Added random experiments for CIFAR10

results-v2/random-cifar10-2-shards-eq-classes.sh

+#!/usr/bin/env bash
+# Path to current script
+SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )"
+TOOLS=$SCRIPT_DIR/$(cat toolspath); cd $TOOLS
+
+# Add current working directory to executable namespace
+export PATH=$PATH:$TOOLS
+# Setup root directory for resolution of imports:
+# the path of all local python libraries are relative to this
+export PYTHONPATH=$TOOLS
+
+# Each command outputs the run directory, which is then used
+# by the next command to add parameters and generate information
+# used by the simulator. For a list of available options for each
+# command, run 'export PYTHONPATH=.; <command> --help'.
+for MOMENTUM in '--learning-momentum 0.0' '--learning-momentum 0.9'; do
+setup/meta.py \
+  --script $SCRIPT_DIR/`basename "$0"` \
+  --results-directory $SCRIPT_DIR/tmp \
+  --seed 1 |
+setup/dataset.py \
+  --name cifar10 \
+  --train-examples-per-class 5000 5000 5000 5000 5000 5000 5000 5000 5000 5000 \
+  --validation-examples-per-class 0 0 0 0 0 0 0 0 0 0 |
+setup/nodes/google-fl.py \
+  --name 2-shards-eq-classes \
+  --nb-nodes 100 \
+  --local-shards 2 \
+  --shard-size 250 |
+setup/topology/random_graph.py \
+  --nb-neighbours 10 |
+setup/model/gn_lenet.py |
+simulate/algorithm/d_sgd.py \
+  --batch-size 20 \
+  $MOMENTUM \
+  --learning-rate 0.002 |
+simulate/logger.py \
+  --accuracy-logging-interval 10\
+  --nb-processes 1 |
+simulate/run.py \
+  --nb-epochs 100;
+done

results-v2/random-cifar10-max-local-skew.sh

+#!/usr/bin/env bash
+# Path to current script
+SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" &> /dev/null && pwd )"
+TOOLS=$SCRIPT_DIR/$(cat toolspath); cd $TOOLS
+
+# Add current working directory to executable namespace
+export PATH=$PATH:$TOOLS
+# Setup root directory for resolution of imports:
+# the path of all local python libraries are relative to this
+export PYTHONPATH=$TOOLS
+
+# Each command outputs the run directory, which is then used
+# by the next command to add parameters and generate information
+# used by the simulator. For a list of available options for each
+# command, run 'export PYTHONPATH=.; <command> --help'.
+for MOMENTUM in '--learning-momentum 0.0' '--learning-momentum 0.9'; do
+setup/meta.py \
+  --script $SCRIPT_DIR/`basename "$0"` \
+  --results-directory $SCRIPT_DIR/tmp \
+  --seed 1 |
+setup/dataset.py \
+  --name cifar10 \
+  --train-examples-per-class 4500 4500 4500 4500 4500 4500 4500 4500 4500 4500 \
+  --validation-examples-per-class 500 500 500 500 500 500 500 500 500 500 |
+setup/nodes.py \
+  --name max-local-skew \
+  --nb-nodes 100 \
+  --nodes-per-class 10 10 10 10 10 10 10 10 10 10 \
+  --local-classes 1 |
+setup/topology/random_graph.py \
+  --nb-neighbours 10 |
+setup/model/gn_lenet.py |
+simulate/algorithm/d_sgd.py \
+  --batch-size 20 \
+  $MOMENTUM \
+  --learning-rate 0.002 |
+simulate/logger.py \
+  --accuracy-logging-interval 10\
+  --nb-processes 1 |
+simulate/run.py \
+  --nb-epochs 100;
+done