SlideShare uma empresa Scribd logo
1 de 73
Baixar para ler offline






Clustering
K-Means
Clustering
LSH Pair-wise
Clustering
DBSCAN
Algorithm
EM Clustering
Using GMM
Query
Answer
Input Data
Hyper-parameter Tuning
Dropout Input
Keep Probability
Dropout Output
Keep Probability
Dropout Intra
Keep Probability
Dropout State
Keep Probability
Max Epoch
Target
Perplexity
Batch Size
Unknown Count
Learning Rate
Unknown Ratio
Maximum
Gradient Norm
Unknown Percent
Encoder
Hidden sizes
Decoder
Hidden sizes
Buckets
Minimum
Vocab Count
Bidirectional
Bottleneck
Validation
Score
Validation
Score
Onehot Seq2Seq
Embed Seq2Seq
Global
Embedding Model
Validation
Score
AutoML Pipeline
Ensemble Weights
GRU
1 2Cell Bi-directional LSTM + Highway Network
4 Embedding Sharing
!"#$ … !"#&
!'#$
…!'#$<go>
…!'#(
1
5
3 4
4
62
7
8
LSTM
Bi-LSTM
Residual Block
6 Query Encoding Vector
7 Query Encoder
8 Answer Decoder
5 N-hot representation
Additional Model
Convolutional S2S
DSSMAdditive
Multiplicative
Attention Mechanism3
POS정보Token Index EOMI 정보
[밥 을 먹다] [N, JOSA, VERB] [0, 0, 다]
∑
Hidde
n=128
Token one-hot
d=# of vocabulary
POS tag one-hot
d=# of tag
Token endingone-hot
d=# of ending
Token
EmbeddingMatrix
POS tag
EmbeddingMatrix
Token ending
EmbeddingMatrix
Chatbot Builder
Chatbot Engine
Chatbot Service Serving
Deep Learning
Application
Resource
Manager
Node
Manager
Node
Manager
Node
Manager
Docker
RegistryZoo keeper
Training Data
Pre-Processing
…
Multi model
version management
and deploy
Data Input Data Output
1
1.5
2
2.5
3
3.5
4
0.2
0.22
0.24
0.26
0.28
0.3
12000 14000 16000 18000 20000 22000
Cluster	K	갯수
카페 고객센터 챗봇
자동평가 사람평가 기존점수
1
1.5
2
2.5
3
3.5
4
0.2
0.22
0.24
0.26
0.28
0.3
0.32
0.34
0.36
0.38
0.4
90 92 94 96 98 100 102 104 106
Cluster	K	갯수
XX	통운 고객센터 챗봇
자동평가 사람평가 기존점수
1
1.5
2
2.5
3
3.5
4
0.6
0.65
0.7
0.75
0.8
0.85
0.9
0.95
80000	 90000	 100000	 110000	 120000	 130000	 140000	
Cluster	K	갯수
클로바 한국어 대화
자동평가 사람평가 기존점수
unfold
Table
Lookup
Table
Lookup
xi<latexit sha1_base64="L5Jbg0+FKUx4KVFoOIz15XfEJNA=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7vJsrOCVnDnuVuAkpkATVbt5Kt3sBi3yQyATVuuU6IXZiqpAzAdNsO9IQUjaiA2gZKqkPuhPPb53aRaP07H6gTEm05+rfiZj6Wk98z3T6FIf6vzcTf73i0irsX3RiLsMIQbLFpn4kbAzs2ed2jytgKCaGUKa4OdZmQ6ooQ5PP0poxVG7vzB8a0BCfcjm7Nb4KQwHXAQ45m2ZNbO7/kFZJ/bTkOiX3/qxQvkwCzJAjckxOiEvOSZnckCqpEUYG5Jm8kFfrzXq3PqzPRWvKSmYOyRKsrx8sQaB7</latexit><latexit sha1_base64="L5Jbg0+FKUx4KVFoOIz15XfEJNA=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7vJsrOCVnDnuVuAkpkATVbt5Kt3sBi3yQyATVuuU6IXZiqpAzAdNsO9IQUjaiA2gZKqkPuhPPb53aRaP07H6gTEm05+rfiZj6Wk98z3T6FIf6vzcTf73i0irsX3RiLsMIQbLFpn4kbAzs2ed2jytgKCaGUKa4OdZmQ6ooQ5PP0poxVG7vzB8a0BCfcjm7Nb4KQwHXAQ45m2ZNbO7/kFZJ/bTkOiX3/qxQvkwCzJAjckxOiEvOSZnckCqpEUYG5Jm8kFfrzXq3PqzPRWvKSmYOyRKsrx8sQaB7</latexit><latexit sha1_base64="L5Jbg0+FKUx4KVFoOIz15XfEJNA=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7vJsrOCVnDnuVuAkpkATVbt5Kt3sBi3yQyATVuuU6IXZiqpAzAdNsO9IQUjaiA2gZKqkPuhPPb53aRaP07H6gTEm05+rfiZj6Wk98z3T6FIf6vzcTf73i0irsX3RiLsMIQbLFpn4kbAzs2ed2jytgKCaGUKa4OdZmQ6ooQ5PP0poxVG7vzB8a0BCfcjm7Nb4KQwHXAQ45m2ZNbO7/kFZJ/bTkOiX3/qxQvkwCzJAjckxOiEvOSZnckCqpEUYG5Jm8kFfrzXq3PqzPRWvKSmYOyRKsrx8sQaB7</latexit><latexit sha1_base64="L5Jbg0+FKUx4KVFoOIz15XfEJNA=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7vJsrOCVnDnuVuAkpkATVbt5Kt3sBi3yQyATVuuU6IXZiqpAzAdNsO9IQUjaiA2gZKqkPuhPPb53aRaP07H6gTEm05+rfiZj6Wk98z3T6FIf6vzcTf73i0irsX3RiLsMIQbLFpn4kbAzs2ed2jytgKCaGUKa4OdZmQ6ooQ5PP0poxVG7vzB8a0BCfcjm7Nb4KQwHXAQ45m2ZNbO7/kFZJ/bTkOiX3/qxQvkwCzJAjckxOiEvOSZnckCqpEUYG5Jm8kFfrzXq3PqzPRWvKSmYOyRKsrx8sQaB7</latexit>
xj<latexit sha1_base64="FDE9N3W1eOOecCXy5xv6mKp6JoY=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHNA5IQZiedZMzs7DLTKwlLPsGr3vwab+JV8G+cPBCTFDQUVd10d3mh4Bod58dKJNfWNzZTW+ntnd29/Uz2oKqDSDGosEAEqu5RDYJLqCBHAfVQAfU9ATVvUJr4tWdQmgfyEUchtHzak7zLGUUjPQzbT+1Mzik4U9irxJ2THJmj3M5ayWYnYJEPEpmgWjdcJ8RWTBVyJmCcbkYaQsoGtAcNQyX1Qbfi6a1jO2+Ujt0NlCmJ9lT9PxFTX+uR75lOn2JfL3sT8c/LL6zC7kUr5jKMECSbbepGwsbAnnxud7gChmJkCGWKm2Nt1qeKMjT5LKwZQun2zvyhAQ3xKZeTW+OrMBRwHWCfs3HaxOYuh7RKqqcF1ym492e54uU8wBQ5IsfkhLjknBTJDSmTCmGkR17IK3mz3q0P69P6mrUmrPnMIVmA9f0LLfegfA==</latexit><latexit sha1_base64="FDE9N3W1eOOecCXy5xv6mKp6JoY=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHNA5IQZiedZMzs7DLTKwlLPsGr3vwab+JV8G+cPBCTFDQUVd10d3mh4Bod58dKJNfWNzZTW+ntnd29/Uz2oKqDSDGosEAEqu5RDYJLqCBHAfVQAfU9ATVvUJr4tWdQmgfyEUchtHzak7zLGUUjPQzbT+1Mzik4U9irxJ2THJmj3M5ayWYnYJEPEpmgWjdcJ8RWTBVyJmCcbkYaQsoGtAcNQyX1Qbfi6a1jO2+Ujt0NlCmJ9lT9PxFTX+uR75lOn2JfL3sT8c/LL6zC7kUr5jKMECSbbepGwsbAnnxud7gChmJkCGWKm2Nt1qeKMjT5LKwZQun2zvyhAQ3xKZeTW+OrMBRwHWCfs3HaxOYuh7RKqqcF1ym492e54uU8wBQ5IsfkhLjknBTJDSmTCmGkR17IK3mz3q0P69P6mrUmrPnMIVmA9f0LLfegfA==</latexit><latexit sha1_base64="FDE9N3W1eOOecCXy5xv6mKp6JoY=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHNA5IQZiedZMzs7DLTKwlLPsGr3vwab+JV8G+cPBCTFDQUVd10d3mh4Bod58dKJNfWNzZTW+ntnd29/Uz2oKqDSDGosEAEqu5RDYJLqCBHAfVQAfU9ATVvUJr4tWdQmgfyEUchtHzak7zLGUUjPQzbT+1Mzik4U9irxJ2THJmj3M5ayWYnYJEPEpmgWjdcJ8RWTBVyJmCcbkYaQsoGtAcNQyX1Qbfi6a1jO2+Ujt0NlCmJ9lT9PxFTX+uR75lOn2JfL3sT8c/LL6zC7kUr5jKMECSbbepGwsbAnnxud7gChmJkCGWKm2Nt1qeKMjT5LKwZQun2zvyhAQ3xKZeTW+OrMBRwHWCfs3HaxOYuh7RKqqcF1ym492e54uU8wBQ5IsfkhLjknBTJDSmTCmGkR17IK3mz3q0P69P6mrUmrPnMIVmA9f0LLfegfA==</latexit><latexit sha1_base64="FDE9N3W1eOOecCXy5xv6mKp6JoY=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHNA5IQZiedZMzs7DLTKwlLPsGr3vwab+JV8G+cPBCTFDQUVd10d3mh4Bod58dKJNfWNzZTW+ntnd29/Uz2oKqDSDGosEAEqu5RDYJLqCBHAfVQAfU9ATVvUJr4tWdQmgfyEUchtHzak7zLGUUjPQzbT+1Mzik4U9irxJ2THJmj3M5ayWYnYJEPEpmgWjdcJ8RWTBVyJmCcbkYaQsoGtAcNQyX1Qbfi6a1jO2+Ujt0NlCmJ9lT9PxFTX+uR75lOn2JfL3sT8c/LL6zC7kUr5jKMECSbbepGwsbAnnxud7gChmJkCGWKm2Nt1qeKMjT5LKwZQun2zvyhAQ3xKZeTW+OrMBRwHWCfs3HaxOYuh7RKqqcF1ym492e54uU8wBQ5IsfkhLjknBTJDSmTCmGkR17IK3mz3q0P69P6mrUmrPnMIVmA9f0LLfegfA==</latexit>
MatMul
MatMul
+<latexit sha1_base64="OAMqxJcx/hJCJ2QEV8Tpa6NiMwM=">AAACGnicZVDLSgNBEJw1PmJ8JXr0shgCghB2JaDHSA6KXhIwD0hCmJ30JkNmZ5eZXjEs+QKvevNrvIlXL/6NkwdikoKGoqqb7i4vElyj4/xYG6nNre2d9G5mb//g8CibO27oMFYM6iwUoWp5VIPgEurIUUArUkADT0DTG1WmfvMJlOahfMRxBN2ADiT3OaNopNpFL5t3is4M9jpxFyRPFqj2claq0w9ZHIBEJqjWbdeJsJtQhZwJmGQ6sYaIshEdQNtQSQPQ3WR26cQuGKVv+6EyJdGeqf8nEhpoPQ480xlQHOpVbyr+eYWlVehfdxMuoxhBsvkmPxY2hvb0b7vPFTAUY0MoU9wca7MhVZShSWdpzTNU7h/MHxrQkIByOb01uYkiAbchDjmbZExs7mpI66RxWXSdolsr5culRYBpckrOyDlxyRUpkztSJXXCCJAX8krerHfrw/q0vuatG9Zi5oQswfr+BQU3n00=</latexit><latexit sha1_base64="OAMqxJcx/hJCJ2QEV8Tpa6NiMwM=">AAACGnicZVDLSgNBEJw1PmJ8JXr0shgCghB2JaDHSA6KXhIwD0hCmJ30JkNmZ5eZXjEs+QKvevNrvIlXL/6NkwdikoKGoqqb7i4vElyj4/xYG6nNre2d9G5mb//g8CibO27oMFYM6iwUoWp5VIPgEurIUUArUkADT0DTG1WmfvMJlOahfMRxBN2ADiT3OaNopNpFL5t3is4M9jpxFyRPFqj2claq0w9ZHIBEJqjWbdeJsJtQhZwJmGQ6sYaIshEdQNtQSQPQ3WR26cQuGKVv+6EyJdGeqf8nEhpoPQ480xlQHOpVbyr+eYWlVehfdxMuoxhBsvkmPxY2hvb0b7vPFTAUY0MoU9wca7MhVZShSWdpzTNU7h/MHxrQkIByOb01uYkiAbchDjmbZExs7mpI66RxWXSdolsr5culRYBpckrOyDlxyRUpkztSJXXCCJAX8krerHfrw/q0vuatG9Zi5oQswfr+BQU3n00=</latexit><latexit sha1_base64="OAMqxJcx/hJCJ2QEV8Tpa6NiMwM=">AAACGnicZVDLSgNBEJw1PmJ8JXr0shgCghB2JaDHSA6KXhIwD0hCmJ30JkNmZ5eZXjEs+QKvevNrvIlXL/6NkwdikoKGoqqb7i4vElyj4/xYG6nNre2d9G5mb//g8CibO27oMFYM6iwUoWp5VIPgEurIUUArUkADT0DTG1WmfvMJlOahfMRxBN2ADiT3OaNopNpFL5t3is4M9jpxFyRPFqj2claq0w9ZHIBEJqjWbdeJsJtQhZwJmGQ6sYaIshEdQNtQSQPQ3WR26cQuGKVv+6EyJdGeqf8nEhpoPQ480xlQHOpVbyr+eYWlVehfdxMuoxhBsvkmPxY2hvb0b7vPFTAUY0MoU9wca7MhVZShSWdpzTNU7h/MHxrQkIByOb01uYkiAbchDjmbZExs7mpI66RxWXSdolsr5culRYBpckrOyDlxyRUpkztSJXXCCJAX8krerHfrw/q0vuatG9Zi5oQswfr+BQU3n00=</latexit><latexit sha1_base64="OAMqxJcx/hJCJ2QEV8Tpa6NiMwM=">AAACGnicZVDLSgNBEJw1PmJ8JXr0shgCghB2JaDHSA6KXhIwD0hCmJ30JkNmZ5eZXjEs+QKvevNrvIlXL/6NkwdikoKGoqqb7i4vElyj4/xYG6nNre2d9G5mb//g8CibO27oMFYM6iwUoWp5VIPgEurIUUArUkADT0DTG1WmfvMJlOahfMRxBN2ADiT3OaNopNpFL5t3is4M9jpxFyRPFqj2claq0w9ZHIBEJqjWbdeJsJtQhZwJmGQ6sYaIshEdQNtQSQPQ3WR26cQuGKVv+6EyJdGeqf8nEhpoPQ480xlQHOpVbyr+eYWlVehfdxMuoxhBsvkmPxY2hvb0b7vPFTAUY0MoU9wca7MhVZShSWdpzTNU7h/MHxrQkIByOb01uYkiAbchDjmbZExs7mpI66RxWXSdolsr5culRYBpckrOyDlxyRUpkztSJXXCCJAX8krerHfrw/q0vuatG9Zi5oQswfr+BQU3n00=</latexit>
<latexit sha1_base64="cRGagh9+0RnvKHp6ysia8nkrAP8=">AAACHXicZVBNS8NAEN20ftT6VfXoJVgETyURQb1VPCh6UbAf0AbZbKdmcbNZdidiCf0LXvXmr/EmXsV/46YGsfbBwOO9GWbmhUpwg5735ZTKc/MLi5Wl6vLK6tp6bWOzbZJUM2ixRCS6G1IDgktoIUcBXaWBxqGATnh/mvudB9CGJ/IGRwqCmN5JPuSMYi71VcRva3Wv4U3gzhK/IHVS4Op2wyn3BwlLY5DIBDWm53sKg4xq5EzAuNpPDSjK7ukd9CyVNAYTZJNjx+6uVQbuMNG2JLoT9e9ERmNjRnFoO2OKkfnv5eKvtzu1CodHQcalShEk+9k0TIWLiZu/7g64BoZiZAllmttjXRZRTRnagKbWPMLpxaX9wwBaElMu81uzE6UEnCUYcTau2tj8/yHNkvZ+w/ca/vVBvXlcBFgh22SH7BGfHJImOSdXpEUYicgTeSYvzqvz5rw7Hz+tJaeY2SJTcD6/AfGGoOI=</latexit><latexit sha1_base64="cRGagh9+0RnvKHp6ysia8nkrAP8=">AAACHXicZVBNS8NAEN20ftT6VfXoJVgETyURQb1VPCh6UbAf0AbZbKdmcbNZdidiCf0LXvXmr/EmXsV/46YGsfbBwOO9GWbmhUpwg5735ZTKc/MLi5Wl6vLK6tp6bWOzbZJUM2ixRCS6G1IDgktoIUcBXaWBxqGATnh/mvudB9CGJ/IGRwqCmN5JPuSMYi71VcRva3Wv4U3gzhK/IHVS4Op2wyn3BwlLY5DIBDWm53sKg4xq5EzAuNpPDSjK7ukd9CyVNAYTZJNjx+6uVQbuMNG2JLoT9e9ERmNjRnFoO2OKkfnv5eKvtzu1CodHQcalShEk+9k0TIWLiZu/7g64BoZiZAllmttjXRZRTRnagKbWPMLpxaX9wwBaElMu81uzE6UEnCUYcTau2tj8/yHNkvZ+w/ca/vVBvXlcBFgh22SH7BGfHJImOSdXpEUYicgTeSYvzqvz5rw7Hz+tJaeY2SJTcD6/AfGGoOI=</latexit><latexit sha1_base64="cRGagh9+0RnvKHp6ysia8nkrAP8=">AAACHXicZVBNS8NAEN20ftT6VfXoJVgETyURQb1VPCh6UbAf0AbZbKdmcbNZdidiCf0LXvXmr/EmXsV/46YGsfbBwOO9GWbmhUpwg5735ZTKc/MLi5Wl6vLK6tp6bWOzbZJUM2ixRCS6G1IDgktoIUcBXaWBxqGATnh/mvudB9CGJ/IGRwqCmN5JPuSMYi71VcRva3Wv4U3gzhK/IHVS4Op2wyn3BwlLY5DIBDWm53sKg4xq5EzAuNpPDSjK7ukd9CyVNAYTZJNjx+6uVQbuMNG2JLoT9e9ERmNjRnFoO2OKkfnv5eKvtzu1CodHQcalShEk+9k0TIWLiZu/7g64BoZiZAllmttjXRZRTRnagKbWPMLpxaX9wwBaElMu81uzE6UEnCUYcTau2tj8/yHNkvZ+w/ca/vVBvXlcBFgh22SH7BGfHJImOSdXpEUYicgTeSYvzqvz5rw7Hz+tJaeY2SJTcD6/AfGGoOI=</latexit><latexit sha1_base64="cRGagh9+0RnvKHp6ysia8nkrAP8=">AAACHXicZVBNS8NAEN20ftT6VfXoJVgETyURQb1VPCh6UbAf0AbZbKdmcbNZdidiCf0LXvXmr/EmXsV/46YGsfbBwOO9GWbmhUpwg5735ZTKc/MLi5Wl6vLK6tp6bWOzbZJUM2ixRCS6G1IDgktoIUcBXaWBxqGATnh/mvudB9CGJ/IGRwqCmN5JPuSMYi71VcRva3Wv4U3gzhK/IHVS4Op2wyn3BwlLY5DIBDWm53sKg4xq5EzAuNpPDSjK7ukd9CyVNAYTZJNjx+6uVQbuMNG2JLoT9e9ERmNjRnFoO2OKkfnv5eKvtzu1CodHQcalShEk+9k0TIWLiZu/7g64BoZiZAllmttjXRZRTRnagKbWPMLpxaX9wwBaElMu81uzE6UEnCUYcTau2tj8/yHNkvZ+w/ca/vVBvXlcBFgh22SH7BGfHJImOSdXpEUYicgTeSYvzqvz5rw7Hz+tJaeY2SJTcD6/AfGGoOI=</latexit>
MatMul
Weighting
Function ↵<latexit sha1_base64="Zp4VLrVWNPDm0sLggOD2KANdtmU=">AAACH3icZVDLSgNBEJw1PmJ8JXr0shgET2FXBD1GclD0EsFEwQTpnXTM6OzsMNMrhiX/4FVvfo038Zq/cRIXMVrQUFR1090VaSksBcHYmyvMLywuFZdLK6tr6xvlymbbJqnh2OKJTMx1BBalUNgiQRKvtUGII4lX0UNj4l89orEiUZc01NiN4U6JvuBATmp3QOoB3JarQS2Ywv9PwpxUWY7mbcUrdHoJT2NUxCVYexMGmroZGBJc4qjUSS1q4A9whzeOKojRdrPpuSN/1yk9v58YV4r8qfp7IoPY2mEcuc4YaGD/ehPxx9udWUX9o24mlE4JFf/e1E+lT4k/ed7vCYOc5NAR4Ea4Y30+AAOcXEQza56wcXbu/rBIjsQg1OTW7FhriScJDQQflVxs4d+Q/pP2fi0MauHFQbV+kAdYZNtsh+2xkB2yOjtlTdZinN2zZ/bCXr0379378D6/W+e8fGaLzcAbfwGO66G2</latexit><latexit sha1_base64="Zp4VLrVWNPDm0sLggOD2KANdtmU=">AAACH3icZVDLSgNBEJw1PmJ8JXr0shgET2FXBD1GclD0EsFEwQTpnXTM6OzsMNMrhiX/4FVvfo038Zq/cRIXMVrQUFR1090VaSksBcHYmyvMLywuFZdLK6tr6xvlymbbJqnh2OKJTMx1BBalUNgiQRKvtUGII4lX0UNj4l89orEiUZc01NiN4U6JvuBATmp3QOoB3JarQS2Ywv9PwpxUWY7mbcUrdHoJT2NUxCVYexMGmroZGBJc4qjUSS1q4A9whzeOKojRdrPpuSN/1yk9v58YV4r8qfp7IoPY2mEcuc4YaGD/ehPxx9udWUX9o24mlE4JFf/e1E+lT4k/ed7vCYOc5NAR4Ea4Y30+AAOcXEQza56wcXbu/rBIjsQg1OTW7FhriScJDQQflVxs4d+Q/pP2fi0MauHFQbV+kAdYZNtsh+2xkB2yOjtlTdZinN2zZ/bCXr0379378D6/W+e8fGaLzcAbfwGO66G2</latexit><latexit sha1_base64="Zp4VLrVWNPDm0sLggOD2KANdtmU=">AAACH3icZVDLSgNBEJw1PmJ8JXr0shgET2FXBD1GclD0EsFEwQTpnXTM6OzsMNMrhiX/4FVvfo038Zq/cRIXMVrQUFR1090VaSksBcHYmyvMLywuFZdLK6tr6xvlymbbJqnh2OKJTMx1BBalUNgiQRKvtUGII4lX0UNj4l89orEiUZc01NiN4U6JvuBATmp3QOoB3JarQS2Ywv9PwpxUWY7mbcUrdHoJT2NUxCVYexMGmroZGBJc4qjUSS1q4A9whzeOKojRdrPpuSN/1yk9v58YV4r8qfp7IoPY2mEcuc4YaGD/ehPxx9udWUX9o24mlE4JFf/e1E+lT4k/ed7vCYOc5NAR4Ea4Y30+AAOcXEQza56wcXbu/rBIjsQg1OTW7FhriScJDQQflVxs4d+Q/pP2fi0MauHFQbV+kAdYZNtsh+2xkB2yOjtlTdZinN2zZ/bCXr0379378D6/W+e8fGaLzcAbfwGO66G2</latexit><latexit sha1_base64="Zp4VLrVWNPDm0sLggOD2KANdtmU=">AAACH3icZVDLSgNBEJw1PmJ8JXr0shgET2FXBD1GclD0EsFEwQTpnXTM6OzsMNMrhiX/4FVvfo038Zq/cRIXMVrQUFR1090VaSksBcHYmyvMLywuFZdLK6tr6xvlymbbJqnh2OKJTMx1BBalUNgiQRKvtUGII4lX0UNj4l89orEiUZc01NiN4U6JvuBATmp3QOoB3JarQS2Ywv9PwpxUWY7mbcUrdHoJT2NUxCVYexMGmroZGBJc4qjUSS1q4A9whzeOKojRdrPpuSN/1yk9v58YV4r8qfp7IoPY2mEcuc4YaGD/ehPxx9udWUX9o24mlE4JFf/e1E+lT4k/ed7vCYOc5NAR4Ea4Y30+AAOcXEQza56wcXbu/rBIjsQg1OTW7FhriScJDQQflVxs4d+Q/pP2fi0MauHFQbV+kAdYZNtsh+2xkB2yOjtlTdZinN2zZ/bCXr0379378D6/W+e8fGaLzcAbfwGO66G2</latexit>
RN
Summation
⇥<latexit sha1_base64="4Fb9A5QAQZYCkPKTtzP6rGQNJTc=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXlmzfDe3ciGfwPbWvXr2kXbf03PXWI1AsXDufeyzn3eKHgGh1nZqXSW9s7u5m97P7B4dFxLn/S0EGkGNRZIALV8qgGwSXUkaOAVqiA+p6ApjeuzufNF1CaB/IJJyF0fTqUfMAZRUM1Osh90L1cwSk5i7I3gZuAAkmq1stb6U4/YJEPEpmgWrddJ8RuTBVyJmCa7UQaQsrGdAhtAyU1Kt14YXdqFw3TtweBMi3RXrD/L2Lqaz3xPbPpUxzp9dmc/JsVV6RwcN2NuQwjBMmWSoNI2BjY8+ftPlfAUEwMoExxY9ZmI6ooQxPRiswrVO8fzB8a0ACfcjn3Gt+EoYDbAEecTbMmNnc9pE3QuCy5Tsl9LBcq5STADDkj5+SCuOSKVMgdqZE6YeSZvJF38mF9Wl/Wt/WzXE1Zyc0pWSlr9gu/DaHS</latexit><latexit sha1_base64="4Fb9A5QAQZYCkPKTtzP6rGQNJTc=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXlmzfDe3ciGfwPbWvXr2kXbf03PXWI1AsXDufeyzn3eKHgGh1nZqXSW9s7u5m97P7B4dFxLn/S0EGkGNRZIALV8qgGwSXUkaOAVqiA+p6ApjeuzufNF1CaB/IJJyF0fTqUfMAZRUM1Osh90L1cwSk5i7I3gZuAAkmq1stb6U4/YJEPEpmgWrddJ8RuTBVyJmCa7UQaQsrGdAhtAyU1Kt14YXdqFw3TtweBMi3RXrD/L2Lqaz3xPbPpUxzp9dmc/JsVV6RwcN2NuQwjBMmWSoNI2BjY8+ftPlfAUEwMoExxY9ZmI6ooQxPRiswrVO8fzB8a0ACfcjn3Gt+EoYDbAEecTbMmNnc9pE3QuCy5Tsl9LBcq5STADDkj5+SCuOSKVMgdqZE6YeSZvJF38mF9Wl/Wt/WzXE1Zyc0pWSlr9gu/DaHS</latexit><latexit sha1_base64="4Fb9A5QAQZYCkPKTtzP6rGQNJTc=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXlmzfDe3ciGfwPbWvXr2kXbf03PXWI1AsXDufeyzn3eKHgGh1nZqXSW9s7u5m97P7B4dFxLn/S0EGkGNRZIALV8qgGwSXUkaOAVqiA+p6ApjeuzufNF1CaB/IJJyF0fTqUfMAZRUM1Osh90L1cwSk5i7I3gZuAAkmq1stb6U4/YJEPEpmgWrddJ8RuTBVyJmCa7UQaQsrGdAhtAyU1Kt14YXdqFw3TtweBMi3RXrD/L2Lqaz3xPbPpUxzp9dmc/JsVV6RwcN2NuQwjBMmWSoNI2BjY8+ftPlfAUEwMoExxY9ZmI6ooQxPRiswrVO8fzB8a0ACfcjn3Gt+EoYDbAEecTbMmNnc9pE3QuCy5Tsl9LBcq5STADDkj5+SCuOSKVMgdqZE6YeSZvJF38mF9Wl/Wt/WzXE1Zyc0pWSlr9gu/DaHS</latexit><latexit sha1_base64="4Fb9A5QAQZYCkPKTtzP6rGQNJTc=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXlmzfDe3ciGfwPbWvXr2kXbf03PXWI1AsXDufeyzn3eKHgGh1nZqXSW9s7u5m97P7B4dFxLn/S0EGkGNRZIALV8qgGwSXUkaOAVqiA+p6ApjeuzufNF1CaB/IJJyF0fTqUfMAZRUM1Osh90L1cwSk5i7I3gZuAAkmq1stb6U4/YJEPEpmgWrddJ8RuTBVyJmCa7UQaQsrGdAhtAyU1Kt14YXdqFw3TtweBMi3RXrD/L2Lqaz3xPbPpUxzp9dmc/JsVV6RwcN2NuQwjBMmWSoNI2BjY8+ftPlfAUEwMoExxY9ZmI6ooQxPRiswrVO8fzB8a0ACfcjn3Gt+EoYDbAEecTbMmNnc9pE3QuCy5Tsl9LBcq5STADDkj5+SCuOSKVMgdqZE6YeSZvJF38mF9Wl/Wt/WzXE1Zyc0pWSlr9gu/DaHS</latexit>
An arbitrary
sub-graph <latexit sha1_base64="6O8l3m0jAPTtFPUg7uyLhsP+li4=">AAACHXicZVBNSwMxEE38rPVbj14Wi+Cp7Iqgx4oHRS8VrC20pWTTqRvMZkMyKy1L/4JXvflrvIlX8d+YrYtY+2Dg8d4MM/NCLYVF3/+ic/MLi0vLpZXy6tr6xubW9s6dTVLDocETmZhWyCxIoaCBAiW0tAEWhxKa4cN57jcfwViRqFscaejG7F6JgeAMc6kDQ93bqvhVfwJvlgQFqZAC9d42ne/0E57GoJBLZm078DV2M2ZQcAnjcie1oBl/YPfQdlSxGGw3mxw79g6c0vcGiXGl0JuofycyFls7ikPXGTOM7H8vF3+9g6lVODjtZkLpFEHxn02DVHqYePnrXl8Y4ChHjjBuhDvW4xEzjKMLaGrNEM6vrt0fFtCRmAmV35qdaS3hIsFI8HHZxRb8D2mW3B1VA78a3BxXasdFgCWyR/bJIQnICamRS1InDcJJRJ7IM3mhr/SNvtOPn9Y5WszskinQz28ElqDp</latexit><latexit sha1_base64="6O8l3m0jAPTtFPUg7uyLhsP+li4=">AAACHXicZVBNSwMxEE38rPVbj14Wi+Cp7Iqgx4oHRS8VrC20pWTTqRvMZkMyKy1L/4JXvflrvIlX8d+YrYtY+2Dg8d4MM/NCLYVF3/+ic/MLi0vLpZXy6tr6xubW9s6dTVLDocETmZhWyCxIoaCBAiW0tAEWhxKa4cN57jcfwViRqFscaejG7F6JgeAMc6kDQ93bqvhVfwJvlgQFqZAC9d42ne/0E57GoJBLZm078DV2M2ZQcAnjcie1oBl/YPfQdlSxGGw3mxw79g6c0vcGiXGl0JuofycyFls7ikPXGTOM7H8vF3+9g6lVODjtZkLpFEHxn02DVHqYePnrXl8Y4ChHjjBuhDvW4xEzjKMLaGrNEM6vrt0fFtCRmAmV35qdaS3hIsFI8HHZxRb8D2mW3B1VA78a3BxXasdFgCWyR/bJIQnICamRS1InDcJJRJ7IM3mhr/SNvtOPn9Y5WszskinQz28ElqDp</latexit><latexit sha1_base64="6O8l3m0jAPTtFPUg7uyLhsP+li4=">AAACHXicZVBNSwMxEE38rPVbj14Wi+Cp7Iqgx4oHRS8VrC20pWTTqRvMZkMyKy1L/4JXvflrvIlX8d+YrYtY+2Dg8d4MM/NCLYVF3/+ic/MLi0vLpZXy6tr6xubW9s6dTVLDocETmZhWyCxIoaCBAiW0tAEWhxKa4cN57jcfwViRqFscaejG7F6JgeAMc6kDQ93bqvhVfwJvlgQFqZAC9d42ne/0E57GoJBLZm078DV2M2ZQcAnjcie1oBl/YPfQdlSxGGw3mxw79g6c0vcGiXGl0JuofycyFls7ikPXGTOM7H8vF3+9g6lVODjtZkLpFEHxn02DVHqYePnrXl8Y4ChHjjBuhDvW4xEzjKMLaGrNEM6vrt0fFtCRmAmV35qdaS3hIsFI8HHZxRb8D2mW3B1VA78a3BxXasdFgCWyR/bJIQnICamRS1InDcJJRJ7IM3mhr/SNvtOPn9Y5WszskinQz28ElqDp</latexit><latexit sha1_base64="6O8l3m0jAPTtFPUg7uyLhsP+li4=">AAACHXicZVBNSwMxEE38rPVbj14Wi+Cp7Iqgx4oHRS8VrC20pWTTqRvMZkMyKy1L/4JXvflrvIlX8d+YrYtY+2Dg8d4MM/NCLYVF3/+ic/MLi0vLpZXy6tr6xubW9s6dTVLDocETmZhWyCxIoaCBAiW0tAEWhxKa4cN57jcfwViRqFscaejG7F6JgeAMc6kDQ93bqvhVfwJvlgQFqZAC9d42ne/0E57GoJBLZm078DV2M2ZQcAnjcie1oBl/YPfQdlSxGGw3mxw79g6c0vcGiXGl0JuofycyFls7ikPXGTOM7H8vF3+9g6lVODjtZkLpFEHxn02DVHqYePnrXl8Y4ChHjjBuhDvW4xEzjKMLaGrNEM6vrt0fFtCRmAmV35qdaS3hIsFI8HHZxRb8D2mW3B1VA78a3BxXasdFgCWyR/bJIQnICamRS1InDcJJRJ7IM3mhr/SNvtOPn9Y5WszskinQz28ElqDp</latexit>
X
<latexit sha1_base64="ZkCrS01otTzEoklXjZfiTDl2a4c=">AAACHXicZVBNS8NAEN20ftbP6tFLsBQ8lUQEPVY8KHpRsFWwoWy2k2bp7ibsTsQS+he86s1f4028iv/GTVvE1gcDj/dmmJkXpoIb9Lxvp1ReWFxaXlmtrK1vbG5tV3faJsk0gxZLRKLvQ2pAcAUt5CjgPtVAZSjgLhycFf7dI2jDE3WLwxQCSfuKR5xRLKSOyWR3u+Y1vDHc/8SfkhqZ4rpbdcqdXsIyCQqZoMY8+F6KQU41ciZgVOlkBlLKBrQPD5YqKsEE+fjYkVu3Ss+NEm1LoTtW/07kVBozlKHtlBRjM+8V4q9Xn1mF0UmQc5VmCIpNNkWZcDFxi9fdHtfAUAwtoUxze6zLYqopQxvQzJonOLu8sn8YQEsk5aq4NT9NUwHnCcacjSo2Nn8+pP+kfdjwvYZ/c1RrHk0DXCF7ZJ8cEJ8ckya5INekRRiJyTN5Ia/Om/PufDifk9aSM53ZJTNwvn4AEl+g8Q==</latexit><latexit sha1_base64="ZkCrS01otTzEoklXjZfiTDl2a4c=">AAACHXicZVBNS8NAEN20ftbP6tFLsBQ8lUQEPVY8KHpRsFWwoWy2k2bp7ibsTsQS+he86s1f4028iv/GTVvE1gcDj/dmmJkXpoIb9Lxvp1ReWFxaXlmtrK1vbG5tV3faJsk0gxZLRKLvQ2pAcAUt5CjgPtVAZSjgLhycFf7dI2jDE3WLwxQCSfuKR5xRLKSOyWR3u+Y1vDHc/8SfkhqZ4rpbdcqdXsIyCQqZoMY8+F6KQU41ciZgVOlkBlLKBrQPD5YqKsEE+fjYkVu3Ss+NEm1LoTtW/07kVBozlKHtlBRjM+8V4q9Xn1mF0UmQc5VmCIpNNkWZcDFxi9fdHtfAUAwtoUxze6zLYqopQxvQzJonOLu8sn8YQEsk5aq4NT9NUwHnCcacjSo2Nn8+pP+kfdjwvYZ/c1RrHk0DXCF7ZJ8cEJ8ckya5INekRRiJyTN5Ia/Om/PufDifk9aSM53ZJTNwvn4AEl+g8Q==</latexit><latexit sha1_base64="ZkCrS01otTzEoklXjZfiTDl2a4c=">AAACHXicZVBNS8NAEN20ftbP6tFLsBQ8lUQEPVY8KHpRsFWwoWy2k2bp7ibsTsQS+he86s1f4028iv/GTVvE1gcDj/dmmJkXpoIb9Lxvp1ReWFxaXlmtrK1vbG5tV3faJsk0gxZLRKLvQ2pAcAUt5CjgPtVAZSjgLhycFf7dI2jDE3WLwxQCSfuKR5xRLKSOyWR3u+Y1vDHc/8SfkhqZ4rpbdcqdXsIyCQqZoMY8+F6KQU41ciZgVOlkBlLKBrQPD5YqKsEE+fjYkVu3Ss+NEm1LoTtW/07kVBozlKHtlBRjM+8V4q9Xn1mF0UmQc5VmCIpNNkWZcDFxi9fdHtfAUAwtoUxze6zLYqopQxvQzJonOLu8sn8YQEsk5aq4NT9NUwHnCcacjSo2Nn8+pP+kfdjwvYZ/c1RrHk0DXCF7ZJ8cEJ8ckya5INekRRiJyTN5Ia/Om/PufDifk9aSM53ZJTNwvn4AEl+g8Q==</latexit><latexit sha1_base64="ZkCrS01otTzEoklXjZfiTDl2a4c=">AAACHXicZVBNS8NAEN20ftbP6tFLsBQ8lUQEPVY8KHpRsFWwoWy2k2bp7ibsTsQS+he86s1f4028iv/GTVvE1gcDj/dmmJkXpoIb9Lxvp1ReWFxaXlmtrK1vbG5tV3faJsk0gxZLRKLvQ2pAcAUt5CjgPtVAZSjgLhycFf7dI2jDE3WLwxQCSfuKR5xRLKSOyWR3u+Y1vDHc/8SfkhqZ4rpbdcqdXsIyCQqZoMY8+F6KQU41ciZgVOlkBlLKBrQPD5YqKsEE+fjYkVu3Ss+NEm1LoTtW/07kVBozlKHtlBRjM+8V4q9Xn1mF0UmQc5VmCIpNNkWZcDFxi9fdHtfAUAwtoUxze6zLYqopQxvQzJonOLu8sn8YQEsk5aq4NT9NUwHnCcacjSo2Nn8+pP+kfdjwvYZ/c1RrHk0DXCF7ZJ8cEJ8ckya5INekRRiJyTN5Ia/Om/PufDifk9aSM53ZJTNwvn4AEl+g8Q==</latexit>
÷<latexit sha1_base64="ivvOIjwmR6gFxz4TmhkpvPiGK5k=">AAACHXicZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXhmzfDe3ckGfwLbWvXr2kXbaN/0xuVSD1w4XDOvdx7jxcKrtFxfqxUemt7Zzezl90/ODw6zuVPGjqIFIM6C0SgWh7VILiEOnIU0AoVUN8T0PTG1cRvTkBpHsgnnIbQ9elQ8gFnFBOp0+eTXq7glJw57E3iLkmBLFHr5a10px+wyAeJTFCt264TYjemCjkTMMt2Ig0hZWM6hLahkvqgu/H82JldNErfHgTKlER7rv6fiKmv9dT3TKdPcaTXvUT884orq3Bw3Y25DCMEyRabBpGwMbCT1+0+V8BQTA2hTHFzrM1GVFGGJqCVNc9QvX8wf2hAQ3zKZXJrfBOGAm4DHHE2y5rY3PWQNknjsuQ6JfexXKiUlwFmyBk5JxfEJVekQu5IjdQJIyPyQl7Jm/VufVif1teiNWUtZ07JCqzvX/NaoN8=</latexit><latexit sha1_base64="ivvOIjwmR6gFxz4TmhkpvPiGK5k=">AAACHXicZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXhmzfDe3ckGfwLbWvXr2kXbaN/0xuVSD1w4XDOvdx7jxcKrtFxfqxUemt7Zzezl90/ODw6zuVPGjqIFIM6C0SgWh7VILiEOnIU0AoVUN8T0PTG1cRvTkBpHsgnnIbQ9elQ8gFnFBOp0+eTXq7glJw57E3iLkmBLFHr5a10px+wyAeJTFCt264TYjemCjkTMMt2Ig0hZWM6hLahkvqgu/H82JldNErfHgTKlER7rv6fiKmv9dT3TKdPcaTXvUT884orq3Bw3Y25DCMEyRabBpGwMbCT1+0+V8BQTA2hTHFzrM1GVFGGJqCVNc9QvX8wf2hAQ3zKZXJrfBOGAm4DHHE2y5rY3PWQNknjsuQ6JfexXKiUlwFmyBk5JxfEJVekQu5IjdQJIyPyQl7Jm/VufVif1teiNWUtZ07JCqzvX/NaoN8=</latexit><latexit sha1_base64="ivvOIjwmR6gFxz4TmhkpvPiGK5k=">AAACHXicZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXhmzfDe3ckGfwLbWvXr2kXbaN/0xuVSD1w4XDOvdx7jxcKrtFxfqxUemt7Zzezl90/ODw6zuVPGjqIFIM6C0SgWh7VILiEOnIU0AoVUN8T0PTG1cRvTkBpHsgnnIbQ9elQ8gFnFBOp0+eTXq7glJw57E3iLkmBLFHr5a10px+wyAeJTFCt264TYjemCjkTMMt2Ig0hZWM6hLahkvqgu/H82JldNErfHgTKlER7rv6fiKmv9dT3TKdPcaTXvUT884orq3Bw3Y25DCMEyRabBpGwMbCT1+0+V8BQTA2hTHFzrM1GVFGGJqCVNc9QvX8wf2hAQ3zKZXJrfBOGAm4DHHE2y5rY3PWQNknjsuQ6JfexXKiUlwFmyBk5JxfEJVekQu5IjdQJIyPyQl7Jm/VufVif1teiNWUtZ07JCqzvX/NaoN8=</latexit><latexit sha1_base64="ivvOIjwmR6gFxz4TmhkpvPiGK5k=">AAACHXicZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXhmzfDe3ckGfwLbWvXr2kXbaN/0xuVSD1w4XDOvdx7jxcKrtFxfqxUemt7Zzezl90/ODw6zuVPGjqIFIM6C0SgWh7VILiEOnIU0AoVUN8T0PTG1cRvTkBpHsgnnIbQ9elQ8gFnFBOp0+eTXq7glJw57E3iLkmBLFHr5a10px+wyAeJTFCt264TYjemCjkTMMt2Ig0hZWM6hLahkvqgu/H82JldNErfHgTKlER7rv6fiKmv9dT3TKdPcaTXvUT884orq3Bw3Y25DCMEyRabBpGwMbCT1+0+V8BQTA2hTHFzrM1GVFGGJqCVNc9QvX8wf2hAQ3zKZXJrfBOGAm4DHHE2y5rY3PWQNknjsuQ6JfexXKiUlwFmyBk5JxfEJVekQu5IjdQJIyPyQl7Jm/VufVif1teiNWUtZ07JCqzvX/NaoN8=</latexit>
x1<latexit sha1_base64="5JZDHL9WNUkSX3mdLTalEXoMydc=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7bjdXcErOHPYqcRNSIAmq3byVbvcCFvkgkQmqdct1QuzEVCFnAqbZdqQhpGxEB9AyVFIfdCee3zq1i0bp2f1AmZJoz9W/EzH1tZ74nun0KQ71f28m/nrFpVXYv+jEXIYRgmSLTf1I2BjYs8/tHlfAUEwMoUxxc6zNhlRRhiafpTVjqNzemT80oCE+5XJ2a3wVhgKuAxxyNs2a2Nz/Ia2S+mnJdUru/VmhfJkEmCFH5JicEJeckzK5IVVSI4wMyDN5Ia/Wm/VufVifi9aUlcwckiVYXz/MYqBD</latexit><latexit sha1_base64="5JZDHL9WNUkSX3mdLTalEXoMydc=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7bjdXcErOHPYqcRNSIAmq3byVbvcCFvkgkQmqdct1QuzEVCFnAqbZdqQhpGxEB9AyVFIfdCee3zq1i0bp2f1AmZJoz9W/EzH1tZ74nun0KQ71f28m/nrFpVXYv+jEXIYRgmSLTf1I2BjYs8/tHlfAUEwMoUxxc6zNhlRRhiafpTVjqNzemT80oCE+5XJ2a3wVhgKuAxxyNs2a2Nz/Ia2S+mnJdUru/VmhfJkEmCFH5JicEJeckzK5IVVSI4wMyDN5Ia/Wm/VufVifi9aUlcwckiVYXz/MYqBD</latexit><latexit sha1_base64="5JZDHL9WNUkSX3mdLTalEXoMydc=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7bjdXcErOHPYqcRNSIAmq3byVbvcCFvkgkQmqdct1QuzEVCFnAqbZdqQhpGxEB9AyVFIfdCee3zq1i0bp2f1AmZJoz9W/EzH1tZ74nun0KQ71f28m/nrFpVXYv+jEXIYRgmSLTf1I2BjYs8/tHlfAUEwMoUxxc6zNhlRRhiafpTVjqNzemT80oCE+5XJ2a3wVhgKuAxxyNs2a2Nz/Ia2S+mnJdUru/VmhfJkEmCFH5JicEJeckzK5IVVSI4wMyDN5Ia/Wm/VufVifi9aUlcwckiVYXz/MYqBD</latexit><latexit sha1_base64="5JZDHL9WNUkSX3mdLTalEXoMydc=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7bjdXcErOHPYqcRNSIAmq3byVbvcCFvkgkQmqdct1QuzEVCFnAqbZdqQhpGxEB9AyVFIfdCee3zq1i0bp2f1AmZJoz9W/EzH1tZ74nun0KQ71f28m/nrFpVXYv+jEXIYRgmSLTf1I2BjYs8/tHlfAUEwMoUxxc6zNhlRRhiafpTVjqNzemT80oCE+5XJ2a3wVhgKuAxxyNs2a2Nz/Ia2S+mnJdUru/VmhfJkEmCFH5JicEJeckzK5IVVSI4wMyDN5Ia/Wm/VufVifi9aUlcwckiVYXz/MYqBD</latexit>
x2<latexit sha1_base64="dPTqLlh8IztTplbJvHjOUlUD+TQ=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYkqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz0/iNQDFw7n3Mu993ih4Bod58dKJDc2t7ZTO+ndvf2Dw0z2qKaDSDGoskAEquFRDYJLqCJHAY1QAfU9AXVvWJ769WdQmgfyCcchtH3al7zHGUUjPY46xU4m5xScGex14i5IjixQ6WStZKsbsMgHiUxQrZuuE2I7pgo5EzBJtyINIWVD2oemoZL6oNvx7NaJnTdK1+4FypREe6b+n4ipr/XY90ynT3GgV72p+Ofll1Zh77IdcxlGCJLNN/UiYWNgTz+3u1wBQzE2hDLFzbE2G1BFGZp8ltaMoHx3b/7QgIb4lMvprfF1GAq4CXDA2SRtYnNXQ1ontWLBdQruw3mudLUIMEVOyCk5Iy65ICVySyqkShjpkxfySt6sd+vD+rS+5q0JazFzTJZgff8CzhigRA==</latexit><latexit sha1_base64="dPTqLlh8IztTplbJvHjOUlUD+TQ=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYkqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz0/iNQDFw7n3Mu993ih4Bod58dKJDc2t7ZTO+ndvf2Dw0z2qKaDSDGoskAEquFRDYJLqCJHAY1QAfU9AXVvWJ769WdQmgfyCcchtH3al7zHGUUjPY46xU4m5xScGex14i5IjixQ6WStZKsbsMgHiUxQrZuuE2I7pgo5EzBJtyINIWVD2oemoZL6oNvx7NaJnTdK1+4FypREe6b+n4ipr/XY90ynT3GgV72p+Ofll1Zh77IdcxlGCJLNN/UiYWNgTz+3u1wBQzE2hDLFzbE2G1BFGZp8ltaMoHx3b/7QgIb4lMvprfF1GAq4CXDA2SRtYnNXQ1ontWLBdQruw3mudLUIMEVOyCk5Iy65ICVySyqkShjpkxfySt6sd+vD+rS+5q0JazFzTJZgff8CzhigRA==</latexit><latexit sha1_base64="dPTqLlh8IztTplbJvHjOUlUD+TQ=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYkqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz0/iNQDFw7n3Mu993ih4Bod58dKJDc2t7ZTO+ndvf2Dw0z2qKaDSDGoskAEquFRDYJLqCJHAY1QAfU9AXVvWJ769WdQmgfyCcchtH3al7zHGUUjPY46xU4m5xScGex14i5IjixQ6WStZKsbsMgHiUxQrZuuE2I7pgo5EzBJtyINIWVD2oemoZL6oNvx7NaJnTdK1+4FypREe6b+n4ipr/XY90ynT3GgV72p+Ofll1Zh77IdcxlGCJLNN/UiYWNgTz+3u1wBQzE2hDLFzbE2G1BFGZp8ltaMoHx3b/7QgIb4lMvprfF1GAq4CXDA2SRtYnNXQ1ontWLBdQruw3mudLUIMEVOyCk5Iy65ICVySyqkShjpkxfySt6sd+vD+rS+5q0JazFzTJZgff8CzhigRA==</latexit><latexit sha1_base64="dPTqLlh8IztTplbJvHjOUlUD+TQ=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYkqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz0/iNQDFw7n3Mu993ih4Bod58dKJDc2t7ZTO+ndvf2Dw0z2qKaDSDGoskAEquFRDYJLqCJHAY1QAfU9AXVvWJ769WdQmgfyCcchtH3al7zHGUUjPY46xU4m5xScGex14i5IjixQ6WStZKsbsMgHiUxQrZuuE2I7pgo5EzBJtyINIWVD2oemoZL6oNvx7NaJnTdK1+4FypREe6b+n4ipr/XY90ynT3GgV72p+Ofll1Zh77IdcxlGCJLNN/UiYWNgTz+3u1wBQzE2hDLFzbE2G1BFGZp8ltaMoHx3b/7QgIb4lMvprfF1GAq4CXDA2SRtYnNXQ1ontWLBdQruw3mudLUIMEVOyCk5Iy65ICVySyqkShjpkxfySt6sd+vD+rS+5q0JazFzTJZgff8CzhigRA==</latexit>
xT<latexit sha1_base64="/9ZF0l+9BDz4Zgjman+1h2deJxo=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHzgiSE2UknGTI7u8z0SsKST/CqN7/Gm3gV/BsnD8QkBQ1FVTfdXV4ouEbH+bESyY3Nre3UTnp3b//gMJM9qukgUgyqLBCBanhUg+ASqshRQCNUQH1PQN0blqZ+/RmU5oGs4DiEtk/7kvc4o2ikp1Gn0snknIIzg71O3AXJkQXKnayVbHUDFvkgkQmqddN1QmzHVCFnAibpVqQhpGxI+9A0VFIfdDue3Tqx80bp2r1AmZJoz9T/EzH1tR77nun0KQ70qjcV/7z80irsXbVjLsMIQbL5pl4kbAzs6ed2lytgKMaGUKa4OdZmA6ooQ5PP0poRlO4fzB8a0BCfcjm9Nb4JQwG3AQ44m6RNbO5qSOukdl5wnYL7eJErXi8CTJETckrOiEsuSZHckTKpEkb65IW8kjfr3fqwPq2veWvCWswckyVY378IU6Bm</latexit><latexit sha1_base64="/9ZF0l+9BDz4Zgjman+1h2deJxo=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHzgiSE2UknGTI7u8z0SsKST/CqN7/Gm3gV/BsnD8QkBQ1FVTfdXV4ouEbH+bESyY3Nre3UTnp3b//gMJM9qukgUgyqLBCBanhUg+ASqshRQCNUQH1PQN0blqZ+/RmU5oGs4DiEtk/7kvc4o2ikp1Gn0snknIIzg71O3AXJkQXKnayVbHUDFvkgkQmqddN1QmzHVCFnAibpVqQhpGxI+9A0VFIfdDue3Tqx80bp2r1AmZJoz9T/EzH1tR77nun0KQ70qjcV/7z80irsXbVjLsMIQbL5pl4kbAzs6ed2lytgKMaGUKa4OdZmA6ooQ5PP0poRlO4fzB8a0BCfcjm9Nb4JQwG3AQ44m6RNbO5qSOukdl5wnYL7eJErXi8CTJETckrOiEsuSZHckTKpEkb65IW8kjfr3fqwPq2veWvCWswckyVY378IU6Bm</latexit><latexit sha1_base64="/9ZF0l+9BDz4Zgjman+1h2deJxo=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHzgiSE2UknGTI7u8z0SsKST/CqN7/Gm3gV/BsnD8QkBQ1FVTfdXV4ouEbH+bESyY3Nre3UTnp3b//gMJM9qukgUgyqLBCBanhUg+ASqshRQCNUQH1PQN0blqZ+/RmU5oGs4DiEtk/7kvc4o2ikp1Gn0snknIIzg71O3AXJkQXKnayVbHUDFvkgkQmqddN1QmzHVCFnAibpVqQhpGxI+9A0VFIfdDue3Tqx80bp2r1AmZJoz9T/EzH1tR77nun0KQ70qjcV/7z80irsXbVjLsMIQbL5pl4kbAzs6ed2lytgKMaGUKa4OdZmA6ooQ5PP0poRlO4fzB8a0BCfcjm9Nb4JQwG3AQ44m6RNbO5qSOukdl5wnYL7eJErXi8CTJETckrOiEsuSZHckTKpEkb65IW8kjfr3fqwPq2veWvCWswckyVY378IU6Bm</latexit><latexit sha1_base64="/9ZF0l+9BDz4Zgjman+1h2deJxo=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHzgiSE2UknGTI7u8z0SsKST/CqN7/Gm3gV/BsnD8QkBQ1FVTfdXV4ouEbH+bESyY3Nre3UTnp3b//gMJM9qukgUgyqLBCBanhUg+ASqshRQCNUQH1PQN0blqZ+/RmU5oGs4DiEtk/7kvc4o2ikp1Gn0snknIIzg71O3AXJkQXKnayVbHUDFvkgkQmqddN1QmzHVCFnAibpVqQhpGxI+9A0VFIfdDue3Tqx80bp2r1AmZJoz9T/EzH1tR77nun0KQ70qjcV/7z80irsXbVjLsMIQbL5pl4kbAzs6ed2lytgKMaGUKa4OdZmA6ooQ5PP0poRlO4fzB8a0BCfcjm9Nb4JQwG3AQ44m6RNbO5qSOukdl5wnYL7eJErXi8CTJETckrOiEsuSZHckTKpEkb65IW8kjfr3fqwPq2veWvCWswckyVY378IU6Bm</latexit>
<latexit sha1_base64="pW5gb1X+z4Mok3NTFuPlytDVYa4=">AAACH3icZVBNS8NAEN3U7/rV6tFLsAieSiKCeqv0oOilgm0FG2SzndrVzW7YnRRL6H/wqjd/jTfx2n/jpg1i7YOBx3szzMwLY8ENet7YKSwsLi2vrK4V1zc2t7ZL5Z2WUYlm0GRKKH0XUgOCS2giRwF3sQYahQLa4XM989sD0IYreYvDGIKIPkre44yilVqdQVeheShVvKo3gTtP/JxUSI7GQ9lZ6HQVSyKQyAQ15t73YgxSqpEzAaNiJzEQU/ZMH+HeUkkjMEE6OXfkHlil6/aUtiXRnah/J1IaGTOMQtsZUeyb/14m/noHM6uwdxqkXMYJgmTTTb1EuKjc7Hm3yzUwFENLKNPcHuuyPtWUoY1oZs0L1K+u7R8G0JKIcpndmp7HsYALhX3ORkUbm/8/pHnSOqr6XtW/Oa7UzvIAV8ke2SeHxCcnpEYuSYM0CSNP5JW8kXfnw/l0vpzvaWvByWd2yQyc8Q/YjqHl</latexit><latexit sha1_base64="pW5gb1X+z4Mok3NTFuPlytDVYa4=">AAACH3icZVBNS8NAEN3U7/rV6tFLsAieSiKCeqv0oOilgm0FG2SzndrVzW7YnRRL6H/wqjd/jTfx2n/jpg1i7YOBx3szzMwLY8ENet7YKSwsLi2vrK4V1zc2t7ZL5Z2WUYlm0GRKKH0XUgOCS2giRwF3sQYahQLa4XM989sD0IYreYvDGIKIPkre44yilVqdQVeheShVvKo3gTtP/JxUSI7GQ9lZ6HQVSyKQyAQ15t73YgxSqpEzAaNiJzEQU/ZMH+HeUkkjMEE6OXfkHlil6/aUtiXRnah/J1IaGTOMQtsZUeyb/14m/noHM6uwdxqkXMYJgmTTTb1EuKjc7Hm3yzUwFENLKNPcHuuyPtWUoY1oZs0L1K+u7R8G0JKIcpndmp7HsYALhX3ORkUbm/8/pHnSOqr6XtW/Oa7UzvIAV8ke2SeHxCcnpEYuSYM0CSNP5JW8kXfnw/l0vpzvaWvByWd2yQyc8Q/YjqHl</latexit><latexit sha1_base64="pW5gb1X+z4Mok3NTFuPlytDVYa4=">AAACH3icZVBNS8NAEN3U7/rV6tFLsAieSiKCeqv0oOilgm0FG2SzndrVzW7YnRRL6H/wqjd/jTfx2n/jpg1i7YOBx3szzMwLY8ENet7YKSwsLi2vrK4V1zc2t7ZL5Z2WUYlm0GRKKH0XUgOCS2giRwF3sQYahQLa4XM989sD0IYreYvDGIKIPkre44yilVqdQVeheShVvKo3gTtP/JxUSI7GQ9lZ6HQVSyKQyAQ15t73YgxSqpEzAaNiJzEQU/ZMH+HeUkkjMEE6OXfkHlil6/aUtiXRnah/J1IaGTOMQtsZUeyb/14m/noHM6uwdxqkXMYJgmTTTb1EuKjc7Hm3yzUwFENLKNPcHuuyPtWUoY1oZs0L1K+u7R8G0JKIcpndmp7HsYALhX3ORkUbm/8/pHnSOqr6XtW/Oa7UzvIAV8ke2SeHxCcnpEYuSYM0CSNP5JW8kXfnw/l0vpzvaWvByWd2yQyc8Q/YjqHl</latexit><latexit sha1_base64="pW5gb1X+z4Mok3NTFuPlytDVYa4=">AAACH3icZVBNS8NAEN3U7/rV6tFLsAieSiKCeqv0oOilgm0FG2SzndrVzW7YnRRL6H/wqjd/jTfx2n/jpg1i7YOBx3szzMwLY8ENet7YKSwsLi2vrK4V1zc2t7ZL5Z2WUYlm0GRKKH0XUgOCS2giRwF3sQYahQLa4XM989sD0IYreYvDGIKIPkre44yilVqdQVeheShVvKo3gTtP/JxUSI7GQ9lZ6HQVSyKQyAQ15t73YgxSqpEzAaNiJzEQU/ZMH+HeUkkjMEE6OXfkHlil6/aUtiXRnah/J1IaGTOMQtsZUeyb/14m/noHM6uwdxqkXMYJgmTTTb1EuKjc7Hm3yzUwFENLKNPcHuuyPtWUoY1oZs0L1K+u7R8G0JKIcpndmp7HsYALhX3ORkUbm/8/pHnSOqr6XtW/Oa7UzvIAV8ke2SeHxCcnpEYuSYM0CSNP5JW8kXfnw/l0vpzvaWvByWd2yQyc8Q/YjqHl</latexit>
Table
Lookup
Table
Lookup
Table
Lookup
W<latexit sha1_base64="qXd0nsQcWREj5NaFiDsuNIpFW6A=">AAACGnicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2CvkBKvLmedWHb94M792JZPAXtK1dv6ZdtG3Tv+mpQ6QeuHA4517uvccLBdfoOD9WKr2xubWd2cnu7u0fHObyRw0dRIpBnQUiUC2PahBcQh05CmiFCqjvCWh648rMbz6B0jyQjzgJoevToeQDzigaqdbs5QpOyZnDXiduQgokQbWXt9KdfsAiHyQyQbVuu06I3Zgq5EzANNuJNISUjekQ2oZK6oPuxvNLp3bRKH17EChTEu25+n8ipr7WE98znT7FkV71ZuKfV1xahYOrbsxlGCFIttg0iISNgT372+5zBQzFxBDKFDfH2mxEFWVo0lla8wyV+wfzhwY0xKdczm6Nb8JQwG2AI86mWRObuxrSOmmcl1yn5NYuCuXrJMAMOSGn5Iy45JKUyR2pkjphBMgLeSVv1rv1YX1aX4vWlJXMHJMlWN+/UgCffg==</latexit><latexit sha1_base64="qXd0nsQcWREj5NaFiDsuNIpFW6A=">AAACGnicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2CvkBKvLmedWHb94M792JZPAXtK1dv6ZdtG3Tv+mpQ6QeuHA4517uvccLBdfoOD9WKr2xubWd2cnu7u0fHObyRw0dRIpBnQUiUC2PahBcQh05CmiFCqjvCWh648rMbz6B0jyQjzgJoevToeQDzigaqdbs5QpOyZnDXiduQgokQbWXt9KdfsAiHyQyQbVuu06I3Zgq5EzANNuJNISUjekQ2oZK6oPuxvNLp3bRKH17EChTEu25+n8ipr7WE98znT7FkV71ZuKfV1xahYOrbsxlGCFIttg0iISNgT372+5zBQzFxBDKFDfH2mxEFWVo0lla8wyV+wfzhwY0xKdczm6Nb8JQwG2AI86mWRObuxrSOmmcl1yn5NYuCuXrJMAMOSGn5Iy45JKUyR2pkjphBMgLeSVv1rv1YX1aX4vWlJXMHJMlWN+/UgCffg==</latexit><latexit sha1_base64="qXd0nsQcWREj5NaFiDsuNIpFW6A=">AAACGnicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2CvkBKvLmedWHb94M792JZPAXtK1dv6ZdtG3Tv+mpQ6QeuHA4517uvccLBdfoOD9WKr2xubWd2cnu7u0fHObyRw0dRIpBnQUiUC2PahBcQh05CmiFCqjvCWh648rMbz6B0jyQjzgJoevToeQDzigaqdbs5QpOyZnDXiduQgokQbWXt9KdfsAiHyQyQbVuu06I3Zgq5EzANNuJNISUjekQ2oZK6oPuxvNLp3bRKH17EChTEu25+n8ipr7WE98znT7FkV71ZuKfV1xahYOrbsxlGCFIttg0iISNgT372+5zBQzFxBDKFDfH2mxEFWVo0lla8wyV+wfzhwY0xKdczm6Nb8JQwG2AI86mWRObuxrSOmmcl1yn5NYuCuXrJMAMOSGn5Iy45JKUyR2pkjphBMgLeSVv1rv1YX1aX4vWlJXMHJMlWN+/UgCffg==</latexit><latexit sha1_base64="qXd0nsQcWREj5NaFiDsuNIpFW6A=">AAACGnicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2CvkBKvLmedWHb94M792JZPAXtK1dv6ZdtG3Tv+mpQ6QeuHA4517uvccLBdfoOD9WKr2xubWd2cnu7u0fHObyRw0dRIpBnQUiUC2PahBcQh05CmiFCqjvCWh648rMbz6B0jyQjzgJoevToeQDzigaqdbs5QpOyZnDXiduQgokQbWXt9KdfsAiHyQyQbVuu06I3Zgq5EzANNuJNISUjekQ2oZK6oPuxvNLp3bRKH17EChTEu25+n8ipr7WE98znT7FkV71ZuKfV1xahYOrbsxlGCFIttg0iISNgT372+5zBQzFxBDKFDfH2mxEFWVo0lla8wyV+wfzhwY0xKdczm6Nb8JQwG2AI86mWRObuxrSOmmcl1yn5NYuCuXrJMAMOSGn5Iy45JKUyR2pkjphBMgLeSVv1rv1YX1aX4vWlJXMHJMlWN+/UgCffg==</latexit>
Average
✓<latexit sha1_base64="hZLkpJDvmmUR8jVbSvY6z636d44=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2BvkBKvLmedWXb94M792JZPA/tK1dv6ZdtPXf9NQhUg9cOJxzL/fe44WCa3ScqZVKb2xubWd2srt7+weHufxRXQeRYlBjgQhU06MaBJdQQ44CmqEC6nsCGt6oMvMbL6A0D+QTjkPo+HQgeZ8zikaqt3EISLu5glNy5rDXiZuQAklQ7eatdLsXsMgHiUxQrVuuE2Inpgo5EzDJtiMNIWUjOoCWoZL6oDvx/NyJXTRKz+4HypREe67+n4ipr/XY90ynT3GoV72Z+OcVl1Zh/6oTcxlGCJItNvUjYWNgz563e1wBQzE2hDLFzbE2G1JFGZqIlta8QuX+wfyhAQ3xKZezW+ObMBRwG+CQs0nWxOauhrRO6ucl1ym5jxeF8nUSYIackFNyRlxyScrkjlRJjTDyTN7IO/mwPq0v69v6WbSmrGTmmCzBmv4CrAKhyw==</latexit><latexit sha1_base64="hZLkpJDvmmUR8jVbSvY6z636d44=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2BvkBKvLmedWXb94M792JZPA/tK1dv6ZdtPXf9NQhUg9cOJxzL/fe44WCa3ScqZVKb2xubWd2srt7+weHufxRXQeRYlBjgQhU06MaBJdQQ44CmqEC6nsCGt6oMvMbL6A0D+QTjkPo+HQgeZ8zikaqt3EISLu5glNy5rDXiZuQAklQ7eatdLsXsMgHiUxQrVuuE2Inpgo5EzDJtiMNIWUjOoCWoZL6oDvx/NyJXTRKz+4HypREe67+n4ipr/XY90ynT3GoV72Z+OcVl1Zh/6oTcxlGCJItNvUjYWNgz563e1wBQzE2hDLFzbE2G1JFGZqIlta8QuX+wfyhAQ3xKZezW+ObMBRwG+CQs0nWxOauhrRO6ucl1ym5jxeF8nUSYIackFNyRlxyScrkjlRJjTDyTN7IO/mwPq0v69v6WbSmrGTmmCzBmv4CrAKhyw==</latexit><latexit sha1_base64="hZLkpJDvmmUR8jVbSvY6z636d44=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2BvkBKvLmedWXb94M792JZPA/tK1dv6ZdtPXf9NQhUg9cOJxzL/fe44WCa3ScqZVKb2xubWd2srt7+weHufxRXQeRYlBjgQhU06MaBJdQQ44CmqEC6nsCGt6oMvMbL6A0D+QTjkPo+HQgeZ8zikaqt3EISLu5glNy5rDXiZuQAklQ7eatdLsXsMgHiUxQrVuuE2Inpgo5EzDJtiMNIWUjOoCWoZL6oDvx/NyJXTRKz+4HypREe67+n4ipr/XY90ynT3GoV72Z+OcVl1Zh/6oTcxlGCJItNvUjYWNgz563e1wBQzE2hDLFzbE2G1JFGZqIlta8QuX+wfyhAQ3xKZezW+ObMBRwG+CQs0nWxOauhrRO6ucl1ym5jxeF8nUSYIackFNyRlxyScrkjlRJjTDyTN7IO/mwPq0v69v6WbSmrGTmmCzBmv4CrAKhyw==</latexit><latexit sha1_base64="hZLkpJDvmmUR8jVbSvY6z636d44=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2BvkBKvLmedWXb94M792JZPA/tK1dv6ZdtPXf9NQhUg9cOJxzL/fe44WCa3ScqZVKb2xubWd2srt7+weHufxRXQeRYlBjgQhU06MaBJdQQ44CmqEC6nsCGt6oMvMbL6A0D+QTjkPo+HQgeZ8zikaqt3EISLu5glNy5rDXiZuQAklQ7eatdLsXsMgHiUxQrVuuE2Inpgo5EzDJtiMNIWUjOoCWoZL6oDvx/NyJXTRKz+4HypREe67+n4ipr/XY90ynT3GoV72Z+OcVl1Zh/6oTcxlGCJItNvUjYWNgz563e1wBQzE2hDLFzbE2G1JFGZqIlta8QuX+wfyhAQ3xKZezW+ObMBRwG+CQs0nWxOauhrRO6ucl1ym5jxeF8nUSYIackFNyRlxyScrkjlRJjTDyTN7IO/mwPq0v69v6WbSmrGTmmCzBmv4CrAKhyw==</latexit>
Softmax
Type Default Value Type Default Value
Max Epoch 100000 Dropout Input Keep Probability 0.8
Batch Size 1024 Dropout Intra Keep Probability 0.5
Unknown Count 3 Dropout Output Keep Probability 0.8
Target Perplexity 6.5 Dropout State Keep Probability 0.75
Threshold 0.963 Buckets [8, 13]
Unk Ratio 0.333 Hidden Sizes [64, 64, 32] & [32, 64, 128]
Learning Rate 0.0005 Bottleneck FALSE
Unknown Percent 0.33 Bidirectional TRUE
Max Gradient Norm 5 Min Vocab Count 2
0.00241 0.00373 0.00236 0.00977 0.00598 0.00325 0.01231 0.02275 0.00433 0.00562 0.00681 0.00646 0.00762 0.00821 0.00945 0.01089 0.00809 0.01020 0.01464
( )
(*
76 32 * ,( . , *
76 (, -0( * ( * ,
76 32 ( 00* 0 * *
76 () . *. (
76 32 -. (0 ) ,
76 ) , ) .-0 *
) )) P , (* *( ,
C ), ( . ( ,
76
5 1 9 : 8 4
)( - (
[211] 인공지능이 인공지능 챗봇을 만든다
[211] 인공지능이 인공지능 챗봇을 만든다
[211] 인공지능이 인공지능 챗봇을 만든다
[211] 인공지능이 인공지능 챗봇을 만든다
[211] 인공지능이 인공지능 챗봇을 만든다

Mais conteúdo relacionado

Mais procurados

AWS로 게임의 공통 기능 개발하기! - 채민관, 김민석, 한준식 :: AWS Game Master 온라인 세미나 #2
AWS로 게임의 공통 기능 개발하기! - 채민관, 김민석, 한준식 :: AWS Game Master 온라인 세미나 #2AWS로 게임의 공통 기능 개발하기! - 채민관, 김민석, 한준식 :: AWS Game Master 온라인 세미나 #2
AWS로 게임의 공통 기능 개발하기! - 채민관, 김민석, 한준식 :: AWS Game Master 온라인 세미나 #2Amazon Web Services Korea
 
오딘: 발할라 라이징 MMORPG의 성능 최적화 사례 공유 [카카오게임즈 - 레벨 300] - 발표자: 김문권, 팀장, 라이온하트 스튜디오...
오딘: 발할라 라이징 MMORPG의 성능 최적화 사례 공유 [카카오게임즈 - 레벨 300] - 발표자: 김문권, 팀장, 라이온하트 스튜디오...오딘: 발할라 라이징 MMORPG의 성능 최적화 사례 공유 [카카오게임즈 - 레벨 300] - 발표자: 김문권, 팀장, 라이온하트 스튜디오...
오딘: 발할라 라이징 MMORPG의 성능 최적화 사례 공유 [카카오게임즈 - 레벨 300] - 발표자: 김문권, 팀장, 라이온하트 스튜디오...Amazon Web Services Korea
 
Little Big Data #1. 바닥부터 시작하는 데이터 인프라
Little Big Data #1. 바닥부터 시작하는 데이터 인프라Little Big Data #1. 바닥부터 시작하는 데이터 인프라
Little Big Data #1. 바닥부터 시작하는 데이터 인프라Seongyun Byeon
 
[KAIST 채용설명회] 데이터 엔지니어는 무슨 일을 하나요?
[KAIST 채용설명회] 데이터 엔지니어는 무슨 일을 하나요?[KAIST 채용설명회] 데이터 엔지니어는 무슨 일을 하나요?
[KAIST 채용설명회] 데이터 엔지니어는 무슨 일을 하나요?Juhong Park
 
임태현, 게임 서버 디자인 가이드, NDC2013
임태현, 게임 서버 디자인 가이드, NDC2013임태현, 게임 서버 디자인 가이드, NDC2013
임태현, 게임 서버 디자인 가이드, NDC2013devCAT Studio, NEXON
 
Massive service basic
Massive service basicMassive service basic
Massive service basicDaeMyung Kang
 
How to build massive service for advance
How to build massive service for advanceHow to build massive service for advance
How to build massive service for advanceDaeMyung Kang
 
실무에서 활용하는 A/B테스트
실무에서 활용하는 A/B테스트실무에서 활용하는 A/B테스트
실무에서 활용하는 A/B테스트JeongMin Kwon
 
그래프에서 대시보드까지, 서비스를 위한 데이터 시각화
그래프에서 대시보드까지, 서비스를 위한 데이터 시각화그래프에서 대시보드까지, 서비스를 위한 데이터 시각화
그래프에서 대시보드까지, 서비스를 위한 데이터 시각화Minho Lee
 
webservice scaling for newbie
webservice scaling for newbiewebservice scaling for newbie
webservice scaling for newbieDaeMyung Kang
 
이무림, Enum의 Boxing을 어찌할꼬? 편리하고 성능좋게 Enum 사용하기, NDC2019
이무림, Enum의 Boxing을 어찌할꼬? 편리하고 성능좋게 Enum 사용하기, NDC2019이무림, Enum의 Boxing을 어찌할꼬? 편리하고 성능좋게 Enum 사용하기, NDC2019
이무림, Enum의 Boxing을 어찌할꼬? 편리하고 성능좋게 Enum 사용하기, NDC2019devCAT Studio, NEXON
 
서버 성능에 대한 정의와 이해
서버 성능에 대한 정의와 이해서버 성능에 대한 정의와 이해
서버 성능에 대한 정의와 이해중선 곽
 
개발자를 위한 (블로그) 글쓰기 intro
개발자를 위한 (블로그) 글쓰기 intro개발자를 위한 (블로그) 글쓰기 intro
개발자를 위한 (블로그) 글쓰기 introSeongyun Byeon
 
홍성우, 게임 서버의 목차 - 시작부터 출시까지, NDC2019
홍성우, 게임 서버의 목차 - 시작부터 출시까지, NDC2019홍성우, 게임 서버의 목차 - 시작부터 출시까지, NDC2019
홍성우, 게임 서버의 목차 - 시작부터 출시까지, NDC2019devCAT Studio, NEXON
 
[236] 카카오의데이터파이프라인 윤도영
[236] 카카오의데이터파이프라인 윤도영[236] 카카오의데이터파이프라인 윤도영
[236] 카카오의데이터파이프라인 윤도영NAVER D2
 
[야생의 땅: 듀랑고] 서버 아키텍처 - SPOF 없는 분산 MMORPG 서버
[야생의 땅: 듀랑고] 서버 아키텍처 - SPOF 없는 분산 MMORPG 서버[야생의 땅: 듀랑고] 서버 아키텍처 - SPOF 없는 분산 MMORPG 서버
[야생의 땅: 듀랑고] 서버 아키텍처 - SPOF 없는 분산 MMORPG 서버Heungsub Lee
 
[261] 실시간 추천엔진 머신한대에 구겨넣기
[261] 실시간 추천엔진 머신한대에 구겨넣기[261] 실시간 추천엔진 머신한대에 구겨넣기
[261] 실시간 추천엔진 머신한대에 구겨넣기NAVER D2
 
[NDC2016] TERA 서버의 Modern C++ 활용기
[NDC2016] TERA 서버의 Modern C++ 활용기[NDC2016] TERA 서버의 Modern C++ 활용기
[NDC2016] TERA 서버의 Modern C++ 활용기Sang Heon Lee
 
데이터가 흐르는 조직 만들기 - 마이리얼트립
데이터가 흐르는 조직 만들기 - 마이리얼트립데이터가 흐르는 조직 만들기 - 마이리얼트립
데이터가 흐르는 조직 만들기 - 마이리얼트립승화 양
 
제 15회 보아즈(BOAZ) 빅데이터 컨퍼런스 - [쇼미더뮤직 팀] : 텍스트 감정추출을 통한 노래 추천
제 15회 보아즈(BOAZ) 빅데이터 컨퍼런스 - [쇼미더뮤직 팀] : 텍스트 감정추출을 통한 노래 추천제 15회 보아즈(BOAZ) 빅데이터 컨퍼런스 - [쇼미더뮤직 팀] : 텍스트 감정추출을 통한 노래 추천
제 15회 보아즈(BOAZ) 빅데이터 컨퍼런스 - [쇼미더뮤직 팀] : 텍스트 감정추출을 통한 노래 추천BOAZ Bigdata
 

Mais procurados (20)

AWS로 게임의 공통 기능 개발하기! - 채민관, 김민석, 한준식 :: AWS Game Master 온라인 세미나 #2
AWS로 게임의 공통 기능 개발하기! - 채민관, 김민석, 한준식 :: AWS Game Master 온라인 세미나 #2AWS로 게임의 공통 기능 개발하기! - 채민관, 김민석, 한준식 :: AWS Game Master 온라인 세미나 #2
AWS로 게임의 공통 기능 개발하기! - 채민관, 김민석, 한준식 :: AWS Game Master 온라인 세미나 #2
 
오딘: 발할라 라이징 MMORPG의 성능 최적화 사례 공유 [카카오게임즈 - 레벨 300] - 발표자: 김문권, 팀장, 라이온하트 스튜디오...
오딘: 발할라 라이징 MMORPG의 성능 최적화 사례 공유 [카카오게임즈 - 레벨 300] - 발표자: 김문권, 팀장, 라이온하트 스튜디오...오딘: 발할라 라이징 MMORPG의 성능 최적화 사례 공유 [카카오게임즈 - 레벨 300] - 발표자: 김문권, 팀장, 라이온하트 스튜디오...
오딘: 발할라 라이징 MMORPG의 성능 최적화 사례 공유 [카카오게임즈 - 레벨 300] - 발표자: 김문권, 팀장, 라이온하트 스튜디오...
 
Little Big Data #1. 바닥부터 시작하는 데이터 인프라
Little Big Data #1. 바닥부터 시작하는 데이터 인프라Little Big Data #1. 바닥부터 시작하는 데이터 인프라
Little Big Data #1. 바닥부터 시작하는 데이터 인프라
 
[KAIST 채용설명회] 데이터 엔지니어는 무슨 일을 하나요?
[KAIST 채용설명회] 데이터 엔지니어는 무슨 일을 하나요?[KAIST 채용설명회] 데이터 엔지니어는 무슨 일을 하나요?
[KAIST 채용설명회] 데이터 엔지니어는 무슨 일을 하나요?
 
임태현, 게임 서버 디자인 가이드, NDC2013
임태현, 게임 서버 디자인 가이드, NDC2013임태현, 게임 서버 디자인 가이드, NDC2013
임태현, 게임 서버 디자인 가이드, NDC2013
 
Massive service basic
Massive service basicMassive service basic
Massive service basic
 
How to build massive service for advance
How to build massive service for advanceHow to build massive service for advance
How to build massive service for advance
 
실무에서 활용하는 A/B테스트
실무에서 활용하는 A/B테스트실무에서 활용하는 A/B테스트
실무에서 활용하는 A/B테스트
 
그래프에서 대시보드까지, 서비스를 위한 데이터 시각화
그래프에서 대시보드까지, 서비스를 위한 데이터 시각화그래프에서 대시보드까지, 서비스를 위한 데이터 시각화
그래프에서 대시보드까지, 서비스를 위한 데이터 시각화
 
webservice scaling for newbie
webservice scaling for newbiewebservice scaling for newbie
webservice scaling for newbie
 
이무림, Enum의 Boxing을 어찌할꼬? 편리하고 성능좋게 Enum 사용하기, NDC2019
이무림, Enum의 Boxing을 어찌할꼬? 편리하고 성능좋게 Enum 사용하기, NDC2019이무림, Enum의 Boxing을 어찌할꼬? 편리하고 성능좋게 Enum 사용하기, NDC2019
이무림, Enum의 Boxing을 어찌할꼬? 편리하고 성능좋게 Enum 사용하기, NDC2019
 
서버 성능에 대한 정의와 이해
서버 성능에 대한 정의와 이해서버 성능에 대한 정의와 이해
서버 성능에 대한 정의와 이해
 
개발자를 위한 (블로그) 글쓰기 intro
개발자를 위한 (블로그) 글쓰기 intro개발자를 위한 (블로그) 글쓰기 intro
개발자를 위한 (블로그) 글쓰기 intro
 
홍성우, 게임 서버의 목차 - 시작부터 출시까지, NDC2019
홍성우, 게임 서버의 목차 - 시작부터 출시까지, NDC2019홍성우, 게임 서버의 목차 - 시작부터 출시까지, NDC2019
홍성우, 게임 서버의 목차 - 시작부터 출시까지, NDC2019
 
[236] 카카오의데이터파이프라인 윤도영
[236] 카카오의데이터파이프라인 윤도영[236] 카카오의데이터파이프라인 윤도영
[236] 카카오의데이터파이프라인 윤도영
 
[야생의 땅: 듀랑고] 서버 아키텍처 - SPOF 없는 분산 MMORPG 서버
[야생의 땅: 듀랑고] 서버 아키텍처 - SPOF 없는 분산 MMORPG 서버[야생의 땅: 듀랑고] 서버 아키텍처 - SPOF 없는 분산 MMORPG 서버
[야생의 땅: 듀랑고] 서버 아키텍처 - SPOF 없는 분산 MMORPG 서버
 
[261] 실시간 추천엔진 머신한대에 구겨넣기
[261] 실시간 추천엔진 머신한대에 구겨넣기[261] 실시간 추천엔진 머신한대에 구겨넣기
[261] 실시간 추천엔진 머신한대에 구겨넣기
 
[NDC2016] TERA 서버의 Modern C++ 활용기
[NDC2016] TERA 서버의 Modern C++ 활용기[NDC2016] TERA 서버의 Modern C++ 활용기
[NDC2016] TERA 서버의 Modern C++ 활용기
 
데이터가 흐르는 조직 만들기 - 마이리얼트립
데이터가 흐르는 조직 만들기 - 마이리얼트립데이터가 흐르는 조직 만들기 - 마이리얼트립
데이터가 흐르는 조직 만들기 - 마이리얼트립
 
제 15회 보아즈(BOAZ) 빅데이터 컨퍼런스 - [쇼미더뮤직 팀] : 텍스트 감정추출을 통한 노래 추천
제 15회 보아즈(BOAZ) 빅데이터 컨퍼런스 - [쇼미더뮤직 팀] : 텍스트 감정추출을 통한 노래 추천제 15회 보아즈(BOAZ) 빅데이터 컨퍼런스 - [쇼미더뮤직 팀] : 텍스트 감정추출을 통한 노래 추천
제 15회 보아즈(BOAZ) 빅데이터 컨퍼런스 - [쇼미더뮤직 팀] : 텍스트 감정추출을 통한 노래 추천
 

Semelhante a [211] 인공지능이 인공지능 챗봇을 만든다

NOSQL and Cassandra
NOSQL and CassandraNOSQL and Cassandra
NOSQL and Cassandrarantav
 
Optimization of Incremental Queries CloudMDE2015
Optimization of Incremental Queries CloudMDE2015Optimization of Incremental Queries CloudMDE2015
Optimization of Incremental Queries CloudMDE2015József Makai
 
Keynote: Machine Learning for Design Automation at DAC 2018
Keynote:  Machine Learning for Design Automation at DAC 2018Keynote:  Machine Learning for Design Automation at DAC 2018
Keynote: Machine Learning for Design Automation at DAC 2018Manish Pandey
 
An efficient reconfigurable code rate cooperative low-density parity check co...
An efficient reconfigurable code rate cooperative low-density parity check co...An efficient reconfigurable code rate cooperative low-density parity check co...
An efficient reconfigurable code rate cooperative low-density parity check co...IJECEIAES
 
A tale of experiments on bug prediction
A tale of experiments on bug predictionA tale of experiments on bug prediction
A tale of experiments on bug predictionMartin Pinzger
 
Eigrp
EigrpEigrp
Eigrpw78ww
 
Design and Simulation Triple-DES
Design and Simulation Triple-DESDesign and Simulation Triple-DES
Design and Simulation Triple-DESchatsiri
 
New Technique Using Multiple Symmetric keys for Multilevel Encryption
New Technique Using Multiple Symmetric keys for Multilevel EncryptionNew Technique Using Multiple Symmetric keys for Multilevel Encryption
New Technique Using Multiple Symmetric keys for Multilevel EncryptionIJERA Editor
 
error_detection_correction.pptx
error_detection_correction.pptxerror_detection_correction.pptx
error_detection_correction.pptxssuser50f4fd1
 
High Secure Password Authentication System
High Secure Password Authentication SystemHigh Secure Password Authentication System
High Secure Password Authentication SystemAkhil Nadh PC
 
Micro-service architectures with Gilmour
Micro-service architectures with GilmourMicro-service architectures with Gilmour
Micro-service architectures with GilmourAditya Godbole
 
Chapter Eight(1)
Chapter Eight(1)Chapter Eight(1)
Chapter Eight(1)bolovv
 
07 140430-ipp-languages used in llvm during compilation
07 140430-ipp-languages used in llvm during compilation07 140430-ipp-languages used in llvm during compilation
07 140430-ipp-languages used in llvm during compilationAdam Husár
 
Csr2011 june17 09_30_yekhanin
Csr2011 june17 09_30_yekhaninCsr2011 june17 09_30_yekhanin
Csr2011 june17 09_30_yekhaninCSR2011
 

Semelhante a [211] 인공지능이 인공지능 챗봇을 만든다 (20)

NOSQL and Cassandra
NOSQL and CassandraNOSQL and Cassandra
NOSQL and Cassandra
 
MongoDB 3.0
MongoDB 3.0 MongoDB 3.0
MongoDB 3.0
 
Optimization of Incremental Queries CloudMDE2015
Optimization of Incremental Queries CloudMDE2015Optimization of Incremental Queries CloudMDE2015
Optimization of Incremental Queries CloudMDE2015
 
Reed solomon code
Reed solomon codeReed solomon code
Reed solomon code
 
Keynote: Machine Learning for Design Automation at DAC 2018
Keynote:  Machine Learning for Design Automation at DAC 2018Keynote:  Machine Learning for Design Automation at DAC 2018
Keynote: Machine Learning for Design Automation at DAC 2018
 
An efficient reconfigurable code rate cooperative low-density parity check co...
An efficient reconfigurable code rate cooperative low-density parity check co...An efficient reconfigurable code rate cooperative low-density parity check co...
An efficient reconfigurable code rate cooperative low-density parity check co...
 
A tale of experiments on bug prediction
A tale of experiments on bug predictionA tale of experiments on bug prediction
A tale of experiments on bug prediction
 
LDPC Encoding and Hamming Encoding
LDPC Encoding and Hamming EncodingLDPC Encoding and Hamming Encoding
LDPC Encoding and Hamming Encoding
 
J0445255
J0445255J0445255
J0445255
 
Eigrp
EigrpEigrp
Eigrp
 
Design and Simulation Triple-DES
Design and Simulation Triple-DESDesign and Simulation Triple-DES
Design and Simulation Triple-DES
 
New Technique Using Multiple Symmetric keys for Multilevel Encryption
New Technique Using Multiple Symmetric keys for Multilevel EncryptionNew Technique Using Multiple Symmetric keys for Multilevel Encryption
New Technique Using Multiple Symmetric keys for Multilevel Encryption
 
error_detection_correction.pptx
error_detection_correction.pptxerror_detection_correction.pptx
error_detection_correction.pptx
 
High Secure Password Authentication System
High Secure Password Authentication SystemHigh Secure Password Authentication System
High Secure Password Authentication System
 
Java Performance MythBusters
Java Performance MythBustersJava Performance MythBusters
Java Performance MythBusters
 
Micro-service architectures with Gilmour
Micro-service architectures with GilmourMicro-service architectures with Gilmour
Micro-service architectures with Gilmour
 
Transmitter subsystem
Transmitter subsystemTransmitter subsystem
Transmitter subsystem
 
Chapter Eight(1)
Chapter Eight(1)Chapter Eight(1)
Chapter Eight(1)
 
07 140430-ipp-languages used in llvm during compilation
07 140430-ipp-languages used in llvm during compilation07 140430-ipp-languages used in llvm during compilation
07 140430-ipp-languages used in llvm during compilation
 
Csr2011 june17 09_30_yekhanin
Csr2011 june17 09_30_yekhaninCsr2011 june17 09_30_yekhanin
Csr2011 june17 09_30_yekhanin
 

Mais de NAVER D2

[233] 대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing: Maglev Hashing Scheduler i...
[233] 대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing: Maglev Hashing Scheduler i...[233] 대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing: Maglev Hashing Scheduler i...
[233] 대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing: Maglev Hashing Scheduler i...NAVER D2
 
[215] Druid로 쉽고 빠르게 데이터 분석하기
[215] Druid로 쉽고 빠르게 데이터 분석하기[215] Druid로 쉽고 빠르게 데이터 분석하기
[215] Druid로 쉽고 빠르게 데이터 분석하기NAVER D2
 
[245]Papago Internals: 모델분석과 응용기술 개발
[245]Papago Internals: 모델분석과 응용기술 개발[245]Papago Internals: 모델분석과 응용기술 개발
[245]Papago Internals: 모델분석과 응용기술 개발NAVER D2
 
[236] 스트림 저장소 최적화 이야기: 아파치 드루이드로부터 얻은 교훈
[236] 스트림 저장소 최적화 이야기: 아파치 드루이드로부터 얻은 교훈[236] 스트림 저장소 최적화 이야기: 아파치 드루이드로부터 얻은 교훈
[236] 스트림 저장소 최적화 이야기: 아파치 드루이드로부터 얻은 교훈NAVER D2
 
[235]Wikipedia-scale Q&A
[235]Wikipedia-scale Q&A[235]Wikipedia-scale Q&A
[235]Wikipedia-scale Q&ANAVER D2
 
[244]로봇이 현실 세계에 대해 학습하도록 만들기
[244]로봇이 현실 세계에 대해 학습하도록 만들기[244]로봇이 현실 세계에 대해 학습하도록 만들기
[244]로봇이 현실 세계에 대해 학습하도록 만들기NAVER D2
 
[243] Deep Learning to help student’s Deep Learning
[243] Deep Learning to help student’s Deep Learning[243] Deep Learning to help student’s Deep Learning
[243] Deep Learning to help student’s Deep LearningNAVER D2
 
[234]Fast & Accurate Data Annotation Pipeline for AI applications
[234]Fast & Accurate Data Annotation Pipeline for AI applications[234]Fast & Accurate Data Annotation Pipeline for AI applications
[234]Fast & Accurate Data Annotation Pipeline for AI applicationsNAVER D2
 
Old version: [233]대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing
Old version: [233]대형 컨테이너 클러스터에서의 고가용성 Network Load BalancingOld version: [233]대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing
Old version: [233]대형 컨테이너 클러스터에서의 고가용성 Network Load BalancingNAVER D2
 
[226]NAVER 광고 deep click prediction: 모델링부터 서빙까지
[226]NAVER 광고 deep click prediction: 모델링부터 서빙까지[226]NAVER 광고 deep click prediction: 모델링부터 서빙까지
[226]NAVER 광고 deep click prediction: 모델링부터 서빙까지NAVER D2
 
[225]NSML: 머신러닝 플랫폼 서비스하기 & 모델 튜닝 자동화하기
[225]NSML: 머신러닝 플랫폼 서비스하기 & 모델 튜닝 자동화하기[225]NSML: 머신러닝 플랫폼 서비스하기 & 모델 튜닝 자동화하기
[225]NSML: 머신러닝 플랫폼 서비스하기 & 모델 튜닝 자동화하기NAVER D2
 
[224]네이버 검색과 개인화
[224]네이버 검색과 개인화[224]네이버 검색과 개인화
[224]네이버 검색과 개인화NAVER D2
 
[216]Search Reliability Engineering (부제: 지진에도 흔들리지 않는 네이버 검색시스템)
[216]Search Reliability Engineering (부제: 지진에도 흔들리지 않는 네이버 검색시스템)[216]Search Reliability Engineering (부제: 지진에도 흔들리지 않는 네이버 검색시스템)
[216]Search Reliability Engineering (부제: 지진에도 흔들리지 않는 네이버 검색시스템)NAVER D2
 
[214] Ai Serving Platform: 하루 수 억 건의 인퍼런스를 처리하기 위한 고군분투기
[214] Ai Serving Platform: 하루 수 억 건의 인퍼런스를 처리하기 위한 고군분투기[214] Ai Serving Platform: 하루 수 억 건의 인퍼런스를 처리하기 위한 고군분투기
[214] Ai Serving Platform: 하루 수 억 건의 인퍼런스를 처리하기 위한 고군분투기NAVER D2
 
[213] Fashion Visual Search
[213] Fashion Visual Search[213] Fashion Visual Search
[213] Fashion Visual SearchNAVER D2
 
[232] TensorRT를 활용한 딥러닝 Inference 최적화
[232] TensorRT를 활용한 딥러닝 Inference 최적화[232] TensorRT를 활용한 딥러닝 Inference 최적화
[232] TensorRT를 활용한 딥러닝 Inference 최적화NAVER D2
 
[242]컴퓨터 비전을 이용한 실내 지도 자동 업데이트 방법: 딥러닝을 통한 POI 변화 탐지
[242]컴퓨터 비전을 이용한 실내 지도 자동 업데이트 방법: 딥러닝을 통한 POI 변화 탐지[242]컴퓨터 비전을 이용한 실내 지도 자동 업데이트 방법: 딥러닝을 통한 POI 변화 탐지
[242]컴퓨터 비전을 이용한 실내 지도 자동 업데이트 방법: 딥러닝을 통한 POI 변화 탐지NAVER D2
 
[212]C3, 데이터 처리에서 서빙까지 가능한 하둡 클러스터
[212]C3, 데이터 처리에서 서빙까지 가능한 하둡 클러스터[212]C3, 데이터 처리에서 서빙까지 가능한 하둡 클러스터
[212]C3, 데이터 처리에서 서빙까지 가능한 하둡 클러스터NAVER D2
 
[223]기계독해 QA: 검색인가, NLP인가?
[223]기계독해 QA: 검색인가, NLP인가?[223]기계독해 QA: 검색인가, NLP인가?
[223]기계독해 QA: 검색인가, NLP인가?NAVER D2
 
[231] Clova 화자인식
[231] Clova 화자인식[231] Clova 화자인식
[231] Clova 화자인식NAVER D2
 

Mais de NAVER D2 (20)

[233] 대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing: Maglev Hashing Scheduler i...
[233] 대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing: Maglev Hashing Scheduler i...[233] 대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing: Maglev Hashing Scheduler i...
[233] 대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing: Maglev Hashing Scheduler i...
 
[215] Druid로 쉽고 빠르게 데이터 분석하기
[215] Druid로 쉽고 빠르게 데이터 분석하기[215] Druid로 쉽고 빠르게 데이터 분석하기
[215] Druid로 쉽고 빠르게 데이터 분석하기
 
[245]Papago Internals: 모델분석과 응용기술 개발
[245]Papago Internals: 모델분석과 응용기술 개발[245]Papago Internals: 모델분석과 응용기술 개발
[245]Papago Internals: 모델분석과 응용기술 개발
 
[236] 스트림 저장소 최적화 이야기: 아파치 드루이드로부터 얻은 교훈
[236] 스트림 저장소 최적화 이야기: 아파치 드루이드로부터 얻은 교훈[236] 스트림 저장소 최적화 이야기: 아파치 드루이드로부터 얻은 교훈
[236] 스트림 저장소 최적화 이야기: 아파치 드루이드로부터 얻은 교훈
 
[235]Wikipedia-scale Q&A
[235]Wikipedia-scale Q&A[235]Wikipedia-scale Q&A
[235]Wikipedia-scale Q&A
 
[244]로봇이 현실 세계에 대해 학습하도록 만들기
[244]로봇이 현실 세계에 대해 학습하도록 만들기[244]로봇이 현실 세계에 대해 학습하도록 만들기
[244]로봇이 현실 세계에 대해 학습하도록 만들기
 
[243] Deep Learning to help student’s Deep Learning
[243] Deep Learning to help student’s Deep Learning[243] Deep Learning to help student’s Deep Learning
[243] Deep Learning to help student’s Deep Learning
 
[234]Fast & Accurate Data Annotation Pipeline for AI applications
[234]Fast & Accurate Data Annotation Pipeline for AI applications[234]Fast & Accurate Data Annotation Pipeline for AI applications
[234]Fast & Accurate Data Annotation Pipeline for AI applications
 
Old version: [233]대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing
Old version: [233]대형 컨테이너 클러스터에서의 고가용성 Network Load BalancingOld version: [233]대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing
Old version: [233]대형 컨테이너 클러스터에서의 고가용성 Network Load Balancing
 
[226]NAVER 광고 deep click prediction: 모델링부터 서빙까지
[226]NAVER 광고 deep click prediction: 모델링부터 서빙까지[226]NAVER 광고 deep click prediction: 모델링부터 서빙까지
[226]NAVER 광고 deep click prediction: 모델링부터 서빙까지
 
[225]NSML: 머신러닝 플랫폼 서비스하기 & 모델 튜닝 자동화하기
[225]NSML: 머신러닝 플랫폼 서비스하기 & 모델 튜닝 자동화하기[225]NSML: 머신러닝 플랫폼 서비스하기 & 모델 튜닝 자동화하기
[225]NSML: 머신러닝 플랫폼 서비스하기 & 모델 튜닝 자동화하기
 
[224]네이버 검색과 개인화
[224]네이버 검색과 개인화[224]네이버 검색과 개인화
[224]네이버 검색과 개인화
 
[216]Search Reliability Engineering (부제: 지진에도 흔들리지 않는 네이버 검색시스템)
[216]Search Reliability Engineering (부제: 지진에도 흔들리지 않는 네이버 검색시스템)[216]Search Reliability Engineering (부제: 지진에도 흔들리지 않는 네이버 검색시스템)
[216]Search Reliability Engineering (부제: 지진에도 흔들리지 않는 네이버 검색시스템)
 
[214] Ai Serving Platform: 하루 수 억 건의 인퍼런스를 처리하기 위한 고군분투기
[214] Ai Serving Platform: 하루 수 억 건의 인퍼런스를 처리하기 위한 고군분투기[214] Ai Serving Platform: 하루 수 억 건의 인퍼런스를 처리하기 위한 고군분투기
[214] Ai Serving Platform: 하루 수 억 건의 인퍼런스를 처리하기 위한 고군분투기
 
[213] Fashion Visual Search
[213] Fashion Visual Search[213] Fashion Visual Search
[213] Fashion Visual Search
 
[232] TensorRT를 활용한 딥러닝 Inference 최적화
[232] TensorRT를 활용한 딥러닝 Inference 최적화[232] TensorRT를 활용한 딥러닝 Inference 최적화
[232] TensorRT를 활용한 딥러닝 Inference 최적화
 
[242]컴퓨터 비전을 이용한 실내 지도 자동 업데이트 방법: 딥러닝을 통한 POI 변화 탐지
[242]컴퓨터 비전을 이용한 실내 지도 자동 업데이트 방법: 딥러닝을 통한 POI 변화 탐지[242]컴퓨터 비전을 이용한 실내 지도 자동 업데이트 방법: 딥러닝을 통한 POI 변화 탐지
[242]컴퓨터 비전을 이용한 실내 지도 자동 업데이트 방법: 딥러닝을 통한 POI 변화 탐지
 
[212]C3, 데이터 처리에서 서빙까지 가능한 하둡 클러스터
[212]C3, 데이터 처리에서 서빙까지 가능한 하둡 클러스터[212]C3, 데이터 처리에서 서빙까지 가능한 하둡 클러스터
[212]C3, 데이터 처리에서 서빙까지 가능한 하둡 클러스터
 
[223]기계독해 QA: 검색인가, NLP인가?
[223]기계독해 QA: 검색인가, NLP인가?[223]기계독해 QA: 검색인가, NLP인가?
[223]기계독해 QA: 검색인가, NLP인가?
 
[231] Clova 화자인식
[231] Clova 화자인식[231] Clova 화자인식
[231] Clova 화자인식
 

Último

Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfPrecisely
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLScyllaDB
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningLars Bell
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 

Último (20)

Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQL
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine Tuning
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 

[211] 인공지능이 인공지능 챗봇을 만든다

  • 1.
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21. Clustering K-Means Clustering LSH Pair-wise Clustering DBSCAN Algorithm EM Clustering Using GMM Query Answer Input Data Hyper-parameter Tuning Dropout Input Keep Probability Dropout Output Keep Probability Dropout Intra Keep Probability Dropout State Keep Probability Max Epoch Target Perplexity Batch Size Unknown Count Learning Rate Unknown Ratio Maximum Gradient Norm Unknown Percent Encoder Hidden sizes Decoder Hidden sizes Buckets Minimum Vocab Count Bidirectional Bottleneck Validation Score Validation Score Onehot Seq2Seq Embed Seq2Seq Global Embedding Model Validation Score AutoML Pipeline Ensemble Weights
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28. GRU 1 2Cell Bi-directional LSTM + Highway Network 4 Embedding Sharing !"#$ … !"#& !'#$ …!'#$<go> …!'#( 1 5 3 4 4 62 7 8 LSTM Bi-LSTM Residual Block 6 Query Encoding Vector 7 Query Encoder 8 Answer Decoder 5 N-hot representation Additional Model Convolutional S2S DSSMAdditive Multiplicative Attention Mechanism3
  • 29. POS정보Token Index EOMI 정보 [밥 을 먹다] [N, JOSA, VERB] [0, 0, 다] ∑ Hidde n=128 Token one-hot d=# of vocabulary POS tag one-hot d=# of tag Token endingone-hot d=# of ending Token EmbeddingMatrix POS tag EmbeddingMatrix Token ending EmbeddingMatrix
  • 30.
  • 31. Chatbot Builder Chatbot Engine Chatbot Service Serving Deep Learning Application Resource Manager Node Manager Node Manager Node Manager Docker RegistryZoo keeper Training Data Pre-Processing … Multi model version management and deploy
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.
  • 39.
  • 40.
  • 41.
  • 42.
  • 43.
  • 44.
  • 45.
  • 46.
  • 47. Data Input Data Output
  • 48. 1 1.5 2 2.5 3 3.5 4 0.2 0.22 0.24 0.26 0.28 0.3 12000 14000 16000 18000 20000 22000 Cluster K 갯수 카페 고객센터 챗봇 자동평가 사람평가 기존점수 1 1.5 2 2.5 3 3.5 4 0.2 0.22 0.24 0.26 0.28 0.3 0.32 0.34 0.36 0.38 0.4 90 92 94 96 98 100 102 104 106 Cluster K 갯수 XX 통운 고객센터 챗봇 자동평가 사람평가 기존점수 1 1.5 2 2.5 3 3.5 4 0.6 0.65 0.7 0.75 0.8 0.85 0.9 0.95 80000 90000 100000 110000 120000 130000 140000 Cluster K 갯수 클로바 한국어 대화 자동평가 사람평가 기존점수
  • 49.
  • 50.
  • 51. unfold Table Lookup Table Lookup xi<latexit sha1_base64="L5Jbg0+FKUx4KVFoOIz15XfEJNA=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7vJsrOCVnDnuVuAkpkATVbt5Kt3sBi3yQyATVuuU6IXZiqpAzAdNsO9IQUjaiA2gZKqkPuhPPb53aRaP07H6gTEm05+rfiZj6Wk98z3T6FIf6vzcTf73i0irsX3RiLsMIQbLFpn4kbAzs2ed2jytgKCaGUKa4OdZmQ6ooQ5PP0poxVG7vzB8a0BCfcjm7Nb4KQwHXAQ45m2ZNbO7/kFZJ/bTkOiX3/qxQvkwCzJAjckxOiEvOSZnckCqpEUYG5Jm8kFfrzXq3PqzPRWvKSmYOyRKsrx8sQaB7</latexit><latexit sha1_base64="L5Jbg0+FKUx4KVFoOIz15XfEJNA=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7vJsrOCVnDnuVuAkpkATVbt5Kt3sBi3yQyATVuuU6IXZiqpAzAdNsO9IQUjaiA2gZKqkPuhPPb53aRaP07H6gTEm05+rfiZj6Wk98z3T6FIf6vzcTf73i0irsX3RiLsMIQbLFpn4kbAzs2ed2jytgKCaGUKa4OdZmQ6ooQ5PP0poxVG7vzB8a0BCfcjm7Nb4KQwHXAQ45m2ZNbO7/kFZJ/bTkOiX3/qxQvkwCzJAjckxOiEvOSZnckCqpEUYG5Jm8kFfrzXq3PqzPRWvKSmYOyRKsrx8sQaB7</latexit><latexit sha1_base64="L5Jbg0+FKUx4KVFoOIz15XfEJNA=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7vJsrOCVnDnuVuAkpkATVbt5Kt3sBi3yQyATVuuU6IXZiqpAzAdNsO9IQUjaiA2gZKqkPuhPPb53aRaP07H6gTEm05+rfiZj6Wk98z3T6FIf6vzcTf73i0irsX3RiLsMIQbLFpn4kbAzs2ed2jytgKCaGUKa4OdZmQ6ooQ5PP0poxVG7vzB8a0BCfcjm7Nb4KQwHXAQ45m2ZNbO7/kFZJ/bTkOiX3/qxQvkwCzJAjckxOiEvOSZnckCqpEUYG5Jm8kFfrzXq3PqzPRWvKSmYOyRKsrx8sQaB7</latexit><latexit sha1_base64="L5Jbg0+FKUx4KVFoOIz15XfEJNA=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7vJsrOCVnDnuVuAkpkATVbt5Kt3sBi3yQyATVuuU6IXZiqpAzAdNsO9IQUjaiA2gZKqkPuhPPb53aRaP07H6gTEm05+rfiZj6Wk98z3T6FIf6vzcTf73i0irsX3RiLsMIQbLFpn4kbAzs2ed2jytgKCaGUKa4OdZmQ6ooQ5PP0poxVG7vzB8a0BCfcjm7Nb4KQwHXAQ45m2ZNbO7/kFZJ/bTkOiX3/qxQvkwCzJAjckxOiEvOSZnckCqpEUYG5Jm8kFfrzXq3PqzPRWvKSmYOyRKsrx8sQaB7</latexit> xj<latexit sha1_base64="FDE9N3W1eOOecCXy5xv6mKp6JoY=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHNA5IQZiedZMzs7DLTKwlLPsGr3vwab+JV8G+cPBCTFDQUVd10d3mh4Bod58dKJNfWNzZTW+ntnd29/Uz2oKqDSDGosEAEqu5RDYJLqCBHAfVQAfU9ATVvUJr4tWdQmgfyEUchtHzak7zLGUUjPQzbT+1Mzik4U9irxJ2THJmj3M5ayWYnYJEPEpmgWjdcJ8RWTBVyJmCcbkYaQsoGtAcNQyX1Qbfi6a1jO2+Ujt0NlCmJ9lT9PxFTX+uR75lOn2JfL3sT8c/LL6zC7kUr5jKMECSbbepGwsbAnnxud7gChmJkCGWKm2Nt1qeKMjT5LKwZQun2zvyhAQ3xKZeTW+OrMBRwHWCfs3HaxOYuh7RKqqcF1ym492e54uU8wBQ5IsfkhLjknBTJDSmTCmGkR17IK3mz3q0P69P6mrUmrPnMIVmA9f0LLfegfA==</latexit><latexit sha1_base64="FDE9N3W1eOOecCXy5xv6mKp6JoY=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHNA5IQZiedZMzs7DLTKwlLPsGr3vwab+JV8G+cPBCTFDQUVd10d3mh4Bod58dKJNfWNzZTW+ntnd29/Uz2oKqDSDGosEAEqu5RDYJLqCBHAfVQAfU9ATVvUJr4tWdQmgfyEUchtHzak7zLGUUjPQzbT+1Mzik4U9irxJ2THJmj3M5ayWYnYJEPEpmgWjdcJ8RWTBVyJmCcbkYaQsoGtAcNQyX1Qbfi6a1jO2+Ujt0NlCmJ9lT9PxFTX+uR75lOn2JfL3sT8c/LL6zC7kUr5jKMECSbbepGwsbAnnxud7gChmJkCGWKm2Nt1qeKMjT5LKwZQun2zvyhAQ3xKZeTW+OrMBRwHWCfs3HaxOYuh7RKqqcF1ym492e54uU8wBQ5IsfkhLjknBTJDSmTCmGkR17IK3mz3q0P69P6mrUmrPnMIVmA9f0LLfegfA==</latexit><latexit sha1_base64="FDE9N3W1eOOecCXy5xv6mKp6JoY=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHNA5IQZiedZMzs7DLTKwlLPsGr3vwab+JV8G+cPBCTFDQUVd10d3mh4Bod58dKJNfWNzZTW+ntnd29/Uz2oKqDSDGosEAEqu5RDYJLqCBHAfVQAfU9ATVvUJr4tWdQmgfyEUchtHzak7zLGUUjPQzbT+1Mzik4U9irxJ2THJmj3M5ayWYnYJEPEpmgWjdcJ8RWTBVyJmCcbkYaQsoGtAcNQyX1Qbfi6a1jO2+Ujt0NlCmJ9lT9PxFTX+uR75lOn2JfL3sT8c/LL6zC7kUr5jKMECSbbepGwsbAnnxud7gChmJkCGWKm2Nt1qeKMjT5LKwZQun2zvyhAQ3xKZeTW+OrMBRwHWCfs3HaxOYuh7RKqqcF1ym492e54uU8wBQ5IsfkhLjknBTJDSmTCmGkR17IK3mz3q0P69P6mrUmrPnMIVmA9f0LLfegfA==</latexit><latexit sha1_base64="FDE9N3W1eOOecCXy5xv6mKp6JoY=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHNA5IQZiedZMzs7DLTKwlLPsGr3vwab+JV8G+cPBCTFDQUVd10d3mh4Bod58dKJNfWNzZTW+ntnd29/Uz2oKqDSDGosEAEqu5RDYJLqCBHAfVQAfU9ATVvUJr4tWdQmgfyEUchtHzak7zLGUUjPQzbT+1Mzik4U9irxJ2THJmj3M5ayWYnYJEPEpmgWjdcJ8RWTBVyJmCcbkYaQsoGtAcNQyX1Qbfi6a1jO2+Ujt0NlCmJ9lT9PxFTX+uR75lOn2JfL3sT8c/LL6zC7kUr5jKMECSbbepGwsbAnnxud7gChmJkCGWKm2Nt1qeKMjT5LKwZQun2zvyhAQ3xKZeTW+OrMBRwHWCfs3HaxOYuh7RKqqcF1ym492e54uU8wBQ5IsfkhLjknBTJDSmTCmGkR17IK3mz3q0P69P6mrUmrPnMIVmA9f0LLfegfA==</latexit> MatMul MatMul +<latexit sha1_base64="OAMqxJcx/hJCJ2QEV8Tpa6NiMwM=">AAACGnicZVDLSgNBEJw1PmJ8JXr0shgCghB2JaDHSA6KXhIwD0hCmJ30JkNmZ5eZXjEs+QKvevNrvIlXL/6NkwdikoKGoqqb7i4vElyj4/xYG6nNre2d9G5mb//g8CibO27oMFYM6iwUoWp5VIPgEurIUUArUkADT0DTG1WmfvMJlOahfMRxBN2ADiT3OaNopNpFL5t3is4M9jpxFyRPFqj2claq0w9ZHIBEJqjWbdeJsJtQhZwJmGQ6sYaIshEdQNtQSQPQ3WR26cQuGKVv+6EyJdGeqf8nEhpoPQ480xlQHOpVbyr+eYWlVehfdxMuoxhBsvkmPxY2hvb0b7vPFTAUY0MoU9wca7MhVZShSWdpzTNU7h/MHxrQkIByOb01uYkiAbchDjmbZExs7mpI66RxWXSdolsr5culRYBpckrOyDlxyRUpkztSJXXCCJAX8krerHfrw/q0vuatG9Zi5oQswfr+BQU3n00=</latexit><latexit sha1_base64="OAMqxJcx/hJCJ2QEV8Tpa6NiMwM=">AAACGnicZVDLSgNBEJw1PmJ8JXr0shgCghB2JaDHSA6KXhIwD0hCmJ30JkNmZ5eZXjEs+QKvevNrvIlXL/6NkwdikoKGoqqb7i4vElyj4/xYG6nNre2d9G5mb//g8CibO27oMFYM6iwUoWp5VIPgEurIUUArUkADT0DTG1WmfvMJlOahfMRxBN2ADiT3OaNopNpFL5t3is4M9jpxFyRPFqj2claq0w9ZHIBEJqjWbdeJsJtQhZwJmGQ6sYaIshEdQNtQSQPQ3WR26cQuGKVv+6EyJdGeqf8nEhpoPQ480xlQHOpVbyr+eYWlVehfdxMuoxhBsvkmPxY2hvb0b7vPFTAUY0MoU9wca7MhVZShSWdpzTNU7h/MHxrQkIByOb01uYkiAbchDjmbZExs7mpI66RxWXSdolsr5culRYBpckrOyDlxyRUpkztSJXXCCJAX8krerHfrw/q0vuatG9Zi5oQswfr+BQU3n00=</latexit><latexit sha1_base64="OAMqxJcx/hJCJ2QEV8Tpa6NiMwM=">AAACGnicZVDLSgNBEJw1PmJ8JXr0shgCghB2JaDHSA6KXhIwD0hCmJ30JkNmZ5eZXjEs+QKvevNrvIlXL/6NkwdikoKGoqqb7i4vElyj4/xYG6nNre2d9G5mb//g8CibO27oMFYM6iwUoWp5VIPgEurIUUArUkADT0DTG1WmfvMJlOahfMRxBN2ADiT3OaNopNpFL5t3is4M9jpxFyRPFqj2claq0w9ZHIBEJqjWbdeJsJtQhZwJmGQ6sYaIshEdQNtQSQPQ3WR26cQuGKVv+6EyJdGeqf8nEhpoPQ480xlQHOpVbyr+eYWlVehfdxMuoxhBsvkmPxY2hvb0b7vPFTAUY0MoU9wca7MhVZShSWdpzTNU7h/MHxrQkIByOb01uYkiAbchDjmbZExs7mpI66RxWXSdolsr5culRYBpckrOyDlxyRUpkztSJXXCCJAX8krerHfrw/q0vuatG9Zi5oQswfr+BQU3n00=</latexit><latexit sha1_base64="OAMqxJcx/hJCJ2QEV8Tpa6NiMwM=">AAACGnicZVDLSgNBEJw1PmJ8JXr0shgCghB2JaDHSA6KXhIwD0hCmJ30JkNmZ5eZXjEs+QKvevNrvIlXL/6NkwdikoKGoqqb7i4vElyj4/xYG6nNre2d9G5mb//g8CibO27oMFYM6iwUoWp5VIPgEurIUUArUkADT0DTG1WmfvMJlOahfMRxBN2ADiT3OaNopNpFL5t3is4M9jpxFyRPFqj2claq0w9ZHIBEJqjWbdeJsJtQhZwJmGQ6sYaIshEdQNtQSQPQ3WR26cQuGKVv+6EyJdGeqf8nEhpoPQ480xlQHOpVbyr+eYWlVehfdxMuoxhBsvkmPxY2hvb0b7vPFTAUY0MoU9wca7MhVZShSWdpzTNU7h/MHxrQkIByOb01uYkiAbchDjmbZExs7mpI66RxWXSdolsr5culRYBpckrOyDlxyRUpkztSJXXCCJAX8krerHfrw/q0vuatG9Zi5oQswfr+BQU3n00=</latexit> <latexit sha1_base64="cRGagh9+0RnvKHp6ysia8nkrAP8=">AAACHXicZVBNS8NAEN20ftT6VfXoJVgETyURQb1VPCh6UbAf0AbZbKdmcbNZdidiCf0LXvXmr/EmXsV/46YGsfbBwOO9GWbmhUpwg5735ZTKc/MLi5Wl6vLK6tp6bWOzbZJUM2ixRCS6G1IDgktoIUcBXaWBxqGATnh/mvudB9CGJ/IGRwqCmN5JPuSMYi71VcRva3Wv4U3gzhK/IHVS4Op2wyn3BwlLY5DIBDWm53sKg4xq5EzAuNpPDSjK7ukd9CyVNAYTZJNjx+6uVQbuMNG2JLoT9e9ERmNjRnFoO2OKkfnv5eKvtzu1CodHQcalShEk+9k0TIWLiZu/7g64BoZiZAllmttjXRZRTRnagKbWPMLpxaX9wwBaElMu81uzE6UEnCUYcTau2tj8/yHNkvZ+w/ca/vVBvXlcBFgh22SH7BGfHJImOSdXpEUYicgTeSYvzqvz5rw7Hz+tJaeY2SJTcD6/AfGGoOI=</latexit><latexit sha1_base64="cRGagh9+0RnvKHp6ysia8nkrAP8=">AAACHXicZVBNS8NAEN20ftT6VfXoJVgETyURQb1VPCh6UbAf0AbZbKdmcbNZdidiCf0LXvXmr/EmXsV/46YGsfbBwOO9GWbmhUpwg5735ZTKc/MLi5Wl6vLK6tp6bWOzbZJUM2ixRCS6G1IDgktoIUcBXaWBxqGATnh/mvudB9CGJ/IGRwqCmN5JPuSMYi71VcRva3Wv4U3gzhK/IHVS4Op2wyn3BwlLY5DIBDWm53sKg4xq5EzAuNpPDSjK7ukd9CyVNAYTZJNjx+6uVQbuMNG2JLoT9e9ERmNjRnFoO2OKkfnv5eKvtzu1CodHQcalShEk+9k0TIWLiZu/7g64BoZiZAllmttjXRZRTRnagKbWPMLpxaX9wwBaElMu81uzE6UEnCUYcTau2tj8/yHNkvZ+w/ca/vVBvXlcBFgh22SH7BGfHJImOSdXpEUYicgTeSYvzqvz5rw7Hz+tJaeY2SJTcD6/AfGGoOI=</latexit><latexit sha1_base64="cRGagh9+0RnvKHp6ysia8nkrAP8=">AAACHXicZVBNS8NAEN20ftT6VfXoJVgETyURQb1VPCh6UbAf0AbZbKdmcbNZdidiCf0LXvXmr/EmXsV/46YGsfbBwOO9GWbmhUpwg5735ZTKc/MLi5Wl6vLK6tp6bWOzbZJUM2ixRCS6G1IDgktoIUcBXaWBxqGATnh/mvudB9CGJ/IGRwqCmN5JPuSMYi71VcRva3Wv4U3gzhK/IHVS4Op2wyn3BwlLY5DIBDWm53sKg4xq5EzAuNpPDSjK7ukd9CyVNAYTZJNjx+6uVQbuMNG2JLoT9e9ERmNjRnFoO2OKkfnv5eKvtzu1CodHQcalShEk+9k0TIWLiZu/7g64BoZiZAllmttjXRZRTRnagKbWPMLpxaX9wwBaElMu81uzE6UEnCUYcTau2tj8/yHNkvZ+w/ca/vVBvXlcBFgh22SH7BGfHJImOSdXpEUYicgTeSYvzqvz5rw7Hz+tJaeY2SJTcD6/AfGGoOI=</latexit><latexit sha1_base64="cRGagh9+0RnvKHp6ysia8nkrAP8=">AAACHXicZVBNS8NAEN20ftT6VfXoJVgETyURQb1VPCh6UbAf0AbZbKdmcbNZdidiCf0LXvXmr/EmXsV/46YGsfbBwOO9GWbmhUpwg5735ZTKc/MLi5Wl6vLK6tp6bWOzbZJUM2ixRCS6G1IDgktoIUcBXaWBxqGATnh/mvudB9CGJ/IGRwqCmN5JPuSMYi71VcRva3Wv4U3gzhK/IHVS4Op2wyn3BwlLY5DIBDWm53sKg4xq5EzAuNpPDSjK7ukd9CyVNAYTZJNjx+6uVQbuMNG2JLoT9e9ERmNjRnFoO2OKkfnv5eKvtzu1CodHQcalShEk+9k0TIWLiZu/7g64BoZiZAllmttjXRZRTRnagKbWPMLpxaX9wwBaElMu81uzE6UEnCUYcTau2tj8/yHNkvZ+w/ca/vVBvXlcBFgh22SH7BGfHJImOSdXpEUYicgTeSYvzqvz5rw7Hz+tJaeY2SJTcD6/AfGGoOI=</latexit> MatMul Weighting Function ↵<latexit sha1_base64="Zp4VLrVWNPDm0sLggOD2KANdtmU=">AAACH3icZVDLSgNBEJw1PmJ8JXr0shgET2FXBD1GclD0EsFEwQTpnXTM6OzsMNMrhiX/4FVvfo038Zq/cRIXMVrQUFR1090VaSksBcHYmyvMLywuFZdLK6tr6xvlymbbJqnh2OKJTMx1BBalUNgiQRKvtUGII4lX0UNj4l89orEiUZc01NiN4U6JvuBATmp3QOoB3JarQS2Ywv9PwpxUWY7mbcUrdHoJT2NUxCVYexMGmroZGBJc4qjUSS1q4A9whzeOKojRdrPpuSN/1yk9v58YV4r8qfp7IoPY2mEcuc4YaGD/ehPxx9udWUX9o24mlE4JFf/e1E+lT4k/ed7vCYOc5NAR4Ea4Y30+AAOcXEQza56wcXbu/rBIjsQg1OTW7FhriScJDQQflVxs4d+Q/pP2fi0MauHFQbV+kAdYZNtsh+2xkB2yOjtlTdZinN2zZ/bCXr0379378D6/W+e8fGaLzcAbfwGO66G2</latexit><latexit sha1_base64="Zp4VLrVWNPDm0sLggOD2KANdtmU=">AAACH3icZVDLSgNBEJw1PmJ8JXr0shgET2FXBD1GclD0EsFEwQTpnXTM6OzsMNMrhiX/4FVvfo038Zq/cRIXMVrQUFR1090VaSksBcHYmyvMLywuFZdLK6tr6xvlymbbJqnh2OKJTMx1BBalUNgiQRKvtUGII4lX0UNj4l89orEiUZc01NiN4U6JvuBATmp3QOoB3JarQS2Ywv9PwpxUWY7mbcUrdHoJT2NUxCVYexMGmroZGBJc4qjUSS1q4A9whzeOKojRdrPpuSN/1yk9v58YV4r8qfp7IoPY2mEcuc4YaGD/ehPxx9udWUX9o24mlE4JFf/e1E+lT4k/ed7vCYOc5NAR4Ea4Y30+AAOcXEQza56wcXbu/rBIjsQg1OTW7FhriScJDQQflVxs4d+Q/pP2fi0MauHFQbV+kAdYZNtsh+2xkB2yOjtlTdZinN2zZ/bCXr0379378D6/W+e8fGaLzcAbfwGO66G2</latexit><latexit sha1_base64="Zp4VLrVWNPDm0sLggOD2KANdtmU=">AAACH3icZVDLSgNBEJw1PmJ8JXr0shgET2FXBD1GclD0EsFEwQTpnXTM6OzsMNMrhiX/4FVvfo038Zq/cRIXMVrQUFR1090VaSksBcHYmyvMLywuFZdLK6tr6xvlymbbJqnh2OKJTMx1BBalUNgiQRKvtUGII4lX0UNj4l89orEiUZc01NiN4U6JvuBATmp3QOoB3JarQS2Ywv9PwpxUWY7mbcUrdHoJT2NUxCVYexMGmroZGBJc4qjUSS1q4A9whzeOKojRdrPpuSN/1yk9v58YV4r8qfp7IoPY2mEcuc4YaGD/ehPxx9udWUX9o24mlE4JFf/e1E+lT4k/ed7vCYOc5NAR4Ea4Y30+AAOcXEQza56wcXbu/rBIjsQg1OTW7FhriScJDQQflVxs4d+Q/pP2fi0MauHFQbV+kAdYZNtsh+2xkB2yOjtlTdZinN2zZ/bCXr0379378D6/W+e8fGaLzcAbfwGO66G2</latexit><latexit sha1_base64="Zp4VLrVWNPDm0sLggOD2KANdtmU=">AAACH3icZVDLSgNBEJw1PmJ8JXr0shgET2FXBD1GclD0EsFEwQTpnXTM6OzsMNMrhiX/4FVvfo038Zq/cRIXMVrQUFR1090VaSksBcHYmyvMLywuFZdLK6tr6xvlymbbJqnh2OKJTMx1BBalUNgiQRKvtUGII4lX0UNj4l89orEiUZc01NiN4U6JvuBATmp3QOoB3JarQS2Ywv9PwpxUWY7mbcUrdHoJT2NUxCVYexMGmroZGBJc4qjUSS1q4A9whzeOKojRdrPpuSN/1yk9v58YV4r8qfp7IoPY2mEcuc4YaGD/ehPxx9udWUX9o24mlE4JFf/e1E+lT4k/ed7vCYOc5NAR4Ea4Y30+AAOcXEQza56wcXbu/rBIjsQg1OTW7FhriScJDQQflVxs4d+Q/pP2fi0MauHFQbV+kAdYZNtsh+2xkB2yOjtlTdZinN2zZ/bCXr0379378D6/W+e8fGaLzcAbfwGO66G2</latexit> RN Summation ⇥<latexit sha1_base64="4Fb9A5QAQZYCkPKTtzP6rGQNJTc=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXlmzfDe3ciGfwPbWvXr2kXbf03PXWI1AsXDufeyzn3eKHgGh1nZqXSW9s7u5m97P7B4dFxLn/S0EGkGNRZIALV8qgGwSXUkaOAVqiA+p6ApjeuzufNF1CaB/IJJyF0fTqUfMAZRUM1Osh90L1cwSk5i7I3gZuAAkmq1stb6U4/YJEPEpmgWrddJ8RuTBVyJmCa7UQaQsrGdAhtAyU1Kt14YXdqFw3TtweBMi3RXrD/L2Lqaz3xPbPpUxzp9dmc/JsVV6RwcN2NuQwjBMmWSoNI2BjY8+ftPlfAUEwMoExxY9ZmI6ooQxPRiswrVO8fzB8a0ACfcjn3Gt+EoYDbAEecTbMmNnc9pE3QuCy5Tsl9LBcq5STADDkj5+SCuOSKVMgdqZE6YeSZvJF38mF9Wl/Wt/WzXE1Zyc0pWSlr9gu/DaHS</latexit><latexit sha1_base64="4Fb9A5QAQZYCkPKTtzP6rGQNJTc=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXlmzfDe3ciGfwPbWvXr2kXbf03PXWI1AsXDufeyzn3eKHgGh1nZqXSW9s7u5m97P7B4dFxLn/S0EGkGNRZIALV8qgGwSXUkaOAVqiA+p6ApjeuzufNF1CaB/IJJyF0fTqUfMAZRUM1Osh90L1cwSk5i7I3gZuAAkmq1stb6U4/YJEPEpmgWrddJ8RuTBVyJmCa7UQaQsrGdAhtAyU1Kt14YXdqFw3TtweBMi3RXrD/L2Lqaz3xPbPpUxzp9dmc/JsVV6RwcN2NuQwjBMmWSoNI2BjY8+ftPlfAUEwMoExxY9ZmI6ooQxPRiswrVO8fzB8a0ACfcjn3Gt+EoYDbAEecTbMmNnc9pE3QuCy5Tsl9LBcq5STADDkj5+SCuOSKVMgdqZE6YeSZvJF38mF9Wl/Wt/WzXE1Zyc0pWSlr9gu/DaHS</latexit><latexit sha1_base64="4Fb9A5QAQZYCkPKTtzP6rGQNJTc=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXlmzfDe3ciGfwPbWvXr2kXbf03PXWI1AsXDufeyzn3eKHgGh1nZqXSW9s7u5m97P7B4dFxLn/S0EGkGNRZIALV8qgGwSXUkaOAVqiA+p6ApjeuzufNF1CaB/IJJyF0fTqUfMAZRUM1Osh90L1cwSk5i7I3gZuAAkmq1stb6U4/YJEPEpmgWrddJ8RuTBVyJmCa7UQaQsrGdAhtAyU1Kt14YXdqFw3TtweBMi3RXrD/L2Lqaz3xPbPpUxzp9dmc/JsVV6RwcN2NuQwjBMmWSoNI2BjY8+ftPlfAUEwMoExxY9ZmI6ooQxPRiswrVO8fzB8a0ACfcjn3Gt+EoYDbAEecTbMmNnc9pE3QuCy5Tsl9LBcq5STADDkj5+SCuOSKVMgdqZE6YeSZvJF38mF9Wl/Wt/WzXE1Zyc0pWSlr9gu/DaHS</latexit><latexit sha1_base64="4Fb9A5QAQZYCkPKTtzP6rGQNJTc=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXlmzfDe3ciGfwPbWvXr2kXbf03PXWI1AsXDufeyzn3eKHgGh1nZqXSW9s7u5m97P7B4dFxLn/S0EGkGNRZIALV8qgGwSXUkaOAVqiA+p6ApjeuzufNF1CaB/IJJyF0fTqUfMAZRUM1Osh90L1cwSk5i7I3gZuAAkmq1stb6U4/YJEPEpmgWrddJ8RuTBVyJmCa7UQaQsrGdAhtAyU1Kt14YXdqFw3TtweBMi3RXrD/L2Lqaz3xPbPpUxzp9dmc/JsVV6RwcN2NuQwjBMmWSoNI2BjY8+ftPlfAUEwMoExxY9ZmI6ooQxPRiswrVO8fzB8a0ACfcjn3Gt+EoYDbAEecTbMmNnc9pE3QuCy5Tsl9LBcq5STADDkj5+SCuOSKVMgdqZE6YeSZvJF38mF9Wl/Wt/WzXE1Zyc0pWSlr9gu/DaHS</latexit> An arbitrary sub-graph <latexit sha1_base64="6O8l3m0jAPTtFPUg7uyLhsP+li4=">AAACHXicZVBNSwMxEE38rPVbj14Wi+Cp7Iqgx4oHRS8VrC20pWTTqRvMZkMyKy1L/4JXvflrvIlX8d+YrYtY+2Dg8d4MM/NCLYVF3/+ic/MLi0vLpZXy6tr6xubW9s6dTVLDocETmZhWyCxIoaCBAiW0tAEWhxKa4cN57jcfwViRqFscaejG7F6JgeAMc6kDQ93bqvhVfwJvlgQFqZAC9d42ne/0E57GoJBLZm078DV2M2ZQcAnjcie1oBl/YPfQdlSxGGw3mxw79g6c0vcGiXGl0JuofycyFls7ikPXGTOM7H8vF3+9g6lVODjtZkLpFEHxn02DVHqYePnrXl8Y4ChHjjBuhDvW4xEzjKMLaGrNEM6vrt0fFtCRmAmV35qdaS3hIsFI8HHZxRb8D2mW3B1VA78a3BxXasdFgCWyR/bJIQnICamRS1InDcJJRJ7IM3mhr/SNvtOPn9Y5WszskinQz28ElqDp</latexit><latexit sha1_base64="6O8l3m0jAPTtFPUg7uyLhsP+li4=">AAACHXicZVBNSwMxEE38rPVbj14Wi+Cp7Iqgx4oHRS8VrC20pWTTqRvMZkMyKy1L/4JXvflrvIlX8d+YrYtY+2Dg8d4MM/NCLYVF3/+ic/MLi0vLpZXy6tr6xubW9s6dTVLDocETmZhWyCxIoaCBAiW0tAEWhxKa4cN57jcfwViRqFscaejG7F6JgeAMc6kDQ93bqvhVfwJvlgQFqZAC9d42ne/0E57GoJBLZm078DV2M2ZQcAnjcie1oBl/YPfQdlSxGGw3mxw79g6c0vcGiXGl0JuofycyFls7ikPXGTOM7H8vF3+9g6lVODjtZkLpFEHxn02DVHqYePnrXl8Y4ChHjjBuhDvW4xEzjKMLaGrNEM6vrt0fFtCRmAmV35qdaS3hIsFI8HHZxRb8D2mW3B1VA78a3BxXasdFgCWyR/bJIQnICamRS1InDcJJRJ7IM3mhr/SNvtOPn9Y5WszskinQz28ElqDp</latexit><latexit sha1_base64="6O8l3m0jAPTtFPUg7uyLhsP+li4=">AAACHXicZVBNSwMxEE38rPVbj14Wi+Cp7Iqgx4oHRS8VrC20pWTTqRvMZkMyKy1L/4JXvflrvIlX8d+YrYtY+2Dg8d4MM/NCLYVF3/+ic/MLi0vLpZXy6tr6xubW9s6dTVLDocETmZhWyCxIoaCBAiW0tAEWhxKa4cN57jcfwViRqFscaejG7F6JgeAMc6kDQ93bqvhVfwJvlgQFqZAC9d42ne/0E57GoJBLZm078DV2M2ZQcAnjcie1oBl/YPfQdlSxGGw3mxw79g6c0vcGiXGl0JuofycyFls7ikPXGTOM7H8vF3+9g6lVODjtZkLpFEHxn02DVHqYePnrXl8Y4ChHjjBuhDvW4xEzjKMLaGrNEM6vrt0fFtCRmAmV35qdaS3hIsFI8HHZxRb8D2mW3B1VA78a3BxXasdFgCWyR/bJIQnICamRS1InDcJJRJ7IM3mhr/SNvtOPn9Y5WszskinQz28ElqDp</latexit><latexit sha1_base64="6O8l3m0jAPTtFPUg7uyLhsP+li4=">AAACHXicZVBNSwMxEE38rPVbj14Wi+Cp7Iqgx4oHRS8VrC20pWTTqRvMZkMyKy1L/4JXvflrvIlX8d+YrYtY+2Dg8d4MM/NCLYVF3/+ic/MLi0vLpZXy6tr6xubW9s6dTVLDocETmZhWyCxIoaCBAiW0tAEWhxKa4cN57jcfwViRqFscaejG7F6JgeAMc6kDQ93bqvhVfwJvlgQFqZAC9d42ne/0E57GoJBLZm078DV2M2ZQcAnjcie1oBl/YPfQdlSxGGw3mxw79g6c0vcGiXGl0JuofycyFls7ikPXGTOM7H8vF3+9g6lVODjtZkLpFEHxn02DVHqYePnrXl8Y4ChHjjBuhDvW4xEzjKMLaGrNEM6vrt0fFtCRmAmV35qdaS3hIsFI8HHZxRb8D2mW3B1VA78a3BxXasdFgCWyR/bJIQnICamRS1InDcJJRJ7IM3mhr/SNvtOPn9Y5WszskinQz28ElqDp</latexit> X <latexit sha1_base64="ZkCrS01otTzEoklXjZfiTDl2a4c=">AAACHXicZVBNS8NAEN20ftbP6tFLsBQ8lUQEPVY8KHpRsFWwoWy2k2bp7ibsTsQS+he86s1f4028iv/GTVvE1gcDj/dmmJkXpoIb9Lxvp1ReWFxaXlmtrK1vbG5tV3faJsk0gxZLRKLvQ2pAcAUt5CjgPtVAZSjgLhycFf7dI2jDE3WLwxQCSfuKR5xRLKSOyWR3u+Y1vDHc/8SfkhqZ4rpbdcqdXsIyCQqZoMY8+F6KQU41ciZgVOlkBlLKBrQPD5YqKsEE+fjYkVu3Ss+NEm1LoTtW/07kVBozlKHtlBRjM+8V4q9Xn1mF0UmQc5VmCIpNNkWZcDFxi9fdHtfAUAwtoUxze6zLYqopQxvQzJonOLu8sn8YQEsk5aq4NT9NUwHnCcacjSo2Nn8+pP+kfdjwvYZ/c1RrHk0DXCF7ZJ8cEJ8ckya5INekRRiJyTN5Ia/Om/PufDifk9aSM53ZJTNwvn4AEl+g8Q==</latexit><latexit sha1_base64="ZkCrS01otTzEoklXjZfiTDl2a4c=">AAACHXicZVBNS8NAEN20ftbP6tFLsBQ8lUQEPVY8KHpRsFWwoWy2k2bp7ibsTsQS+he86s1f4028iv/GTVvE1gcDj/dmmJkXpoIb9Lxvp1ReWFxaXlmtrK1vbG5tV3faJsk0gxZLRKLvQ2pAcAUt5CjgPtVAZSjgLhycFf7dI2jDE3WLwxQCSfuKR5xRLKSOyWR3u+Y1vDHc/8SfkhqZ4rpbdcqdXsIyCQqZoMY8+F6KQU41ciZgVOlkBlLKBrQPD5YqKsEE+fjYkVu3Ss+NEm1LoTtW/07kVBozlKHtlBRjM+8V4q9Xn1mF0UmQc5VmCIpNNkWZcDFxi9fdHtfAUAwtoUxze6zLYqopQxvQzJonOLu8sn8YQEsk5aq4NT9NUwHnCcacjSo2Nn8+pP+kfdjwvYZ/c1RrHk0DXCF7ZJ8cEJ8ckya5INekRRiJyTN5Ia/Om/PufDifk9aSM53ZJTNwvn4AEl+g8Q==</latexit><latexit sha1_base64="ZkCrS01otTzEoklXjZfiTDl2a4c=">AAACHXicZVBNS8NAEN20ftbP6tFLsBQ8lUQEPVY8KHpRsFWwoWy2k2bp7ibsTsQS+he86s1f4028iv/GTVvE1gcDj/dmmJkXpoIb9Lxvp1ReWFxaXlmtrK1vbG5tV3faJsk0gxZLRKLvQ2pAcAUt5CjgPtVAZSjgLhycFf7dI2jDE3WLwxQCSfuKR5xRLKSOyWR3u+Y1vDHc/8SfkhqZ4rpbdcqdXsIyCQqZoMY8+F6KQU41ciZgVOlkBlLKBrQPD5YqKsEE+fjYkVu3Ss+NEm1LoTtW/07kVBozlKHtlBRjM+8V4q9Xn1mF0UmQc5VmCIpNNkWZcDFxi9fdHtfAUAwtoUxze6zLYqopQxvQzJonOLu8sn8YQEsk5aq4NT9NUwHnCcacjSo2Nn8+pP+kfdjwvYZ/c1RrHk0DXCF7ZJ8cEJ8ckya5INekRRiJyTN5Ia/Om/PufDifk9aSM53ZJTNwvn4AEl+g8Q==</latexit><latexit sha1_base64="ZkCrS01otTzEoklXjZfiTDl2a4c=">AAACHXicZVBNS8NAEN20ftbP6tFLsBQ8lUQEPVY8KHpRsFWwoWy2k2bp7ibsTsQS+he86s1f4028iv/GTVvE1gcDj/dmmJkXpoIb9Lxvp1ReWFxaXlmtrK1vbG5tV3faJsk0gxZLRKLvQ2pAcAUt5CjgPtVAZSjgLhycFf7dI2jDE3WLwxQCSfuKR5xRLKSOyWR3u+Y1vDHc/8SfkhqZ4rpbdcqdXsIyCQqZoMY8+F6KQU41ciZgVOlkBlLKBrQPD5YqKsEE+fjYkVu3Ss+NEm1LoTtW/07kVBozlKHtlBRjM+8V4q9Xn1mF0UmQc5VmCIpNNkWZcDFxi9fdHtfAUAwtoUxze6zLYqopQxvQzJonOLu8sn8YQEsk5aq4NT9NUwHnCcacjSo2Nn8+pP+kfdjwvYZ/c1RrHk0DXCF7ZJ8cEJ8ckya5INekRRiJyTN5Ia/Om/PufDifk9aSM53ZJTNwvn4AEl+g8Q==</latexit> ÷<latexit sha1_base64="ivvOIjwmR6gFxz4TmhkpvPiGK5k=">AAACHXicZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXhmzfDe3ckGfwLbWvXr2kXbaN/0xuVSD1w4XDOvdx7jxcKrtFxfqxUemt7Zzezl90/ODw6zuVPGjqIFIM6C0SgWh7VILiEOnIU0AoVUN8T0PTG1cRvTkBpHsgnnIbQ9elQ8gFnFBOp0+eTXq7glJw57E3iLkmBLFHr5a10px+wyAeJTFCt264TYjemCjkTMMt2Ig0hZWM6hLahkvqgu/H82JldNErfHgTKlER7rv6fiKmv9dT3TKdPcaTXvUT884orq3Bw3Y25DCMEyRabBpGwMbCT1+0+V8BQTA2hTHFzrM1GVFGGJqCVNc9QvX8wf2hAQ3zKZXJrfBOGAm4DHHE2y5rY3PWQNknjsuQ6JfexXKiUlwFmyBk5JxfEJVekQu5IjdQJIyPyQl7Jm/VufVif1teiNWUtZ07JCqzvX/NaoN8=</latexit><latexit sha1_base64="ivvOIjwmR6gFxz4TmhkpvPiGK5k=">AAACHXicZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXhmzfDe3ckGfwLbWvXr2kXbaN/0xuVSD1w4XDOvdx7jxcKrtFxfqxUemt7Zzezl90/ODw6zuVPGjqIFIM6C0SgWh7VILiEOnIU0AoVUN8T0PTG1cRvTkBpHsgnnIbQ9elQ8gFnFBOp0+eTXq7glJw57E3iLkmBLFHr5a10px+wyAeJTFCt264TYjemCjkTMMt2Ig0hZWM6hLahkvqgu/H82JldNErfHgTKlER7rv6fiKmv9dT3TKdPcaTXvUT884orq3Bw3Y25DCMEyRabBpGwMbCT1+0+V8BQTA2hTHFzrM1GVFGGJqCVNc9QvX8wf2hAQ3zKZXJrfBOGAm4DHHE2y5rY3PWQNknjsuQ6JfexXKiUlwFmyBk5JxfEJVekQu5IjdQJIyPyQl7Jm/VufVif1teiNWUtZ07JCqzvX/NaoN8=</latexit><latexit sha1_base64="ivvOIjwmR6gFxz4TmhkpvPiGK5k=">AAACHXicZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXhmzfDe3ckGfwLbWvXr2kXbaN/0xuVSD1w4XDOvdx7jxcKrtFxfqxUemt7Zzezl90/ODw6zuVPGjqIFIM6C0SgWh7VILiEOnIU0AoVUN8T0PTG1cRvTkBpHsgnnIbQ9elQ8gFnFBOp0+eTXq7glJw57E3iLkmBLFHr5a10px+wyAeJTFCt264TYjemCjkTMMt2Ig0hZWM6hLahkvqgu/H82JldNErfHgTKlER7rv6fiKmv9dT3TKdPcaTXvUT884orq3Bw3Y25DCMEyRabBpGwMbCT1+0+V8BQTA2hTHFzrM1GVFGGJqCVNc9QvX8wf2hAQ3zKZXJrfBOGAm4DHHE2y5rY3PWQNknjsuQ6JfexXKiUlwFmyBk5JxfEJVekQu5IjdQJIyPyQl7Jm/VufVif1teiNWUtZ07JCqzvX/NaoN8=</latexit><latexit sha1_base64="ivvOIjwmR6gFxz4TmhkpvPiGK5k=">AAACHXicZVBNSwJRFH2jfZh9aS3bDInQSmZCqKXhoqiNQX6Airx5XvXhmzfDe3ckGfwLbWvXr2kXbaN/0xuVSD1w4XDOvdx7jxcKrtFxfqxUemt7Zzezl90/ODw6zuVPGjqIFIM6C0SgWh7VILiEOnIU0AoVUN8T0PTG1cRvTkBpHsgnnIbQ9elQ8gFnFBOp0+eTXq7glJw57E3iLkmBLFHr5a10px+wyAeJTFCt264TYjemCjkTMMt2Ig0hZWM6hLahkvqgu/H82JldNErfHgTKlER7rv6fiKmv9dT3TKdPcaTXvUT884orq3Bw3Y25DCMEyRabBpGwMbCT1+0+V8BQTA2hTHFzrM1GVFGGJqCVNc9QvX8wf2hAQ3zKZXJrfBOGAm4DHHE2y5rY3PWQNknjsuQ6JfexXKiUlwFmyBk5JxfEJVekQu5IjdQJIyPyQl7Jm/VufVif1teiNWUtZ07JCqzvX/NaoN8=</latexit> x1<latexit sha1_base64="5JZDHL9WNUkSX3mdLTalEXoMydc=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7bjdXcErOHPYqcRNSIAmq3byVbvcCFvkgkQmqdct1QuzEVCFnAqbZdqQhpGxEB9AyVFIfdCee3zq1i0bp2f1AmZJoz9W/EzH1tZ74nun0KQ71f28m/nrFpVXYv+jEXIYRgmSLTf1I2BjYs8/tHlfAUEwMoUxxc6zNhlRRhiafpTVjqNzemT80oCE+5XJ2a3wVhgKuAxxyNs2a2Nz/Ia2S+mnJdUru/VmhfJkEmCFH5JicEJeckzK5IVVSI4wMyDN5Ia/Wm/VufVifi9aUlcwckiVYXz/MYqBD</latexit><latexit sha1_base64="5JZDHL9WNUkSX3mdLTalEXoMydc=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7bjdXcErOHPYqcRNSIAmq3byVbvcCFvkgkQmqdct1QuzEVCFnAqbZdqQhpGxEB9AyVFIfdCee3zq1i0bp2f1AmZJoz9W/EzH1tZ74nun0KQ71f28m/nrFpVXYv+jEXIYRgmSLTf1I2BjYs8/tHlfAUEwMoUxxc6zNhlRRhiafpTVjqNzemT80oCE+5XJ2a3wVhgKuAxxyNs2a2Nz/Ia2S+mnJdUru/VmhfJkEmCFH5JicEJeckzK5IVVSI4wMyDN5Ia/Wm/VufVifi9aUlcwckiVYXz/MYqBD</latexit><latexit sha1_base64="5JZDHL9WNUkSX3mdLTalEXoMydc=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7bjdXcErOHPYqcRNSIAmq3byVbvcCFvkgkQmqdct1QuzEVCFnAqbZdqQhpGxEB9AyVFIfdCee3zq1i0bp2f1AmZJoz9W/EzH1tZ74nun0KQ71f28m/nrFpVXYv+jEXIYRgmSLTf1I2BjYs8/tHlfAUEwMoUxxc6zNhlRRhiafpTVjqNzemT80oCE+5XJ2a3wVhgKuAxxyNs2a2Nz/Ia2S+mnJdUru/VmhfJkEmCFH5JicEJeckzK5IVVSI4wMyDN5Ia/Wm/VufVifi9aUlcwckiVYXz/MYqBD</latexit><latexit sha1_base64="5JZDHL9WNUkSX3mdLTalEXoMydc=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz11iMwDFw7n3Mu993ih4Bod59tKpdfWNzYzW9ntnd29/Vz+oK6DSDGosUAEqulRDYJLqCFHAc1QAfU9AQ1vVJn5jSdQmgfyESchdHw6kLzPGUUjPYy7bjdXcErOHPYqcRNSIAmq3byVbvcCFvkgkQmqdct1QuzEVCFnAqbZdqQhpGxEB9AyVFIfdCee3zq1i0bp2f1AmZJoz9W/EzH1tZ74nun0KQ71f28m/nrFpVXYv+jEXIYRgmSLTf1I2BjYs8/tHlfAUEwMoUxxc6zNhlRRhiafpTVjqNzemT80oCE+5XJ2a3wVhgKuAxxyNs2a2Nz/Ia2S+mnJdUru/VmhfJkEmCFH5JicEJeckzK5IVVSI4wMyDN5Ia/Wm/VufVifi9aUlcwckiVYXz/MYqBD</latexit> x2<latexit sha1_base64="dPTqLlh8IztTplbJvHjOUlUD+TQ=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYkqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz0/iNQDFw7n3Mu993ih4Bod58dKJDc2t7ZTO+ndvf2Dw0z2qKaDSDGoskAEquFRDYJLqCJHAY1QAfU9AXVvWJ769WdQmgfyCcchtH3al7zHGUUjPY46xU4m5xScGex14i5IjixQ6WStZKsbsMgHiUxQrZuuE2I7pgo5EzBJtyINIWVD2oemoZL6oNvx7NaJnTdK1+4FypREe6b+n4ipr/XY90ynT3GgV72p+Ofll1Zh77IdcxlGCJLNN/UiYWNgTz+3u1wBQzE2hDLFzbE2G1BFGZp8ltaMoHx3b/7QgIb4lMvprfF1GAq4CXDA2SRtYnNXQ1ontWLBdQruw3mudLUIMEVOyCk5Iy65ICVySyqkShjpkxfySt6sd+vD+rS+5q0JazFzTJZgff8CzhigRA==</latexit><latexit sha1_base64="dPTqLlh8IztTplbJvHjOUlUD+TQ=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYkqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz0/iNQDFw7n3Mu993ih4Bod58dKJDc2t7ZTO+ndvf2Dw0z2qKaDSDGoskAEquFRDYJLqCJHAY1QAfU9AXVvWJ769WdQmgfyCcchtH3al7zHGUUjPY46xU4m5xScGex14i5IjixQ6WStZKsbsMgHiUxQrZuuE2I7pgo5EzBJtyINIWVD2oemoZL6oNvx7NaJnTdK1+4FypREe6b+n4ipr/XY90ynT3GgV72p+Ofll1Zh77IdcxlGCJLNN/UiYWNgTz+3u1wBQzE2hDLFzbE2G1BFGZp8ltaMoHx3b/7QgIb4lMvprfF1GAq4CXDA2SRtYnNXQ1ontWLBdQruw3mudLUIMEVOyCk5Iy65ICVySyqkShjpkxfySt6sd+vD+rS+5q0JazFzTJZgff8CzhigRA==</latexit><latexit sha1_base64="dPTqLlh8IztTplbJvHjOUlUD+TQ=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYkqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz0/iNQDFw7n3Mu993ih4Bod58dKJDc2t7ZTO+ndvf2Dw0z2qKaDSDGoskAEquFRDYJLqCJHAY1QAfU9AXVvWJ769WdQmgfyCcchtH3al7zHGUUjPY46xU4m5xScGex14i5IjixQ6WStZKsbsMgHiUxQrZuuE2I7pgo5EzBJtyINIWVD2oemoZL6oNvx7NaJnTdK1+4FypREe6b+n4ipr/XY90ynT3GgV72p+Ofll1Zh77IdcxlGCJLNN/UiYWNgTz+3u1wBQzE2hDLFzbE2G1BFGZp8ltaMoHx3b/7QgIb4lMvprfF1GAq4CXDA2SRtYnNXQ1ontWLBdQruw3mudLUIMEVOyCk5Iy65ICVySyqkShjpkxfySt6sd+vD+rS+5q0JazFzTJZgff8CzhigRA==</latexit><latexit sha1_base64="dPTqLlh8IztTplbJvHjOUlUD+TQ=">AAACHHicZVBNSwJRFH2jfZh9aS3bDInQSmYkqHaGi6I2RvkBKvLmedWHb94M790JZfAntK1dv6ZdtA36Nz0/iNQDFw7n3Mu993ih4Bod58dKJDc2t7ZTO+ndvf2Dw0z2qKaDSDGoskAEquFRDYJLqCJHAY1QAfU9AXVvWJ769WdQmgfyCcchtH3al7zHGUUjPY46xU4m5xScGex14i5IjixQ6WStZKsbsMgHiUxQrZuuE2I7pgo5EzBJtyINIWVD2oemoZL6oNvx7NaJnTdK1+4FypREe6b+n4ipr/XY90ynT3GgV72p+Ofll1Zh77IdcxlGCJLNN/UiYWNgTz+3u1wBQzE2hDLFzbE2G1BFGZp8ltaMoHx3b/7QgIb4lMvprfF1GAq4CXDA2SRtYnNXQ1ontWLBdQruw3mudLUIMEVOyCk5Iy65ICVySyqkShjpkxfySt6sd+vD+rS+5q0JazFzTJZgff8CzhigRA==</latexit> xT<latexit sha1_base64="/9ZF0l+9BDz4Zgjman+1h2deJxo=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHzgiSE2UknGTI7u8z0SsKST/CqN7/Gm3gV/BsnD8QkBQ1FVTfdXV4ouEbH+bESyY3Nre3UTnp3b//gMJM9qukgUgyqLBCBanhUg+ASqshRQCNUQH1PQN0blqZ+/RmU5oGs4DiEtk/7kvc4o2ikp1Gn0snknIIzg71O3AXJkQXKnayVbHUDFvkgkQmqddN1QmzHVCFnAibpVqQhpGxI+9A0VFIfdDue3Tqx80bp2r1AmZJoz9T/EzH1tR77nun0KQ70qjcV/7z80irsXbVjLsMIQbL5pl4kbAzs6ed2lytgKMaGUKa4OdZmA6ooQ5PP0poRlO4fzB8a0BCfcjm9Nb4JQwG3AQ44m6RNbO5qSOukdl5wnYL7eJErXi8CTJETckrOiEsuSZHckTKpEkb65IW8kjfr3fqwPq2veWvCWswckyVY378IU6Bm</latexit><latexit sha1_base64="/9ZF0l+9BDz4Zgjman+1h2deJxo=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHzgiSE2UknGTI7u8z0SsKST/CqN7/Gm3gV/BsnD8QkBQ1FVTfdXV4ouEbH+bESyY3Nre3UTnp3b//gMJM9qukgUgyqLBCBanhUg+ASqshRQCNUQH1PQN0blqZ+/RmU5oGs4DiEtk/7kvc4o2ikp1Gn0snknIIzg71O3AXJkQXKnayVbHUDFvkgkQmqddN1QmzHVCFnAibpVqQhpGxI+9A0VFIfdDue3Tqx80bp2r1AmZJoz9T/EzH1tR77nun0KQ70qjcV/7z80irsXbVjLsMIQbL5pl4kbAzs6ed2lytgKMaGUKa4OdZmA6ooQ5PP0poRlO4fzB8a0BCfcjm9Nb4JQwG3AQ44m6RNbO5qSOukdl5wnYL7eJErXi8CTJETckrOiEsuSZHckTKpEkb65IW8kjfr3fqwPq2veWvCWswckyVY378IU6Bm</latexit><latexit sha1_base64="/9ZF0l+9BDz4Zgjman+1h2deJxo=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHzgiSE2UknGTI7u8z0SsKST/CqN7/Gm3gV/BsnD8QkBQ1FVTfdXV4ouEbH+bESyY3Nre3UTnp3b//gMJM9qukgUgyqLBCBanhUg+ASqshRQCNUQH1PQN0blqZ+/RmU5oGs4DiEtk/7kvc4o2ikp1Gn0snknIIzg71O3AXJkQXKnayVbHUDFvkgkQmqddN1QmzHVCFnAibpVqQhpGxI+9A0VFIfdDue3Tqx80bp2r1AmZJoz9T/EzH1tR77nun0KQ70qjcV/7z80irsXbVjLsMIQbL5pl4kbAzs6ed2lytgKMaGUKa4OdZmA6ooQ5PP0poRlO4fzB8a0BCfcjm9Nb4JQwG3AQ44m6RNbO5qSOukdl5wnYL7eJErXi8CTJETckrOiEsuSZHckTKpEkb65IW8kjfr3fqwPq2veWvCWswckyVY378IU6Bm</latexit><latexit sha1_base64="/9ZF0l+9BDz4Zgjman+1h2deJxo=">AAACHHicZVDLSgNBEJxNfMT4SvToZTEEPIVdEdRbJAdFLxHzgiSE2UknGTI7u8z0SsKST/CqN7/Gm3gV/BsnD8QkBQ1FVTfdXV4ouEbH+bESyY3Nre3UTnp3b//gMJM9qukgUgyqLBCBanhUg+ASqshRQCNUQH1PQN0blqZ+/RmU5oGs4DiEtk/7kvc4o2ikp1Gn0snknIIzg71O3AXJkQXKnayVbHUDFvkgkQmqddN1QmzHVCFnAibpVqQhpGxI+9A0VFIfdDue3Tqx80bp2r1AmZJoz9T/EzH1tR77nun0KQ70qjcV/7z80irsXbVjLsMIQbL5pl4kbAzs6ed2lytgKMaGUKa4OdZmA6ooQ5PP0poRlO4fzB8a0BCfcjm9Nb4JQwG3AQ44m6RNbO5qSOukdl5wnYL7eJErXi8CTJETckrOiEsuSZHckTKpEkb65IW8kjfr3fqwPq2veWvCWswckyVY378IU6Bm</latexit> <latexit sha1_base64="pW5gb1X+z4Mok3NTFuPlytDVYa4=">AAACH3icZVBNS8NAEN3U7/rV6tFLsAieSiKCeqv0oOilgm0FG2SzndrVzW7YnRRL6H/wqjd/jTfx2n/jpg1i7YOBx3szzMwLY8ENet7YKSwsLi2vrK4V1zc2t7ZL5Z2WUYlm0GRKKH0XUgOCS2giRwF3sQYahQLa4XM989sD0IYreYvDGIKIPkre44yilVqdQVeheShVvKo3gTtP/JxUSI7GQ9lZ6HQVSyKQyAQ15t73YgxSqpEzAaNiJzEQU/ZMH+HeUkkjMEE6OXfkHlil6/aUtiXRnah/J1IaGTOMQtsZUeyb/14m/noHM6uwdxqkXMYJgmTTTb1EuKjc7Hm3yzUwFENLKNPcHuuyPtWUoY1oZs0L1K+u7R8G0JKIcpndmp7HsYALhX3ORkUbm/8/pHnSOqr6XtW/Oa7UzvIAV8ke2SeHxCcnpEYuSYM0CSNP5JW8kXfnw/l0vpzvaWvByWd2yQyc8Q/YjqHl</latexit><latexit sha1_base64="pW5gb1X+z4Mok3NTFuPlytDVYa4=">AAACH3icZVBNS8NAEN3U7/rV6tFLsAieSiKCeqv0oOilgm0FG2SzndrVzW7YnRRL6H/wqjd/jTfx2n/jpg1i7YOBx3szzMwLY8ENet7YKSwsLi2vrK4V1zc2t7ZL5Z2WUYlm0GRKKH0XUgOCS2giRwF3sQYahQLa4XM989sD0IYreYvDGIKIPkre44yilVqdQVeheShVvKo3gTtP/JxUSI7GQ9lZ6HQVSyKQyAQ15t73YgxSqpEzAaNiJzEQU/ZMH+HeUkkjMEE6OXfkHlil6/aUtiXRnah/J1IaGTOMQtsZUeyb/14m/noHM6uwdxqkXMYJgmTTTb1EuKjc7Hm3yzUwFENLKNPcHuuyPtWUoY1oZs0L1K+u7R8G0JKIcpndmp7HsYALhX3ORkUbm/8/pHnSOqr6XtW/Oa7UzvIAV8ke2SeHxCcnpEYuSYM0CSNP5JW8kXfnw/l0vpzvaWvByWd2yQyc8Q/YjqHl</latexit><latexit sha1_base64="pW5gb1X+z4Mok3NTFuPlytDVYa4=">AAACH3icZVBNS8NAEN3U7/rV6tFLsAieSiKCeqv0oOilgm0FG2SzndrVzW7YnRRL6H/wqjd/jTfx2n/jpg1i7YOBx3szzMwLY8ENet7YKSwsLi2vrK4V1zc2t7ZL5Z2WUYlm0GRKKH0XUgOCS2giRwF3sQYahQLa4XM989sD0IYreYvDGIKIPkre44yilVqdQVeheShVvKo3gTtP/JxUSI7GQ9lZ6HQVSyKQyAQ15t73YgxSqpEzAaNiJzEQU/ZMH+HeUkkjMEE6OXfkHlil6/aUtiXRnah/J1IaGTOMQtsZUeyb/14m/noHM6uwdxqkXMYJgmTTTb1EuKjc7Hm3yzUwFENLKNPcHuuyPtWUoY1oZs0L1K+u7R8G0JKIcpndmp7HsYALhX3ORkUbm/8/pHnSOqr6XtW/Oa7UzvIAV8ke2SeHxCcnpEYuSYM0CSNP5JW8kXfnw/l0vpzvaWvByWd2yQyc8Q/YjqHl</latexit><latexit sha1_base64="pW5gb1X+z4Mok3NTFuPlytDVYa4=">AAACH3icZVBNS8NAEN3U7/rV6tFLsAieSiKCeqv0oOilgm0FG2SzndrVzW7YnRRL6H/wqjd/jTfx2n/jpg1i7YOBx3szzMwLY8ENet7YKSwsLi2vrK4V1zc2t7ZL5Z2WUYlm0GRKKH0XUgOCS2giRwF3sQYahQLa4XM989sD0IYreYvDGIKIPkre44yilVqdQVeheShVvKo3gTtP/JxUSI7GQ9lZ6HQVSyKQyAQ15t73YgxSqpEzAaNiJzEQU/ZMH+HeUkkjMEE6OXfkHlil6/aUtiXRnah/J1IaGTOMQtsZUeyb/14m/noHM6uwdxqkXMYJgmTTTb1EuKjc7Hm3yzUwFENLKNPcHuuyPtWUoY1oZs0L1K+u7R8G0JKIcpndmp7HsYALhX3ORkUbm/8/pHnSOqr6XtW/Oa7UzvIAV8ke2SeHxCcnpEYuSYM0CSNP5JW8kXfnw/l0vpzvaWvByWd2yQyc8Q/YjqHl</latexit> Table Lookup Table Lookup Table Lookup W<latexit sha1_base64="qXd0nsQcWREj5NaFiDsuNIpFW6A=">AAACGnicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2CvkBKvLmedWHb94M792JZPAXtK1dv6ZdtG3Tv+mpQ6QeuHA4517uvccLBdfoOD9WKr2xubWd2cnu7u0fHObyRw0dRIpBnQUiUC2PahBcQh05CmiFCqjvCWh648rMbz6B0jyQjzgJoevToeQDzigaqdbs5QpOyZnDXiduQgokQbWXt9KdfsAiHyQyQbVuu06I3Zgq5EzANNuJNISUjekQ2oZK6oPuxvNLp3bRKH17EChTEu25+n8ipr7WE98znT7FkV71ZuKfV1xahYOrbsxlGCFIttg0iISNgT372+5zBQzFxBDKFDfH2mxEFWVo0lla8wyV+wfzhwY0xKdczm6Nb8JQwG2AI86mWRObuxrSOmmcl1yn5NYuCuXrJMAMOSGn5Iy45JKUyR2pkjphBMgLeSVv1rv1YX1aX4vWlJXMHJMlWN+/UgCffg==</latexit><latexit sha1_base64="qXd0nsQcWREj5NaFiDsuNIpFW6A=">AAACGnicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2CvkBKvLmedWHb94M792JZPAXtK1dv6ZdtG3Tv+mpQ6QeuHA4517uvccLBdfoOD9WKr2xubWd2cnu7u0fHObyRw0dRIpBnQUiUC2PahBcQh05CmiFCqjvCWh648rMbz6B0jyQjzgJoevToeQDzigaqdbs5QpOyZnDXiduQgokQbWXt9KdfsAiHyQyQbVuu06I3Zgq5EzANNuJNISUjekQ2oZK6oPuxvNLp3bRKH17EChTEu25+n8ipr7WE98znT7FkV71ZuKfV1xahYOrbsxlGCFIttg0iISNgT372+5zBQzFxBDKFDfH2mxEFWVo0lla8wyV+wfzhwY0xKdczm6Nb8JQwG2AI86mWRObuxrSOmmcl1yn5NYuCuXrJMAMOSGn5Iy45JKUyR2pkjphBMgLeSVv1rv1YX1aX4vWlJXMHJMlWN+/UgCffg==</latexit><latexit sha1_base64="qXd0nsQcWREj5NaFiDsuNIpFW6A=">AAACGnicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2CvkBKvLmedWHb94M792JZPAXtK1dv6ZdtG3Tv+mpQ6QeuHA4517uvccLBdfoOD9WKr2xubWd2cnu7u0fHObyRw0dRIpBnQUiUC2PahBcQh05CmiFCqjvCWh648rMbz6B0jyQjzgJoevToeQDzigaqdbs5QpOyZnDXiduQgokQbWXt9KdfsAiHyQyQbVuu06I3Zgq5EzANNuJNISUjekQ2oZK6oPuxvNLp3bRKH17EChTEu25+n8ipr7WE98znT7FkV71ZuKfV1xahYOrbsxlGCFIttg0iISNgT372+5zBQzFxBDKFDfH2mxEFWVo0lla8wyV+wfzhwY0xKdczm6Nb8JQwG2AI86mWRObuxrSOmmcl1yn5NYuCuXrJMAMOSGn5Iy45JKUyR2pkjphBMgLeSVv1rv1YX1aX4vWlJXMHJMlWN+/UgCffg==</latexit><latexit sha1_base64="qXd0nsQcWREj5NaFiDsuNIpFW6A=">AAACGnicZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2CvkBKvLmedWHb94M792JZPAXtK1dv6ZdtG3Tv+mpQ6QeuHA4517uvccLBdfoOD9WKr2xubWd2cnu7u0fHObyRw0dRIpBnQUiUC2PahBcQh05CmiFCqjvCWh648rMbz6B0jyQjzgJoevToeQDzigaqdbs5QpOyZnDXiduQgokQbWXt9KdfsAiHyQyQbVuu06I3Zgq5EzANNuJNISUjekQ2oZK6oPuxvNLp3bRKH17EChTEu25+n8ipr7WE98znT7FkV71ZuKfV1xahYOrbsxlGCFIttg0iISNgT372+5zBQzFxBDKFDfH2mxEFWVo0lla8wyV+wfzhwY0xKdczm6Nb8JQwG2AI86mWRObuxrSOmmcl1yn5NYuCuXrJMAMOSGn5Iy45JKUyR2pkjphBMgLeSVv1rv1YX1aX4vWlJXMHJMlWN+/UgCffg==</latexit> Average ✓<latexit sha1_base64="hZLkpJDvmmUR8jVbSvY6z636d44=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2BvkBKvLmedWXb94M792JZPA/tK1dv6ZdtPXf9NQhUg9cOJxzL/fe44WCa3ScqZVKb2xubWd2srt7+weHufxRXQeRYlBjgQhU06MaBJdQQ44CmqEC6nsCGt6oMvMbL6A0D+QTjkPo+HQgeZ8zikaqt3EISLu5glNy5rDXiZuQAklQ7eatdLsXsMgHiUxQrVuuE2Inpgo5EzDJtiMNIWUjOoCWoZL6oDvx/NyJXTRKz+4HypREe67+n4ipr/XY90ynT3GoV72Z+OcVl1Zh/6oTcxlGCJItNvUjYWNgz563e1wBQzE2hDLFzbE2G1JFGZqIlta8QuX+wfyhAQ3xKZezW+ObMBRwG+CQs0nWxOauhrRO6ucl1ym5jxeF8nUSYIackFNyRlxyScrkjlRJjTDyTN7IO/mwPq0v69v6WbSmrGTmmCzBmv4CrAKhyw==</latexit><latexit sha1_base64="hZLkpJDvmmUR8jVbSvY6z636d44=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2BvkBKvLmedWXb94M792JZPA/tK1dv6ZdtPXf9NQhUg9cOJxzL/fe44WCa3ScqZVKb2xubWd2srt7+weHufxRXQeRYlBjgQhU06MaBJdQQ44CmqEC6nsCGt6oMvMbL6A0D+QTjkPo+HQgeZ8zikaqt3EISLu5glNy5rDXiZuQAklQ7eatdLsXsMgHiUxQrVuuE2Inpgo5EzDJtiMNIWUjOoCWoZL6oDvx/NyJXTRKz+4HypREe67+n4ipr/XY90ynT3GoV72Z+OcVl1Zh/6oTcxlGCJItNvUjYWNgz563e1wBQzE2hDLFzbE2G1JFGZqIlta8QuX+wfyhAQ3xKZezW+ObMBRwG+CQs0nWxOauhrRO6ucl1ym5jxeF8nUSYIackFNyRlxyScrkjlRJjTDyTN7IO/mwPq0v69v6WbSmrGTmmCzBmv4CrAKhyw==</latexit><latexit sha1_base64="hZLkpJDvmmUR8jVbSvY6z636d44=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2BvkBKvLmedWXb94M792JZPA/tK1dv6ZdtPXf9NQhUg9cOJxzL/fe44WCa3ScqZVKb2xubWd2srt7+weHufxRXQeRYlBjgQhU06MaBJdQQ44CmqEC6nsCGt6oMvMbL6A0D+QTjkPo+HQgeZ8zikaqt3EISLu5glNy5rDXiZuQAklQ7eatdLsXsMgHiUxQrVuuE2Inpgo5EzDJtiMNIWUjOoCWoZL6oDvx/NyJXTRKz+4HypREe67+n4ipr/XY90ynT3GoV72Z+OcVl1Zh/6oTcxlGCJItNvUjYWNgz563e1wBQzE2hDLFzbE2G1JFGZqIlta8QuX+wfyhAQ3xKZezW+ObMBRwG+CQs0nWxOauhrRO6ucl1ym5jxeF8nUSYIackFNyRlxyScrkjlRJjTDyTN7IO/mwPq0v69v6WbSmrGTmmCzBmv4CrAKhyw==</latexit><latexit sha1_base64="hZLkpJDvmmUR8jVbSvY6z636d44=">AAACH3icZVBNSwJRFH2jfZh9aS3bDInQSmYiqHaGi6I2BvkBKvLmedWXb94M792JZPA/tK1dv6ZdtPXf9NQhUg9cOJxzL/fe44WCa3ScqZVKb2xubWd2srt7+weHufxRXQeRYlBjgQhU06MaBJdQQ44CmqEC6nsCGt6oMvMbL6A0D+QTjkPo+HQgeZ8zikaqt3EISLu5glNy5rDXiZuQAklQ7eatdLsXsMgHiUxQrVuuE2Inpgo5EzDJtiMNIWUjOoCWoZL6oDvx/NyJXTRKz+4HypREe67+n4ipr/XY90ynT3GoV72Z+OcVl1Zh/6oTcxlGCJItNvUjYWNgz563e1wBQzE2hDLFzbE2G1JFGZqIlta8QuX+wfyhAQ3xKZezW+ObMBRwG+CQs0nWxOauhrRO6ucl1ym5jxeF8nUSYIackFNyRlxyScrkjlRJjTDyTN7IO/mwPq0v69v6WbSmrGTmmCzBmv4CrAKhyw==</latexit> Softmax
  • 52.
  • 53. Type Default Value Type Default Value Max Epoch 100000 Dropout Input Keep Probability 0.8 Batch Size 1024 Dropout Intra Keep Probability 0.5 Unknown Count 3 Dropout Output Keep Probability 0.8 Target Perplexity 6.5 Dropout State Keep Probability 0.75 Threshold 0.963 Buckets [8, 13] Unk Ratio 0.333 Hidden Sizes [64, 64, 32] & [32, 64, 128] Learning Rate 0.0005 Bottleneck FALSE Unknown Percent 0.33 Bidirectional TRUE Max Gradient Norm 5 Min Vocab Count 2
  • 54.
  • 55. 0.00241 0.00373 0.00236 0.00977 0.00598 0.00325 0.01231 0.02275 0.00433 0.00562 0.00681 0.00646 0.00762 0.00821 0.00945 0.01089 0.00809 0.01020 0.01464
  • 56.
  • 57.
  • 58.
  • 59.
  • 60.
  • 61.
  • 62.
  • 63.
  • 64.
  • 65.
  • 66.
  • 67. ( ) (* 76 32 * ,( . , * 76 (, -0( * ( * , 76 32 ( 00* 0 * * 76 () . *. ( 76 32 -. (0 ) , 76 ) , ) .-0 * ) )) P , (* *( , C ), ( . ( , 76 5 1 9 : 8 4