From 069ccc980e34aa5e025664099f703b56befd1924 Mon Sep 17 00:00:00 2001 From: michaeldeistler Date: Thu, 30 Nov 2023 15:14:05 +0100 Subject: [PATCH] update all tutorials --- tutorials/01_small_network.ipynb | 52 +++++----- tutorials/02_setting_parameters.ipynb | 85 ++++++----------- tutorials/03_gradient.ipynb | 132 +++++++++++++------------- tutorials/04_groups.ipynb | 38 +++++--- tutorials/05_new_mechanisms.ipynb | 18 ++-- tutorials/06_diverse_channels.ipynb | 124 +++++++++++------------- 6 files changed, 205 insertions(+), 244 deletions(-) diff --git a/tutorials/01_small_network.ipynb b/tutorials/01_small_network.ipynb index 7a3433d3..ddb1f86b 100644 --- a/tutorials/01_small_network.ipynb +++ b/tutorials/01_small_network.ipynb @@ -19,7 +19,7 @@ "outputs": [], "source": [ "# I have experienced stability issues with float32.\n", - "from jax.config import config\n", + "from jax import config\n", "config.update(\"jax_enable_x64\", True)\n", "config.update(\"jax_platform_name\", \"cpu\")\n", "\n", @@ -34,12 +34,10 @@ "metadata": {}, "outputs": [], "source": [ - "import time\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "import jax\n", "import jax.numpy as jnp\n", - "from jax import jit, value_and_grad\n", + "from jax import jit\n", "\n", "import jaxley as jx\n", "from jaxley.channels import HHChannel\n", @@ -100,7 +98,7 @@ "outputs": [], "source": [ "comp = jx.Compartment()\n", - "branch = jx.Branch([comp for _ in range(nseg_per_branch)])" + "branch = jx.Branch(comp, nseg=nseg_per_branch)" ] }, { @@ -142,7 +140,7 @@ "metadata": {}, "outputs": [], "source": [ - "cell = jx.Cell([branch for _ in range(num_branches)], parents=parents)" + "cell = jx.Cell(branch, parents=parents)" ] }, { @@ -161,14 +159,12 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -255,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "d6d4d560", "metadata": {}, "outputs": [], @@ -263,7 +259,7 @@ "for cell_ind in range(num_cells):\n", " network.cell(cell_ind).branch(0).comp(0.0).record()\n", "\n", - "current = jx.step_current(i_delay, i_dur, i_amp, time_vec)\n", + "current = jx.step_current(i_delay, i_dur, i_amp, dt, t_max)\n", "for stim_ind in range(5):\n", " network.cell(stim_ind).branch(0).comp(0.0).stimulate(current)" ] @@ -278,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "26e7b8dc", "metadata": {}, "outputs": [ @@ -286,8 +282,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 7.69 s, sys: 91.9 ms, total: 7.78 s\n", - "Wall time: 7.85 s\n" + "CPU times: user 4.8 s, sys: 33.4 ms, total: 4.84 s\n", + "Wall time: 4.88 s\n" ] } ], @@ -308,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "ea1a1171-0416-417c-b4d1-358c6dafe486", "metadata": {}, "outputs": [], @@ -321,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "18b7ac3e-b359-4078-8743-c6167d65c4fb", "metadata": {}, "outputs": [ @@ -329,8 +325,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 6.41 s, sys: 62.3 ms, total: 6.47 s\n", - "Wall time: 6.53 s\n" + "CPU times: user 3.93 s, sys: 14.8 ms, total: 3.95 s\n", + "Wall time: 3.92 s\n" ] } ], @@ -349,20 +345,18 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "51bd6fb1-4da7-496b-9f5d-69a53ea6d666", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -386,9 +380,9 @@ ], "metadata": { "kernelspec": { - "display_name": "jax", + "display_name": "neurax", "language": "python", - "name": "jax" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -400,7 +394,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/tutorials/02_setting_parameters.ipynb b/tutorials/02_setting_parameters.ipynb index 3a114636..dd8ec43a 100644 --- a/tutorials/02_setting_parameters.ipynb +++ b/tutorials/02_setting_parameters.ipynb @@ -19,7 +19,7 @@ "outputs": [], "source": [ "# I have experienced stability issues with float32.\n", - "from jax.config import config\n", + "from jax import config\n", "config.update(\"jax_enable_x64\", True)\n", "config.update(\"jax_platform_name\", \"cpu\")\n", "\n", @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "id": "9dd37bad", "metadata": {}, "outputs": [], @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "id": "b582ddc5", "metadata": {}, "outputs": [], @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "id": "b0e175c4", "metadata": {}, "outputs": [], @@ -84,33 +84,6 @@ "time_vec = jnp.arange(0.0, t_max+dt, dt)" ] }, - { - "cell_type": "code", - "execution_count": 9, - "id": "00368544", - "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "module 'jaxley' has no attribute 'Recording'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/var/folders/j9/w7ftvg_16t1f9bgp1cy4bt1r0000gn/T/ipykernel_6705/1537478611.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mrecs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mjx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRecording\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcell_ind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.0\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mcell_ind\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m stims = [\n\u001b[1;32m 3\u001b[0m \u001b[0mjx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mStimulus\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstim_ind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcurrent\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mjx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep_current\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi_delay\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi_dur\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi_amp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_vec\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mstim_ind\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m ]\n", - "\u001b[0;32m/var/folders/j9/w7ftvg_16t1f9bgp1cy4bt1r0000gn/T/ipykernel_6705/1537478611.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mrecs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mjx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRecording\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcell_ind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.0\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mcell_ind\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m stims = [\n\u001b[1;32m 3\u001b[0m \u001b[0mjx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mStimulus\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstim_ind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcurrent\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mjx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep_current\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi_delay\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi_dur\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi_amp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_vec\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mstim_ind\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m ]\n", - "\u001b[0;31mAttributeError\u001b[0m: module 'jaxley' has no attribute 'Recording'" - ] - } - ], - "source": [ - "\n", - "recs = [jx.Recording(cell_ind, 1, 0.0) for cell_ind in range(5)]\n", - "stims = [\n", - " jx.Stimulus(stim_ind, 1, 0.0, current=jx.step_current(i_delay, i_dur, i_amp, time_vec)) for stim_ind in range(2)\n", - "]" - ] - }, { "cell_type": "markdown", "id": "f1aeabc4", @@ -121,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "id": "d058f3e1", "metadata": {}, "outputs": [], @@ -133,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "id": "bb5f92c1", "metadata": {}, "outputs": [], @@ -145,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "id": "1182b303", "metadata": {}, "outputs": [], @@ -155,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "id": "df476007-92d3-453c-9d75-04fa72ee2414", "metadata": {}, "outputs": [], @@ -163,7 +136,7 @@ "for cell_ind in range(5):\n", " network.cell(cell_ind).branch(1).comp(0.0).record()\n", "\n", - "current = jx.step_current(i_delay, i_dur, i_amp, time_vec)\n", + "current = jx.step_current(i_delay, i_dur, i_amp, dt, t_max)\n", "for stim_ind in range(2):\n", " network.cell(stim_ind).branch(1).comp(0.0).stimulate(current)" ] @@ -186,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "id": "10855cd9", "metadata": {}, "outputs": [], @@ -204,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "id": "a56e8dea", "metadata": {}, "outputs": [], @@ -222,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "id": "46407ef6", "metadata": {}, "outputs": [], @@ -240,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "id": "a8f6fc66", "metadata": {}, "outputs": [], @@ -266,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "id": "e4c400dd", "metadata": {}, "outputs": [], @@ -292,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "id": "8167b1c6", "metadata": {}, "outputs": [], @@ -318,17 +291,17 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 17, "id": "f72f3a8a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "DeviceArray([0.3], dtype=float64, weak_type=True)" + "Array([0.3], dtype=float64, weak_type=True)" ] }, - "execution_count": 20, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -347,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 18, "id": "2339f465", "metadata": {}, "outputs": [ @@ -496,7 +469,7 @@ "7 7 0 0 0.20 0.036 0.0003 0.3 0.2 0.2" ] }, - "execution_count": 21, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -515,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 19, "id": "55f1e96e", "metadata": {}, "outputs": [], @@ -525,20 +498,18 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 20, "id": "f61c04a2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -562,9 +533,9 @@ ], "metadata": { "kernelspec": { - "display_name": "jax", + "display_name": "neurax", "language": "python", - "name": "jax" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -576,7 +547,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/tutorials/03_gradient.ipynb b/tutorials/03_gradient.ipynb index d90625c8..d960d804 100644 --- a/tutorials/03_gradient.ipynb +++ b/tutorials/03_gradient.ipynb @@ -29,7 +29,7 @@ "outputs": [], "source": [ "# I have experienced stability issues with float32.\n", - "from jax.config import config\n", + "from jax import config\n", "config.update(\"jax_enable_x64\", True)\n", "config.update(\"jax_platform_name\", \"cpu\")\n", "\n", @@ -44,8 +44,6 @@ "metadata": {}, "outputs": [], "source": [ - "import time\n", - "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import jax\n", "import jax.numpy as jnp\n", @@ -128,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "id": "ff784bcb", "metadata": {}, "outputs": [], @@ -138,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "id": "222f9a00", "metadata": {}, "outputs": [], @@ -148,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "id": "90affb0c-dc77-47c7-be3c-18e2829cc820", "metadata": {}, "outputs": [], @@ -156,7 +154,7 @@ "for cell_ind in range(5):\n", " network.cell(cell_ind).branch(1).comp(0.0).record()\n", " \n", - "current = jx.step_current(i_delay, i_dur, i_amp, time_vec)\n", + "current = jx.step_current(i_delay, i_dur, i_amp, dt, t_max)\n", "for stim_ind in range(2):\n", " network.cell(stim_ind).branch(1).comp(0.0).stimulate(current)" ] @@ -179,10 +177,18 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "id": "10cb5b1e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of newly added trainable parameters: 1. Total number of trainable parameters: 1\n" + ] + } + ], "source": [ "network.make_trainable(\"radius\")" ] @@ -197,10 +203,18 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "id": "c90be7f3", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of newly added trainable parameters: 200. Total number of trainable parameters: 201\n" + ] + } + ], "source": [ "network.cell(\"all\").branch(\"all\").comp(\"all\").make_trainable(\"gNa\")" ] @@ -223,10 +237,18 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "id": "f31901bd", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of newly added trainable parameters: 1. Total number of trainable parameters: 202\n" + ] + } + ], "source": [ "network.make_trainable(\"gS\")" ] @@ -241,10 +263,18 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 17, "id": "12fe7828", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of newly added trainable parameters: 6. Total number of trainable parameters: 208\n" + ] + } + ], "source": [ "network.GlutamateSynapse(\"all\").make_trainable(\"gS\")" ] @@ -267,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 18, "id": "40a48eea", "metadata": {}, "outputs": [], @@ -286,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "id": "4eb3f8f1", "metadata": {}, "outputs": [], @@ -312,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 20, "id": "a29f1ac2", "metadata": {}, "outputs": [], @@ -332,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 21, "id": "f38d61a9", "metadata": {}, "outputs": [], @@ -342,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 22, "id": "9ac97e04", "metadata": {}, "outputs": [], @@ -362,22 +392,10 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "id": "d9ccf1b6", "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'optax'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/var/folders/j9/w7ftvg_16t1f9bgp1cy4bt1r0000gn/T/ipykernel_6746/3781452166.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0moptax\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'optax'" - ] - } - ], + "outputs": [], "source": [ "import optax" ] @@ -392,7 +410,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "710a1545", "metadata": {}, "outputs": [], @@ -413,7 +431,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "800f959e", "metadata": {}, "outputs": [], @@ -437,51 +455,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "9d639efa", "metadata": {}, "outputs": [], "source": [ "opt_params = transform.inverse(params)\n", - "optimizer = optax.adam(learning_rate=1e-2)\n", + "optimizer = optax.adam(learning_rate=1e-1)\n", "opt_state = optimizer.init(opt_params)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "0e4aebd0-283e-4165-8c24-4b6fb811135e", "metadata": {}, - "outputs": [], - "source": [ - "epoch_losses = []\n", - "\n", - "for epoch in range(5):\n", - " loss_val, gradient = jitted_grad(opt_params)\n", - " updates, opt_state = optimizer.update(gradient, opt_state)\n", - " opt_params = optax.apply_updates(opt_params, updates)\n", - "\n", - " print(f\"epoch {epoch}, loss {loss_val}\")\n", - " epoch_losses.append(loss_val)\n", - " \n", - "final_params = transform.forward(opt_params)" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "134af3e1", - "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "epoch 0, loss -64.97740510297487\n", - "epoch 1, loss -64.98296369502924\n", - "epoch 2, loss -64.98846441030534\n", - "epoch 3, loss -64.99390672049375\n", - "epoch 4, loss -64.99929015505666\n" + "epoch 0, loss -64.97740512171988\n", + "epoch 1, loss -65.03050878143252\n", + "epoch 2, loss -65.07820463321355\n", + "epoch 3, loss -65.12091871011332\n", + "epoch 4, loss -65.15909222980945\n" ] } ], @@ -510,9 +508,9 @@ ], "metadata": { "kernelspec": { - "display_name": "jax", + "display_name": "neurax", "language": "python", - "name": "jax" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -524,7 +522,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/tutorials/04_groups.ipynb b/tutorials/04_groups.ipynb index e0d2ed8d..d3fc21e3 100644 --- a/tutorials/04_groups.ipynb +++ b/tutorials/04_groups.ipynb @@ -29,7 +29,7 @@ "outputs": [], "source": [ "# I have experienced stability issues with float32.\n", - "from jax.config import config\n", + "from jax import config\n", "config.update(\"jax_enable_x64\", True)\n", "config.update(\"jax_platform_name\", \"cpu\")\n", "\n", @@ -618,7 +618,15 @@ "execution_count": 14, "id": "3a399a56", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of newly added trainable parameters: 1. Total number of trainable parameters: 1\n" + ] + } + ], "source": [ "network.fast_spiking.make_trainable(\"gNa\")" ] @@ -640,7 +648,7 @@ { "data": { "text/plain": [ - "[{'gNa': DeviceArray([[0.4]], dtype=float64)}]" + "[{'gNa': Array([[0.4]], dtype=float64)}]" ] }, "execution_count": 15, @@ -665,7 +673,15 @@ "execution_count": 16, "id": "99a6c389", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of newly added trainable parameters: 3. Total number of trainable parameters: 4\n" + ] + } + ], "source": [ "network.cell([0,1,3]).make_trainable(\"axial_resistivity\")" ] @@ -679,10 +695,10 @@ { "data": { "text/plain": [ - "[{'gNa': DeviceArray([[0.4]], dtype=float64)},\n", - " {'axial_resistivity': DeviceArray([[5000.],\n", - " [5000.],\n", - " [5000.]], dtype=float64)}]" + "[{'gNa': Array([[0.4]], dtype=float64)},\n", + " {'axial_resistivity': Array([[5000.],\n", + " [5000.],\n", + " [5000.]], dtype=float64)}]" ] }, "execution_count": 17, @@ -705,9 +721,9 @@ ], "metadata": { "kernelspec": { - "display_name": "jax", + "display_name": "neurax", "language": "python", - "name": "jax" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -719,7 +735,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/tutorials/05_new_mechanisms.ipynb b/tutorials/05_new_mechanisms.ipynb index 2748113c..afc669f7 100644 --- a/tutorials/05_new_mechanisms.ipynb +++ b/tutorials/05_new_mechanisms.ipynb @@ -29,7 +29,7 @@ "outputs": [], "source": [ "# I have experienced stability issues with float32.\n", - "from jax.config import config\n", + "from jax import config\n", "config.update(\"jax_enable_x64\", True)\n", "config.update(\"jax_platform_name\", \"cpu\")\n", "\n", @@ -122,7 +122,7 @@ "outputs": [], "source": [ "cell.branch(0).comp(0.0).record()\n", - "cell.branch(0).comp(0.0).stimulate(jx.step_current(1.0, 2.0, 0.1, time_vec))" + "cell.branch(0).comp(0.0).stimulate(jx.step_current(1.0, 2.0, 0.1, dt, t_max))" ] }, { @@ -264,14 +264,12 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -418,9 +416,9 @@ ], "metadata": { "kernelspec": { - "display_name": "jax", + "display_name": "neurax", "language": "python", - "name": "jax" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -432,7 +430,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.10.11" } }, "nbformat": 4, diff --git a/tutorials/06_diverse_channels.ipynb b/tutorials/06_diverse_channels.ipynb index d36425ae..2a4b5f13 100644 --- a/tutorials/06_diverse_channels.ipynb +++ b/tutorials/06_diverse_channels.ipynb @@ -22,7 +22,7 @@ "%autoreload 2\n", "\n", "# I have experienced stability issues with float32.\n", - "from jax.config import config\n", + "from jax import config\n", "config.update(\"jax_enable_x64\", True)\n", "config.update(\"jax_platform_name\", \"cpu\")\n", "\n", @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "e4a77e9c", "metadata": {}, "outputs": [], @@ -45,12 +45,14 @@ "from jax import jit, value_and_grad\n", "\n", "import jaxley as jx\n", - "from jaxley.channels import (Leak,\n", - " NaChannelPospi, \n", - " KChannelPospi,\n", - " KmChannelPospi,\n", - " CaLChannelPospi,\n", - " CaTChannelPospi)" + "from jaxley.channels import (\n", + " Leak,\n", + " NaChannelPospi, \n", + " KChannelPospi,\n", + " KmChannelPospi,\n", + " CaLChannelPospi,\n", + " CaTChannelPospi\n", + ")" ] }, { @@ -64,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 3, "id": "bf0bb32d", "metadata": {}, "outputs": [], @@ -75,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 4, "id": "b4911e49", "metadata": {}, "outputs": [], @@ -88,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 5, "id": "110a2b85", "metadata": {}, "outputs": [], @@ -116,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 7, "id": "7b131dee", "metadata": {}, "outputs": [], @@ -133,7 +135,7 @@ "\n", "time_vec = jnp.arange(0.0, t_max+dt, dt)\n", "\n", - "current = jx.step_current(i_delay, i_dur, i_amp, time_vec, i_offset=i_offset)\n", + "current = jx.step_current(i_delay, i_dur, i_amp, dt, t_max, i_offset=i_offset)\n", "cell.stimulate(current)\n", "cell.record()\n", "\n", @@ -143,20 +145,18 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 8, "id": "df97a55d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -187,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 9, "id": "73fe76e6", "metadata": {}, "outputs": [], @@ -204,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 10, "id": "574b733a", "metadata": {}, "outputs": [], @@ -230,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 11, "id": "e27fb732", "metadata": {}, "outputs": [], @@ -247,7 +247,7 @@ "\n", "time_vec = jnp.arange(0.0, t_max+dt, dt)\n", "\n", - "current = jx.step_current(i_delay, i_dur, i_amp, time_vec, i_offset=i_offset)\n", + "current = jx.step_current(i_delay, i_dur, i_amp, dt, t_max, i_offset=i_offset)\n", "cell.stimulate(current)\n", "cell.record()\n", "\n", @@ -257,20 +257,18 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 12, "id": "adeb84a2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -299,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 13, "id": "5efef2f5", "metadata": {}, "outputs": [], @@ -317,7 +315,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 14, "id": "d026f108", "metadata": {}, "outputs": [], @@ -349,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 15, "id": "396f7fc9", "metadata": {}, "outputs": [], @@ -366,7 +364,7 @@ "\n", "time_vec = jnp.arange(0.0, t_max+dt, dt)\n", "\n", - "current = jx.step_current(i_delay, i_dur, i_amp, time_vec, i_offset=i_offset)\n", + "current = jx.step_current(i_delay, i_dur, i_amp, dt, t_max, i_offset=i_offset)\n", "cell.stimulate(current)\n", "cell.record()\n", "\n", @@ -376,20 +374,18 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 16, "id": "d148b04f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -409,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 17, "id": "9a722445-5533-46e4-bd5d-06b27ac2b71c", "metadata": {}, "outputs": [], @@ -427,7 +423,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 18, "id": "2a4615c5", "metadata": {}, "outputs": [], @@ -460,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 19, "id": "1efc7100", "metadata": {}, "outputs": [], @@ -477,7 +473,7 @@ "\n", "time_vec = jnp.arange(0.0, t_max+dt, dt)\n", "\n", - "current = jx.step_current(i_delay, i_dur, i_amp, time_vec, i_offset=i_offset)\n", + "current = jx.step_current(i_delay, i_dur, i_amp, dt, t_max, i_offset=i_offset)\n", "cell.stimulate(current)\n", "cell.record()\n", "\n", @@ -487,20 +483,18 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 20, "id": "102a17fb", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -529,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 21, "id": "42bed242", "metadata": {}, "outputs": [], @@ -547,7 +541,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 22, "id": "535e7255", "metadata": {}, "outputs": [], @@ -578,7 +572,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 23, "id": "e98009df", "metadata": {}, "outputs": [], @@ -595,7 +589,7 @@ "\n", "time_vec = jnp.arange(0.0, t_max+dt, dt)\n", "\n", - "current = jx.step_current(i_delay, i_dur, i_amp, time_vec, i_offset=i_offset)\n", + "current = jx.step_current(i_delay, i_dur, i_amp, dt, t_max, i_offset=i_offset)\n", "cell.stimulate(current)\n", "cell.record()\n", "\n", @@ -604,20 +598,18 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 24, "id": "987aa427", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -633,21 +625,13 @@ "ax.plot(time_vec, current)\n", "_ = ax.set_xlabel(\"Time (ms)\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f9f81234-1878-4dd0-8a2b-ec0baee9133d", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "jax", + "display_name": "neurax", "language": "python", - "name": "jax" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -659,7 +643,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.10.11" } }, "nbformat": 4,