{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"\n",
"# Comparing networks\n",
"\n",
"***Comparing networks: Characterizing computational similarity in task-trained recurrent neural networks***\n",
"\n",
"**By Neuromatch Academy**\n",
"\n",
"\n",
"__Content creators:__ Chris Versteeg\n",
"\n",
"__Content reviewers:__ Chris Versteeg, Hannah Choi, Eva Dyer\n",
"\n",
"__Production editors:__ Konstantine Tsafatinos, Ella Batty, Spiros Chavlis, Samuele Bolotta, Hlib Solodzhuk\n",
"\n",
"---\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"## Background"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"Researchers training artificial networks to perform tasks (e.g., image classification, motor control) have found that the activity in the artificial networks can resemble the activity of biological neurons from brain areas thought to perform similar tasks. Unfortunately, it is unclear whether a superficial similarity in neural activation necessarily translates to a conserved computational strategy. We need ways to assess how well different models are able to capture the computational principles, which will require datasets where the ground-truth computations are known, and we can analyze the similarity between artificial and natural systems. The aim of this project is to explore ways to measure alignment in dynamical systems, and to study different approaches to quantify the changes in representations across different tasks and across different architectures."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Install and import feedback gadget\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"# @title Install and import feedback gadget\n",
"\n",
"!pip install vibecheck datatops --quiet\n",
"\n",
"from vibecheck import DatatopsContentReviewContainer\n",
"def content_review(notebook_section: str):\n",
" return DatatopsContentReviewContainer(\n",
" \"\", # No text prompt\n",
" notebook_section,\n",
" {\n",
" \"url\": \"https://pmyvdlilci.execute-api.us-east-1.amazonaws.com/klab\",\n",
" \"name\": \"neuromatch_neuroai\",\n",
" \"user_key\": \"wb2cxze8\",\n",
" },\n",
" ).render()\n",
"\n",
"feedback_prefix = \"Project_ComparingNetworks\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Project Background\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"remove-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f5d925449cfe44a7b08a486572df1159",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Tab(children=(Output(), Output()), selected_index=0, titles=('Youtube', 'Bilibili'))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# @title Project Background\n",
"\n",
"from ipywidgets import widgets\n",
"from IPython.display import YouTubeVideo\n",
"from IPython.display import IFrame\n",
"from IPython.display import display\n",
"\n",
"\n",
"class PlayVideo(IFrame):\n",
" def __init__(self, id, source, page=1, width=400, height=300, **kwargs):\n",
" self.id = id\n",
" if source == 'Bilibili':\n",
" src = f'https://player.bilibili.com/player.html?bvid={id}&page={page}'\n",
" elif source == 'Osf':\n",
" src = f'https://mfr.ca-1.osf.io/render?url=https://osf.io/download/{id}/?direct%26mode=render'\n",
" super(PlayVideo, self).__init__(src, width, height, **kwargs)\n",
"\n",
"\n",
"def display_videos(video_ids, W=400, H=300, fs=1):\n",
" tab_contents = []\n",
" for i, video_id in enumerate(video_ids):\n",
" out = widgets.Output()\n",
" with out:\n",
" if video_ids[i][0] == 'Youtube':\n",
" video = YouTubeVideo(id=video_ids[i][1], width=W,\n",
" height=H, fs=fs, rel=0)\n",
" print(f'Video available at https://youtube.com/watch?v={video.id}')\n",
" else:\n",
" video = PlayVideo(id=video_ids[i][1], source=video_ids[i][0], width=W,\n",
" height=H, fs=fs, autoplay=False)\n",
" if video_ids[i][0] == 'Bilibili':\n",
" print(f'Video available at https://www.bilibili.com/video/{video.id}')\n",
" elif video_ids[i][0] == 'Osf':\n",
" print(f'Video available at https://osf.io/{video.id}')\n",
" display(video)\n",
" tab_contents.append(out)\n",
" return tab_contents\n",
"\n",
"\n",
"video_ids = [('Youtube', 'KpXu34cvWPE'), ('Bilibili', 'BV1qJ4m1g7nR')]\n",
"tab_contents = display_videos(video_ids, W=730, H=410)\n",
"tabs = widgets.Tab()\n",
"tabs.children = tab_contents\n",
"for i in range(len(tab_contents)):\n",
" tabs.set_title(i, video_ids[i][0])\n",
"display(tabs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Submit your feedback\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3ec8d884b74d444aa6402fd2441d896d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(HBox(children=(Button(description='🙂', layout=Layout(height='auto', padding='0.5…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# @title Submit your feedback\n",
"content_review(f\"{feedback_prefix}_project_background\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Project slides\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"remove-input"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"If you want to download the slides: https://osf.io/download/vb3tw/\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# @title Project slides\n",
"\n",
"from IPython.display import IFrame\n",
"print(\"If you want to download the slides: https://osf.io/download/vb3tw/\")\n",
"IFrame(src=\"https://mfr.ca-1.osf.io/render?url=https://osf.io/download/vb3tw/?direct%26mode=render\", width=854, height=480)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Project Template\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#@title Project Template\n",
"from IPython.display import Image, display\n",
"import os\n",
"from pathlib import Path\n",
"\n",
"url = \"https://github.com/neuromatch/NeuroAI_Course/blob/main/projects/project-notebooks/static/ComputationalSimilarityTemplate.png?raw=true\"\n",
"\n",
"display(Image(url=url))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Submit your feedback\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "19626adaf5eb42f79ac851e571c47955",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(HBox(children=(Button(description='🙂', layout=Layout(height='auto', padding='0.5…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# @title Submit your feedback\n",
"content_review(f\"{feedback_prefix}_project_template\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"In this notebook, we are going to provide code to get you started on Q1-Q3 of this project! \n",
"\n",
"The basic outline looks like this:\n",
"\n",
"- Section 1: Preparing the environment.\n",
"- Section 2: Overview of the available tasks.\n",
"- Section 3: Understanding the Three-Bit Flip-Flop task (3BFF).\n",
"- Section 4: Training a model to perform 3BFF.\n",
"- Section 5: Inspecting the performance of trained models.\n",
" - Part 1: Visualizing latent activity\n",
" - Part 2: Quantifying latent similarity with State R2.\n",
" - Part 3: Visualizing Fixed-Point architectures.\n",
"- Section 6: Introduction to Random Target task.\n",
"\n",
"**Importantly, we've put landmarks in the notebook to indicate**: \n",
"\n",
"*Interactive exercises*\n",
"\n",
"❓❓❓\n",
"\n",
"\n",
"*Cells that will a decent amount of time to run (>5 mins)*\n",
"\n",
"⏳⏳⏳"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"**Tutorial links**\n",
"\n",
" This project is mostly associated with the materials presented in [**W1D3**](https://neuroai.neuromatch.io/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Intro.html), on comparing activities of artificial and biological networks. One of the main techniques here, DSA, completes and empowers your toolbox by enabling dynamic analysis of activity patterns. You will find the [Tutorial 2](https://neuroai.neuromatch.io/tutorials/W1D1_Generalization/student/W1D1_Tutorial2.html) from the **W1D1** the most similar by the model's architecture and the idea of goal-oriented networks."
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"---\n",
"## Section 1: Preparing the environment\n",
"\n",
"Disclaimer: As an alternative to Google Colab, Kaggle, and local installation, we have prepared a Dockerfile with the instructions on the virtual environment setup. It will allow you to work locally with no interventions into already installed packages (you will just need to install Docker and run two commands). Grab a [Dockerfile](https://osf.io/b4yfa), put it in the same folder as this notebook, and follow the instructions in [README](https://osf.io/qtezf) file.\n",
"\n",
"**IF USING COLAB // KAGGLE**:\n",
"\n",
"Uncomment the lines of code below and run them in order. The top, the second, and the last cells only need to be run once, but **the third cells (envStr) need to be re-run if the Colab // Kaggle notebook crashes**. These blocks install the needed dependencies and set up your environment. Notice that the first and third cell contents depend on whether you use Colab or Kaggle.\n",
"\n",
"⏳⏳⏳"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Colab // Kaggle installation (Part 1)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"# @markdown Colab // Kaggle installation (Part 1)\n",
"\n",
"# ! git clone https://github.com/neuromatch/ComputationThruDynamicsBenchmark\n",
"# %cd ComputationThruDynamicsBenchmark\n",
"# ! pip install -e .\n",
"\n",
"## RUN THIS CELL, THEN RESTART SESSION AS PROMPTED (BUTTON AT BOTTOM OF THIS CELL'S FINISHED OUTPUT). DO NOT NEED TO RUN AGAIN\n",
"## PLEASE RESTART THE ENVIRONMENT FOR KAGGLE MANUALLY (Run > Restart & clear cell outputs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Colab // Kaggle installation (Part 2)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"# @markdown Colab // Kaggle installation (Part 2)\n",
"\n",
"# !pip uninstall -y torchaudio torchvision"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Colab // Kaggle installation (Part 3)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"# @markdown Colab // Kaggle installation (Part 3)\n",
"\n",
"## GET BACK TO THE DIRECTORY AND CONFIGURE .env\n",
"\n",
"################ COLAB #####################\n",
"\n",
"# %cd /content/ComputationThruDynamicsBenchmark/\n",
"# envStr = \"\"\"HOME_DIR=/content/ComputationThruDynamicsBenchmark/\n",
"# #Don't change these\n",
"# TRAIN_INPUT_FILE=train_input.h5\\nEVAL_INPUT_FILE=eval_input.h5\n",
"# EVAL_TARGET_FILE=eval_target.h5\n",
"# \"\"\"\n",
"\n",
"#############################################\n",
"\n",
"################ KAGGLE #####################\n",
"\n",
"# %cd /kaggle/working/ComputationThruDynamicsBenchmark/\n",
"# envStr = \"\"\"HOME_DIR=/kaggle/working/ComputationThruDynamicsBenchmark/\n",
"# #Don't change these\n",
"# TRAIN_INPUT_FILE=train_input.h5\\nEVAL_INPUT_FILE=eval_input.h5\n",
"# EVAL_TARGET_FILE=eval_target.h5\n",
"# \"\"\"\n",
"\n",
"##############################################\n",
"\n",
"################ COLAB // KAGGLE #####################\n",
"\n",
"# with open('.env','w') as f:\n",
"# f.write(envStr)\n",
"\n",
"##############################################"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Colab // Kaggle installation (Part 4)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [],
"source": [
"# @markdown Colab // Kaggle installation (Part 4)\n",
"\n",
"# !git clone https://github.com/mitchellostrow/DSA\n",
"# %cd DSA/\n",
"# !pip install -e ."
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"**IF RUNNING LOCALLY**:\n",
"\n",
"Follow the instructions [here](https://github.com/snel-repo/ComputationThruDynamicsBenchmark) to setup the separate environment for this project, or you can run the cell below for general installment."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Local installation\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/IPython/core/magics/osm.py:417: UserWarning: using dhist requires you to install the `pickleshare` library.\n",
" self.shell.db['dhist'] = compress_dhist(dhist)[-100:]\n"
]
}
],
"source": [
"# @markdown Local installation\n",
"\n",
"import contextlib\n",
"import io\n",
"import os\n",
"\n",
"dirname = \"ComputationThruDynamicsBenchmark\"\n",
"\n",
"with contextlib.redirect_stdout(io.StringIO()): #to suppress output\n",
" if not os.path.isdir(dirname):\n",
" ! git clone https://github.com/neuromatch/ComputationThruDynamicsBenchmark\n",
" %cd ComputationThruDynamicsBenchmark\n",
" ! pip install -e .\n",
"\n",
"envStr = \"\"\"HOME_DIR=ComputationThruDynamicsBenchmark/\n",
"\n",
"\n",
"#Don't change these\n",
"TRAIN_INPUT_FILE=train_input.h5\\nEVAL_INPUT_FILE=eval_input.h5\n",
"EVAL_TARGET_FILE=eval_target.h5\n",
"\"\"\"\n",
"\n",
"with open('.env','w') as f:\n",
" f.write(envStr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Submit your feedback\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "caff1e11fdef4290a83a03808e4cff7e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(HBox(children=(Button(description='🙂', layout=Layout(height='auto', padding='0.5…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# @title Submit your feedback\n",
"content_review(f\"{feedback_prefix}_preparing_environment\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"---\n",
"## Section 2: Overview of the available tasks\n",
"\n",
"First, let's take a high-level look at the tasks that we are going to use to understand computation in artificial networks!\n",
"\n",
"We'll start by loading in some packages."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ComputationThruDynamicsBenchmark/\n"
]
}
],
"source": [
"# set the random seed for reproducibility\n",
"import random\n",
"import dotenv\n",
"import pathlib\n",
"import os\n",
"import logging\n",
"\n",
"# comment the next three lines if you want to see all training logs\n",
"pl_loggers = [logging.getLogger(name) for name in logging.root.manager.loggerDict if 'pytorch_lightning' in name]\n",
"for pl_log in pl_loggers:\n",
" logging.getLogger(pl_log.name).setLevel(logging.WARNING)\n",
"\n",
"random.seed(2024)\n",
"\n",
"dotenv.load_dotenv(override=True)\n",
"HOME_DIR = os.getenv(\"HOME_DIR\")\n",
"if HOME_DIR is None:\n",
" HOME_DIR = \"\"\n",
"print(HOME_DIR)"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"The Computation-Thru-Dynamics Benchmark has three distinct behavioral tasks.\n",
"\n",
"These tasks are called:\n",
"1. Three-Bit Flip-Flop (3BFF) (see [Sussillo & Barak 2013](https://pubmed.ncbi.nlm.nih.gov/23272922/))\n",
"2. MultiTask (See [Driscoll et al. 2023](https://www.biorxiv.org/content/10.1101/2022.08.15.503870v1.full.pdf))\n",
"3. RandomTarget (See [Codol et al. 2023](https://elifesciences.org/reviewed-preprints/88591v2/reviews))\n",
"\n",
"We chose these tasks because they represent a variety of task complexities. We have a pretty good understanding of how the simpler tasks operate (3BFF), but really are only starting to scratch the surface of more complex tasks (RandomTarget).\n",
"\n",
"Specificially, in the Random Target task, the actions that the model takes can affect the future inputs, making it an important test case for being able to understand the dynamics of interacting systems!\n",
"\n",
"\n",
"\n",
"Each task (which we call a \"task environment\") follows a standardized format that allows alternative task environments to be incorporated without any changes to the training pipeline.\n",
"\n",
"Here, we'll take a walk through the two tasks in the project template (TBFF and RandomTarget) and inspect the behavior of networks trained in these environments."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Submit your feedback\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "5ee4e9159adf4e7583826bdd5877e3cd",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(HBox(children=(Button(description='🙂', layout=Layout(height='auto', padding='0.5…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# @title Submit your feedback\n",
"content_review(f\"{feedback_prefix}_overview_of_the_available_tasks\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"---\n",
"## Section 3: Understanding the Three-Bit Flip-Flop task (3BFF)\n",
"\n",
"We're going to start out with the task that launched a thousand Nature papers, the 3-Bit Flip-Flop. [Sussillo & Barak 2013](https://pubmed.ncbi.nlm.nih.gov/23272922/) used the three-bit flip-flop in their seminal attempts to understand how dynamics can give rise to computation! \n",
"\n",
"The code snippet below instantiates a \"TaskEnv\" object, which contains the logic for the NBFF task.\n",
"\n",
"\n",
"❓❓❓\n",
"\n",
"The default parameters are shown in `./interpretability/task_modeling/configs/env_task/NBFF.yaml`, but try changing the parameters below to see how that affects trials generated from the environment. Note that this task is modular in the number of bits as well, so it provides an easy way to scale the dimensionality of a very simple dynamical system.\n",
"\n",
"❓❓❓"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ctd.task_modeling.task_env.task_env import NBitFlipFlop\n",
"\n",
"n = 3 # The number of bits in the flip-flop (default: 3)\n",
"trial_length = 500 # The number of time steps in each trial (default: 500)\n",
"switch_prob = 0.015 # The probability of an input pulse (default: 0.015 pulses/channel / time step)\n",
"noise = 0.15 # The standard deviation of the Gaussian noise added to the input (default: 0.15)\n",
"\n",
"# This line creates the NBitFlipFlop environment. See ctd.task_modeling.task_env.task_env.NBitFlipFlop for more information.\n",
"env_3bff = NBitFlipFlop(\n",
" n = n,\n",
" n_timesteps=trial_length,\n",
" switch_prob=switch_prob,\n",
" noise=noise\n",
" )\n",
"\n",
"# Renders a random trial from the environment\n",
"env_3bff.render()"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"Above, we are plotting the inputs and outputs of the 3BFF task. One trial is 500 time steps, each with a 1% probability of getting an \"up\" or \"down\" pulse on each of its 3 input channels. When the task receives an \"up\" pulse, the state corresponding to that input channel moves from zero to one (if possible), and if a state at one receives a \"down\" pulse, it goes to zero. In this way, this system acts as 3 bits of memory, encoding 8 potential system states (2^3 states). We add noise to the inputs of the system so that it better reflects realistic computations that a neural circuit might perform.\n",
"\n",
"\n",
"**Try changing the parameters of your 3BFF environment to see how the behavior changes!**\n",
"\n",
"Another way to visualize this is to view the three states in 3D. Below, you can see that the 8 potential states appear as the vertices of a cube. Each trial is plotted as a column. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"env_3bff.render_3d(n_trials=6)"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"Now that we can see the basic logic of the task, let's do a basic overview of what task training is!\n",
"\n",
"\n",
"\n",
"For task-training, we are simply training a model (e.g., an RNN) to produce a set of outputs given a set of inputs. This input/output relationship defines the task that the model is performing. In the case of 3BFF, an input pulse should cause the model's output to change in a way that reflects the switching of a bit. \n",
"\n",
"**3BFF Training Objective:**\n",
"\n",
"3BFF models are trained to minimize the MSE between the desired output and the output of the model, with some other components that pressure the solution to be smooth. If you're interested in the specifics, the implementation of the loss function can be found as the NBFFLoss object in `ctd/task_modeling/task_env/loss_func.py`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Submit your feedback\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3a3e9b6f322b4af1b28f484560c67bb1",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(HBox(children=(Button(description='🙂', layout=Layout(height='auto', padding='0.5…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# @title Submit your feedback\n",
"content_review(f\"{feedback_prefix}_understanding_3bff\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"\n",
"## Section 4: Training a model to perform 3BFF\n",
"\n",
"For this tutorial, we are using PyTorch Lightning to abstract much of the engineering away, allowing you to focus your full attention on the scientific questions you want to tackle!\n",
"\n",
"This segment takes around 8 minutes to train, so I'd recommend planning your runs accordingly!\n",
"\n",
"⏳⏳⏳\n",
"\n",
"The cell below will create a recurrent neural network (RNN) model and use the 3BFF environment to generate samples on which the model will be trained!\n",
"\n",
"Unfortunately, it generates a lot of output, so if you don't care to see the model progress, set `enable_progress_bar` to False below."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"TPU available: False, using: 0 TPU cores\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"IPU available: False, using: 0 IPUs\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"HPU available: False, using: 0 HPUs\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Missing logger folder: /home/runner/work/NeuroAI_Course/NeuroAI_Course/ComputationThruDynamicsBenchmark/lightning_logs\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2024-08-30 17:28:43.057434: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/cv2/../../lib64:/opt/hostedtoolcache/Python/3.9.19/x64/lib\n",
"2024-08-30 17:28:43.057461: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
" | Name | Type | Params\n",
"----------------------------------\n",
"0 | model | GRU_RNN | 51.6 K\n",
"----------------------------------\n",
"51.6 K Trainable params\n",
"0 Non-trainable params\n",
"51.6 K Total params\n",
"0.206 Total estimated model params size (MB)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pytorch_lightning/loops/fit_loop.py:293: The number of training batches (1) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=500` reached.\n"
]
}
],
"source": [
"from ctd.task_modeling.model.rnn import GRU_RNN\n",
"from ctd.task_modeling.datamodule.task_datamodule import TaskDataModule\n",
"from ctd.task_modeling.task_wrapper.task_wrapper import TaskTrainedWrapper\n",
"from pytorch_lightning import Trainer\n",
"\n",
"enable_progress_bar = False\n",
"\n",
"# Step 1: Instantiate the model\n",
"rnn = GRU_RNN(latent_size = 128) # Look in ctd/task_modeling/models for alternative choices!\n",
"\n",
"# Step 2: Instantiate the task environment\n",
"task_env = env_3bff\n",
"\n",
"# Step 3: Instantiate the task datamodule\n",
"task_datamodule = TaskDataModule(task_env, n_samples = 1000, batch_size = 1000)\n",
"\n",
"# Step 4: Instantiate the task wrapper\n",
"task_wrapper = TaskTrainedWrapper(learning_rate=1e-3, weight_decay = 1e-8)\n",
"\n",
"# Step 5: Initialize the model with the input and output sizes (3 inputs, 3 outputs, in this case)\n",
"rnn.init_model(\n",
" input_size = task_env.observation_space.shape[0],\n",
" output_size = task_env.action_space.shape[0]\n",
" )\n",
"\n",
"# Step 6: Set the environment and model in the task wrapper\n",
"task_wrapper.set_environment(task_env)\n",
"task_wrapper.set_model(rnn)\n",
"\n",
"# Step 7: Define the PyTorch Lightning Trainer object\n",
"trainer = Trainer(max_epochs=500, enable_progress_bar=enable_progress_bar)\n",
"\n",
"# Step 8: Fit the model\n",
"trainer.fit(task_wrapper, task_datamodule)"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"Now, we use `pickle` to save the trained model and datamodule for future analyses!\n",
"\n",
"❓❓❓\n",
"\n",
"**Once you get this model trained, feel free to try changing the hyperparameters to see if you can get the model to train faster!**\n",
"\n",
"❓❓❓"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [],
"source": [
"import pickle\n",
"# save model as .pkl\n",
"save_dir = pathlib.Path(HOME_DIR) / \"models_GRU_128\"\n",
"save_dir.mkdir(exist_ok=True)\n",
"with open(save_dir / \"model.pkl\", \"wb\") as f:\n",
" pickle.dump(task_wrapper, f)\n",
"\n",
"# save datamodule as .pkl\n",
"with open(save_dir / \"datamodule_sim.pkl\", \"wb\") as f:\n",
" pickle.dump(task_datamodule, f)"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"So that we can start comparing our models, we're going to train a second GRU_RNN to perform the 3BFF task, except this time, we'll use an alternative model called a Neural ODE! \n",
"\n",
"Notice that we're using the same datamodule as for the first model, meaning that we can directly compare the two models trial-by-trial.\n",
"\n",
"Again, this will take around 10 minutes to train!\n",
"\n",
"⏳⏳⏳"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"TPU available: False, using: 0 TPU cores\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"IPU available: False, using: 0 IPUs\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"HPU available: False, using: 0 HPUs\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
" | Name | Type | Params\n",
"-------------------------------\n",
"0 | model | NODE | 4.8 K \n",
"-------------------------------\n",
"4.8 K Trainable params\n",
"0 Non-trainable params\n",
"4.8 K Total params\n",
"0.019 Total estimated model params size (MB)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=500` reached.\n"
]
}
],
"source": [
"from ctd.task_modeling.model.node import NODE\n",
"enable_progress_bar = False\n",
"rnn = NODE(latent_size = 3, num_layers = 3, layer_hidden_size=64) # Look in ctd/task_modeling/models for alternative choices!\n",
"task_wrapper = TaskTrainedWrapper(learning_rate=1e-3, weight_decay = 1e-10)\n",
"rnn.init_model(\n",
" input_size = task_env.observation_space.shape[0],\n",
" output_size = task_env.action_space.shape[0]\n",
" )\n",
"task_wrapper.set_environment(task_env)\n",
"task_wrapper.set_model(rnn)\n",
"trainer = Trainer(max_epochs=500, enable_progress_bar=enable_progress_bar)\n",
"\n",
"trainer.fit(task_wrapper, task_datamodule)\n",
"\n",
"save_dir = pathlib.Path(HOME_DIR) / \"models_NODE_3\"\n",
"save_dir.mkdir(exist_ok=True)\n",
"with open(save_dir / \"model.pkl\", \"wb\") as f:\n",
" pickle.dump(task_wrapper, f)\n",
"\n",
"# save datamodule as .pkl\n",
"with open(save_dir / \"datamodule_sim.pkl\", \"wb\") as f:\n",
" pickle.dump(task_datamodule, f)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Submit your feedback\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cccb37f642bd4f119f72372e217f3e4f",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(HBox(children=(Button(description='🙂', layout=Layout(height='auto', padding='0.5…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# @title Submit your feedback\n",
"content_review(f\"{feedback_prefix}_training_a_model_to_perform_3bff\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"## Section 5: Inspecting the performance of trained models\n",
"\n",
"Now that the models have been trained, let's see if we can determine how similar their computational strategies are to each other!\n",
"\n",
"To make your life easier, we've provided an \"analysis\" object that abstracts away much of the data handling, allowing you to work more easily with the data from the models.\n",
"\n",
"The analysis object also offers visualization tools that can help to see how well the trained model learned to perform the task!\n",
"\n",
"For example, plot_trial_io is a function that plots (for a specified number of trials):\n",
"- Latent activity\n",
"- Controlled output\n",
"- Target output\n",
"- Noisy inputs to model\n",
"\n",
"❓❓❓\n",
"\n",
"**Try changing trials that are plotted. Do the models capture all of the states equally well?**\n",
"\n",
"❓❓❓\n",
"\n",
"### Part 1: Visualizing latent activity"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ctd.comparison.analysis.tt.tt import Analysis_TT\n",
"\n",
"fpath_GRU_128 = HOME_DIR + \"models_GRU_128/\"\n",
"# Create the analysis object:\n",
"analysis_GRU_128 = Analysis_TT(\n",
" run_name = \"GRU_128_3bff\",\n",
" filepath = fpath_GRU_128)\n",
"\n",
"analysis_GRU_128.plot_trial_io(num_trials = 2)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fpath_NODE = HOME_DIR + \"models_NODE_3/\"\n",
"# Create the analysis object:\n",
"analysis_NODE = Analysis_TT(\n",
" run_name = \"NODE_3_3bff\",\n",
" filepath = fpath_NODE)\n",
"\n",
"analysis_NODE.plot_trial_io(num_trials = 2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"There are also useful data visualization functions, such as visualizing a scree plot of the latent activity.\n",
"\n",
"A scree plot shows the % of variance in the highest principle component dimensions. From this plot, we can see that the GRU has the majority of its variance in the first 3 PCs, but significant variance remains in the lower PCs!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
"text/plain": [
"array([0.48745748, 0.23808762, 0.12121433, 0.02579751, 0.02215279,\n",
" 0.02057775, 0.01052088, 0.00839948, 0.00731314, 0.00564797])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"analysis_GRU_128.plot_scree()"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"Importantly, the analysis object also provides functions that give access to the raw latent activity, predicted outputs, etc. of the trained models! All of these functions accept a \"phase\" variable that designates whether to return the training and/or validation datasets. \n",
"These functions are:\n",
"- `get_latents()`: Returns latent activity of the trained model\n",
"- `get_inputs()`: Returns the inputs to the model (for 3BFF, the input pulses)\n",
"- `get_model_output()`: Returns a dict that contains all model outputs:\n",
" - controlled - the variable that the model is controlling\n",
" - latents - the latent activity\n",
" - actions - the output from the model (for RandomTarget only)\n",
" - states - the state of the environment (for RandomTarget only)\n",
" - joints - Joint angles (for RandomTarget only)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"All data shape: torch.Size([1000, 500, 128])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train data shape: torch.Size([800, 500, 128])\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Validation data shape: torch.Size([200, 500, 128])\n"
]
}
],
"source": [
"print(f\"All data shape: {analysis_GRU_128.get_latents().shape}\")\n",
"print(f\"Train data shape: {analysis_GRU_128.get_latents(phase = 'train').shape}\")\n",
"print(f\"Validation data shape: {analysis_GRU_128.get_latents(phase = 'val').shape}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Submit your feedback\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4c4570d5d1434bc2b91b26ca8658452b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(HBox(children=(Button(description='🙂', layout=Layout(height='auto', padding='0.5…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# @title Submit your feedback\n",
"content_review(f\"{feedback_prefix}_visualizing_latent_activity\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"### Part 2: Using affine transformations to compare latent activity\n",
"\n",
"Now that we have the latent activity for the 64D and the 128D GRU models trained on 3BFf, we can investigate how similar their latent activity is.\n",
"\n",
"One problem: The models may be arbitrarily rotated, scaled, and translated relative to each other! \n",
"\n",
"This means that we need to find the best \"fit\" between the two models that doesn't fail when they are equivalent under an \"affine\" transformation (meaning a linear transformation and/or translation).\n",
"\n",
"Luckily, we have a tool that can solve this problem for us! Linear regression.\n",
"\n",
"In this code, we are:\n",
"\n",
"1. Getting the latent activity from each model\n",
"2. Performing PCA on the latent activity (to get the dimensions ordered by their variance)\n",
"3. Fit a linear regression from one set of latent activity to the other."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Latent shape for source model: (800, 500, 128)\n",
"Latent shape for target model: (800, 500, 3)\n"
]
}
],
"source": [
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import r2_score\n",
"from sklearn.decomposition import PCA\n",
"\n",
"source = analysis_GRU_128\n",
"target = analysis_NODE\n",
"\n",
"# Get the latent activity from the validation phase for each model:\n",
"latents_source = source.get_latents(phase='train').detach().numpy()\n",
"latents_targ = target.get_latents(phase='train').detach().numpy()\n",
"\n",
"latents_source_val = source.get_latents(phase='val').detach().numpy()\n",
"latents_targ_val = target.get_latents(phase='val').detach().numpy()\n",
"\n",
"n_trials, n_timesteps, n_latent_source = latents_source.shape\n",
"n_trials, n_timesteps, n_latent_targ = latents_targ.shape\n",
"\n",
"n_trials_val, n_timesteps_val, n_latent_source_val = latents_source_val.shape\n",
"n_trials_val, n_timesteps_val, n_latent_targ_val = latents_targ_val.shape\n",
"\n",
"print(f\"Latent shape for source model: {latents_source.shape}\"\n",
" f\"\\nLatent shape for target model: {latents_targ.shape}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"R2 of linear regression fit: [0.80023307 0.52220986 0.77564701]\n",
"Variance-weighted R2 of linear regression fit: 0.7076211324642876\n"
]
}
],
"source": [
"# Perform PCA on both latent spaces to find axes of highest variance\n",
"pca_source = PCA()\n",
"pca_targ = PCA()\n",
"lats_source_pca = pca_source.fit_transform(latents_source.reshape(-1, n_latent_source)).reshape((n_trials, n_timesteps, -1))\n",
"lats_source_pca_val = pca_source.transform(latents_source_val.reshape(-1, n_latent_source)).reshape((n_trials, n_timesteps, -1))\n",
"\n",
"lats_targ_pca = pca_targ.fit_transform(latents_targ.reshape(-1, n_latent_targ)).reshape((n_trials, n_timesteps, -1))\n",
"lats_targ_pca_val = pca_targ.transform(latents_targ_val.reshape(-1, n_latent_targ_val)).reshape((n_trials_val, n_timesteps_val, -1))\n",
"\n",
"# Fit a linear regression model to predict the target latents from the source latents\n",
"reg = LinearRegression().fit(lats_source_pca.reshape(-1, n_latent_source), lats_targ_pca.reshape(-1, n_latent_targ))\n",
"# Get the R2 of the fit\n",
"preds = reg.predict(lats_source_pca_val.reshape(-1, n_latent_source_val))\n",
"r2s = r2_score(lats_targ_pca_val.reshape((-1, n_latent_targ_val)), preds, multioutput = \"raw_values\")\n",
"r2_var = r2_score(lats_targ_pca_val.reshape((-1, n_latent_targ_val)), preds, multioutput = \"variance_weighted\")\n",
"print(f\"R2 of linear regression fit: {r2s}\")\n",
"print(f\"Variance-weighted R2 of linear regression fit: {r2_var}\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"So, the variance weighted R2 from the source to the target is ~0.93.\n",
"\n",
"Importantly, we had to pick a \"direction\" to compute this R2 value. What happens if we switch the source and targets?\n",
"\n",
"❓❓❓\n",
"\n",
"**Try reversing the direction (the source and targets) and see how well the model fits!**\n",
"\n",
"❓❓❓"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"One final tool that is provided to you is the comparison object, which makes many of these direct comparisons within the object itself. Here is one example visualization that shows how similar the latent activities of two example trials are for these two models! \n",
"\n",
"This function has the affine transformation \"built-in,\" so you don't need this to show what your R2 value above looks like in the first 3 PCs!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ctd.comparison.comparison import Comparison\n",
"comp = Comparison()\n",
"comp.load_analysis(analysis_GRU_128, reference_analysis=True)\n",
"comp.load_analysis(analysis_NODE)\n",
"comp.plot_trials_3d_reference(num_trials=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Submit your feedback\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b12f797e1d2a4517b6378385ed57f193",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(HBox(children=(Button(description='🙂', layout=Layout(height='auto', padding='0.5…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# @title Submit your feedback\n",
"content_review(f\"{feedback_prefix}_using_affine_transformations_to_compare_latent_activity\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"### Part 3: Fixed-point finding\n",
"\n",
"Finally, we can use fixed-point finding to inspect the linearized dynamics of the trained model.\n",
"\n",
"**What are fixed-points?**\n",
"\n",
"Fixed points are points in the dynamics for which the flow field is zero, meaning that points at that location do not move.\n",
"\n",
"The fixed point structure for the 3BFF task was first shown in the original [Sussillo and Barack paper](https://ccn.johndmurray.org/ccn_2013/materials/pdf/mante/sussillo_2013.pdf).\n",
"\n",
"\n",
"\n",
"\n",
"We can see that the fixed-points are at the vertices of the cube above, drawing the activity towards them and keeping it there until an input pushes it out!\n",
"\n",
"We use a modified version of a fixed point finder released by [Golub et al. 2018](https://github.com/mattgolub/fixed-point-finder) to search the flow field for these zero points.\n",
"\n",
"❓❓❓\n",
"\n",
"**Try changing some of these parameters:** \n",
"- How quickly are the fixed-points found in the model?\n",
"- How many initializations are needed to find the fixed points?\n",
"- Do the stability properties tell us anything about the underlying computation?\n",
"\n",
"❓❓❓\n",
"\n",
"Importantly from [Driscol et al. 2022](https://www.biorxiv.org/content/10.1101/2022.08.15.503870v1.full.pdf), we know that changes in the inputs can have large effects on the fixed point architecture, so we're going to set the inputs to zero in this optimization."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import torch\n",
"import contextlib\n",
"import io\n",
"\n",
"with contextlib.redirect_stdout(io.StringIO()): #to suppress output\n",
" fps = analysis_GRU_128.plot_fps(\n",
" inputs= torch.zeros(3),\n",
" n_inits=1024,\n",
" learning_rate=1e-3,\n",
" noise_scale=0.0,\n",
" max_iters=20000,\n",
" seed=0,\n",
" compute_jacobians=True,\n",
" q_thresh=1e-5,\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"q_thesh = 1e-6\n",
"q_vals = fps.qstar\n",
"x_star = fps.xstar[q_vals < q_thesh]\n",
"fig = plt.figure(figsize=(10, 10))\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.scatter(x_star[:, 0], x_star[:, 1], x_star[:, 2], c='r', marker='o')\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"❓❓❓\n",
"\n",
"What can you find out about the FPs of the trained models? Can you modify the FP finding to get more interpretable results?\n",
"\n",
"What can we learn about the computational solution built in this 3BFF network from these fixed-point architectures?\n",
"\n",
"❓❓❓"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Submit your feedback\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b7b73fe4474d4d309dfd65199b0e9cfa",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(VBox(children=(HBox(children=(Button(description='🙂', layout=Layout(height='auto', padding='0.5…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# @title Submit your feedback\n",
"content_review(f\"{feedback_prefix}_fixed_point_finding\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"## Section 6: Introducing the Random Target task\n",
"\n",
"Now that we've developed intuition on a simple, well-understood task, let's move up the ladder of complexity!\n",
"\n",
"The second task is a random-target reaching task performed by an RNN controlling a 2-joint musculoskeletal model of an arm actuated by 6 Mujoco muscles. This environment was built using MotorNet, a package developed by [Oli Codol et al.](https://github.com/OlivierCodol/MotorNet) that provides environments for training RNNs to control biomechanical models!\n",
"\n",
"Here is a short clip of what this task looks like when performed by a well-trained model:\n",
"\n",
"\n",
"\n",
"\n",
"Behaviorally, the task has the following structure:\n",
"1. A random initial hand position is sampled from a range of reachable locations; the model is instructed to maintain that hand position.\n",
"2. A random target position is chosen from the range of reachable locations and fed to the model.\n",
"3. After a random delay period, a go-cue is fed to the model, which prompts the model to generate muscle activations that drive the hand to the target location.\n",
"4. On 20% of trials, the go-cue is never supplied (\"catch\" trials)\n",
"5. On 50% of trials, a randomly directed bump perturbation (5-10 N, 150-300 ms duration) is applied to the hand.\n",
" - 50% of these bumps occur in a small window after the go-cue\n",
" - 50% of these bumps occur at a random time in the trial\n",
"\n",
"The model is trained to:\n",
"1. Minimize the MSE between the hand position and the desired hand position\n",
"2. Minimize the squared muscle activation\n",
"\n",
"with each loss term being weighted by a scalar."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [],
"source": [
"from ctd.task_modeling.task_env.task_env import RandomTarget\n",
"from motornet.effector import RigidTendonArm26\n",
"from motornet.muscle import MujocoHillMuscle\n",
"# Create the analysis object:\n",
"rt_task_env = RandomTarget(effector = RigidTendonArm26(muscle = MujocoHillMuscle()))"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"⏳⏳⏳\n",
"\n",
"Now, to train the model! We use the same procedure as the 3BFF above; however, this model will take a bit longer to train, as of the serial nature of this task, the parallelization allowed by GPUs doesn't help speed up our training!\n",
"\n",
"⏳⏳⏳"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pytorch_lightning/utilities/parsing.py:198: Attribute 'data_env' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['data_env'])`.\n",
"GPU available: False, used: False\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"TPU available: False, using: 0 TPU cores\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"IPU available: False, using: 0 IPUs\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"HPU available: False, using: 0 HPUs\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/runner/work/NeuroAI_Course/NeuroAI_Course/ComputationThruDynamicsBenchmark/ctd/task_modeling/task_env/task_env.py:334: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
" torch.tensor(ang_targ, dtype=torch.float32, device=self.device)\n",
"/home/runner/work/NeuroAI_Course/NeuroAI_Course/ComputationThruDynamicsBenchmark/ctd/task_modeling/task_env/task_env.py:338: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
" torch.tensor(angs, dtype=torch.float32, device=self.device)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
" | Name | Type | Params\n",
"------------------------------------------\n",
"0 | task_env | RandomTarget | 84 \n",
"1 | model | GRU_RNN | 57.4 K\n",
"------------------------------------------\n",
"57.4 K Trainable params\n",
"84 Non-trainable params\n",
"57.4 K Total params\n",
"0.230 Total estimated model params size (MB)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pytorch_lightning/loops/fit_loop.py:293: The number of training batches (4) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=500` reached.\n"
]
}
],
"source": [
"from ctd.task_modeling.model.rnn import GRU_RNN\n",
"from ctd.task_modeling.datamodule.task_datamodule import TaskDataModule\n",
"from ctd.task_modeling.task_wrapper.task_wrapper import TaskTrainedWrapper\n",
"from pytorch_lightning import Trainer\n",
"\n",
"# Step 1: Instantiate the model\n",
"rnn = GRU_RNN(latent_size = 128) # Look in ctd/task_modeling/models for alternative choices!\n",
"\n",
"# Step 2: Instantiate the task environment\n",
"task_env = rt_task_env\n",
"\n",
"# Step 3: Instantiate the task datamodule\n",
"task_datamodule = TaskDataModule(task_env, n_samples = 1000, batch_size = 256)\n",
"\n",
"# Step 4: Instantiate the task wrapper\n",
"task_wrapper = TaskTrainedWrapper(learning_rate=1e-3, weight_decay = 1e-8)\n",
"\n",
"# Step 5: Initialize the model with the input and output sizes\n",
"rnn.init_model(\n",
" input_size = task_env.observation_space.shape[0] + task_env.context_inputs.shape[0],\n",
" output_size = task_env.action_space.shape[0]\n",
" )\n",
"\n",
"# Step 6: Set the environment and model in the task wrapper\n",
"task_wrapper.set_environment(task_env)\n",
"task_wrapper.set_model(rnn)\n",
"\n",
"# Step 7: Define the PyTorch Lightning Trainer object (put `enable_progress_bar=True` to observe training progress)\n",
"trainer = Trainer(accelerator= \"cpu\",max_epochs=500,enable_progress_bar=False)\n",
"\n",
"# Step 8: Fit the model\n",
"trainer.fit(task_wrapper, task_datamodule)"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"Importantly, this task is distinct from the previous two tasks because the outputs of the model affect the subsequent inputs!\n",
"\n",
"\n",
"\n",
"\n",
"Visualizing the latent dynamics of models trained on MotorNet tasks, we can see that there are complex features in the state space, but we'll leave that to you to figure out what they mean!\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"In the later questions, we will ask you to modify the environments in MotorNet to test how well your models can generalize to new tasks!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Submit your feedback\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "aa3df7e4a04f46a6832d71b9f0ce7d7b",
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"# @title Submit your feedback\n",
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"---\n",
"## Conclusion\n",
"\n",
"That's it!\n",
"\n",
"To recap, in this tutorial, we learned:\n",
"1. The basics of two tasks, the Three-Bit Flip-Flop and the Random Target task.\n",
"2. How to train recurrent neural network models on these tasks\n",
"3. Methods of visualizing and quantifying differences between these task-trained models.\n",
"\n",
"As you begin to extend beyond this tutorial, you will likely need to make your own environments, or modify existing environments to test the ability of models to generalize. We've tried to document the code-base to make this as easy as possible, but feel free to reach out if you have any questions!"
]
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"### Submit your feedback\n"
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"# @title Submit your feedback\n",
"content_review(f\"{feedback_prefix}_conclusion\")"
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