vec] ▪ h/c: [num_layer, b, h] ▪ out: [seq, b, h] nn.LSTM nn.LSTMCell ▪ __init__ LSTMCell.forward() ▪ ht, ct = lstmcell(xt, [ht_1, ct_1]) ▪ xt: [b, vec] ▪ ht/ct: [b, h] Single layer Two Layers 下一课时

RNN Layer使用 主讲人：龙良曲 Folded model feature ??@??ℎ + ℎ?@?ℎℎ [0,0,0 … ] x: ??? ???, ????ℎ, ??????? ??? ????ℎ, ??????? ??? @[ℎ????? ???, ??????? ???]?+ ????ℎ, ℎ????? ??? @ ℎ????? ???, ℎ????? ??? ? layers, b, h dim] ▪ out: [seq len, b, h dim] Single layer RNN feature ??@??ℎ 1 + ℎ? 1@?ℎℎ 1 [0,0,0 … ] ℎ? 1@??ℎ 2 + ℎ? 2@?ℎℎ 2 [0,0,0 … ] 2 layer RNN [T, b, h_dim], [layers, b, h_dim] nn.RNNCell

oc get -k dir/ # Return only the phase value of the specified pod oc get -o template pod/web-pod-13je7 --template={{.status.phase}} # List resource information in custom columns oc get pod test-pod com/myimage:latest --image '{"Entrypoint":null}' # Add a new layer to the image oc image append --from mysql:latest --to myregistry.com/myimage:latest layer.tar.gz 第 第 2 章 章 OPENSHIFT CLI (OC) 45 2.5.1.77. 用法示例 # Add a new layer to the image and store the result on disk # This results in $(pwd)/v2/mysql/blobs,manifests oc image append --from mysql:latest --to file://mysql:local layer.tar.gz # Add a

oc get -k dir/ # Return only the phase value of the specified pod oc get -o template pod/web-pod-13je7 --template={{.status.phase}} # List resource information in custom columns oc get pod test-pod '{"Entrypoint":null}' # Add a new layer to the image oc image append --from mysql:latest --to myregistry.com/myimage:latest layer.tar.gz # Add a new layer to the image and store the result on disk $(pwd)/v2/mysql/blobs,manifests oc image append --from mysql:latest --to file://mysql:local layer.tar.gz # Add a new layer to the image and store the result on disk in a designated directory # This will result

oc get -k dir/ # Return only the phase value of the specified pod. oc get -o template pod/web-pod-13je7 --template={{.status.phase}} # List resource information in custom columns. oc get pod test-pod '{"Entrypoint":null}' # Add a new layer to the image oc image append --from mysql:latest --to myregistry.com/myimage:latest layer.tar.gz # Add a new layer to the image and store the result on disk $(pwd)/v2/mysql/blobs,manifests oc image append --from mysql:latest --to file://mysql:local layer.tar.gz # Add a new layer to the image and store the result on disk in a designated directory # This will result

the complete ecosystem of Kyuubi falls into the hierarchies shown in the above figure, with each layer loosely coupled to the other. It’s a child’s play to combine some of the components above to build end-to-end multi-tenancy. On the control plane, the Kyuubi server provides a centralized authenti- cation layer to reduce the risk of data and resource breaches. It supports various protocols, such as LDAP and on-prem HDFS cluster. • Lakehouse formation and analytics – Easily build an ACID table storage layer via Hudi, Iceberg, or/and Delta Lake. • Logical data warehouse – Provide a relational abstraction

the complete ecosystem of Kyuubi falls into the hierarchies shown in the above figure, with each layer loosely coupled to the other. It’s a child’s play to combine some of the components above to build end-to-end multi-tenancy. On the control plane, the Kyuubi server provides a centralized authenti- cation layer to reduce the risk of data and resource breaches. It supports various protocols, such as LDAP and on-prem HDFS cluster. • Lakehouse formation and analytics – Easily build an ACID table storage layer via Hudi, Iceberg, or/and Delta Lake. • Logical data warehouse – Provide a relational abstraction

the complete ecosystem of Kyuubi falls into the hierarchies shown in the above figure, with each layer loosely coupled to the other. It’s a child’s play to combine some of the components above to build end-to-end multi-tenancy. On the control plane, the Kyuubi server provides a centralized authenti- cation layer to reduce the risk of data and resource breaches. It supports various protocols, such as LDAP and on-prem HDFS cluster. • Lakehouse formation and analytics – Easily build an ACID table storage layer via Hudi, Iceberg, or/and Delta Lake. • Logical data warehouse – Provide a relational abstraction

the complete ecosystem of Kyuubi falls into the hierarchies shown in the above figure, with each layer loosely coupled to the other. It’s a child’s play to combine some of the components above to build end-to-end multi-tenancy. On the control plane, the Kyuubi server provides a centralized authenti- cation layer to reduce the risk of data and resource breaches. It supports various protocols, such as LDAP and on-prem HDFS cluster. • Lakehouse formation and analytics – Easily build an ACID table storage layer via Hudi, Iceberg, or/and Delta Lake. • Logical data warehouse – Provide a relational abstraction

the complete ecosystem of Kyuubi falls into the hierarchies shown in the above figure, with each layer loosely coupled to the other. It’s a child’s play to combine some of the components above to build end-to-end multi-tenancy. On the control plane, the Kyuubi server provides a centralized authenti- cation layer to reduce the risk of data and resource breaches. It supports various protocols, such as LDAP and on-prem HDFS cluster. • Lakehouse formation and analytics – Easily build an ACID table storage layer via Hudi, Iceberg, or/and Delta Lake. • Logical data warehouse – Provide a relational abstraction