From 2cc2fb41068b5480c3f38b478161976f07cf11c5 Mon Sep 17 00:00:00 2001 From: Yancey Date: Tue, 13 Mar 2018 10:39:58 +0800 Subject: [PATCH] add sparse update section in fluid dist doc (#8997) * add sparse update section in fluid dist doc * update by comment * update * update by comment --- .../distributed_architecture.md | 0 .../{dist_refactor => fluid_dist}/multi_cpu.md | 0 .../parameter_server.md | 13 ++++++++++++- .../src/compiler.graffle | Bin .../src/compiler.png | Bin .../src/dist-graph.graffle | Bin .../src/dist-graph.png | Bin .../src/distributed_architecture.graffle | Bin .../src/distributed_architecture.png | Bin .../src/local-graph.graffle | Bin .../src/local-graph.png | Bin .../src/local_architecture.graffle | Bin .../src/local_architecture.png | Bin .../src/multi-threads.graffle | Bin .../src/multi-threads/multi-threads@3x.png | Bin .../src/multi-threads/single-thread@3x.png | Bin .../src/paddle-compile.graffle | Bin .../src/paddle-compile.png | Bin .../src/remote_executor.graffle | Bin .../src/remote_executor.png | Bin .../fluid_dist/src/sparse_update.graffle | Bin 0 -> 10788 bytes doc/design/fluid_dist/src/sparse_update.png | Bin 0 -> 122536 bytes 22 files changed, 12 insertions(+), 1 deletion(-) rename doc/design/{dist_refactor => fluid_dist}/distributed_architecture.md (100%) rename doc/design/{dist_refactor => fluid_dist}/multi_cpu.md (100%) rename doc/design/{dist_refactor => fluid_dist}/parameter_server.md (86%) rename doc/design/{dist_refactor => fluid_dist}/src/compiler.graffle (100%) rename doc/design/{dist_refactor => fluid_dist}/src/compiler.png (100%) rename doc/design/{dist_refactor => fluid_dist}/src/dist-graph.graffle (100%) rename doc/design/{dist_refactor => fluid_dist}/src/dist-graph.png (100%) rename doc/design/{dist_refactor => fluid_dist}/src/distributed_architecture.graffle (100%) rename doc/design/{dist_refactor => fluid_dist}/src/distributed_architecture.png (100%) rename doc/design/{dist_refactor => fluid_dist}/src/local-graph.graffle (100%) rename doc/design/{dist_refactor => fluid_dist}/src/local-graph.png (100%) rename doc/design/{dist_refactor => fluid_dist}/src/local_architecture.graffle (100%) rename doc/design/{dist_refactor => fluid_dist}/src/local_architecture.png (100%) rename doc/design/{dist_refactor => fluid_dist}/src/multi-threads.graffle (100%) rename doc/design/{dist_refactor => fluid_dist}/src/multi-threads/multi-threads@3x.png (100%) rename doc/design/{dist_refactor => fluid_dist}/src/multi-threads/single-thread@3x.png (100%) rename doc/design/{dist_refactor => fluid_dist}/src/paddle-compile.graffle (100%) rename doc/design/{dist_refactor => fluid_dist}/src/paddle-compile.png (100%) rename doc/design/{dist_refactor => fluid_dist}/src/remote_executor.graffle (100%) rename doc/design/{dist_refactor => fluid_dist}/src/remote_executor.png (100%) create mode 100644 doc/design/fluid_dist/src/sparse_update.graffle create mode 100644 doc/design/fluid_dist/src/sparse_update.png diff --git a/doc/design/dist_refactor/distributed_architecture.md b/doc/design/fluid_dist/distributed_architecture.md similarity index 100% rename from doc/design/dist_refactor/distributed_architecture.md rename to doc/design/fluid_dist/distributed_architecture.md diff --git a/doc/design/dist_refactor/multi_cpu.md b/doc/design/fluid_dist/multi_cpu.md similarity index 100% rename from doc/design/dist_refactor/multi_cpu.md rename to doc/design/fluid_dist/multi_cpu.md diff --git a/doc/design/dist_refactor/parameter_server.md b/doc/design/fluid_dist/parameter_server.md similarity index 86% rename from doc/design/dist_refactor/parameter_server.md rename to doc/design/fluid_dist/parameter_server.md index 805dd13048..6ce48dfbfc 100644 --- a/doc/design/dist_refactor/parameter_server.md +++ b/doc/design/fluid_dist/parameter_server.md @@ -59,6 +59,17 @@ After converting: queue. It will block until the queue has the required number of tensors. +### Sparse Update + +For embedding layers, the gradient may have many rows containing only 0 when training, +if the gradient uses a dense tensor to do parameter optimization, +it could spend unnecessary memory, slow down the calculations and waste +the bandwidth while doing distributed training. +In Fluid, we introduce [SelectedRows](../selected_rows.md) to represent a list of rows containing +non-zero gradient data. So when we do parameter optimization both locally and remotely, +we only need to send those non-zero rows to the optimizer operators: + + ### Benefits @@ -91,6 +102,6 @@ After converting: `min_count` attribute), does our current design support it? (similar question for the *Add* OP) +### References -### References: [1] [TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems](https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/45166.pdf) diff --git a/doc/design/dist_refactor/src/compiler.graffle b/doc/design/fluid_dist/src/compiler.graffle similarity index 100% rename from doc/design/dist_refactor/src/compiler.graffle rename to doc/design/fluid_dist/src/compiler.graffle diff --git a/doc/design/dist_refactor/src/compiler.png b/doc/design/fluid_dist/src/compiler.png similarity index 100% rename from doc/design/dist_refactor/src/compiler.png rename to doc/design/fluid_dist/src/compiler.png diff --git a/doc/design/dist_refactor/src/dist-graph.graffle b/doc/design/fluid_dist/src/dist-graph.graffle similarity index 100% rename from doc/design/dist_refactor/src/dist-graph.graffle rename to doc/design/fluid_dist/src/dist-graph.graffle diff --git a/doc/design/dist_refactor/src/dist-graph.png b/doc/design/fluid_dist/src/dist-graph.png similarity index 100% rename from doc/design/dist_refactor/src/dist-graph.png rename to doc/design/fluid_dist/src/dist-graph.png diff --git a/doc/design/dist_refactor/src/distributed_architecture.graffle b/doc/design/fluid_dist/src/distributed_architecture.graffle similarity index 100% rename from doc/design/dist_refactor/src/distributed_architecture.graffle rename to doc/design/fluid_dist/src/distributed_architecture.graffle diff --git a/doc/design/dist_refactor/src/distributed_architecture.png b/doc/design/fluid_dist/src/distributed_architecture.png similarity index 100% rename from doc/design/dist_refactor/src/distributed_architecture.png rename to doc/design/fluid_dist/src/distributed_architecture.png diff --git a/doc/design/dist_refactor/src/local-graph.graffle b/doc/design/fluid_dist/src/local-graph.graffle similarity index 100% rename from doc/design/dist_refactor/src/local-graph.graffle rename to doc/design/fluid_dist/src/local-graph.graffle diff --git a/doc/design/dist_refactor/src/local-graph.png b/doc/design/fluid_dist/src/local-graph.png similarity index 100% rename from doc/design/dist_refactor/src/local-graph.png rename to doc/design/fluid_dist/src/local-graph.png diff --git a/doc/design/dist_refactor/src/local_architecture.graffle b/doc/design/fluid_dist/src/local_architecture.graffle similarity index 100% rename from doc/design/dist_refactor/src/local_architecture.graffle rename to doc/design/fluid_dist/src/local_architecture.graffle diff --git a/doc/design/dist_refactor/src/local_architecture.png b/doc/design/fluid_dist/src/local_architecture.png similarity index 100% rename from doc/design/dist_refactor/src/local_architecture.png rename to doc/design/fluid_dist/src/local_architecture.png diff --git a/doc/design/dist_refactor/src/multi-threads.graffle b/doc/design/fluid_dist/src/multi-threads.graffle similarity index 100% rename from doc/design/dist_refactor/src/multi-threads.graffle rename to doc/design/fluid_dist/src/multi-threads.graffle diff --git a/doc/design/dist_refactor/src/multi-threads/multi-threads@3x.png b/doc/design/fluid_dist/src/multi-threads/multi-threads@3x.png similarity index 100% rename from doc/design/dist_refactor/src/multi-threads/multi-threads@3x.png rename to doc/design/fluid_dist/src/multi-threads/multi-threads@3x.png diff --git a/doc/design/dist_refactor/src/multi-threads/single-thread@3x.png b/doc/design/fluid_dist/src/multi-threads/single-thread@3x.png similarity index 100% rename from doc/design/dist_refactor/src/multi-threads/single-thread@3x.png rename to doc/design/fluid_dist/src/multi-threads/single-thread@3x.png diff --git a/doc/design/dist_refactor/src/paddle-compile.graffle b/doc/design/fluid_dist/src/paddle-compile.graffle similarity index 100% rename from doc/design/dist_refactor/src/paddle-compile.graffle rename to doc/design/fluid_dist/src/paddle-compile.graffle diff --git a/doc/design/dist_refactor/src/paddle-compile.png b/doc/design/fluid_dist/src/paddle-compile.png similarity index 100% rename from doc/design/dist_refactor/src/paddle-compile.png rename to doc/design/fluid_dist/src/paddle-compile.png diff --git a/doc/design/dist_refactor/src/remote_executor.graffle b/doc/design/fluid_dist/src/remote_executor.graffle similarity index 100% rename from doc/design/dist_refactor/src/remote_executor.graffle rename to doc/design/fluid_dist/src/remote_executor.graffle diff --git a/doc/design/dist_refactor/src/remote_executor.png b/doc/design/fluid_dist/src/remote_executor.png similarity index 100% rename from doc/design/dist_refactor/src/remote_executor.png rename to doc/design/fluid_dist/src/remote_executor.png diff --git a/doc/design/fluid_dist/src/sparse_update.graffle b/doc/design/fluid_dist/src/sparse_update.graffle new file mode 100644 index 0000000000000000000000000000000000000000..08d689a58f83698d8c1158ee3990ed8abf3a7a9a GIT binary patch literal 10788 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