A Survey of Quantization Methods for Efficient Neural Network Inference

Signed-off-by: Zhao Junwang <[email protected]>
zhjwpku · Feb 28, 2024 · f36d4b3 · f36d4b3
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diff --git a/src/SUMMARY.md b/src/SUMMARY.md
@@ -24,6 +24,7 @@
     - [vertica](./databases/olap/vertica.md)
   - [htap](./databases/htap/README.md)
     - [greenplum](./databases/htap/greenplum-htap.md)
+  - [vector db](./databases/vectordb/README.md)
   - [citus](./databases/citus.md)
   - [optimizer](./databases/optimizer/README.md)
   - [executor](./databases/executor/README.md)
@@ -78,4 +79,4 @@
   - [kv store](./storage/kv/README.md)
     - [dynamo](./storage/kv/dynamo.md)
   - [kudu](./storage/kudu.md)
-  - [bluestore](./storage/bluestore.md)
+  - [bluestore](./storage/bluestore.md)
diff --git a/src/assets/pdfs/A_Survey_of_Quantization_Methods_for_Efficient_Neural_Network_Inference.pdf b/src/assets/pdfs/A_Survey_of_Quantization_Methods_for_Efficient_Neural_Network_Inference.pdf
diff --git a/src/databases/README.md b/src/databases/README.md
@@ -14,6 +14,7 @@
   - **[The Vertica Analytic Database: C-Store 7 Years Later][vertica]**
 - **[HTAP](htap/index.html)**
   - **[Greenplum: A Hybrid Database for Transactional and Analytical Workloads][greenplum]**
+- **[Vector DB](vectordb/index.html)**
 - **[Citus: Distributed PostgreSQL for Data-Intensive Applications][citus]**
 - **[Optimizer](optimizer/index.html)**
 - **[Executor](executor/index.html)**

diff --git a/src/databases/vectordb/README.md b/src/databases/vectordb/README.md
@@ -0,0 +1,5 @@
+## vector db
+
+### Quantization
+
+- [A Survey of Quantization Methods for Efficient Neural Network Inference](/assets/pdfs/A_Survey_of_Quantization_Methods_for_Efficient_Neural_Network_Inference.pdf)