Added new experiments

results-v2/dc-greedy-swap-mnist-2-shards-uneq-classes-fc-1000.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 SEED in 1 2 3; do
+setup/meta.py \
+  --results-directory $SCRIPT_DIR/tmp \
+  --seed $SEED |
+setup/dataset.py \
+  --name mnist \
+  --train-examples-per-class 4943 5607 4926 5121 4860 4529 4960 5237 4877 4940 |
+setup/nodes/google-fl.py \
+  --name 2-shards-uneq-classes \
+  --nb-nodes 1000 \
+  --local-shards 2 \
+  --shard-size 25 |
+setup/topology/d_cliques/greedy_swap.py \
+  --interclique fully-connected \
+  --max-clique-size 10 \
+  --max-steps 1000 |
+setup/model/linear.py |
+simulate/algorithm/d_sgd.py \
+  --batch-size 13 \
+  --learning-momentum 0.0 \
+  --learning-rate 0.1 \
+  --clique-gradient |
+simulate/logger.py \
+  --nb-processes 8 |
+simulate/run.py \
+  --nb-epochs 100;
+done

results-v2/dc-ideal-mnist-max-local-skew-fc-1000.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 SEED in 1 2 3; do
+setup/meta.py \
+  --results-directory $SCRIPT_DIR/tmp \
+  --seed $SEED |
+setup/dataset.py \
+  --name mnist \
+  --train-examples-per-class 4500 4500 4500 4500 4500 4500 4500 4500 4500 4500 | 
+setup/nodes.py \
+  --name max-local-skew \
+  --nb-nodes 1000 \
+  --local-classes 1 \
+  --nodes-per-class 100 100 100 100 100 100 100 100 100 100  |
+setup/topology/d_cliques/ideal.py \
+  --interclique fully-connected |
+setup/model/linear.py |
+simulate/algorithm/d_sgd.py \
+  --batch-size 13 \
+  --learning-momentum 0.0 \
+  --learning-rate 0.1 \
+  --clique-gradient |
+simulate/logger.py \
+  --nb-processes 8 |
+simulate/run.py \
+  --nb-epochs 100;
+done

results-v2/dc-random-mnist-2-shards-uneq-classes-fc.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 C_GRAD in '--clique-gradient' ''; do
+for SEED in 1 2 3; do
+setup/meta.py \
+  --results-directory $SCRIPT_DIR/tmp \
+  --seed $SEED |
+setup/dataset.py \
+  --name mnist \
+  --train-examples-per-class 4900 5600 4900 5100 4800 4500 4900 5200 4800 4900 | 
+setup/nodes/google-fl.py \
+  --name 2-shards-uneq-classes \
+  --nb-nodes 100 \
+  --local-shards 2 \
+  --shard-size 248 |
+setup/topology/d_cliques/random_cliques.py \
+  --interclique fully-connected \
+  --max-clique-size 10 |
+setup/model/linear.py |
+simulate/algorithm/d_sgd.py \
+  --batch-size 128 \
+  --learning-momentum 0.0 \
+  --learning-rate 0.1 \
+  $C_GRAD |
+simulate/logger.py \
+  --nb-processes 8 |
+simulate/run.py \
+  --nb-epochs 100;
+done;
+done

results-v2/dc-random-mnist-max-local-skew-fc.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 C_GRAD in '--clique-gradient' ''; do
+for SEED in 1 2 3; do
+setup/meta.py \
+  --results-directory $SCRIPT_DIR/tmp \
+  --seed $SEED |
+setup/dataset.py \
+  --name mnist \
+  --train-examples-per-class 4500 4500 4500 4500 4500 4500 4500 4500 4500 4500 | 
+setup/nodes.py \
+  --name max-local-skew \
+  --nb-nodes 100 \
+  --local-classes 1 \
+  --nodes-per-class 10 10 10 10 10 10 10 10 10 10 |
+setup/topology/d_cliques/random_cliques.py \
+  --interclique fully-connected \
+  --max-clique-size 10 |
+setup/model/linear.py |
+simulate/algorithm/d_sgd.py \
+  --batch-size 128 \
+  --learning-momentum 0.0 \
+  --learning-rate 0.1 \
+  $C_GRAD |
+simulate/logger.py \
+  --nb-processes 8 |
+simulate/run.py \
+  --nb-epochs 100;
+done;
+done

results-v2/gns-mnist-2-shards-uneq-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 U_GRAD in '--unbiased-gradient' ''; do
+for SEED in 1 2 3; do
+setup/meta.py \
+  --results-directory $SCRIPT_DIR/tmp \
+  --seed $SEED |
+setup/dataset.py \
+  --name mnist \
+  --train-examples-per-class 4900 5600 4900 5100 4800 4500 4900 5200 4800 4900 | 
+setup/nodes/google-fl.py \
+  --name 2-shards-uneq-classes \
+  --nb-nodes 100 \
+  --local-shards 2 \
+  --shard-size 248 |
+setup/topology/greedy_neighbourhood_swap.py \
+  --nb-neighbours 10 \
+  --nb-passes 50 |
+setup/model/linear.py |
+simulate/algorithm/d_sgd.py \
+  --batch-size 128 \
+  --learning-momentum 0.0 \
+  --learning-rate 0.1 \
+  $U_GRAD |
+simulate/logger.py \
+  --nb-processes 8 |
+simulate/run.py \
+  --nb-epochs 100;
+done;
+done

results-v2/gns-mnist-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 U_GRAD in '--unbiased-gradient' ''; do
+for SEED in 1 2 3; do
+setup/meta.py \
+  --results-directory $SCRIPT_DIR/tmp \
+  --seed $SEED |
+setup/dataset.py \
+  --name mnist \
+  --train-examples-per-class 4500 4500 4500 4500 4500 4500 4500 4500 4500 4500 | 
+setup/nodes/google-fl.py \
+  --name max-local-skew \
+  --nb-nodes 100 \
+  --local-classes 1 \
+  --nodes-per-class 10 10 10 10 10 10 10 10 10 10 |
+setup/topology/greedy_neighbourhood_swap.py \
+  --nb-neighbours 10 \
+  --nb-passes 50 |
+setup/model/linear.py |
+simulate/algorithm/d_sgd.py \
+  --batch-size 128 \
+  --learning-momentum 0.0 \
+  --learning-rate 0.1 \
+  $U_GRAD |
+simulate/logger.py \
+  --nb-processes 8 |
+simulate/run.py \
+  --nb-epochs 100;
+done;
+done

results-v2/random-mnist-2-shards-uneq-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 SEED in 1 2 3; do
+setup/meta.py \
+  --results-directory $SCRIPT_DIR/tmp \
+  --seed $SEED |
+setup/dataset.py \
+  --name mnist \
+  --train-examples-per-class 4900 5600 4900 5100 4800 4500 4900 5200 4800 4900 | 
+setup/nodes/google-fl.py \
+  --name 2-shards-uneq-classes \
+  --nb-nodes 100 \
+  --local-shards 2 \
+  --shard-size 248 |
+setup/topology/random_graph.py \
+  --nb-neighbours 10 |
+setup/model/linear.py |
+simulate/algorithm/d_sgd.py \
+  --batch-size 128 \
+  --learning-momentum 0.0 \
+  --learning-rate 0.1 |
+simulate/logger.py \
+  --nb-processes 8 |
+simulate/run.py \
+  --nb-epochs 100;
+done

results-v2/random-mnist-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 SEED in 1 2 3; do
+setup/meta.py \
+  --results-directory $SCRIPT_DIR/tmp \
+  --seed $SEED |
+setup/dataset.py \
+  --name mnist \
+  --train-examples-per-class 4500 4500 4500 4500 4500 4500 4500 4500 4500 4500 | 
+setup/nodes.py \
+  --name max-local-skew \
+  --nb-nodes 100 \
+  --local-classes 1 \
+  --nodes-per-class 10 10 10 10 10 10 10 10 10 10 |
+setup/topology/random_graph.py \
+  --nb-neighbours 10 |
+setup/model/linear.py |
+simulate/algorithm/d_sgd.py \
+  --batch-size 128 \
+  --learning-momentum 0.0 \
+  --learning-rate 0.1 |
+simulate/logger.py \
+  --nb-processes 8 |
+simulate/run.py \
+  --nb-epochs 100;
+done