{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Conjuctive grid cells [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/RatInABox-Lab/RatInABox/blob/main/demos/conjunctive_gridcells_example.ipynb)\n", "\n", "In this demo we'll show a very simple way one could model conjuctive grid cells (Sargolini, 2006) by non-linearly combining `GridCells` and `HeadDirectionCells` using `FeedForwardLayer`.\n", "\n", "\n", "Here's a schematic of the simulation we're going to build: \n", "\n", "* Grid cells are __spatially selective__ but not head direction selective\n", "* Head direction cells are __head direction selective__ but not spatially selective\n", "* Conjunctive grid cells are __jointly spatially and head direction selective__\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: ratinabox in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (1.12.1)\n", "Requirement already satisfied: scipy in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from ratinabox) (1.9.3)\n", "Requirement already satisfied: numpy in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from ratinabox) (1.26.4)\n", "Requirement already satisfied: shapely in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from ratinabox) (2.0.1)\n", "Requirement already satisfied: matplotlib in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from ratinabox) (3.5.3)\n", "Requirement already satisfied: pyparsing>=2.2.1 in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from matplotlib->ratinabox) (3.0.9)\n", "Requirement already satisfied: python-dateutil>=2.7 in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from matplotlib->ratinabox) (2.8.2)\n", "Requirement already satisfied: fonttools>=4.22.0 in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from matplotlib->ratinabox) (4.38.0)\n", "Requirement already satisfied: cycler>=0.10 in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from matplotlib->ratinabox) (0.11.0)\n", "Requirement already satisfied: pillow>=6.2.0 in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from matplotlib->ratinabox) (9.4.0)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from matplotlib->ratinabox) (1.4.4)\n", "Requirement already satisfied: packaging>=20.0 in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from matplotlib->ratinabox) (23.0)\n", "INFO: pip is looking at multiple versions of numpy to determine which version is compatible with other requirements. This could take a while.\n", "INFO: pip is looking at multiple versions of matplotlib to determine which version is compatible with other requirements. This could take a while.\n", "Collecting matplotlib\n", "\u001b[33m WARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ConnectTimeoutError(, 'Connection to files.pythonhosted.org timed out. (connect timeout=15)')': /packages/f7/1f/a0f1a692af13b85335a9d7bd226fc0cae8d0062f1fb940980bc9b38d3b5c/matplotlib-3.9.0-cp310-cp310-macosx_11_0_arm64.whl\u001b[0m\u001b[33m\n", "\u001b[0m\u001b[33m WARNING: Retrying (Retry(total=3, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='files.pythonhosted.org', port=443): Read timed out. (read timeout=15)\")': /packages/f7/1f/a0f1a692af13b85335a9d7bd226fc0cae8d0062f1fb940980bc9b38d3b5c/matplotlib-3.9.0-cp310-cp310-macosx_11_0_arm64.whl\u001b[0m\u001b[33m\n", "\u001b[0m Downloading matplotlib-3.9.0-cp310-cp310-macosx_11_0_arm64.whl (7.8 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m730.8 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n", "\u001b[?25hRequirement already satisfied: contourpy>=1.0.1 in /Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages (from matplotlib->ratinabox) (1.0.7)\n", "INFO: pip is looking at multiple versions of to determine which version is compatible with other requirements. This could take a while.\n", " Downloading matplotlib-3.8.4-cp310-cp310-macosx_11_0_arm64.whl (7.5 MB)\n", "\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━\u001b[0m \u001b[32m5.6/7.5 MB\u001b[0m \u001b[31m313.3 kB/s\u001b[0m eta \u001b[36m0:00:06\u001b[0m\n", "\u001b[?25h\u001b[31mERROR: Exception:\n", "Traceback (most recent call last):\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/urllib3/response.py\", line 437, in _error_catcher\n", " yield\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/urllib3/response.py\", line 560, in read\n", " data = self._fp_read(amt) if not fp_closed else b\"\"\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/urllib3/response.py\", line 526, in _fp_read\n", " return self._fp.read(amt) if amt is not None else self._fp.read()\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/cachecontrol/filewrapper.py\", line 90, in read\n", " data = self.__fp.read(amt)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/http/client.py\", line 465, in read\n", " s = self.fp.read(amt)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/socket.py\", line 705, in readinto\n", " return self._sock.recv_into(b)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/ssl.py\", line 1274, in recv_into\n", " return self.read(nbytes, buffer)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/ssl.py\", line 1130, in read\n", " return self._sslobj.read(len, buffer)\n", "TimeoutError: The read operation timed out\n", "\n", "During handling of the above exception, another exception occurred:\n", "\n", "Traceback (most recent call last):\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/cli/base_command.py\", line 160, in exc_logging_wrapper\n", " status = run_func(*args)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/cli/req_command.py\", line 247, in wrapper\n", " return func(self, options, args)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/commands/install.py\", line 400, in run\n", " requirement_set = resolver.resolve(\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/resolution/resolvelib/resolver.py\", line 92, in resolve\n", " result = self._result = resolver.resolve(\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/resolvelib/resolvers.py\", line 481, in resolve\n", " state = resolution.resolve(requirements, max_rounds=max_rounds)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/resolvelib/resolvers.py\", line 380, in resolve\n", " success = self._backtrack()\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/resolvelib/resolvers.py\", line 320, in _backtrack\n", " success = _patch_criteria()\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/resolvelib/resolvers.py\", line 309, in _patch_criteria\n", " if not candidates:\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/resolvelib/structs.py\", line 151, in __bool__\n", " return bool(self._sequence)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/resolution/resolvelib/found_candidates.py\", line 155, in __bool__\n", " return any(self)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/resolution/resolvelib/found_candidates.py\", line 143, in \n", " return (c for c in iterator if id(c) not in self._incompatible_ids)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/resolution/resolvelib/found_candidates.py\", line 47, in _iter_built\n", " candidate = func()\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/resolution/resolvelib/factory.py\", line 206, in _make_candidate_from_link\n", " self._link_candidate_cache[link] = LinkCandidate(\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/resolution/resolvelib/candidates.py\", line 297, in __init__\n", " super().__init__(\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/resolution/resolvelib/candidates.py\", line 162, in __init__\n", " self.dist = self._prepare()\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/resolution/resolvelib/candidates.py\", line 231, in _prepare\n", " dist = self._prepare_distribution()\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/resolution/resolvelib/candidates.py\", line 308, in _prepare_distribution\n", " return preparer.prepare_linked_requirement(self._ireq, parallel_builds=True)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/operations/prepare.py\", line 491, in prepare_linked_requirement\n", " return self._prepare_linked_requirement(req, parallel_builds)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/operations/prepare.py\", line 536, in _prepare_linked_requirement\n", " local_file = unpack_url(\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/operations/prepare.py\", line 166, in unpack_url\n", " file = get_http_url(\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/operations/prepare.py\", line 107, in get_http_url\n", " from_path, content_type = download(link, temp_dir.path)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/network/download.py\", line 147, in __call__\n", " for chunk in chunks:\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/cli/progress_bars.py\", line 53, in _rich_progress_bar\n", " for chunk in iterable:\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_internal/network/utils.py\", line 63, in response_chunks\n", " for chunk in response.raw.stream(\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/urllib3/response.py\", line 621, in stream\n", " data = self.read(amt=amt, decode_content=decode_content)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/urllib3/response.py\", line 559, in read\n", " with self._error_catcher():\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/contextlib.py\", line 153, in __exit__\n", " self.gen.throw(typ, value, traceback)\n", " File \"/Users/tomgeorge/miniconda3/envs/riab/lib/python3.10/site-packages/pip/_vendor/urllib3/response.py\", line 442, in _error_catcher\n", " raise ReadTimeoutError(self._pool, None, \"Read timed out.\")\n", "pip._vendor.urllib3.exceptions.ReadTimeoutError: HTTPSConnectionPool(host='files.pythonhosted.org', port=443): Read timed out.\u001b[0m\u001b[31m\n", "\u001b[0m" ] }, { "ename": "ModuleNotFoundError", "evalue": "No module named 'scipy.interpolate'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[1], line 5\u001b[0m\n\u001b[1;32m 2\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39msystem(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpip install ratinabox\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 4\u001b[0m \u001b[38;5;66;03m#Import ratinabox \u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mratinabox\u001b[39;00m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mratinabox\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mEnvironment\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Environment\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mratinabox\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mAgent\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Agent\n", "File \u001b[0;32m~/Documents/RatInABox/ratinabox/__init__.py:29\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mAgent\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m 27\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mNeurons\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m---> 29\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m contribs\n\u001b[1;32m 31\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m \n\u001b[1;32m 34\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mstylize_plots\u001b[39m():\n", "File \u001b[0;32m~/Documents/RatInABox/ratinabox/contribs/__init__.py:4\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mPlaneWaveNeurons\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mValueNeuron\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mThetaSequenceAgent\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n", "File \u001b[0;32m~/Documents/RatInABox/ratinabox/contribs/ThetaSequenceAgent.py:3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mratinabox\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mratinabox\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mAgent\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Agent\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mscipy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01minterpolate\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m interp1d\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mcopy\u001b[39;00m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n", "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'scipy.interpolate'" ] } ], "source": [ "# Install dependencies \n", "!pip install ratinabox\n", "\n", "#Import ratinabox \n", "import ratinabox\n", "from ratinabox.Environment import Environment\n", "from ratinabox.Agent import Agent\n", "from ratinabox.Neurons import GridCells, HeadDirectionCells, FeedForwardLayer\n", "\n", "#stylize plots and set figure directory for saving \n", "ratinabox.stylize_plots(); ratinabox.autosave_plots=True; ratinabox.figure_directory=\"../figures/\"\n", "\n", "#...and other dependencies\n", "import numpy as np \n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "#Some global variables\n", "N_cells = 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Make `GridCells` and `HeadDirectionCells` and plot their spatial and head direction selectivity\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "Env = Environment()\n", "Ag = Agent(Env)\n", "GCs = GridCells(Ag, params = {\n", " 'n':N_cells,\n", " 'gridscale':[0.2,0.4,0.6],\n", " 'name':'GridCells',\n", " 'color':'C1'})\n", "HDCs = HeadDirectionCells(Ag, params={\n", " 'n':N_cells,\n", " 'name':'HeadDirectionCells',\n", " 'color':'C5'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the spatial and head direction selectivity of the `GridCells` and `HeadDirectionCells` we're going to use to make the conjunctive grid cells.\n", "\n", "* `Neurons.plot_rate_map(method=\"groundtruth_headdirectionaveraged\")` calcultes the rate maps at all head directions, _averages over head direction_ and then plots the spatial rate map. \n", "* `Neurons.plot_angular_rate_map()` calculates the rate maps at all head directions and then _averages over space_ and plots the head direction rate map in polar coordinates." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Figure saved to /Users/tomgeorge/Documents/RatInABox/figures/20_11_23/GridCells_ratemaps_2133.png & .svg\n", "Figure saved to /Users/tomgeorge/Documents/RatInABox/figures/20_11_23/GridCells_angularratemaps_2133.png & .svg\n" ] }, { "data": { "text/plain": [ "Text(0.5, 0.98, 'Head direction seletivity of grid cells (there is none)')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = GCs.plot_rate_map(method=\"groundtruth_headdirectionaveraged\",colorbar=False)\n", "fig.suptitle(\"Spatial selectivity of grid cells\")\n", "fig, ax = GCs.plot_angular_rate_map()\n", "fig.suptitle(\"Head direction selectivity of grid cells (there is none)\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Figure saved to /Users/tomgeorge/Documents/RatInABox/figures/20_11_23/HeadDirectionCells_ratemaps_2149.png & .svg\n", "Figure saved to /Users/tomgeorge/Documents/RatInABox/figures/20_11_23/HeadDirectionCells_angularratemaps_2149.png & .svg\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = HDCs.plot_rate_map(method=\"groundtruth_headdirectionaveraged\",colorbar=False)\n", "fig.suptitle(\"Spatial selectivity of head direction cells (there is none)\")\n", "fig, ax = HDCs.plot_angular_rate_map()\n", "# fig.suptitle(\"Head direction selectivity of head direction cells\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make conjunctive grid cells\n", "\n", "The way we'll do this is we'll make a `FeedForwardLayer` which takes as input the `GridCells` and `HeadDirectionCells` and then non-linearly combines them to make conjunctive grid cells.\n", "\n", "$$F(x,\\phi_h) = \\sigma\\big( \\mathsf{W}_g \\cdot F_{g}(x) + \\mathsf{W}_h \\cdot F_{h}(\\phi_{h})\\big)$$\n", "\n", "where $F_{g}(x)$ is the grid cell activity, $F_{h}(\\phi_{h})$ is the head direction cell activity, $\\mathsf{W}_g$ and $\\mathsf{W}_h$ are the weight matrices for the grid cells and head direction cells respectively, and $\\sigma$ is a non-linearity.\n", "\n", "For each input we'll make the weight matrix the identity: $[\\mathsf{W}_g]_{ij} = [\\mathsf{W}_h]_{ij} = \\delta_{ij}$. The non-linearity will be a relu function thresholded at 1.0, $\\sigma(x) = \\max(0,x-1)$. Since the maximum firing rate of the `GridCells` and `HeadDirectionCells` is 1.0, _only_ if the grid cell is active _and_ the head direction cell are active together will the total conjunctive grid cell input overcome the threshold and fire. \n", "\n", "Here's how you'd write this with RatInABox...\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "CGCs = FeedForwardLayer(Ag, params={\n", " 'n':N_cells,\n", " 'input_layers':[GCs,HDCs],\n", " 'activation_function':{'activation':'relu',\n", " 'threshold':1},\n", " 'color':'C0'}\n", " )\n", "\n", "#It's also possible to write your own activation function and have biases as well as weights. Feel free to experiment (read the documatation/paper for full info)!\n", "\n", "CGCs.inputs['GridCells']['w'] = np.identity(N_cells)\n", "CGCs.inputs['HeadDirectionCells']['w'] = np.identity(N_cells)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Figure saved to /Users/tomgeorge/Documents/RatInABox/figures/20_11_23/FeedForwardLayer_ratemaps_2135.png & .svg\n", "Figure saved to /Users/tomgeorge/Documents/RatInABox/figures/20_11_23/FeedForwardLayer_angularratemaps_2135.png & .svg\n" ] }, { "data": { "text/plain": [ "Text(0.5, 0.98, 'Head direction seletivity of conjunctive grid cells (like head direction cells)')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = CGCs.plot_rate_map(method=\"groundtruth_headdirectionaveraged\",colorbar=False)\n", "fig.suptitle(\"Spatial selectivity of conjunctive grid cells (like grid cells)\")\n", "fig, ax = CGCs.plot_angular_rate_map()\n", "fig.suptitle(\"Head direction selectivity of conjunctive grid cells (like head direction cells)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulate them to make sure they behave as expected\n", "\n", "Final lets simulate them for two minutes and plot the firing rate data. We'll also plot the rat's trajectory and head direction to make sure the firing rate data makes sense.\n", "\n", "We'll make the rat move under circular motion. This should be clearly visible in the head direction cell data as cells periodincal fire as the rat's head direction changes. The conjunctive grid cells should fire a bit like the grid cells do but modulated by the activity of their respective head direction cell." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Figure saved to /Users/tomgeorge/Documents/RatInABox/figures/20_11_23/trajectory_2135_1.png & .svg\n", "Figure saved to /Users/tomgeorge/Documents/RatInABox/figures/20_11_23/GridCells_firingrate_2135_1.png & .svg\n", "Figure saved to /Users/tomgeorge/Documents/RatInABox/figures/20_11_23/HeadDirectionCells_firingrate_2135_1.png & .svg\n", "Figure saved to /Users/tomgeorge/Documents/RatInABox/figures/20_11_23/FeedForwardLayer_firingrate_2135_1.png & .svg\n" ] }, { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "while Ag.t < 120:\n", " r = Ag.pos - Env.centre\n", " drift = np.array([-r[1],r[0]]) #tangential drift velocity\n", " drift = 0.2 * drift / np.linalg.norm(drift)\n", " Ag.update(drift_velocity=drift,drift_to_random_strength_ratio=4)\n", " GCs.update()\n", " HDCs.update()\n", " CGCs.update()\n", "\n", "\n", "Ag.plot_trajectory(color='changing',colorbar=True)\n", "GCs.plot_rate_timeseries()\n", "HDCs.plot_rate_timeseries()\n", "CGCs.plot_rate_timeseries()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "riab", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 2 }