SlideShare une entreprise Scribd logo
1  sur  73
Télécharger pour lire hors ligne






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

Contenu connexe

Tendances

로그 기깔나게 잘 디자인하는 법
로그 기깔나게 잘 디자인하는 법로그 기깔나게 잘 디자인하는 법
로그 기깔나게 잘 디자인하는 법Jeongsang Baek
 
TF에서 팀 빌딩까지 9개월의 기록 : 성장하는 조직을 만드는 여정
TF에서 팀 빌딩까지 9개월의 기록 : 성장하는 조직을 만드는 여정TF에서 팀 빌딩까지 9개월의 기록 : 성장하는 조직을 만드는 여정
TF에서 팀 빌딩까지 9개월의 기록 : 성장하는 조직을 만드는 여정Seongyun Byeon
 
[221] 딥러닝을 이용한 지역 컨텍스트 검색 김진호
[221] 딥러닝을 이용한 지역 컨텍스트 검색 김진호[221] 딥러닝을 이용한 지역 컨텍스트 검색 김진호
[221] 딥러닝을 이용한 지역 컨텍스트 검색 김진호NAVER D2
 
[NDC18] 야생의 땅 듀랑고의 데이터 엔지니어링 이야기: 로그 시스템 구축 경험 공유
[NDC18] 야생의 땅 듀랑고의 데이터 엔지니어링 이야기: 로그 시스템 구축 경험 공유[NDC18] 야생의 땅 듀랑고의 데이터 엔지니어링 이야기: 로그 시스템 구축 경험 공유
[NDC18] 야생의 땅 듀랑고의 데이터 엔지니어링 이야기: 로그 시스템 구축 경험 공유Hyojun Jeon
 
[2D1]Elasticsearch 성능 최적화
[2D1]Elasticsearch 성능 최적화[2D1]Elasticsearch 성능 최적화
[2D1]Elasticsearch 성능 최적화NAVER D2
 
고려대학교 컴퓨터학과 특강 - 대학생 때 알았더라면 좋았을 것들
고려대학교 컴퓨터학과 특강 - 대학생 때 알았더라면 좋았을 것들고려대학교 컴퓨터학과 특강 - 대학생 때 알았더라면 좋았을 것들
고려대학교 컴퓨터학과 특강 - 대학생 때 알았더라면 좋았을 것들Chris Ohk
 
파이썬을 활용한 챗봇 서비스 개발 3일차
파이썬을 활용한 챗봇 서비스 개발 3일차파이썬을 활용한 챗봇 서비스 개발 3일차
파이썬을 활용한 챗봇 서비스 개발 3일차Taekyung Han
 
게임을 위한 최적의 AWS DB 서비스 선정 퀘스트 깨기::최유정::AWS Summit Seoul 2018
게임을 위한 최적의 AWS DB 서비스 선정 퀘스트 깨기::최유정::AWS Summit Seoul 2018 게임을 위한 최적의 AWS DB 서비스 선정 퀘스트 깨기::최유정::AWS Summit Seoul 2018
게임을 위한 최적의 AWS DB 서비스 선정 퀘스트 깨기::최유정::AWS Summit Seoul 2018 Amazon Web Services Korea
 
아름답고 유연한 데이터 파이프라인 구축을 위한 Amazon Managed Workflow for Apache Airflow - 유다니엘 A...
아름답고 유연한 데이터 파이프라인 구축을 위한 Amazon Managed Workflow for Apache Airflow - 유다니엘 A...아름답고 유연한 데이터 파이프라인 구축을 위한 Amazon Managed Workflow for Apache Airflow - 유다니엘 A...
아름답고 유연한 데이터 파이프라인 구축을 위한 Amazon Managed Workflow for Apache Airflow - 유다니엘 A...Amazon Web Services Korea
 
AWS를 활용하여 Daily Report 만들기 : 로그 수집부터 자동화된 분석까지
AWS를 활용하여 Daily Report 만들기 : 로그 수집부터 자동화된 분석까지AWS를 활용하여 Daily Report 만들기 : 로그 수집부터 자동화된 분석까지
AWS를 활용하여 Daily Report 만들기 : 로그 수집부터 자동화된 분석까지Changje Jeong
 
mongodb와 mysql의 CRUD 연산의 성능 비교
mongodb와 mysql의 CRUD 연산의 성능 비교mongodb와 mysql의 CRUD 연산의 성능 비교
mongodb와 mysql의 CRUD 연산의 성능 비교Woo Yeong Choi
 
개인화 및 추천 기능의 맞춤형 AI 서비스 혁명: Amazon Personalize - 남궁영환 솔루션즈 아키텍트, AWS / 강성문 솔루...
개인화 및 추천 기능의 맞춤형 AI 서비스 혁명: Amazon Personalize - 남궁영환 솔루션즈 아키텍트, AWS / 강성문 솔루...개인화 및 추천 기능의 맞춤형 AI 서비스 혁명: Amazon Personalize - 남궁영환 솔루션즈 아키텍트, AWS / 강성문 솔루...
개인화 및 추천 기능의 맞춤형 AI 서비스 혁명: Amazon Personalize - 남궁영환 솔루션즈 아키텍트, AWS / 강성문 솔루...Amazon Web Services Korea
 
추천시스템 이제는 돈이 되어야 한다.
추천시스템 이제는 돈이 되어야 한다.추천시스템 이제는 돈이 되어야 한다.
추천시스템 이제는 돈이 되어야 한다.choi kyumin
 
AWS로 사용자 천만 명 서비스 만들기 (윤석찬)- 클라우드 태권 2015
AWS로 사용자 천만 명 서비스 만들기 (윤석찬)- 클라우드 태권 2015 AWS로 사용자 천만 명 서비스 만들기 (윤석찬)- 클라우드 태권 2015
AWS로 사용자 천만 명 서비스 만들기 (윤석찬)- 클라우드 태권 2015 Amazon Web Services Korea
 
[226]대용량 텍스트마이닝 기술 하정우
[226]대용량 텍스트마이닝 기술 하정우[226]대용량 텍스트마이닝 기술 하정우
[226]대용량 텍스트마이닝 기술 하정우NAVER D2
 
AWS 비용, 어떻게 사용하고 계신가요? - 비용 최적화를 위한 AWS의 다양한 툴 알아보기 – 허경원, AWS 클라우드 파이낸셜 매니저:...
AWS 비용, 어떻게 사용하고 계신가요? - 비용 최적화를 위한 AWS의 다양한 툴 알아보기 – 허경원, AWS 클라우드 파이낸셜 매니저:...AWS 비용, 어떻게 사용하고 계신가요? - 비용 최적화를 위한 AWS의 다양한 툴 알아보기 – 허경원, AWS 클라우드 파이낸셜 매니저:...
AWS 비용, 어떻게 사용하고 계신가요? - 비용 최적화를 위한 AWS의 다양한 툴 알아보기 – 허경원, AWS 클라우드 파이낸셜 매니저:...Amazon Web Services Korea
 
딥러닝을 이용한 자연어처리의 연구동향
딥러닝을 이용한 자연어처리의 연구동향딥러닝을 이용한 자연어처리의 연구동향
딥러닝을 이용한 자연어처리의 연구동향홍배 김
 
쿠키런 1년, 서버개발 분투기
쿠키런 1년, 서버개발 분투기쿠키런 1년, 서버개발 분투기
쿠키런 1년, 서버개발 분투기Brian Hong
 
Python을 활용한 챗봇 서비스 개발 2일차
Python을 활용한 챗봇 서비스 개발 2일차Python을 활용한 챗봇 서비스 개발 2일차
Python을 활용한 챗봇 서비스 개발 2일차Taekyung Han
 
[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
 

Tendances (20)

로그 기깔나게 잘 디자인하는 법
로그 기깔나게 잘 디자인하는 법로그 기깔나게 잘 디자인하는 법
로그 기깔나게 잘 디자인하는 법
 
TF에서 팀 빌딩까지 9개월의 기록 : 성장하는 조직을 만드는 여정
TF에서 팀 빌딩까지 9개월의 기록 : 성장하는 조직을 만드는 여정TF에서 팀 빌딩까지 9개월의 기록 : 성장하는 조직을 만드는 여정
TF에서 팀 빌딩까지 9개월의 기록 : 성장하는 조직을 만드는 여정
 
[221] 딥러닝을 이용한 지역 컨텍스트 검색 김진호
[221] 딥러닝을 이용한 지역 컨텍스트 검색 김진호[221] 딥러닝을 이용한 지역 컨텍스트 검색 김진호
[221] 딥러닝을 이용한 지역 컨텍스트 검색 김진호
 
[NDC18] 야생의 땅 듀랑고의 데이터 엔지니어링 이야기: 로그 시스템 구축 경험 공유
[NDC18] 야생의 땅 듀랑고의 데이터 엔지니어링 이야기: 로그 시스템 구축 경험 공유[NDC18] 야생의 땅 듀랑고의 데이터 엔지니어링 이야기: 로그 시스템 구축 경험 공유
[NDC18] 야생의 땅 듀랑고의 데이터 엔지니어링 이야기: 로그 시스템 구축 경험 공유
 
[2D1]Elasticsearch 성능 최적화
[2D1]Elasticsearch 성능 최적화[2D1]Elasticsearch 성능 최적화
[2D1]Elasticsearch 성능 최적화
 
고려대학교 컴퓨터학과 특강 - 대학생 때 알았더라면 좋았을 것들
고려대학교 컴퓨터학과 특강 - 대학생 때 알았더라면 좋았을 것들고려대학교 컴퓨터학과 특강 - 대학생 때 알았더라면 좋았을 것들
고려대학교 컴퓨터학과 특강 - 대학생 때 알았더라면 좋았을 것들
 
파이썬을 활용한 챗봇 서비스 개발 3일차
파이썬을 활용한 챗봇 서비스 개발 3일차파이썬을 활용한 챗봇 서비스 개발 3일차
파이썬을 활용한 챗봇 서비스 개발 3일차
 
게임을 위한 최적의 AWS DB 서비스 선정 퀘스트 깨기::최유정::AWS Summit Seoul 2018
게임을 위한 최적의 AWS DB 서비스 선정 퀘스트 깨기::최유정::AWS Summit Seoul 2018 게임을 위한 최적의 AWS DB 서비스 선정 퀘스트 깨기::최유정::AWS Summit Seoul 2018
게임을 위한 최적의 AWS DB 서비스 선정 퀘스트 깨기::최유정::AWS Summit Seoul 2018
 
아름답고 유연한 데이터 파이프라인 구축을 위한 Amazon Managed Workflow for Apache Airflow - 유다니엘 A...
아름답고 유연한 데이터 파이프라인 구축을 위한 Amazon Managed Workflow for Apache Airflow - 유다니엘 A...아름답고 유연한 데이터 파이프라인 구축을 위한 Amazon Managed Workflow for Apache Airflow - 유다니엘 A...
아름답고 유연한 데이터 파이프라인 구축을 위한 Amazon Managed Workflow for Apache Airflow - 유다니엘 A...
 
AWS를 활용하여 Daily Report 만들기 : 로그 수집부터 자동화된 분석까지
AWS를 활용하여 Daily Report 만들기 : 로그 수집부터 자동화된 분석까지AWS를 활용하여 Daily Report 만들기 : 로그 수집부터 자동화된 분석까지
AWS를 활용하여 Daily Report 만들기 : 로그 수집부터 자동화된 분석까지
 
mongodb와 mysql의 CRUD 연산의 성능 비교
mongodb와 mysql의 CRUD 연산의 성능 비교mongodb와 mysql의 CRUD 연산의 성능 비교
mongodb와 mysql의 CRUD 연산의 성능 비교
 
개인화 및 추천 기능의 맞춤형 AI 서비스 혁명: Amazon Personalize - 남궁영환 솔루션즈 아키텍트, AWS / 강성문 솔루...
개인화 및 추천 기능의 맞춤형 AI 서비스 혁명: Amazon Personalize - 남궁영환 솔루션즈 아키텍트, AWS / 강성문 솔루...개인화 및 추천 기능의 맞춤형 AI 서비스 혁명: Amazon Personalize - 남궁영환 솔루션즈 아키텍트, AWS / 강성문 솔루...
개인화 및 추천 기능의 맞춤형 AI 서비스 혁명: Amazon Personalize - 남궁영환 솔루션즈 아키텍트, AWS / 강성문 솔루...
 
추천시스템 이제는 돈이 되어야 한다.
추천시스템 이제는 돈이 되어야 한다.추천시스템 이제는 돈이 되어야 한다.
추천시스템 이제는 돈이 되어야 한다.
 
AWS로 사용자 천만 명 서비스 만들기 (윤석찬)- 클라우드 태권 2015
AWS로 사용자 천만 명 서비스 만들기 (윤석찬)- 클라우드 태권 2015 AWS로 사용자 천만 명 서비스 만들기 (윤석찬)- 클라우드 태권 2015
AWS로 사용자 천만 명 서비스 만들기 (윤석찬)- 클라우드 태권 2015
 
[226]대용량 텍스트마이닝 기술 하정우
[226]대용량 텍스트마이닝 기술 하정우[226]대용량 텍스트마이닝 기술 하정우
[226]대용량 텍스트마이닝 기술 하정우
 
AWS 비용, 어떻게 사용하고 계신가요? - 비용 최적화를 위한 AWS의 다양한 툴 알아보기 – 허경원, AWS 클라우드 파이낸셜 매니저:...
AWS 비용, 어떻게 사용하고 계신가요? - 비용 최적화를 위한 AWS의 다양한 툴 알아보기 – 허경원, AWS 클라우드 파이낸셜 매니저:...AWS 비용, 어떻게 사용하고 계신가요? - 비용 최적화를 위한 AWS의 다양한 툴 알아보기 – 허경원, AWS 클라우드 파이낸셜 매니저:...
AWS 비용, 어떻게 사용하고 계신가요? - 비용 최적화를 위한 AWS의 다양한 툴 알아보기 – 허경원, AWS 클라우드 파이낸셜 매니저:...
 
딥러닝을 이용한 자연어처리의 연구동향
딥러닝을 이용한 자연어처리의 연구동향딥러닝을 이용한 자연어처리의 연구동향
딥러닝을 이용한 자연어처리의 연구동향
 
쿠키런 1년, 서버개발 분투기
쿠키런 1년, 서버개발 분투기쿠키런 1년, 서버개발 분투기
쿠키런 1년, 서버개발 분투기
 
Python을 활용한 챗봇 서비스 개발 2일차
Python을 활용한 챗봇 서비스 개발 2일차Python을 활용한 챗봇 서비스 개발 2일차
Python을 활용한 챗봇 서비스 개발 2일차
 
[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
 

Similaire à [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
 

Similaire à [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
 

Plus 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
 
[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
 
[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
 

Plus 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
 
[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
 
[232]TensorRT를 활용한 딥러닝 Inference 최적화
[232]TensorRT를 활용한 딥러닝 Inference 최적화[232]TensorRT를 활용한 딥러닝 Inference 최적화
[232]TensorRT를 활용한 딥러닝 Inference 최적화
 

Dernier

SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptxLBM Solutions
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...HostedbyConfluent
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 

Dernier (20)

SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptx
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at 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