stopping setsA new Algorithm to construct LDPC codes with large stopping sets
A new Algorithm to construct LDPC codes with large stopping sets
 
NP completeness
NP completenessNP completeness
NP completeness
 
LDPC Encoding and Hamming Encoding
LDPC Encoding and Hamming EncodingLDPC Encoding and Hamming Encoding
LDPC Encoding and Hamming Encoding
 
Latent diffusions vs DALL-E v2
Latent diffusions vs DALL-E v2Latent diffusions vs DALL-E v2
Latent diffusions vs DALL-E v2
 

Similar to Matfree Spice slides

Nanometer Testing: Challenges and Solutions
Nanometer Testing: Challenges and SolutionsNanometer Testing: Challenges and Solutions
Nanometer Testing: Challenges and Solutions
DVClub
 
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + FugueIntuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
Databricks
 
Superworkflow of Graph Neural Networks with K8S and Fugue
Superworkflow of Graph Neural Networks with K8S and FugueSuperworkflow of Graph Neural Networks with K8S and Fugue
Superworkflow of Graph Neural Networks with K8S and Fugue
Databricks
 
Mm presentation bkk
Mm presentation bkkMm presentation bkk
Mm presentation bkk
Shannon Chen
 
PR-297: Training data-efficient image transformers & distillation through att...
PR-297: Training data-efficient image transformers & distillation through att...PR-297: Training data-efficient image transformers & distillation through att...
PR-297: Training data-efficient image transformers & distillation through att...
Jinwon Lee
 

Similar to Matfree Spice slides (20)

Nanometer Testing: Challenges and Solutions
Nanometer Testing: Challenges and SolutionsNanometer Testing: Challenges and Solutions
Nanometer Testing: Challenges and Solutions
 
Abraham q3 2008
Abraham q3 2008Abraham q3 2008
Abraham q3 2008
 
"Quantizing Deep Networks for Efficient Inference at the Edge," a Presentatio...
"Quantizing Deep Networks for Efficient Inference at the Edge," a Presentatio..."Quantizing Deep Networks for Efficient Inference at the Edge," a Presentatio...
"Quantizing Deep Networks for Efficient Inference at the Edge," a Presentatio...
 
SaiKumarGurram_Resume
SaiKumarGurram_ResumeSaiKumarGurram_Resume
SaiKumarGurram_Resume
 
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + FugueIntuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
 
Switch Transformers: Scaling to Trillion Parameter Models with Simple and Eff...
Switch Transformers: Scaling to Trillion Parameter Models with Simple and Eff...Switch Transformers: Scaling to Trillion Parameter Models with Simple and Eff...
Switch Transformers: Scaling to Trillion Parameter Models with Simple and Eff...
 
Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...
Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...
Hardware Accelerated Machine Learning Solution for Detecting Fraud and Money ...
 
Deploying Pretrained Model In Edge IoT Devices.pdf
Deploying Pretrained Model In Edge IoT Devices.pdfDeploying Pretrained Model In Edge IoT Devices.pdf
Deploying Pretrained Model In Edge IoT Devices.pdf
 
Graph processing
Graph processingGraph processing
Graph processing
 
Superworkflow of Graph Neural Networks with K8S and Fugue
Superworkflow of Graph Neural Networks with K8S and FugueSuperworkflow of Graph Neural Networks with K8S and Fugue
Superworkflow of Graph Neural Networks with K8S and Fugue
 
Mm presentation bkk
Mm presentation bkkMm presentation bkk
Mm presentation bkk
 
Deep Learning Tutorial
Deep Learning Tutorial Deep Learning Tutorial
Deep Learning Tutorial
 
Thesis Giani UIC Slides EN
Thesis Giani UIC Slides ENThesis Giani UIC Slides EN
Thesis Giani UIC Slides EN
 
PR-297: Training data-efficient image transformers & distillation through att...
PR-297: Training data-efficient image transformers & distillation through att...PR-297: Training data-efficient image transformers & distillation through att...
PR-297: Training data-efficient image transformers & distillation through att...
 
Architectural Optimizations for High Performance and Energy Efficient Smith-W...
Architectural Optimizations for High Performance and Energy Efficient Smith-W...Architectural Optimizations for High Performance and Energy Efficient Smith-W...
Architectural Optimizations for High Performance and Energy Efficient Smith-W...
 
“An Industry Standard Performance Benchmark Suite for Machine Learning,” a Pr...
“An Industry Standard Performance Benchmark Suite for Machine Learning,” a Pr...“An Industry Standard Performance Benchmark Suite for Machine Learning,” a Pr...
“An Industry Standard Performance Benchmark Suite for Machine Learning,” a Pr...
 
Performance Analysis of Lattice QCD with APGAS Programming Model
Performance Analysis of Lattice QCD with APGAS Programming ModelPerformance Analysis of Lattice QCD with APGAS Programming Model
Performance Analysis of Lattice QCD with APGAS Programming Model
 
From Hours to Minutes: The Journey of Optimizing Mask-RCNN and BERT Using MXNet
From Hours to Minutes: The Journey of Optimizing Mask-RCNN and BERT Using MXNetFrom Hours to Minutes: The Journey of Optimizing Mask-RCNN and BERT Using MXNet
From Hours to Minutes: The Journey of Optimizing Mask-RCNN and BERT Using MXNet
 
A framework for low communication approaches for large scale 3D convolution
A framework for low communication approaches for large scale 3D convolutionA framework for low communication approaches for large scale 3D convolution
A framework for low communication approaches for large scale 3D convolution
 
FPGA Design Challenges
FPGA Design ChallengesFPGA Design Challenges
FPGA Design Challenges
 

Matfree Spice slides