{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d6fc963a",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6cf002c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5e29d1c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "ds = torch.load(\"/Users/rohitkulkarni/Documents/projects/CellDreamer/backend/celldreamer/data/datasets/train.pt\", weights_only=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ebe6280f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2446])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds[0][\"x_t\"].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f9454346",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating stats from data matrix...\n"
     ]
    }
   ],
   "source": [
    "from celldreamer.data import get_data_stats\n",
    "\n",
    "get_data_stats()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8c8ff06c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded as API: https://robrokools-celldreamer-api.hf.space\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0.20221904, -0.10513306, -0.23988042,  0.1219071 , -0.31176904,\n",
       "        -0.07312202, -0.17483664,  0.34703633, -0.14286399,  0.01501414,\n",
       "         0.24577391, -0.17025626, -0.01052079, -0.16482973,  0.01907933,\n",
       "        -0.00870946, -0.18495346,  0.0982306 ,  0.19570428,  0.03290927,\n",
       "        -0.08225775, -0.14782619, -0.00959128, -0.04247084, -0.09117351,\n",
       "         0.02470946, -0.0560773 , -0.0605984 , -0.18847048,  0.06813312,\n",
       "         0.24255574,  0.15523338,  0.01986483, -0.23465055, -0.02495009,\n",
       "         0.03532511,  0.0018872 , -0.07421678, -0.18519297, -0.09254473,\n",
       "        -0.18334997, -0.19211988, -0.07095522,  0.08980912,  0.09272885,\n",
       "        -0.00154805, -0.11791486,  0.3486139 , -0.21823978,  0.01764041],\n",
       "       [ 0.20221904, -0.10513306, -0.23988041,  0.12190711, -0.31176903,\n",
       "        -0.07312202, -0.17483664,  0.34703633, -0.14286399,  0.01501414,\n",
       "         0.24577391, -0.17025626, -0.01052079, -0.16482973,  0.01907933,\n",
       "        -0.00870946, -0.18495346,  0.0982306 ,  0.19570431,  0.03290927,\n",
       "        -0.08225775, -0.14782619, -0.00959128, -0.04247084, -0.09117351,\n",
       "         0.02470946, -0.0560773 , -0.0605984 , -0.18847048,  0.06813312,\n",
       "         0.24255586,  0.15523338,  0.01986483, -0.23465055, -0.02495009,\n",
       "         0.03532511,  0.0018872 , -0.0742168 , -0.18519297, -0.09254467,\n",
       "        -0.18334997, -0.19211988, -0.07095522,  0.08980912,  0.09272885,\n",
       "        -0.00154805, -0.11791486,  0.3486139 , -0.21823978,  0.01764041],\n",
       "       [ 0.20221904, -0.10513306, -0.23988041,  0.12190713, -0.31176903,\n",
       "        -0.07312202, -0.17483664,  0.34703633, -0.14286399,  0.01501414,\n",
       "         0.24577391, -0.17025626, -0.01052079, -0.16482973,  0.01907933,\n",
       "        -0.00870946, -0.18495346,  0.0982306 ,  0.19570434,  0.03290927,\n",
       "        -0.08225775, -0.14782619, -0.00959128, -0.04247084, -0.09117351,\n",
       "         0.02470946, -0.0560773 , -0.0605984 , -0.18847048,  0.06813312,\n",
       "         0.24255598,  0.15523338,  0.01986483, -0.23465055, -0.02495009,\n",
       "         0.03532511,  0.0018872 , -0.07421681, -0.18519297, -0.09254462,\n",
       "        -0.18334997, -0.19211989, -0.07095522,  0.08980912,  0.09272885,\n",
       "        -0.00154805, -0.11791486,  0.3486139 , -0.21823978,  0.01764041],\n",
       "       [ 0.20221904, -0.10513306, -0.2398804 ,  0.12190714, -0.31176902,\n",
       "        -0.07312202, -0.17483664,  0.34703633, -0.14286399,  0.01501414,\n",
       "         0.24577391, -0.17025626, -0.01052079, -0.16482973,  0.01907933,\n",
       "        -0.00870946, -0.18495345,  0.0982306 ,  0.19570437,  0.03290927,\n",
       "        -0.08225775, -0.14782619, -0.00959128, -0.04247084, -0.09117351,\n",
       "         0.02470946, -0.0560773 , -0.0605984 , -0.18847048,  0.06813312,\n",
       "         0.2425561 ,  0.15523338,  0.01986483, -0.23465055, -0.02495009,\n",
       "         0.03532511,  0.0018872 , -0.07421683, -0.18519297, -0.09254456,\n",
       "        -0.18334997, -0.1921199 , -0.07095522,  0.08980912,  0.09272885,\n",
       "        -0.00154805, -0.11791486,  0.3486139 , -0.21823978,  0.01764041],\n",
       "       [ 0.20221904, -0.10513306, -0.23988039,  0.12190716, -0.31176901,\n",
       "        -0.07312202, -0.17483664,  0.34703633, -0.14286399,  0.01501414,\n",
       "         0.24577391, -0.17025626, -0.01052079, -0.16482973,  0.01907933,\n",
       "        -0.00870946, -0.18495345,  0.0982306 ,  0.1957044 ,  0.03290927,\n",
       "        -0.08225775, -0.14782619, -0.00959128, -0.04247084, -0.09117351,\n",
       "         0.02470946, -0.0560773 , -0.0605984 , -0.18847048,  0.06813312,\n",
       "         0.24255621,  0.15523338,  0.01986483, -0.23465055, -0.02495009,\n",
       "         0.03532511,  0.0018872 , -0.07421684, -0.18519297, -0.0925445 ,\n",
       "        -0.18334997, -0.1921199 , -0.07095522,  0.08980912,  0.09272885,\n",
       "        -0.00154805, -0.11791486,  0.3486139 , -0.21823978,  0.01764041],\n",
       "       [ 0.20221904, -0.10513306, -0.23988038,  0.12190717, -0.311769  ,\n",
       "        -0.07312202, -0.17483664,  0.34703633, -0.14286399,  0.01501414,\n",
       "         0.24577391, -0.17025626, -0.01052079, -0.16482973,  0.01907933,\n",
       "        -0.00870946, -0.18495345,  0.0982306 ,  0.19570443,  0.03290927,\n",
       "        -0.08225775, -0.14782619, -0.00959128, -0.04247084, -0.09117351,\n",
       "         0.02470946, -0.0560773 , -0.0605984 , -0.18847048,  0.06813312,\n",
       "         0.24255633,  0.15523338,  0.01986483, -0.23465055, -0.02495009,\n",
       "         0.03532511,  0.0018872 , -0.07421686, -0.18519297, -0.09254444,\n",
       "        -0.18334997, -0.19211991, -0.07095522,  0.08980912,  0.09272885,\n",
       "        -0.00154805, -0.11791486,  0.3486139 , -0.21823978,  0.01764041],\n",
       "       [ 0.20221904, -0.10513306, -0.23988038,  0.12190719, -0.311769  ,\n",
       "        -0.07312202, -0.17483664,  0.34703633, -0.14286399,  0.01501414,\n",
       "         0.24577391, -0.17025626, -0.01052079, -0.16482973,  0.01907933,\n",
       "        -0.00870946, -0.18495344,  0.0982306 ,  0.19570446,  0.03290927,\n",
       "        -0.08225775, -0.14782619, -0.00959128, -0.04247084, -0.09117351,\n",
       "         0.02470946, -0.0560773 , -0.0605984 , -0.18847048,  0.06813312,\n",
       "         0.24255645,  0.15523338,  0.01986483, -0.23465055, -0.02495009,\n",
       "         0.03532511,  0.0018872 , -0.07421687, -0.18519297, -0.09254438,\n",
       "        -0.18334997, -0.19211992, -0.07095522,  0.08980912,  0.09272885,\n",
       "        -0.00154805, -0.11791486,  0.3486139 , -0.21823978,  0.01764041],\n",
       "       [ 0.20221904, -0.10513306, -0.23988037,  0.1219072 , -0.31176899,\n",
       "        -0.07312202, -0.17483664,  0.34703633, -0.14286399,  0.01501414,\n",
       "         0.24577391, -0.17025626, -0.01052079, -0.16482973,  0.01907933,\n",
       "        -0.00870946, -0.18495344,  0.0982306 ,  0.19570449,  0.03290927,\n",
       "        -0.08225775, -0.14782619, -0.00959128, -0.04247084, -0.09117351,\n",
       "         0.02470946, -0.0560773 , -0.0605984 , -0.18847048,  0.06813312,\n",
       "         0.24255657,  0.15523338,  0.01986483, -0.23465055, -0.02495009,\n",
       "         0.03532511,  0.0018872 , -0.07421689, -0.18519297, -0.09254432,\n",
       "        -0.18334997, -0.19211993, -0.07095522,  0.08980912,  0.09272885,\n",
       "        -0.00154805, -0.11791486,  0.3486139 , -0.21823978,  0.01764041],\n",
       "       [ 0.20221904, -0.10513306, -0.23988036,  0.12190722, -0.31176898,\n",
       "        -0.07312202, -0.17483664,  0.34703633, -0.14286399,  0.01501414,\n",
       "         0.24577391, -0.17025626, -0.01052079, -0.16482973,  0.01907933,\n",
       "        -0.00870946, -0.18495343,  0.0982306 ,  0.19570452,  0.03290927,\n",
       "        -0.08225775, -0.14782619, -0.00959128, -0.04247084, -0.09117351,\n",
       "         0.02470946, -0.0560773 , -0.0605984 , -0.18847048,  0.06813312,\n",
       "         0.24255669,  0.15523338,  0.01986483, -0.23465055, -0.02495009,\n",
       "         0.03532511,  0.0018872 , -0.0742169 , -0.18519297, -0.09254426,\n",
       "        -0.18334997, -0.19211993, -0.07095522,  0.08980912,  0.09272885,\n",
       "        -0.00154805, -0.11791486,  0.3486139 , -0.21823978,  0.01764041],\n",
       "       [ 0.20221904, -0.10513306, -0.23988035,  0.12190723, -0.31176898,\n",
       "        -0.07312202, -0.17483664,  0.34703633, -0.14286399,  0.01501414,\n",
       "         0.24577391, -0.17025626, -0.01052079, -0.16482973,  0.01907933,\n",
       "        -0.00870946, -0.18495343,  0.0982306 ,  0.19570455,  0.03290927,\n",
       "        -0.08225775, -0.14782619, -0.00959128, -0.04247084, -0.09117351,\n",
       "         0.02470946, -0.0560773 , -0.0605984 , -0.18847048,  0.06813312,\n",
       "         0.24255681,  0.15523338,  0.01986483, -0.23465055, -0.02495009,\n",
       "         0.03532511,  0.0018872 , -0.07421692, -0.18519297, -0.0925442 ,\n",
       "        -0.18334997, -0.19211994, -0.07095522,  0.08980912,  0.09272885,\n",
       "        -0.00154805, -0.11791486,  0.3486139 , -0.21823978,  0.01764041]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from gradio_client import Client\n",
    "import json\n",
    "import numpy as np\n",
    "\n",
    "# 1. Connect to the Gradio Space\n",
    "# Uses the same endpoint as your Flask app\n",
    "client = Client(\"RobroKools/CellDreamer-API\")\n",
    "\n",
    "result_a = client.predict(\n",
    "    input_data={\"genes\": list(np.random.rand(2446)), \"steps\": 10} # Sending as list to be safe\n",
    ")\n",
    "\n",
    "result_b = client.predict(\n",
    "    input_data={\"genes\": list(np.random.rand(2446)), \"steps\": 10}\n",
    ")\n",
    "\n",
    "np.array(result_a[\"trajectory\"]) - np.array(result_b[\"trajectory\"])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "celldreamer",
   "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": "3.10.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}