[tile] DB libraries, and large-scale graph analytics. Open-source software projects resulting from his work include the Matrix Template Library, the Boost Graph Library and Open MPI. 。Phil Ratzloff *。Distinguished relationships between elements of a data set *，Without regard to what the data set actually is *。 Graph theoretical (abstract) results can be applied to many different practical (concrete) problems -theory cvMuNKCATIOWS 有二有 灿瑟必帮 和一是/第 手太则光大 A，训四 昱 站 -本| 厅 是，主 半一司、|全之体 ~ 对 /人-看 奋才全 和 全原 和 刁曾 The Future ls Big Graph: on meetalThngs soneaiadman MD] Basic Principles *。The C++ standard library (nee STL) provides

Scott, Principal Engineer at CMU SEI Graph/ML/AI algorithms for large- and small- scale parallel systems. Working on GBTL, a linear algebra-based C++ library for graph analytics.[DISTRIBUTION STATEMENT GraphBLAS community, C API Overview of our draft C++ API How might this interoperate with standard C++, graph library proposal? 4[DISTRIBUTION STATEMENT A] This material has been approved for public release GraphBLAS community, C API Overview of our draft C++ API How might this interoperate with standard C++, graph library proposal? 5[DISTRIBUTION STATEMENT A] This material has been approved for public release

top-down task graph What is Task Graph-based Programming System (TGPS) Code 4• TGPS encapsulates function calls and their dependencies in a top-down task graph What is Task Graph-based Programming task graph What is Task Graph-based Programming System (TGPS) Code A B C D B A C D 6• TGPS encapsulates function calls and their dependencies in a top-down task graph What is Task Graph-based precede(task_d); 19 20 sched.schedule(); 21 sched.wait(); B A C D 1. Easy to write and express a task graph 2. Allow to implement irregular parallel decomposition strategies 8Existing TGPSs on Heterogenous

ingests a FP32 graph and a small dataset • Finds suitable quantization scale • Produces a quantized graph • Compiling Pre-quantized models – QNN Dialect • TVM ingests a pre-quantized graph in TFLite or rights reserved. TVM Overview Framework Graph Mxnet TF …. parsers Relay Graph Target-independent Relay passes Target-optimized graph Target-dependent Relay passes Intel x86 ARM CPU Nvidia GPU targets AutoTVM – Tuning the kernels Optimized Binary Codegen – LLVM, Cuda, C, … Framework Parsers Graph level optimizations Tensor-level optimizations Machine code generation© 2019, Amazon Web Services

from tvm import relay 2. Load a pretrained network mod, params = relay.testing.mobilenet.get_workload(batch_size=1) 3. Partition and build the network with an external codegen mod = relay.build_extern(mod build_extern(mod, “dnnl”) 4. Run the inference exe = relay.create_executor(“vm”, mod=mod, ctx=tvm.cpu(0)) data = np.random.uniform(size=(1, 3, 224, 224)).astype(“float32”) out = exe.evaluate()(data, **params) How System Overview Relay IR Graph Annotation with Your Annotator Graph Partitioning Your Codegen LLVM, CUDA, Metal, VTA Serialized Subgraph Library Relay Runtime (VM, Graph Runtime, Interpreter)

dependent: arange, nms, etc. ○ Control flow: concatenate within a while loop Limitation of TVM/graph runtime ● Cannot compile and run dynamic models© 2019, Amazon Web Services, Inc. or its Affiliates at runtime ● Virtual machine as a new runtime for Relay ● Dynamic codegen (WIP) ○ Kernel dispatch for a single op ○ Graph dispatch for a (sub-)graph In collaboration with Jared Roesch, Zhi Chen, Wei Wei Chen© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. “Any” in Relay typing Any: represent an unknown dimension at compilation time. Define a tensor type: Tensor<(Any, 3, 32

User Guide · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · 3098 13.10.11TiDB Binlog Relay Log· · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · 3101 13.10.12Bidirectional 0-rc.1), use stop-task to stop the task and then use start-task to restart the task. • 6.2.5 The relay unit reports the error event from * in * diff from passed-in �→ event *, or a replication task is the process that DM pulls relay log or the incremental replication, this two errors might occur if the size of the upstream binlog file exceeds 4 GB. • Cause: When writing relay logs, DM needs to perform

User Guide · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · 3105 13.10.11TiDB Binlog Relay Log· · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · 3108 13.10.12Bidirectional 0-rc.1), use stop-task to stop the task and then use start-task to restart the task. • 6.2.5 The relay unit reports the error event from * in * diff from passed-in �→ event *, or a replication task is the process that DM pulls relay log or the incremental replication, this two errors might occur if the size of the upstream binlog file exceeds 4 GB. • Cause: When writing relay logs, DM needs to perform

User Guide · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · 3073 13.10.11TiDB Binlog Relay Log· · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · · 3076 13.10.12Bidirectional 0-rc.1), use stop-task to stop the task and then use start-task to restart the task. • 6.2.5 The relay unit reports the error event from * in * diff from passed-in �→ event *, or a replication task is the process that DM pulls relay log or the incremental replication, this two errors might occur if the size of the upstream binlog file exceeds 4 GB. • Cause: When writing relay logs, DM needs to perform

LlamaIndex Moreover, you can also use TiDB for various purposes, such as document storage and knowledge graph storage for AI applications. 4.8.3.1.2 Embedding models and services TiDB Vector Search supports 0-rc.1), use stop-task to stop the task and then use start-task to restart the task. • 6.1.5 The relay unit reports the error event from * in * diff from passed-in �→ event *, or a replication task is process that DM pulls relay log or the incremental replication, this two errors might occur if the size of the upstream binlog file exceeds 4 GB. 1608 • Cause: When writing relay logs, DM needs to perform