dataflowr · momoth12 · Mar 6, 2024 · Mar 6, 2024 · Mar 6, 2024 · Mar 6, 2024
diff --git a/.gitignore b/.gitignore
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+attackk.ipynb
+imagenet_class_index.json
+random_hundred_paths_val.npy
+.gitingore
+adversaries.py
diff --git a/__pycache__/vit_flow.cpython-310.pyc b/__pycache__/vit_flow.cpython-310.pyc
diff --git a/__pycache__/vit_grad_rollout.cpython-310.pyc b/__pycache__/vit_grad_rollout.cpython-310.pyc
diff --git a/__pycache__/vit_rollout.cpython-310.pyc b/__pycache__/vit_rollout.cpython-310.pyc
diff --git a/attention_flow.txt b/attention_flow.txt
diff --git a/attention_flow_attack.ipynb b/attention_flow_attack.ipynb
diff --git a/attention_grad_rollout.txt b/attention_grad_rollout.txt
diff --git a/attention_rollout.txt b/attention_rollout.txt
diff --git a/blank_out.ipynb b/blank_out.ipynb
diff --git a/both.png b/both.png
diff --git a/exploration.ipynb b/exploration.ipynb
diff --git a/flow_example.ipynb b/flow_example.ipynb
diff --git a/flow_example_inverse.ipynb b/flow_example_inverse.ipynb
diff --git a/graph_library_study.ipynb b/graph_library_study.ipynb
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+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Studying PyMaxflow"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This notebook aims to explore the library PyMaxflow necessary for our Attention Flow algorithm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(1, 2, 13)\n"
+     ]
+    }
+   ],
+   "source": [
+    "import maxflow\n",
+    "print(maxflow.__version__)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Terminal nodes seem to not be declared in the graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "g = maxflow.Graph[int](2,2)\n",
+    "\n",
+    "'''\n",
+    "The constructor parameters (2, 2) are initial estimations of the number of nodes \n",
+    "and the number of non-terminal edges. These estimations do not need to be correct \n",
+    "or even approximate (it is possible to set them to 0), but a good estimation allows \n",
+    "for more efficient memory management.\n",
+    "'''\n",
+    "\n",
+    "# Thus this only talks about capacity\n",
+    "print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nodes = g.add_nodes(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "g.add_edge(nodes[0], nodes[1], 1, 2)\n",
+    "# Hence 1 capacity from node 0 to 1\n",
+    "# and 2 capacity from node 1 to 0\n",
+    "\n",
+    "# Set the capcities of the terminal edges\n",
+    "g.add_tedge(nodes[0], 2, 5) \n",
+    "# Hence here it states that it can receive 2\n",
+    "# and give 5 to the sink\n",
+    "g.add_tedge(nodes[1], 9, 4) "
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Conclusion: The non-terminal edges are created with add_edge. The terminal edges are created with add_tedge.\n",
+    "\n",
+    "Important question: can it handle the max flow and say how much it went to each sink??"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "initial_graph = g.get_nx_graph()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Maximum flow: 8\n"
+     ]
+    }
+   ],
+   "source": [
+    "flow = g.maxflow()\n",
+    "print(f\"Maximum flow: {flow}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Segment of the node 0: 1\n",
+      "Segment of the node 1: 0\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"Segment of the node 0: {g.get_segment(nodes[0])}\")\n",
+    "print(f\"Segment of the node 1: {g.get_segment(nodes[1])}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_graph = g.get_nx_graph()"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Seems that the only way to compute the output is as such:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "AdjacencyView({0: {1: {'weight': 1}, 't': {'weight': 3}}, 1: {0: {'weight': 2}}, 's': {1: {'weight': 5}}, 't': {}})"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "initial_graph.adj"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "AdjacencyView({0: {1: {'weight': 3}, 't': {'weight': 1}}, 1: {}, 's': {1: {'weight': 3}}, 't': {}})"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "final_graph.adj"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "It seems that the best way is therefore to flatten all attention layers, but in some way keep their weight..."
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv_ml_env",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.18"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
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