diff --git a/docker_unix/requirements.txt b/docker_unix/requirements.txt index ded39aa0..b516f748 100644 --- a/docker_unix/requirements.txt +++ b/docker_unix/requirements.txt @@ -3,7 +3,7 @@ biopython bokeh -e git+https://github.com/Steel-Lab-Oxford/core-bioreaction-simulation.git@47391ff32aa2e0e9dcbb4541efb526ff6c43e427#egg=bioreaction celluloid -chex>=0.1.6 +chex fire jax==0.4.29 # -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html diff --git a/notebooks/22_adaptation_autograd.ipynb b/notebooks/22_adaptation_autograd.ipynb index 2f670974..198cd3ea 100644 --- a/notebooks/22_adaptation_autograd.ipynb +++ b/notebooks/22_adaptation_autograd.ipynb @@ -15,18 +15,9 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" @@ -41,9 +32,32 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "CUDA backend failed to initialize: jaxlib/cuda/versions_helpers.cc:99: operation cuInit(0) failed: CUDA_ERROR_NO_DEVICE.(Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "Unknown backend: 'gpu' requested, but no platforms that are instances of gpu are present. Platforms present are: cpu", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 24\u001b[0m\n\u001b[1;32m 19\u001b[0m sys\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mappend(module_path)\n\u001b[1;32m 21\u001b[0m __package__ \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mbasename(module_path)\n\u001b[0;32m---> 24\u001b[0m \u001b[43mjax\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdevices\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/jax/_src/xla_bridge.py:1093\u001b[0m, in \u001b[0;36mdevices\u001b[0;34m(backend)\u001b[0m\n\u001b[1;32m 1068\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdevices\u001b[39m(\n\u001b[1;32m 1069\u001b[0m backend: \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m|\u001b[39m xla_client\u001b[38;5;241m.\u001b[39mClient \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1070\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mlist\u001b[39m[xla_client\u001b[38;5;241m.\u001b[39mDevice]:\n\u001b[1;32m 1071\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Returns a list of all devices for a given backend.\u001b[39;00m\n\u001b[1;32m 1072\u001b[0m \n\u001b[1;32m 1073\u001b[0m \u001b[38;5;124;03m .. currentmodule:: jaxlib.xla_extension\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1091\u001b[0m \u001b[38;5;124;03m List of Device subclasses.\u001b[39;00m\n\u001b[1;32m 1092\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1093\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mget_backend\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbackend\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mdevices()\n", + "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/jax/_src/xla_bridge.py:1027\u001b[0m, in \u001b[0;36mget_backend\u001b[0;34m(platform)\u001b[0m\n\u001b[1;32m 1023\u001b[0m \u001b[38;5;129m@lru_cache\u001b[39m(maxsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;66;03m# don't use util.memoize because there is no X64 dependence.\u001b[39;00m\n\u001b[1;32m 1024\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_backend\u001b[39m(\n\u001b[1;32m 1025\u001b[0m platform: \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m|\u001b[39m \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m|\u001b[39m xla_client\u001b[38;5;241m.\u001b[39mClient \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1026\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m xla_client\u001b[38;5;241m.\u001b[39mClient:\n\u001b[0;32m-> 1027\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_get_backend_uncached\u001b[49m\u001b[43m(\u001b[49m\u001b[43mplatform\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/jax/_src/xla_bridge.py:1008\u001b[0m, in \u001b[0;36m_get_backend_uncached\u001b[0;34m(platform)\u001b[0m\n\u001b[1;32m 1006\u001b[0m bs \u001b[38;5;241m=\u001b[39m backends()\n\u001b[1;32m 1007\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m platform \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1008\u001b[0m platform \u001b[38;5;241m=\u001b[39m \u001b[43mcanonicalize_platform\u001b[49m\u001b[43m(\u001b[49m\u001b[43mplatform\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1009\u001b[0m backend \u001b[38;5;241m=\u001b[39m bs\u001b[38;5;241m.\u001b[39mget(platform, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m 1010\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m backend \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/jax/_src/xla_bridge.py:809\u001b[0m, in \u001b[0;36mcanonicalize_platform\u001b[0;34m(platform)\u001b[0m\n\u001b[1;32m 807\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m p \u001b[38;5;129;01min\u001b[39;00m b\u001b[38;5;241m.\u001b[39mkeys():\n\u001b[1;32m 808\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m p\n\u001b[0;32m--> 809\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnknown backend: \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mplatform\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m requested, but no \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 810\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mplatforms that are instances of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mplatform\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m are present. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 811\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPlatforms present are: \u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(b\u001b[38;5;241m.\u001b[39mkeys()))\n", + "\u001b[0;31mRuntimeError\u001b[0m: Unknown backend: 'gpu' requested, but no platforms that are instances of gpu are present. Platforms present are: cpu" + ] + } + ], "source": [ "from jax import jacrev\n", "import numpy as np\n", @@ -58,37 +72,40 @@ "import os\n", "import sys\n", "\n", - "jax.config.update('jax_platform_name', 'cpu')\n", + "jax.config.update('jax_platform_name', 'gpu')\n", "\n", "if __package__ is None:\n", "\n", " module_path = os.path.abspath(os.path.join('..'))\n", " sys.path.append(module_path)\n", "\n", - " __package__ = os.path.basename(module_path)" + " __package__ = os.path.basename(module_path)\n", + " \n", + " \n", + "jax.devices()" ] }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 166, "metadata": {}, "outputs": [], "source": [ "from synbio_morpher.srv.parameter_prediction.simulator import make_piecewise_stepcontrol\n", "from synbio_morpher.utils.misc.type_handling import flatten_listlike\n", - "from synbio_morpher.utils.results.analytics.timeseries import calculate_adaptation, compute_sensitivity, compute_precision" + "from synbio_morpher.utils.results.analytics.timeseries import calculate_adaptation, compute_sensitivity, compute_precision, compute_peaks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Test environment for example circuits" + "# Test environment for example circuits" ] }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 167, "metadata": {}, "outputs": [], "source": [ @@ -104,10 +121,11 @@ "species_output = ['RNA_1']\n", "idxs_signal = [species.index(s) for s in species_signal]\n", "idxs_output = [species.index(s) for s in species_output]\n", + "idxs_unbound = [species.index(s) for s in species_unbound]\n", "signal_onehot = np.array([1 if s in idxs_signal else 0 for s in np.arange(len(species))])\n", "\n", "# Initial parameters\n", - "n_circuits = 3\n", + "n_circuits = 30\n", "k = 0.00150958097\n", "N0 = 200\n", "y00 = np.array([[N0, N0, N0, 0, 0, 0, 0, 0, 0]]).astype(np.float32)\n", @@ -154,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 168, "metadata": {}, "outputs": [ { @@ -163,15 +181,15 @@ "Text(0.5, 0.98, 'Jacobian of system')" ] }, - "execution_count": 89, + "execution_count": 168, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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86NvK+2bPApQ3fWu8b/YslJ9c1gNQWl26dImIiHnz5rX4vgYMGFDv61dffTUiIrbccssW33chrPhB/5IlSxp8b/HixfWuA5S/SuobUDkquW133HFH/Pd//3eccsopcdppp2U9DlBgldq3PffcMw444IA466yz4q677ooLL7wwfvazn2U9FlBAldS3uXPnxnnnnRdnn312bLjhhlmPAxRZJfVtZb797W9HLpeLRx55JOtRgAKppLateE10wIAB8eUvf7nu8k6dOsUhhxwSU6dOjU8//TSr8YACq6S+/ae77747Fi9ebKMBJKrS+jZ06NB48803Y8KECXHkkUfGiBEjYsqUKbF06dL47ne/m/V4QAFVWt/uvvvu2HrrrePkk0+OAQMGxCGHHBJHHXVUbLvtttGpU6esxwPWQKV1rKlqampi6dKljX5v8eLF9jFAGdA3IEXatnrLly+PY445Jl588cWYNGlSrL/++lmPBDSBvq1ar169Yp999okjjzwyrrnmmjj44INjyJAh8e6772Y9GrAa+ta4O+64I55++un43//936xHAdaQvjVd+/btY/To0fHJJ5/Es88+m/U4wCpoW+NWvC561FFH1f2yhIj/e39c27Zt4+mnn85qNKCJ9K1pJk6cGN26dYsDDjgg61GAJtK3xr322mux5557xsknnxznn39+fPWrX40f/OAHcfXVV8ekSZPiwQcfzHpEYDX0rXFbbbVV3HrrrfHqq6/GLrvsEhtvvHH89Kc/jXHjxkVE2MsArVwlt21Vn8trzwKUP33zueOQKn1bfd/sW4Dyo22rbps9C1C+9K3xvtmzAOVP35r+szd7FqC86NvKXzuNsG8BypW2Ne3YzZ4FKD/61njf7FmA8qdvjffNnoXyk1v9VUhJly5dYv31148XXnihxfe1pm/Ur6qqavTy5cuXt2ScBtZbb72IiHjnnXcafO+dd96Jbt26RXV1dUHXBLJTSX0DKkeltm3y5Mlx4oknxkEHHRTXXntt0dYBslOpffu8jTbaKLbddtuYOHFiSdYDSqOS+nbZZZfF0qVL4+ijj44ZM2bEjBkz4q233oqIiI8//jhmzJix0g8BAcpPJfVtZWpqaqJ79+7x0UcflWQ9oPgqqW0rPsSjV69eDb7Xs2fPWLZsWSxYsKCgawLZqaS+/aeJEydG165d4+CDDy7qOkA2Kqlvr732Wjz00ENx6KGH1ru8W7duseuuu8ZTTz1V0PWAbFVS3yIi+vTpE08++WT8+9//jscffzzeeuutuOSSS2LmzJmx6aabFnw9oPgqrWNNtd5668Xy5cvjvffeq3f50qVL48MPP/TBu1AG9A1Ikbat3qmnnhr33XdfTJgwIfbaa6+sxwGaSN+a58gjj4z58+fHb37zm6xHAVZD3xp39tlnx9ChQ6N9+/Z1exk++eSTiIiYOXNmzJo1K7PZgKbRt+bZcMMNIyLsZYBWTtsat7K9DG3atInu3bvHxx9/nMVYQDPo2+q9+eab8cQTT8TQoUOjXbt2WY8DNJG+NW7ChAmxePHiBnuzVuxtsJcBWj99W7kjjzwyZs2aFVOnTo1nnnkm3njjjfjCF74QEWEvA7Ryldq21X0urz0LUP70zeeOQ6r0bfV9s28Byo+2Ne/YzZ4FKB/61njf7FmA8qdvzTt+s2cByoe+Nd43+xagvGnb6o/d7FmA8qRvjffNngUof/q28uM3exbKSy7rASi9gw8+OF599dV45plnCnq/G220UUTEasO4zjrr1L3o+HlvvPHGatdYWfga06dPn+jRo0dMmzatwfemTp0a22yzTZPvCygPldI3oLJUWtv+/Oc/x+GHHx7bb7993HnnndG2bdtm3wdQHiqtb41ZtGhRzJkzpyD3BbQeldK3N998Mz7++OMYOHBgDBgwIAYMGBC77bZbRERcfPHFMWDAgHjxxRebfH9A61cpfVuZefPmxQcffBA9evRo8X0BrUeltG399deP3r17x9tvv93ge7NmzYoOHTpE586dm3x/QOtXKX37vHfeeScee+yx+NrXvhbV1dVrdB9A61cpfZs9e3ZENP5m4GXLlsWnn37a5PsCykOl9O3zNtlkk9htt92id+/e8eKLL8Y777wT++yzzxrdF5C9SuzY6qzYq/CfexmmTZsWtbW19jJAmdA3IEXatnJnn3123HjjjXHFFVfEscceW9S1gMLTt6ZbtGhRRIS9DFAm9K2hmTNnxq233lq3j2HAgAFx5ZVXRkTEdtttFwceeGBR1gUKS9+a7rXXXouIsJcByoC2NTRo0KCIiAZ7GZYuXWqfFpQRfVu12267LfL5fAwbNqzoawGFpW8NzZ49O/L5fIO9DMuWLYuIsJcByoS+rVz79u1jhx12iJ122inat28fjzzySESEvQxQBiqtbU35XF57FiAN+uZzxyFV+rbyvtm3AOVL25p+7GbPApQXfWvYN3sWIA361vTjN3sWoLzoW8O+2bcA5U/bVn3sZs8ClC99a9g3exYgDfq28uM3exbKRy7rASi9c845Jzp27BgjR46s+6VQn/fqq6/WvSjYHPvuu2907tw5xo4dG4sXL673vXw+X/e/N9poo/jTn/4US5curbvsvvvui5kzZ652jY4dO0ZENBq/xnzta19rcN+PPvpo/Pvf/46hQ4c26T6A8lFJfQMqRyW17aWXXoqDDjoo+vfvH/fdd1/U1NQ06XZAeaqUvn366afx8ccfN7h86tSp8fe//z2233771d4HUF4qpW9jxoyJe+65p96f6667LiIihg8fHvfcc08MGDCgKQ8NKBOV0rfFixfHvHnzGlz+wx/+MPL5fOy///6rvQ+gfFRK2yIijj766Jg5c2ZMnjy57rIPPvggfvOb38Ree+0VuZy3DkBKKqlvK9x+++1RW1trowEkrlL6tvHGG0cul4s77rij3vpvvfVWPPHEE7Htttuu9j6A8lIpfWtMbW1tnHPOObHWWmvFN77xjTW6DyB7ldyxldlrr72iW7ducc0119S7/Jprrom11lorDjrooIKuBxSHvgEp0rbGXXrppXHZZZfF+eefH2eeeWbB7x8oPn1r6IMPPqg34wrXX399RIS9DFAm9K2h/9zHcM8998TRRx8dERG/+tWv4oorrijoekBx6FtD77//foPL5s2bF+PGjYt111237kPHgdZL2xraY489omfPnjFx4sR6s0+YMCGWL18eQ4YMKeh6QHHo26rdeuut0bdv39h1112LtgZQHPrW0Kabbhr5fD7uvPPOepffdtttERH2MkCZ0Lemefnll+Paa6+Ngw8+ODbddNOirwe0TCW1ramfy2vPAqRB34BU6Vvj7FuA8qZtDdmzAGnQt4bsWYA06FtD9ixAGvStIfsWoPxp26rZswDlS98asmcB0qBvTWPPQuvWNusBKL2NNtoobr311jj66KNj8803jxNPPDG23HLLWLp0aTz99NNx1113xfDhw5t9v126dIkrrrgiRo4cGTvssEMcd9xxsc4668Tzzz8fCxcujJtuuikiIkaOHBmTJk2K/fffP4466qh49dVX45ZbbomNNtpotWus+AH+mDFjYr/99os2bdrEMcccs9Lrn3/++XHXXXfFnnvuGWeeeWbMnz8/Lr300vjSl74UI0aMaPZjBFq3SurbG2+8ETfffHNEREybNi0iIn70ox9FRES/fv3ihBNOaPbjBFqnSmnbvHnzYr/99ouPP/44zj777Lj//vsbPA8777xzsx8n0HpVSt/mz58fG264YRx99NExcODA6NixY/z973+PG2+8Mbp27Rrf+973mv0YgdatUvq23XbbxXbbbVfvshkzZkRExMCBA+Owww5r9mMEWrdK6du7774b2267bRx77LHxxS9+MSIifv/738cDDzwQ+++/f3z1q19t9mMEWq9KaVtExHnnnRd33nlnfO1rX4uzzjorunbtGtdee20sW7YsLr744mY/RqB1q6S+rTBx4sRYf/31Y4899mj24wLKR6X0rUePHnHyySfH9ddfH3vvvXccccQRMW/evLj66qtj0aJFcd555zX7MQKtW6X0LSLizDPPjMWLF8c222wTy5Yti1tvvTWmTp0aN910U/Tt27fZjxFoHSqpY019/25NTU388Ic/jDPOOCOGDh0a++23XzzxxBNxyy23xP/8z/9Et27dmv18AKWnb43vT/jd734Xzz//fERELFu2LKZPn1533UMPPTS22mqr5j4lQAlpW8O23XPPPXHOOefEJptsEptvvnnccsst9e5nyJAh0atXr2Y+I0Cp6VvDvt1yyy1x7bXXxmGHHRZf+MIXYt68efH73/8+Jk+eHIccckjstddezX4+gNLTt4Z9a2yvwt/+9reIiDjggANi3XXXbdqTAGRK3xr27aqrrop77703DjnkkOjbt2+88847ccMNN8Sbb74ZN998c7Rv377ZzwdQWtrWsG3V1dVx6aWXxkknnRS77757nHDCCfHmm2/GlVdeGbvttlscccQRzX4+gNLTt5V/rtsLL7wQ06dPj3PPPTeqqqqa/RwA2dK3hn0bPnx4XHbZZTFq1Kh47rnnYuDAgfHXv/41rr/++hg4cGAcfvjhzX4+gNLTt8aP37bYYosYOnRo9O3bN15//fW45pprolu3bnHttdc2+7kASq9S2tacz+W1ZwHSoG+fPQ+f/9xxexag/OnbZ8/Dir7ZtwDlT9s+ex5WtM2eBUiDvn32PKzomz0LkAZ9++x5WNE3exYgDfr22fOwom/2LUD507bPnof//H3N9ixAedO3z56HFX2zZwHSoG+fPQ+fP36zZ6HM5KlY//73v/Onnnpqvn///vn27dvnO3funN9ll13y48ePzy9evLjuev369cufdNJJdV/feOON+YjI/+Uvf2n0fn/729/mv/KVr+RramryXbp0ye+444752267rd51/vd//zffp0+ffHV1dX6XXXbJT5s2LT948OD84MGD667z+uuv5yMif+ONN9Zd9um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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -220,9 +238,16 @@ "plt.suptitle('Jacobian of system')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dynamic simulation" + ] + }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 170, "metadata": {}, "outputs": [], "source": [ @@ -236,7 +261,6 @@ " return (forward_delta - reverse_delta) @ (outputs - inputs)\n", "\n", "\n", - "\n", "def wrap(y0,\n", " reverse_rates,\n", " solver=dfx.Tsit5(),\n", @@ -246,14 +270,13 @@ " stepsize_controller=make_piecewise_stepcontrol(\n", " t0=t0, t1=t1, dt0=dt0, dt1=dt1)):\n", " term = dfx.ODETerm(\n", - " jax.jacfwd(\n", + " # jax.jacfwd(\n", " partial(one_step_de_sim_expanded,\n", " forward_rates=forward_rates[0],\n", " inputs=inputs,\n", " outputs=outputs,\n", " reverse_rates=reverse_rates)\n", - " )\n", - " # partial(bioreaction_sim_expanded,\n", + " # )\n", " )\n", " return dfx.diffeqsolve(term, solver,\n", " t0=t0, t1=t1, dt0=None,\n", @@ -262,32 +285,44 @@ " stepsize_controller=stepsize_controller)\n", " \n", "\n", - "y01 = y00.copy()\n", + "\n", + "sol_steady_states = jax.vmap(wrap)(y00, reverse_rates)\n", + "\n", + "y01 = np.array(sol_steady_states.ys[:, -1])\n", "y01[:, np.array(idxs_signal)] = y00[:, np.array(idxs_signal)] * signal_target\n", - "# sol_signal = wrap(y01[0], reverse_rates[0])\n", "sol_signal = jax.vmap(wrap)(y01, reverse_rates)" ] }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 171, + "metadata": {}, + "outputs": [], + "source": [ + "sol_full_ts = jnp.concatenate([sol_steady_states.ts, sol_signal.ts + sol_steady_states.ts.max()], axis=1)\n", + "sol_full_ys = jnp.concatenate([sol_steady_states.ys, sol_signal.ys], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 172, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0.98, 'Jacobian of system')" + "Text(0.5, 0.98, 'Dynamic of system')" ] }, - "execution_count": 105, + "execution_count": 172, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -295,28 +330,146 @@ } ], "source": [ - "fig = plt.figure(figsize=(4*n_circuits, 4))\n", + "nc = int(np.ceil(np.sqrt(n_circuits)))\n", + "nr = int(np.ceil(np.sqrt(n_circuits)))\n", + "fig = plt.figure(figsize=(4*nc, 4*nr))\n", "for idx_circuit in range(n_circuits):\n", - " ax = fig.add_subplot(1, n_circuits, idx_circuit+1)\n", + " ax = plt.subplot(nr, nc, idx_circuit+1)\n", " ax.set_title(f'Circuit {idx_circuit}')\n", - " plt.plot(sol_signal.ts[idx_circuit], sol_signal.ys[idx_circuit], label=species)\n", - "plt.suptitle('Jacobian of system')" + " # plt.plot(sol_signal.ts[idx_circuit], sol_signal.ys[idx_circuit], label=species)\n", + " # plt.plot(sol_full_ts[idx_circuit], sol_full_ys[idx_circuit], label=species)\n", + " plt.plot(sol_full_ts[idx_circuit], sol_full_ys[idx_circuit][:, np.array(idxs_unbound)], label=species_unbound)\n", + "plt.suptitle('Dynamic of system')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adaptation" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 173, "metadata": {}, "outputs": [], "source": [ - "def compute_adaptability_full(ts):\n", + "def compute_adaptability_full(ys_steady, ys_signal, idx_sig):\n", " \"\"\" ts: time series with dimensions [t, species] \"\"\"\n", + "\n", + " peaks = compute_peaks(ys_steady[-1], ys_signal[-1],\n", + " ys_signal.max(), ys_signal.min())\n", + "\n", + " s = compute_sensitivity(\n", + " signal_idx=idx_sig,\n", + " starting_states=ys_steady[-1],\n", + " peaks=peaks\n", + " )\n", + " p = compute_precision(\n", + " starting_states=ys_steady[-1],\n", + " steady_states=ys_signal[-1],\n", + " signal_0=ys_steady[-1, idx_sig],\n", + " signal_1=ys_signal[-1, idx_sig])\n", + " a = calculate_adaptation(s, p)\n", + " # a = jnp.log(a)\n", " \n", - " x0 = ts[0]\n", - " x1 = ts[1]\n", - " \n", - " p = compute_precision(x0, x1)" + " return a, s, p\n", + "\n", + "\n", + "adaptability, sensitivity, precision = jax.vmap(partial(compute_adaptability_full, idx_sig=idxs_signal[0]))(\n", + " sol_steady_states.ys, sol_signal.ys)" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Array([ 409.1046 , 441.86835, -364.13394, 440.07208, 401.00235,\n", + " 506.20105, 453.3032 , -351.64127, -394.14618], dtype=float32)" + ] + }, + "execution_count": 174, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bad_circs = np.where((adaptability < 0)[:, np.array(idxs_unbound)])[0]\n", + "i = 0\n", + "\n", + "ys_steady = sol_steady_states.ys[bad_circs[i]]\n", + "ys_signal = sol_signal.ys[bad_circs[i]]\n", + "peaks = compute_peaks(ys_steady[-1], ys_signal[-1],\n", + " ys_signal.max(), ys_signal.min())\n", + "peaks" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 3, 8, 16, 29])" + ] + }, + "execution_count": 177, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bad_circs" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = pd.DataFrame()\n", + "for a, a_name in zip([adaptability, sensitivity, precision], ['adaptability', 'sensitivity', 'precision']):\n", + " data[a_name] = a.flatten()\n", + "data['species'] = species * n_circuits\n", + "data['idx_circuit'] = np.repeat(np.arange(n_circuits), len(species))\n", + "\n", + "sns.scatterplot(data[data['species'].isin(species_unbound)], x='sensitivity', y='precision', hue='adaptability', palette='viridis')\n", + "plt.xscale('log')\n", + "plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/synbio_morpher/scripts/ensemble_mutation_effect_analysis/configs/test_large_scale.json b/synbio_morpher/scripts/ensemble_mutation_effect_analysis/configs/test_large_scale.json index e20cace5..a1e29c58 100755 --- a/synbio_morpher/scripts/ensemble_mutation_effect_analysis/configs/test_large_scale.json +++ b/synbio_morpher/scripts/ensemble_mutation_effect_analysis/configs/test_large_scale.json @@ -29,7 +29,7 @@ "name": "IntaRNA", "postprocess": true }, - "interaction_file_keyword": ["energies", "eqconstants", "binding_rates_dissociation"], + "interaction_file_keyword": ["energies", "eqconstants", "binding_rates_dissociation", "binding_sites"], "molecular_params": "./synbio_morpher/utils/common/configs/RNA_circuit/molecular_params.json", "experiment": { "purpose": "gather_interaction_stats" @@ -96,7 +96,8 @@ "threshold_steady_states": 0.05, "use_rate_scaling": true, "method": "Dopri5", - "stepsize_controller": "adaptive" + "stepsize_controller": "adaptive", + "use_initial_to_add_signal": true }, "simulation_steady_state": { "method": "Dopri5", diff --git a/synbio_morpher/scripts/vis_6_scatter/run_vis_6_scatter.py b/synbio_morpher/scripts/vis_6_scatter/run_vis_6_scatter.py index 75c88794..ebd2316f 100644 --- a/synbio_morpher/scripts/vis_6_scatter/run_vis_6_scatter.py +++ b/synbio_morpher/scripts/vis_6_scatter/run_vis_6_scatter.py @@ -71,6 +71,8 @@ def get_selection(m): if selection_conditions: data_selected = select_rows_by_conditional_cols( data, selection_conditions) + hue = 'adaptation' if ( + ~data_selected['adaptation'].isna()).sum() == int(0.5 * len(data_selected)) else 'overshoot' if data_selected.empty: continue diff --git a/synbio_morpher/utils/circuit/agnostic_circuits/circuit_manager.py b/synbio_morpher/utils/circuit/agnostic_circuits/circuit_manager.py index c828ce86..b5177da3 100644 --- a/synbio_morpher/utils/circuit/agnostic_circuits/circuit_manager.py +++ b/synbio_morpher/utils/circuit/agnostic_circuits/circuit_manager.py @@ -430,40 +430,36 @@ def simulate_signal_batch(self, circuits: List[Circuit], def prepare_batch_params(circuits: List[Circuit]): - b_steady_states = [None] * len(circuits) + b_steady_states = np.zeros((len(circuits), len(circuits[0].model.species))) + b_og_states = np.array([c.result_collector.get_result( + 'steady_states').analytics['steady_states'].flatten( + ) for i, c in enumerate(circuits)]) b_reverse_rates = np.zeros( (len(circuits), *circuits[0].qreactions.reactions.reverse_rates.shape)) - species_chosen = circuits[0].model.species[np.argmax( - signal.onehot)] - other_species = flatten_listlike( - [r.output for r in circuits[0].model.reactions if species_chosen in r.input]) - onehots = np.array([1 if s in other_species + [species_chosen] - else 0 for s in circuits[0].model.species]) + add_sig_to_all_sigspecies = False + onehots = signal.onehot + if add_sig_to_all_sigspecies and (not self.use_initial_to_add_signal): + species_chosen = circuits[0].model.species[np.argmax( + signal.onehot)] + other_species = flatten_listlike( + [r.output for r in circuits[0].model.reactions if species_chosen in r.input]) + onehots_all_sigspecies = np.array([1 if s in other_species + [species_chosen] + else 0 for s in circuits[0].model.species]) + onehots = onehots_all_sigspecies for i, c in enumerate(circuits): analytics_stst = c.result_collector.get_result( 'steady_states').analytics if analytics_stst is None: raise ValueError(f'Could not find analytics for steady state result.') if not c.use_prod_and_deg: - stst = analytics_stst['steady_states'].flatten() - if self.use_initial_to_add_signal: - inst = analytics_stst['initial_steady_states'].flatten() - b_steady_states[i] = stst * ((signal.onehot == 0) * 1) + \ - (inst * - signal.func.keywords['target']) * signal.onehot - else: - b_steady_states[i] = stst * ((onehots == 0) * 1) + \ - (stst * signal.func.keywords['target']) * onehots - + stst_key = 'initial_steady_states' if self.use_initial_to_add_signal else 'steady_states' + stst = analytics_stst[stst_key].flatten() + b_steady_states[i] = stst * ((onehots == 0) * 1) + \ + (stst * signal.func.keywords['target']) * onehots else: b_steady_states[i] = analytics_stst['steady_states'].flatten() b_reverse_rates[i] = c.qreactions.reactions.reverse_rates - b_steady_states = np.asarray(b_steady_states) - b_reverse_rates = np.asarray(b_reverse_rates) - # b_og_states = np.array([analytics_stst['steady_states'].flatten( - # ) * onehots + b_steady_states[i] * ((onehots == 0) * 1) for i, c in enumerate(circuits)]) - b_og_states = b_steady_states * onehots + b_steady_states * ((onehots == 0) * 1) return b_steady_states, b_reverse_rates, b_og_states @@ -527,8 +523,8 @@ def prepare_batch_params(circuits: List[Circuit]): analytics_func = jax.vmap(partial( generate_analytics, time=t, labels=[ s.name for s in ref_circuit.model.species], - signal_onehot=signal.onehot, signal_time=signal_time, - ref_circuit_data=ref_circuit_data)) + signal_onehot=signal.onehot, signal_time=signal_time, # type: ignore + ref_circuit_data=ref_circuit_data)) # type: ignore b_analytics = analytics_func( data=b_new_copynumbers[ref_idx:ref_idx2]) b_analytics_l = append_nest_dicts( diff --git a/synbio_morpher/utils/results/analytics/timeseries.py b/synbio_morpher/utils/results/analytics/timeseries.py index 8437ae8a..17327b55 100644 --- a/synbio_morpher/utils/results/analytics/timeseries.py +++ b/synbio_morpher/utils/results/analytics/timeseries.py @@ -93,8 +93,12 @@ def compute_sensitivity_simple(starting_states, peaks, signal_factor): def calculate_adaptation(s, p): """ Adaptation = robustness to noise s = sensitivity, p = precision """ - return np.log(log_distance(s=s, p=p) * np.log(sp_prod( - s=s, p=p, sp_factor=(p / s).max(), s_weight=(np.log(p) / s)))) + return sp_prod(s, p) + # return jnp.log(log_distance(s=s, p=p)) * sp_prod(s, p) + # return jnp.log(log_distance(s=s, p=p)) * sp_prod( + # s=s, p=p, sp_factor=(p / s).max(), s_weight=1) + # return jnp.log(log_distance(s=s, p=p) * jnp.log(sp_prod( + # s=s, p=p, sp_factor=(p / s).max(), s_weight=(jnp.log(p) / s)))) def compute_rmse(data: np.ndarray, ref_circuit_data: Optional[np.ndarray]):