diff --git a/examples/quickstart/rtb/rtb_synthetic_discrete_basic.ipynb b/examples/quickstart/rtb/rtb_synthetic_discrete_basic.ipynb
index 8283816..212a7fa 100644
--- a/examples/quickstart/rtb/rtb_synthetic_discrete_basic.ipynb
+++ b/examples/quickstart/rtb/rtb_synthetic_discrete_basic.ipynb
@@ -18,16 +18,6 @@
     "\\* Also, our implementations of OPE are highly inspired by [Open Bandit Pipeline](https://github.com/st-tech/zr-obp)."
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%load_ext autoreload\n",
-    "%autoreload 2"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 2,
@@ -82,7 +72,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.1.2\n"
+      "0.2.1\n"
      ]
     }
    ],
@@ -173,7 +163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -192,7 +182,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -209,7 +199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -229,12 +219,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -292,7 +282,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -312,27 +302,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
     "from d3rlpy.algos import DoubleDQNConfig\n",
     "from d3rlpy.models.encoders import VectorEncoderFactory\n",
     "from d3rlpy.models.q_functions import MeanQFunctionFactory\n",
-    "from d3rlpy.online.buffers import ReplayBuffer\n",
-    "from d3rlpy.online.explorers import LinearDecayEpsilonGreedy\n",
+    "from d3rlpy.dataset import create_fifo_replay_buffer\n",
+    "from d3rlpy.algos import LinearDecayEpsilonGreedy\n",
     "\n",
     "# model\n",
-    "ddqn = DoubleDQN(\n",
+    "ddqn = DoubleDQNConfig(\n",
     "    encoder_factory=VectorEncoderFactory(hidden_units=[30, 30]),\n",
     "    q_func_factory=MeanQFunctionFactory(),\n",
     "    target_update_interval=100,\n",
-    "    use_gpu=torch.cuda.is_available(),\n",
-    ")\n",
+    ").create(device=device)\n",
     "# replay buffer\n",
-    "buffer = ReplayBuffer(\n",
-    "    maxlen=10000,\n",
-    "    env=env_,\n",
+    "buffer = create_fifo_replay_buffer(\n",
+    "    limit=10000,\n",
+    "    env=env,\n",
     ")\n",
     "# explorers\n",
     "explorer = LinearDecayEpsilonGreedy(\n",
@@ -351,10 +340,10 @@
     "# start training\n",
     "# skip if there is a pre-trained model\n",
     "ddqn.fit_online(\n",
-    "    env_,\n",
+    "    env,\n",
     "    buffer,\n",
     "    explorer=explorer,\n",
-    "    eval_env=env_,\n",
+    "    eval_env=env,\n",
     "    n_steps=100000,\n",
     "    n_steps_per_epoch=1000,\n",
     "    update_start_step=1000,\n",
@@ -373,20 +362,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2023-06-15 07:54:01 [warning  ] Parameters will be reinitialized.\n"
+      "2023-07-30 17:48:26 [warning  ] Parameters will be reinitialized.\n"
      ]
     }
    ],
    "source": [
     "# reload model\n",
-    "ddqn.build_with_env(env_)\n",
+    "ddqn.build_with_env(env)\n",
     "ddqn.load_model(\"d3rlpy_logs/ddqn.pt\")"
    ]
   },
@@ -432,23 +421,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
-    "random = DiscreteRandomPolicy()\n",
-    "random.build_with_env(env_)"
+    "random = DiscreteRandomPolicyConfig().create()\n",
+    "random.build_with_env(env)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "9ce2594acfcd47778a52704370394635",
+       "model_id": "fdcc05ee3fa6411d9412b250f420654b",
        "version_major": 2,
        "version_minor": 0
       },
@@ -462,7 +451,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "02efa1d871804902810e54f391a67705",
+       "model_id": "1b8c7418b60249a99c995c9abb7e2178",
        "version_major": 2,
        "version_minor": 0
       },
@@ -475,7 +464,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 400x400 with 1 Axes>"
       ]
@@ -497,13 +486,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "cd7fd2cbf45947158e4d18f10d5689b0",
+       "model_id": "ff0061fa289047d5aee6fc0f25b99670",
        "version_major": 2,
        "version_minor": 0
       },
@@ -517,7 +506,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "6f2aaa5c05804df69eaa735b18e6c14e",
+       "model_id": "d759903b14bc4c7a846cac845799ef94",
        "version_major": 2,
        "version_minor": 0
       },
@@ -532,7 +521,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "relative improvement: 0.20082304526748967\n"
+      "relative improvement: 0.28032786885245903\n"
      ]
     }
    ],
@@ -595,7 +584,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -605,7 +594,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -620,7 +609,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -642,38 +631,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ee487396f0ea4011938169fa608bd976",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "[obtain_trajectories]:   0%|          | 0/10000 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "636b87b16d0344c59d17f9fbad30cf98",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "[obtain_trajectories]:   0%|          | 0/10000 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# collect logged data by a behavior policy\n",
     "# skip if there is a preserved logged dataset\n",
@@ -693,7 +653,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -717,34 +677,34 @@
        "  'reward',\n",
        "  'adjust_rate'],\n",
        " 'state': array([[0.00000000e+00, 3.00000000e+03, 8.26436129e-01, ...,\n",
-       "         9.56309981e-01, 1.00000000e+00, 7.79691715e-01],\n",
+       "         9.56309981e-01, 1.00000000e+00, 1.24381775e+00],\n",
        "        [1.00000000e+00, 1.91000000e+03, 3.63333333e-01, ...,\n",
        "         9.90049751e-01, 6.00000000e+00, 2.15443469e+00],\n",
        "        [2.00000000e+00, 1.91000000e+03, 0.00000000e+00, ...,\n",
        "         0.00000000e+00, 0.00000000e+00, 1.66810054e-01],\n",
        "        ...,\n",
-       "        [4.00000000e+00, 2.20000000e+01, 0.00000000e+00, ...,\n",
-       "         3.38164251e-02, 0.00000000e+00, 5.99484250e+00],\n",
-       "        [5.00000000e+00, 2.20000000e+01, 0.00000000e+00, ...,\n",
-       "         2.46305419e-02, 0.00000000e+00, 7.74263683e-01],\n",
-       "        [6.00000000e+00, 2.20000000e+01, 0.00000000e+00, ...,\n",
-       "         5.83657588e-02, 0.00000000e+00, 7.74263683e-01]]),\n",
-       " 'action': array([6, 1, 6, ..., 4, 4, 4]),\n",
-       " 'reward': array([6., 0., 1., ..., 0., 0., 0.]),\n",
+       "        [4.00000000e+00, 5.82000000e+02, 6.52951699e-01, ...,\n",
+       "         1.00000000e+00, 4.00000000e+00, 5.99484250e+00],\n",
+       "        [5.00000000e+00, 3.00000000e+01, 9.48453608e-01, ...,\n",
+       "         4.38423645e-01, 5.00000000e+00, 1.29154967e+00],\n",
+       "        [6.00000000e+00, 3.00000000e+01, 0.00000000e+00, ...,\n",
+       "         4.28015564e-02, 0.00000000e+00, 1.29154967e+00]]),\n",
+       " 'action': array([6, 1, 6, ..., 5, 5, 9]),\n",
+       " 'reward': array([6., 0., 1., ..., 5., 0., 0.]),\n",
        " 'done': array([0., 0., 0., ..., 0., 0., 1.]),\n",
        " 'terminal': array([0., 0., 0., ..., 0., 0., 1.]),\n",
        " 'info': {'search_volume': array([201, 205, 217, ..., 203, 257, 179]),\n",
-       "  'impression': array([199,   0, 216, ...,   5,  15,   0]),\n",
-       "  'click': array([21,  0, 24, ...,  0,  0,  0]),\n",
-       "  'conversion': array([6, 0, 1, ..., 0, 0, 0]),\n",
-       "  'average_bid_price': array([116.91044776,   8.24390244, 112.33179724, ...,  37.14285714,\n",
-       "          36.10894942,  35.37430168])},\n",
+       "  'impression': array([199,   0, 216, ...,  89,  11,   8]),\n",
+       "  'click': array([21,  0, 24, ..., 12,  0,  1]),\n",
+       "  'conversion': array([6, 0, 1, ..., 5, 0, 0]),\n",
+       "  'average_bid_price': array([116.91044776,   8.24390244, 112.33179724, ...,  62.2364532 ,\n",
+       "          60.53307393, 463.00558659])},\n",
        " 'pscore': array([0.73, 0.03, 0.73, ..., 0.73, 0.73, 0.73]),\n",
        " 'behavior_policy': 'ddqn_epsilon_0.3',\n",
        " 'dataset_id': 0}"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -767,7 +727,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -779,13 +739,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "62980a3c695d464f8dacca7846ba2af1",
+       "model_id": "b715f82baad04b41b6ea4096a2fe9d2d",
        "version_major": 2,
        "version_minor": 0
       },
@@ -799,7 +759,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f8c7c3644ccd4fbf80c766badffb31f3",
+       "model_id": "920cbc4ec6734758b51ae2f3c4a6338e",
        "version_major": 2,
        "version_minor": 0
       },
@@ -813,7 +773,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "9a9fa28592ab4b7c9c3d307a00c4daa7",
+       "model_id": "83ad531943af419b8532429867435656",
        "version_major": 2,
        "version_minor": 0
       },
@@ -826,7 +786,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 600x400 with 1 Axes>"
       ]
@@ -849,7 +809,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -897,30 +857,30 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>4.783508</td>\n",
-       "      <td>250.802396</td>\n",
-       "      <td>90.053386</td>\n",
-       "      <td>8.678257</td>\n",
-       "      <td>2.034071</td>\n",
-       "      <td>0.517038</td>\n",
-       "      <td>0.061859</td>\n",
-       "      <td>0.131511</td>\n",
+       "      <td>1.338365</td>\n",
+       "      <td>75.576464</td>\n",
+       "      <td>68.830157</td>\n",
+       "      <td>7.317400</td>\n",
+       "      <td>1.823457</td>\n",
+       "      <td>0.366040</td>\n",
+       "      <td>0.051487</td>\n",
+       "      <td>0.110896</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
-       "      <td>4.278398</td>\n",
-       "      <td>216.128348</td>\n",
-       "      <td>90.075527</td>\n",
-       "      <td>9.448210</td>\n",
-       "      <td>2.913663</td>\n",
-       "      <td>0.428725</td>\n",
-       "      <td>0.071383</td>\n",
-       "      <td>0.184705</td>\n",
+       "      <td>1.963969</td>\n",
+       "      <td>105.805471</td>\n",
+       "      <td>84.556172</td>\n",
+       "      <td>9.566505</td>\n",
+       "      <td>2.826144</td>\n",
+       "      <td>0.411562</td>\n",
+       "      <td>0.071177</td>\n",
+       "      <td>0.167850</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
-       "      <td>0.000045</td>\n",
-       "      <td>3.994444</td>\n",
+       "      <td>0.000106</td>\n",
+       "      <td>4.045918</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
@@ -930,46 +890,46 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
-       "      <td>0.774264</td>\n",
-       "      <td>36.979374</td>\n",
-       "      <td>3.000000</td>\n",
+       "      <td>0.166810</td>\n",
+       "      <td>8.036649</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.038462</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
-       "      <td>2.154435</td>\n",
-       "      <td>115.687699</td>\n",
-       "      <td>45.000000</td>\n",
-       "      <td>4.000000</td>\n",
+       "      <td>0.464159</td>\n",
+       "      <td>36.129331</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.079218</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.531110</td>\n",
-       "      <td>0.069892</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
-       "      <td>10.000000</td>\n",
-       "      <td>494.804291</td>\n",
-       "      <td>188.000000</td>\n",
-       "      <td>18.000000</td>\n",
+       "      <td>1.291550</td>\n",
+       "      <td>69.141414</td>\n",
+       "      <td>161.000000</td>\n",
+       "      <td>16.000000</td>\n",
        "      <td>3.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.103093</td>\n",
-       "      <td>0.222222</td>\n",
+       "      <td>0.823834</td>\n",
+       "      <td>0.102410</td>\n",
+       "      <td>0.200000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
        "      <td>10.000000</td>\n",
        "      <td>546.900000</td>\n",
-       "      <td>290.000000</td>\n",
-       "      <td>41.000000</td>\n",
-       "      <td>20.000000</td>\n",
+       "      <td>277.000000</td>\n",
+       "      <td>46.000000</td>\n",
+       "      <td>19.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>0.999995</td>\n",
+       "      <td>0.999997</td>\n",
        "      <td>0.999998</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -979,26 +939,26 @@
       "text/plain": [
        "        adjust rate  average bid price    impression         click  \\\n",
        "count  70000.000000       70000.000000  70000.000000  70000.000000   \n",
-       "mean       4.783508         250.802396     90.053386      8.678257   \n",
-       "std        4.278398         216.128348     90.075527      9.448210   \n",
-       "min        0.000045           3.994444      0.000000      0.000000   \n",
-       "25%        0.774264          36.979374      3.000000      0.000000   \n",
-       "50%        2.154435         115.687699     45.000000      4.000000   \n",
-       "75%       10.000000         494.804291    188.000000     18.000000   \n",
-       "max       10.000000         546.900000    290.000000     41.000000   \n",
+       "mean       1.338365          75.576464     68.830157      7.317400   \n",
+       "std        1.963969         105.805471     84.556172      9.566505   \n",
+       "min        0.000106           4.045918      0.000000      0.000000   \n",
+       "25%        0.166810           8.036649      0.000000      0.000000   \n",
+       "50%        0.464159          36.129331      3.000000      0.000000   \n",
+       "75%        1.291550          69.141414    161.000000     16.000000   \n",
+       "max       10.000000         546.900000    277.000000     46.000000   \n",
        "\n",
        "         conversion  winning rate  click / impression  conversion / click  \n",
        "count  70000.000000  70000.000000        70000.000000        70000.000000  \n",
-       "mean       2.034071      0.517038            0.061859            0.131511  \n",
-       "std        2.913663      0.428725            0.071383            0.184705  \n",
+       "mean       1.823457      0.366040            0.051487            0.110896  \n",
+       "std        2.826144      0.411562            0.071177            0.167850  \n",
        "min        0.000000      0.000000            0.000000            0.000000  \n",
-       "25%        0.000000      0.038462            0.000000            0.000000  \n",
-       "50%        0.000000      0.531110            0.069892            0.000000  \n",
-       "75%        3.000000      1.000000            0.103093            0.222222  \n",
-       "max       20.000000      1.000000            0.999995            0.999998  "
+       "25%        0.000000      0.000000            0.000000            0.000000  \n",
+       "50%        0.000000      0.079218            0.000000            0.000000  \n",
+       "75%        3.000000      0.823834            0.102410            0.200000  \n",
+       "max       19.000000      1.000000            0.999997            0.999998  "
       ]
      },
-     "execution_count": 32,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1041,9 +1001,7 @@
    "source": [
     "# import modules from d3rlpy\n",
     "from d3rlpy.dataset import MDPDataset\n",
-    "from d3rlpy.algos import DiscreteCQL\n",
-    "from d3rlpy.ope import DiscreteFQE\n",
-    "from d3rlpy.metrics.scorer import evaluate_on_environment"
+    "from d3rlpy.algos import DiscreteCQLConfig"
    ]
   },
   {
@@ -1057,24 +1015,20 @@
     "    actions=train_logged_dataset[\"action\"],\n",
     "    rewards=train_logged_dataset[\"reward\"],\n",
     "    terminals=train_logged_dataset[\"done\"],\n",
-    "    episode_terminals=train_logged_dataset[\"done\"],\n",
-    "    discrete_action=True,\n",
-    ")\n",
-    "train_episodes, test_episodes = train_test_split(offlinerl_dataset, test_size=0.2, random_state=random_state)"
+    ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Use Conservative Q-Learning policy\n",
-    "cql = DiscreteCQL(\n",
+    "cql = DiscreteCQLConfig(\n",
     "    encoder_factory=VectorEncoderFactory(hidden_units=[30, 30]),\n",
     "    q_func_factory=MeanQFunctionFactory(),\n",
-    "    use_gpu=torch.cuda.is_available(),\n",
-    ")"
+    ").create(device=device)"
    ]
   },
   {
@@ -1084,19 +1038,14 @@
    "outputs": [],
    "source": [
     "cql.fit(\n",
-    "    train_episodes,\n",
-    "    eval_episodes=test_episodes,\n",
+    "    offlinerl_dataset,\n",
     "    n_steps=10000,\n",
-    "    scorers={\n",
-    "        'environment': evaluate_on_environment(env_),\n",
-    "        # to record training process w/ ground truth policy value, which is unseen to the agent\n",
-    "    },\n",
     ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1106,32 +1055,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2023-06-15 08:17:23 [warning  ] Parameters will be reinitialized.\n"
+      "2023-07-30 17:55:29 [warning  ] Parameters will be reinitialized.\n"
      ]
     }
    ],
    "source": [
     "# reload model\n",
-    "cql.build_with_env(env_)\n",
+    "cql.build_with_env(env)\n",
     "cql.load_model(\"d3rlpy_logs/cql_discrete.pt\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "74dcca0e99c340888b4805010cf2d503",
+       "model_id": "c2403e3d858d4ce0a402244de8f48d69",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1145,7 +1094,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f173a6a280b742c289543d5654c0c5a9",
+       "model_id": "48c9b338d75b4059b4a5b4b167c636b3",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1159,7 +1108,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3e2d8998aaac4caf91c2eff5c65c809d",
+       "model_id": "8886b23fef5c4a8c98c7320c649ff1e9",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1173,7 +1122,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ef5adf818abd4951b4cccfa97345ee0e",
+       "model_id": "50655b64964f4a40b9b4e87b92fe1374",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1186,7 +1135,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x400 with 1 Axes>"
       ]
@@ -1226,7 +1175,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1244,7 +1193,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1257,7 +1206,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1269,10 +1218,9 @@
     "            \"encoder_factory\": VectorEncoderFactory(hidden_units=[30, 30]),\n",
     "            \"q_func_factory\": MeanQFunctionFactory(),\n",
     "            \"learning_rate\": 1e-4,\n",
-    "            \"use_gpu\": torch.cuda.is_available(),\n",
     "        }\n",
     "    },\n",
-    "    state_scaler=MinMaxScaler(\n",
+    "    state_scaler=MinMaxObservationScaler(\n",
     "        minimum=test_logged_dataset[\"state\"].min(axis=0),\n",
     "        maximum=test_logged_dataset[\"state\"].max(axis=0),\n",
     "    ),\n",
@@ -1297,7 +1245,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1307,7 +1255,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1317,7 +1265,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1329,7 +1277,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1339,42 +1287,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "{'cql':            policy_value  relative_policy_value\n",
-       " on_policy     14.600000               1.000000\n",
-       " dm            14.024206               0.960562\n",
-       " tis           14.349482               0.982841\n",
-       " pdis          14.292743               0.978955\n",
-       " dr            14.654977               1.003766\n",
-       " sntis         15.439022               1.057467\n",
-       " snpdis        14.482748               0.991969\n",
-       " sndr          14.626905               1.001843,\n",
+       " on_policy     15.690000               1.000000\n",
+       " dm            17.830122               1.136400\n",
+       " tis            0.013578               0.000865\n",
+       " pdis          10.765804               0.686157\n",
+       " dr            14.412143               0.918556\n",
+       " sntis         14.999998               0.956023\n",
+       " snpdis        12.922537               0.823616\n",
+       " sndr          13.945249               0.888799,\n",
        " 'ddqn':            policy_value  relative_policy_value\n",
-       " on_policy     14.590000               1.000000\n",
-       " dm            14.151988               0.969979\n",
-       " tis           14.653224               1.004333\n",
-       " pdis          14.529797               0.995874\n",
-       " dr            14.505490               0.994208\n",
-       " sntis         14.557554               0.997776\n",
-       " snpdis        14.505552               0.994212\n",
-       " sndr          14.506256               0.994260,\n",
+       " on_policy     15.620000               1.000000\n",
+       " dm            12.282429               0.786327\n",
+       " tis            0.000000               0.000000\n",
+       " pdis          12.686455               0.812193\n",
+       " dr            16.830240               1.077480\n",
+       " sntis          0.000000               0.000000\n",
+       " snpdis        15.726926               1.006845\n",
+       " sndr          17.240683               1.103757,\n",
        " 'random':            policy_value  relative_policy_value\n",
        " on_policy     12.570000               1.000000\n",
-       " dm            11.297199               0.898743\n",
-       " tis            7.192248               0.572176\n",
-       " pdis          11.173971               0.888940\n",
-       " dr            12.315729               0.979772\n",
-       " sntis         12.342120               0.981871\n",
-       " snpdis        11.496307               0.914583\n",
-       " sndr          12.227144               0.972724}"
+       " dm            12.010621               0.955499\n",
+       " tis            4.857552               0.386440\n",
+       " pdis          10.718063               0.852670\n",
+       " dr            12.698753               1.010243\n",
+       " sntis         11.730960               0.933251\n",
+       " snpdis        11.914398               0.947844\n",
+       " sndr          12.211570               0.971485}"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1386,42 +1334,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "{'cql':                 mean  95.0% CI (lower)  95.0% CI (upper)\n",
-       " on_policy  14.512500         13.748000         15.220000\n",
-       " dm         14.023764         14.015302         14.030844\n",
-       " tis        13.329884          3.772065         33.754757\n",
-       " pdis       14.302236         13.948176         14.767492\n",
-       " dr         14.624814         14.280384         15.113038\n",
-       " sntis      14.342007          4.058473         36.317717\n",
-       " snpdis     14.492845         14.128143         14.973394\n",
-       " sndr       14.595856         14.229022         15.098573,\n",
+       " on_policy  15.667900         14.840000         16.395750\n",
+       " dm         17.830228         17.827503         17.833102\n",
+       " tis         0.012627          0.000000          0.040734\n",
+       " pdis       10.759151          9.630496         12.053074\n",
+       " dr         14.214093         11.320457         16.318983\n",
+       " sntis      13.949998          0.000000         44.999995\n",
+       " snpdis     12.938436         10.765956         15.131035\n",
+       " sndr       13.666319          9.728964         16.688969,\n",
        " 'ddqn':                 mean  95.0% CI (lower)  95.0% CI (upper)\n",
-       " on_policy  14.504700         13.770000         15.210000\n",
-       " dm         14.151448         14.141641         14.159672\n",
-       " tis        14.625307         13.805173         15.452529\n",
-       " pdis       14.534586         14.348392         14.732626\n",
-       " dr         14.503254         14.409625         14.592879\n",
-       " sntis      14.529820         13.715040         15.351641\n",
-       " snpdis     14.510303         14.325051         14.707949\n",
-       " sndr       14.504016         14.410645         14.593267,\n",
+       " on_policy  15.569300         14.924750         16.220500\n",
+       " dm         12.282437         12.281959         12.282890\n",
+       " tis         0.000000          0.000000          0.000000\n",
+       " pdis       12.877326          8.401726         18.559698\n",
+       " dr         16.870486         15.428369         19.329362\n",
+       " sntis       0.000000          0.000000          0.000000\n",
+       " snpdis     16.036555          8.978773         24.831085\n",
+       " sndr       17.307459         15.120284         21.308425,\n",
        " 'random':                 mean  95.0% CI (lower)  95.0% CI (upper)\n",
        " on_policy  12.497200         11.637000         13.475750\n",
-       " dm         11.296742         11.289868         11.303722\n",
-       " tis         7.208346          4.515008          9.754111\n",
-       " pdis       11.139526          9.688241         12.599403\n",
-       " dr         12.274607         11.822571         12.789138\n",
-       " sntis      12.369744          7.747894         16.738356\n",
-       " snpdis     11.459881          9.923957         13.040955\n",
-       " sndr       12.181690         11.722529         12.701624}"
+       " dm         12.010628         12.010037         12.011211\n",
+       " tis         5.012292          3.394177          6.685585\n",
+       " pdis       10.877359          9.737495         12.146517\n",
+       " dr         12.709577         11.850718         13.405091\n",
+       " sntis      12.104656          8.196917         16.145648\n",
+       " snpdis     12.124885         10.699847         13.801222\n",
+       " sndr       12.243357         11.287623         13.216624}"
       ]
      },
-     "execution_count": 49,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1441,12 +1389,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1400x1200 with 3 Axes>"
       ]
@@ -1465,7 +1413,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -1497,62 +1445,62 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>dm</th>\n",
-       "      <td>0.331538</td>\n",
-       "      <td>0.191854</td>\n",
-       "      <td>1.620021</td>\n",
+       "      <td>4.580120</td>\n",
+       "      <td>11.139377</td>\n",
+       "      <td>0.312904</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>tis</th>\n",
-       "      <td>0.062759</td>\n",
-       "      <td>0.003997</td>\n",
-       "      <td>28.920215</td>\n",
+       "      <td>245.750211</td>\n",
+       "      <td>243.984400</td>\n",
+       "      <td>59.481848</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>pdis</th>\n",
-       "      <td>0.094407</td>\n",
-       "      <td>0.003624</td>\n",
-       "      <td>1.948897</td>\n",
+       "      <td>24.247704</td>\n",
+       "      <td>8.605686</td>\n",
+       "      <td>3.429670</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>dr</th>\n",
-       "      <td>0.003022</td>\n",
-       "      <td>0.007142</td>\n",
-       "      <td>0.064654</td>\n",
+       "      <td>1.632919</td>\n",
+       "      <td>1.464681</td>\n",
+       "      <td>0.016577</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>sntis</th>\n",
-       "      <td>0.703957</td>\n",
-       "      <td>0.001053</td>\n",
-       "      <td>0.051929</td>\n",
+       "      <td>0.476102</td>\n",
+       "      <td>243.984400</td>\n",
+       "      <td>0.703988</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>snpdis</th>\n",
-       "      <td>0.013748</td>\n",
-       "      <td>0.007131</td>\n",
-       "      <td>1.152818</td>\n",
+       "      <td>7.658852</td>\n",
+       "      <td>0.011433</td>\n",
+       "      <td>0.429814</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>sndr</th>\n",
-       "      <td>0.000724</td>\n",
-       "      <td>0.007013</td>\n",
-       "      <td>0.117551</td>\n",
+       "      <td>3.044155</td>\n",
+       "      <td>2.626613</td>\n",
+       "      <td>0.128472</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "             cql      ddqn     random\n",
-       "dm      0.331538  0.191854   1.620021\n",
-       "tis     0.062759  0.003997  28.920215\n",
-       "pdis    0.094407  0.003624   1.948897\n",
-       "dr      0.003022  0.007142   0.064654\n",
-       "sntis   0.703957  0.001053   0.051929\n",
-       "snpdis  0.013748  0.007131   1.152818\n",
-       "sndr    0.000724  0.007013   0.117551"
+       "               cql        ddqn     random\n",
+       "dm        4.580120   11.139377   0.312904\n",
+       "tis     245.750211  243.984400  59.481848\n",
+       "pdis     24.247704    8.605686   3.429670\n",
+       "dr        1.632919    1.464681   0.016577\n",
+       "sntis     0.476102  243.984400   0.703988\n",
+       "snpdis    7.658852    0.011433   0.429814\n",
+       "sndr      3.044155    2.626613   0.128472"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/examples/quickstart/rtb/rtb_synthetic_discrete_zoo.ipynb b/examples/quickstart/rtb/rtb_synthetic_discrete_zoo.ipynb
index 225e8e3..5e578f5 100644
--- a/examples/quickstart/rtb/rtb_synthetic_discrete_zoo.ipynb
+++ b/examples/quickstart/rtb/rtb_synthetic_discrete_zoo.ipynb
@@ -17,7 +17,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -44,7 +44,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -63,14 +63,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.1.2\n"
+      "0.2.1\n"
      ]
     }
    ],
@@ -81,7 +81,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -91,7 +91,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -100,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -111,7 +111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -150,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -181,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -244,17 +244,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2023-07-22 17:46:21 [warning  ] Parameters will be reinitialized.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# reload model\n",
     "ddqn.build_with_env(env)\n",
@@ -263,7 +255,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -278,7 +270,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -334,7 +326,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -356,7 +348,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -374,7 +366,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -387,58 +379,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2023-07-22 17:50:15 [info     ] dataset info                   dataset_info=DatasetInfo(observation_signature=Signature(dtype=[dtype('float64')], shape=[(7,)]), action_signature=Signature(dtype=[dtype('int64')], shape=[(1,)]), reward_signature=Signature(dtype=[dtype('float64')], shape=[(1,)]), action_space=<ActionSpace.DISCRETE: 2>, action_size=10)\n",
-      "2023-07-22 17:50:15 [info     ] Directory is created at d3rlpy_logs/DiscreteCQL_20230722175015\n",
-      "2023-07-22 17:50:15 [debug    ] Building models...\n",
-      "2023-07-22 17:50:15 [debug    ] Models have been built.\n",
-      "2023-07-22 17:50:15 [info     ] Parameters                     params={'observation_shape': [7], 'action_size': 10, 'config': {'type': 'discrete_cql', 'params': {'batch_size': 32, 'gamma': 0.99, 'observation_scaler': {'type': 'none', 'params': {}}, 'action_scaler': {'type': 'none', 'params': {}}, 'reward_scaler': {'type': 'none', 'params': {}}, 'learning_rate': 6.25e-05, 'optim_factory': {'type': 'adam', 'params': {'betas': [0.9, 0.999], 'eps': 1e-08, 'weight_decay': 0, 'amsgrad': False}}, 'encoder_factory': {'type': 'vector', 'params': {'hidden_units': [30, 30], 'activation': 'relu', 'use_batch_norm': False, 'dropout_rate': None, 'use_dense': False, 'exclude_last_activation': False}}, 'q_func_factory': {'type': 'mean', 'params': {'share_encoder': False}}, 'n_critics': 1, 'target_update_interval': 8000, 'alpha': 1.0}}}\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "832f53251fb246ecb5f4e4423467bf46",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Epoch 1/1:   0%|          | 0/10000 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2023-07-22 17:50:33 [info     ] DiscreteCQL_20230722175015: epoch=1 step=10000 epoch=1 metrics={'time_sample_batch': 0.00034376280307769777, 'time_algorithm_update': 0.0013807883977890014, 'loss': 53.30398517534733, 'conservative_loss': 3.6742891330242156, 'time_step': 0.001808053231239319} step=10000\n",
-      "2023-07-22 17:50:33 [info     ] Model parameters are saved to d3rlpy_logs/DiscreteCQL_20230722175015/model_10000.d3\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[(1,\n",
-       "  {'time_sample_batch': 0.00034376280307769777,\n",
-       "   'time_algorithm_update': 0.0013807883977890014,\n",
-       "   'loss': 53.30398517534733,\n",
-       "   'conservative_loss': 3.6742891330242156,\n",
-       "   'time_step': 0.001808053231239319})]"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "cql.fit(\n",
     "    offlinerl_dataset,\n",
@@ -458,17 +401,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2023-07-22 17:52:54 [warning  ] Parameters will be reinitialized.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# reload model\n",
     "cql.build_with_env(env)\n",
@@ -491,7 +426,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -522,7 +457,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -533,7 +468,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -546,7 +481,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -564,7 +499,6 @@
     "        minimum=test_logged_dataset[\"state\"].min(axis=0),\n",
     "        maximum=test_logged_dataset[\"state\"].max(axis=0),\n",
     "    ),\n",
-    "    bandwidth=1.0,\n",
     "    gamma=0.95,\n",
     ")"
    ]
@@ -588,7 +522,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -598,7 +532,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -608,7 +542,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -621,7 +555,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -633,7 +567,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -645,69 +579,69 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "{'cql':            policy_value  relative_policy_value\n",
-       " on_policy      0.000000                    NaN\n",
-       " dm           -84.989571                    NaN\n",
-       " tis            0.000000                    NaN\n",
-       " pdis           0.000000                    NaN\n",
-       " dr           -14.485361                    NaN\n",
-       " sntis          0.000000                    NaN\n",
-       " snpdis         0.000000                    NaN\n",
-       " sndr           0.001682                    NaN\n",
-       " sm_is          2.050114                    NaN\n",
-       " sm_dr        -77.359720                    NaN\n",
-       " sm_snis       10.713344                    NaN\n",
-       " sm_sndr      -47.832362                    NaN\n",
-       " sam_is         1.814078                    NaN\n",
-       " sam_dr       -70.767483                    NaN\n",
-       " sam_snis       9.556662                    NaN\n",
-       " sam_sndr     -64.404272                    NaN\n",
-       " drl          -79.571970                    NaN,\n",
+       " on_policy     13.670803               1.000000\n",
+       " dm            19.692582               1.440485\n",
+       " tis            0.013220               0.000967\n",
+       " pdis          10.308965               0.754086\n",
+       " dr            13.913196               1.017731\n",
+       " sntis         14.604998               1.068335\n",
+       " snpdis        12.109122               0.885765\n",
+       " sndr          13.480904               0.986109\n",
+       " sm_is          1.424221               0.104180\n",
+       " sm_dr         19.258980               1.408767\n",
+       " sm_snis       10.870918               0.795192\n",
+       " sm_sndr       10.705989               0.783128\n",
+       " sam_is         7.883300               0.576652\n",
+       " sam_dr        18.898415               1.382392\n",
+       " sam_snis      15.068570               1.102245\n",
+       " sam_sndr      18.351390               1.342378\n",
+       " drl           16.713641               1.222579,\n",
        " 'ddqn':            policy_value  relative_policy_value\n",
-       " on_policy     11.150620               1.000000\n",
-       " dm            12.402333               1.112255\n",
-       " tis            9.990986               0.896003\n",
-       " pdis           9.766667               0.875886\n",
-       " dr             9.714148               0.871176\n",
-       " sntis          9.759010               0.875199\n",
-       " snpdis         9.751975               0.874568\n",
-       " sndr           9.785128               0.877541\n",
-       " sm_is          2.049038               0.183760\n",
-       " sm_dr         11.577556               1.038288\n",
-       " sm_snis       10.744707               0.963597\n",
-       " sm_sndr        5.434931               0.487411\n",
-       " sam_is         7.172920               0.643275\n",
-       " sam_dr        11.454091               1.027216\n",
-       " sam_snis      11.917815               1.068803\n",
-       " sam_sndr      13.403701               1.202059\n",
-       " drl           10.586519               0.949411,\n",
+       " on_policy     14.049627               1.000000\n",
+       " dm            12.252217               0.872067\n",
+       " tis            0.000000               0.000000\n",
+       " pdis          12.185442               0.867314\n",
+       " dr            15.890223               1.131007\n",
+       " sntis          0.000000               0.000000\n",
+       " snpdis        14.933411               1.062904\n",
+       " sndr          16.517896               1.175682\n",
+       " sm_is          1.301702               0.092650\n",
+       " sm_dr         11.948073               0.850419\n",
+       " sm_snis       11.004493               0.783259\n",
+       " sm_sndr        7.601301               0.541032\n",
+       " sam_is         5.377394               0.382743\n",
+       " sam_dr        11.900864               0.847059\n",
+       " sam_snis      14.317214               1.019046\n",
+       " sam_sndr      11.977408               0.852507\n",
+       " drl           10.401420               0.740334,\n",
        " 'random':            policy_value  relative_policy_value\n",
        " on_policy     10.817043               1.000000\n",
-       " dm            12.506504               1.156185\n",
+       " dm            12.144439               1.122713\n",
        " tis            4.378170               0.404747\n",
        " pdis           9.833942               0.909116\n",
-       " dr            11.752125               1.086445\n",
+       " dr            11.604740               1.072820\n",
        " sntis         10.573255               0.977463\n",
        " snpdis        10.827806               1.000995\n",
-       " sndr          11.207180               1.036067\n",
+       " sndr          11.139489               1.029809\n",
        " sm_is          1.673970               0.154753\n",
-       " sm_dr         11.465961               1.059990\n",
+       " sm_dr         11.338904               1.048244\n",
        " sm_snis       11.611709               1.073464\n",
-       " sm_sndr        5.592213               0.516982\n",
+       " sm_sndr        6.183237               0.571620\n",
        " sam_is        10.448646               0.965943\n",
-       " sam_dr        10.007936               0.925201\n",
+       " sam_dr         9.792576               0.905291\n",
        " sam_snis      12.081314               1.116878\n",
-       " sam_sndr       9.777573               0.903904\n",
-       " drl           10.544374               0.974793}"
+       " sam_sndr       9.547222               0.882609\n",
+       " drl           10.263190               0.948798}"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -724,12 +658,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1400x1200 with 3 Axes>"
       ]
@@ -752,12 +686,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x1200 with 3 Axes>"
       ]
@@ -778,12 +712,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 800x1200 with 3 Axes>"
       ]
@@ -804,12 +738,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1600x1200 with 3 Axes>"
       ]
@@ -830,12 +764,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1400x1200 with 3 Axes>"
       ]
diff --git a/scope_rl/policy/orl.py b/scope_rl/policy/orl.py
index a407ade..352bf82 100644
--- a/scope_rl/policy/orl.py
+++ b/scope_rl/policy/orl.py
@@ -47,19 +47,19 @@ class TrainCandidatePolicies:
         # import necessary module from other libraries
         import gym
         import rtbgym
-        from d3rlpy.algos import DoubleDQN
-        from d3rlpy.dataset import ReplayBuffer
+        from d3rlpy.algos import DoubleDQNConfig
+        from d3rlpy.dataset import create_fifo_replay_buffer
 
-        from d3rlpy.online.explorers import ConstantEpsilonGreedy
-        from d3rlpy.algos import DiscreteBCQ, DiscreteCQL
+        from d3rlpy.algos import ConstantEpsilonGreedy
+        from d3rlpy.algos import DiscreteBCQConfig, DiscreteCQLConfig
 
         # initialize environment
         env = gym.make("RTBEnv-discrete-v0")
 
         # define (RL) agent (i.e., policy) and train on the environment
-        ddqn = DoubleDQN()
-        buffer = ReplayBuffer(
-            maxlen=10000,
+        ddqn = DoubleDQNConfig().create()
+        buffer = create_fifo_replay_buffer(
+            limit=10000,
             env=env,
         )
         explorer = ConstantEpsilonGreedy(
@@ -85,20 +85,24 @@ class TrainCandidatePolicies:
         # initialize dataset class
         dataset = SyntheticDataset(
             env=env,
-            behavior_policy=behavior_policy,
-            random_state=12345,
+            max_episode_steps=env.step_per_episode,
         )
 
         # data collection
-        logged_dataset = dataset.obtain_episodes(n_trajectories=100)
+        logged_dataset = dataset.obtain_episodes(
+            behavior_policies=behavior_policy,
+            n_datasets=2,
+            n_trajectories=100,
+            random_state=12345,
+        )
 
     **Learning Evaluation Policies**:
 
     .. code-block:: python
 
         # base algorithms
-        bcq = DiscreteBCQ()
-        cql = DiscreteCQL()
+        bcq = DiscreteBCQConfig().create()
+        cql = DiscreteCQLConfig().create()
         algorithms = [bcq, cql]
         algorithms_name = ["bcq", "cql"]
 
@@ -130,6 +134,7 @@ class TrainCandidatePolicies:
         # off-policy learning
         orl = TrainCandidatePolicies()
         eval_policies = orl.obtain_evaluation_policy(
+            logged_dataset=logged_dataset,
             algorithms=algorithms,
             algorithms_name=algorithms_name,
             policy_wrappers=policy_wrappers,
@@ -140,7 +145,7 @@ class TrainCandidatePolicies:
 
     .. code-block:: python
 
-        >>> [eval_policy.name for eval_policy in eval_policies[0]]
+        >>> [eval_policy.name for eval_policy in eval_policies[behavior_policy.name][0]]
 
         ['bcq_eps_01', 'bcq_eps_03', 'bcq_softmax', 'cql_eps_01', 'cql_eps_03', 'cql_softmax']
 
@@ -651,7 +656,7 @@ def obtain_evaluation_policy(
             List of (stochastic) evaluation policies.
 
         """
-        if not len(algorithms) != len(algorithms_name):
+        if len(algorithms) != len(algorithms_name):
             raise ValueError(
                 "algorithms and alogirthms_name must have the same length, but found False"
             )