Removed last {sep_token} to match https://arxiv.org/pdf/2005.01107v1.pdf

Squad_V1_Question_Generation.ipynb

@@ -54,31 +54,31 @@
      "text": [
       "Requirement already satisfied: datasets in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (2.9.0)\n",
       "Requirement already satisfied: huggingface_hub in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (0.12.0)\n",
+      "Requirement already satisfied: requests>=2.19.0 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (2.28.2)\n",
+      "Requirement already satisfied: fsspec[http]>=2021.11.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (2023.1.0)\n",
+      "Requirement already satisfied: pandas in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (1.5.3)\n",
       "Requirement already satisfied: dill<0.3.7 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (0.3.6)\n",
+      "Requirement already satisfied: tqdm>=4.62.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (4.64.1)\n",
+      "Requirement already satisfied: xxhash in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (3.2.0)\n",
+      "Requirement already satisfied: aiohttp in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (3.8.3)\n",
+      "Requirement already satisfied: packaging in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (23.0)\n",
+      "Requirement already satisfied: responses<0.19 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (0.18.0)\n",
       "Requirement already satisfied: multiprocess in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (0.70.14)\n",
-      "Requirement already satisfied: pyyaml>=5.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (6.0)\n",
       "Requirement already satisfied: numpy>=1.17 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (1.24.1)\n",
-      "Requirement already satisfied: responses<0.19 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (0.18.0)\n",
-      "Requirement already satisfied: packaging in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (23.0)\n",
-      "Requirement already satisfied: tqdm>=4.62.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (4.64.1)\n",
+      "Requirement already satisfied: pyyaml>=5.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (6.0)\n",
       "Requirement already satisfied: pyarrow>=6.0.0 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (11.0.0)\n",
-      "Requirement already satisfied: requests>=2.19.0 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (2.28.2)\n",
-      "Requirement already satisfied: aiohttp in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (3.8.3)\n",
-      "Requirement already satisfied: fsspec[http]>=2021.11.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (2023.1.0)\n",
-      "Requirement already satisfied: xxhash in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (3.2.0)\n",
-      "Requirement already satisfied: pandas in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from datasets) (1.5.3)\n",
       "Requirement already satisfied: typing-extensions>=3.7.4.3 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from huggingface_hub) (4.4.0)\n",
       "Requirement already satisfied: filelock in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from huggingface_hub) (3.9.0)\n",
-      "Requirement already satisfied: yarl<2.0,>=1.0 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from aiohttp->datasets) (1.8.2)\n",
-      "Requirement already satisfied: frozenlist>=1.1.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from aiohttp->datasets) (1.3.3)\n",
       "Requirement already satisfied: multidict<7.0,>=4.5 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from aiohttp->datasets) (6.0.4)\n",
-      "Requirement already satisfied: attrs>=17.3.0 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from aiohttp->datasets) (22.2.0)\n",
+      "Requirement already satisfied: frozenlist>=1.1.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from aiohttp->datasets) (1.3.3)\n",
+      "Requirement already satisfied: yarl<2.0,>=1.0 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from aiohttp->datasets) (1.8.2)\n",
       "Requirement already satisfied: aiosignal>=1.1.2 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from aiohttp->datasets) (1.3.1)\n",
       "Requirement already satisfied: charset-normalizer<3.0,>=2.0 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from aiohttp->datasets) (2.1.1)\n",
       "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from aiohttp->datasets) (4.0.2)\n",
-      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from requests>=2.19.0->datasets) (1.26.14)\n",
+      "Requirement already satisfied: attrs>=17.3.0 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from aiohttp->datasets) (22.2.0)\n",
       "Requirement already satisfied: idna<4,>=2.5 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from requests>=2.19.0->datasets) (3.4)\n",
       "Requirement already satisfied: certifi>=2017.4.17 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from requests>=2.19.0->datasets) (2022.12.7)\n",
+      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from requests>=2.19.0->datasets) (1.26.14)\n",
       "Requirement already satisfied: pytz>=2020.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from pandas->datasets) (2022.7.1)\n",
       "Requirement already satisfied: python-dateutil>=2.8.1 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from pandas->datasets) (2.8.2)\n",
       "Requirement already satisfied: six>=1.5 in /opt/homebrew/Caskroom/miniconda/base/envs/flan-t5-e2e-qg/lib/python3.10/site-packages (from python-dateutil>=2.8.1->pandas->datasets) (1.16.0)\n",
@@ -267,13 +267,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Downloading and preparing dataset squad_modified_for_t5_qg/plain_text to /Users/derekthomas/.cache/huggingface/datasets/squad_modified_for_t5_qg/plain_text/2.9.0/51e36f85e69301b9554545b12c18534864e91ffede9852cbecbb24a8bb53c6ca...\n"
+      "Downloading and preparing dataset squad_modified_for_t5_qg/plain_text to /Users/derekthomas/.cache/huggingface/datasets/squad_modified_for_t5_qg/plain_text/2.9.0/70f06b349eda3bddc20fbc6b57adffc86378274de644934c3b138bd7887de4f0...\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "12e9e620b43f4477be1d3d1c5131f0cf",
+       "model_id": "8a4f1db5af8a4351b0627cbd6423f86f",
        "version_major": 2,
        "version_minor": 0
       },
@@ -287,7 +287,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ab82d65441a9442b920db525a1533015",
+       "model_id": "049d586bf61b4f238bce7181bd3ca0f6",
        "version_major": 2,
        "version_minor": 0
       },
@@ -301,7 +301,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f8b6e06e6bc248cabdaafc68bd6e5151",
+       "model_id": "a26f36fd6e0042f88440a70b8e50d864",
        "version_major": 2,
        "version_minor": 0
       },
@@ -315,7 +315,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "fee8c0eff2234062a3a33ec37da48dc5",
+       "model_id": "b0c6a800cf5d4c4b908b4e16eea4e06e",
        "version_major": 2,
        "version_minor": 0
       },
@@ -330,13 +330,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Dataset squad_modified_for_t5_qg downloaded and prepared to /Users/derekthomas/.cache/huggingface/datasets/squad_modified_for_t5_qg/plain_text/2.9.0/51e36f85e69301b9554545b12c18534864e91ffede9852cbecbb24a8bb53c6ca. Subsequent calls will reuse this data.\n"
+      "Dataset squad_modified_for_t5_qg downloaded and prepared to /Users/derekthomas/.cache/huggingface/datasets/squad_modified_for_t5_qg/plain_text/2.9.0/70f06b349eda3bddc20fbc6b57adffc86378274de644934c3b138bd7887de4f0. Subsequent calls will reuse this data.\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "fd46a0d7d7ac4b4f91a698f2460a694a",
+       "model_id": "8139a1328fa54061b6eaa28c2ce6b117",
        "version_major": 2,
        "version_minor": 0
       },
@@ -404,7 +404,7 @@
     {
      "data": {
       "text/plain": [
-       "'To whom did the Virgin Mary allegedly appear in 1858 in Lourdes France? {sep_token} What is in front of the Notre Dame Main Building? {sep_token} The Basilica of the Sacred heart at Notre Dame is beside to which structure? {sep_token} What is the Grotto at Notre Dame? {sep_token} What sits on top of the Main Building at Notre Dame? {sep_token}'"
+       "'To whom did the Virgin Mary allegedly appear in 1858 in Lourdes France? {sep_token} What is in front of the Notre Dame Main Building? {sep_token} The Basilica of the Sacred heart at Notre Dame is beside to which structure? {sep_token} What is the Grotto at Notre Dame? {sep_token} What sits on top of the Main Building at Notre Dame?'"
       ]
      },
      "execution_count": 7,
@@ -441,7 +441,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "33bf1a6f51a84aa9aca175de30b2b2b4",
+       "model_id": "7e7879ec3dbb4a4280880cc450ff0d7a",
        "version_major": 2,
        "version_minor": 0
       },
@@ -455,7 +455,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d1b0379055124412877f27b6c4055d78",
+       "model_id": "8bc3a681a5074c239cb79867826e9558",
        "version_major": 2,
        "version_minor": 0
       },
@@ -469,7 +469,7 @@
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-       "model_id": "7d287cad9c434b6fb9ff0654d6cdea2b",
+       "model_id": "a16226ab038448d5b7e078692df5fdc9",
        "version_major": 2,
        "version_minor": 0
       },
@@ -483,7 +483,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d56448807364417eb278b4d5674e1a50",
+       "model_id": "d99b4e2b665a41dfb5753e8300d2057f",
        "version_major": 2,
        "version_minor": 0
       },
@@ -504,7 +504,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "35b2e1b96aeb4e2394c755960c861b74",
+       "model_id": "9a647e2581fc4143bf0d21c7dbec09e3",
        "version_major": 2,
        "version_minor": 0
       },
@@ -518,7 +518,7 @@
     {
      "data": {
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-       "model_id": "a285f6425c9d49a4b683955698659e21",
+       "model_id": "694e8be0497849c0946898feb7980d3b",
        "version_major": 2,
        "version_minor": 0
       },
@@ -532,7 +532,7 @@
     {
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-       "model_id": "fad86893cb124b14822e1e910e219e10",
+       "model_id": "1170e991aa63464d8aaf65c23e91687e",
        "version_major": 2,
        "version_minor": 0
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@@ -546,7 +546,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "6d956888d6474448a0033fab3196564f",
+       "model_id": "e90efa84bdd341239bc67edf06860648",
        "version_major": 2,
        "version_minor": 0
       },
@@ -556,20 +556,6 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d25a0f67e254436c98e67e1c1bc62a73",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Downloading metadata:   0%|          | 0.00/521 [00:00<?, ?B/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [

squad_modified_for_t5_qg.py

@@ -113,7 +113,7 @@ class Squad(datasets.GeneratorBasedBuilder):
                     source_text = f"generate questions: {paragraph['context'].strip()}"
                     questions = [qas['question'].strip() for qas in paragraph['qas']]
                     target_text = " {sep_token} ".join(questions)
-                    target_text = f"{target_text} {{sep_token}}"
+                    target_text = f"{target_text}"
                     yield key, {
                         "context": source_text,
                         "questions": target_text}