diff --git "a/all/gatsby.ipynb" "b/all/gatsby.ipynb"
deleted file mode 100644--- "a/all/gatsby.ipynb"
+++ /dev/null
@@ -1,1497 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "ef9ec743",
-   "metadata": {},
-   "source": [
-    "Questions answering with Hugging Face embeddings.\n",
-    "Adapted from the [LlamaIndex example](https://github.com/jerryjliu/gpt_index/blob/main/examples/gatsby/TestGatsby.ipynb). "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "009d42b4",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-02-27T01:42:18.198257Z",
-     "iopub.status.busy": "2023-02-27T01:42:18.198061Z",
-     "iopub.status.idle": "2023-02-27T01:42:18.857472Z",
-     "shell.execute_reply": "2023-02-27T01:42:18.856748Z"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "import datasets\n",
-    "import numpy as np"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "268e96a2",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-02-27T01:42:18.860345Z",
-     "iopub.status.busy": "2023-02-27T01:42:18.859944Z",
-     "iopub.status.idle": "2023-02-27T01:42:19.003657Z",
-     "shell.execute_reply": "2023-02-27T01:42:19.002999Z"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "from minichain import EmbeddingPrompt, TemplatePrompt, show_log, start_chain"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d9db66d3",
-   "metadata": {},
-   "source": [
-    "Load data with embeddings (computed beforehand)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "45b2af90",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-02-27T01:42:19.006281Z",
-     "iopub.status.busy": "2023-02-27T01:42:19.006013Z",
-     "iopub.status.idle": "2023-02-27T01:42:19.040589Z",
-     "shell.execute_reply": "2023-02-27T01:42:19.040155Z"
-    }
-   },
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "767c094ef5ca40bba8598c29f12a4e82",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "  0%|          | 0/1 [00:00<?, ?it/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Dataset({\n",
-       "    features: ['passages', 'embeddings'],\n",
-       "    num_rows: 52\n",
-       "})"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "gatsby = datasets.load_from_disk(\"gatsby\")\n",
-    "gatsby.add_faiss_index(\"embeddings\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1981e6d4",
-   "metadata": {
-    "lines_to_next_cell": 2
-   },
-   "source": [
-    "Fast KNN retieval prompt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "9d563ca4",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-02-27T01:42:19.045403Z",
-     "iopub.status.busy": "2023-02-27T01:42:19.045216Z",
-     "iopub.status.idle": "2023-02-27T01:42:19.048881Z",
-     "shell.execute_reply": "2023-02-27T01:42:19.048442Z"
-    },
-    "lines_to_next_cell": 2
-   },
-   "outputs": [],
-   "source": [
-    "class KNNPrompt(EmbeddingPrompt):\n",
-    "    def find(self, out, inp):\n",
-    "        res = gatsby.get_nearest_examples(\"embeddings\", np.array(out), 1)\n",
-    "        return {\"question\": inp, \"docs\": res.examples[\"passages\"]}"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4727a6eb",
-   "metadata": {
-    "lines_to_next_cell": 2
-   },
-   "source": [
-    "QA prompt to ask question with examples"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "bb41489d",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-02-27T01:42:19.051172Z",
-     "iopub.status.busy": "2023-02-27T01:42:19.050989Z",
-     "iopub.status.idle": "2023-02-27T01:42:19.053671Z",
-     "shell.execute_reply": "2023-02-27T01:42:19.053236Z"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "class QAPrompt(TemplatePrompt):\n",
-    "    template_file = \"gatsby.pmpt.tpl\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "6f62cc05",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-02-27T01:42:19.055816Z",
-     "iopub.status.busy": "2023-02-27T01:42:19.055528Z",
-     "iopub.status.idle": "2023-02-27T01:42:22.998193Z",
-     "shell.execute_reply": "2023-02-27T01:42:22.997407Z"
-    }
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "You're using a different task than the one specified in the repository. Be sure to know what you're doing :)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "\n",
-      "Gatsby had no past before he met Daisy. He was a penniless young man without a past, and at any moment the invisible cloak of his uniform might slip from his shoulders. He was liable at the whim of an impersonal government to be blown anywhere about the world.\n"
-     ]
-    }
-   ],
-   "source": [
-    "with start_chain(\"gatsby\") as backend:\n",
-    "    question = \"What did Gatsby do before he met Daisy?\"\n",
-    "    prompt = KNNPrompt(\n",
-    "        backend.HuggingFaceEmbed(\"sentence-transformers/all-mpnet-base-v2\")\n",
-    "    ).chain(QAPrompt(backend.OpenAI()))\n",
-    "    result = prompt(question)\n",
-    "    print(result)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "16532f43",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-02-27T01:42:23.001357Z",
-     "iopub.status.busy": "2023-02-27T01:42:23.000809Z",
-     "iopub.status.idle": "2023-02-27T01:42:23.061583Z",
-     "shell.execute_reply": "2023-02-27T01:42:23.060988Z"
-    },
-    "tags": [
-     "hide_inp"
-    ]
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<!-- <link rel=\"stylesheet\" href=\"https://cdn.rawgit.com/Chalarangelo/mini.css/v3.0.1/dist/mini-default.min.css\"> -->\n",
-       " <main class=\"container\">\n",
-       "\n",
-       "<h3>QAPrompt</h3>\n",
-       "\n",
-       "<dl>\n",
-       "  <dt>Input:</dt>\n",
-       "  <dd>\n",
-       "<div class=\"highlight\"><pre><span></span><span class=\"p\">{</span><span class=\"s1\">&#39;question&#39;</span><span class=\"p\">:</span> <span class=\"s1\">&#39;Who was Gatsby?&#39;</span><span class=\"p\">,</span> <span class=\"s1\">&#39;docs&#39;</span><span class=\"p\">:</span> <span class=\"p\">[</span><span class=\"s1\">&#39;doc1&#39;</span><span class=\"p\">,</span> <span class=\"s1\">&#39;doc2&#39;</span><span class=\"p\">,</span> <span class=\"s1\">&#39;doc3&#39;</span><span class=\"p\">]}</span>\n",
-       "</pre></div>\n",
-       "\n",
-       "\n",
-       "  </dd>\n",
-       "\n",
-       "  <dt> Full Prompt: </dt>\n",
-       "  <dd>\n",
-       "    <details>\n",
-       "      <summary>Prompt</summary>\n",
-       "      <p>Context information is below. <br>---------------------<br><br><br>* doc1<br><br>* doc2<br><br>* doc3<br><br><br>---------------------<br><br>Given the context information and not prior knowledge, answer the question: <div style='color:red'>Who was Gatsby?</div></p>\n",
-       "    </details>\n",
-       "  </dd>\n",
-       "\n",
-       "  <dt> Response: </dt>\n",
-       "  <dd>\n",
-       "    \n",
-       "  </dd>\n",
-       "\n",
-       "  <dt>Value:</dt>\n",
-       "  <dd>\n",
-       "<div class=\"highlight\"><pre><span></span>\n",
-       "</pre></div>\n",
-       "\n",
-       "  </dd>\n",
-       "</main>\n"
-      ],
-      "text/plain": [
-       "HTML(html='\\n<!-- <link rel=\"stylesheet\" href=\"https://cdn.rawgit.com/Chalarangelo/mini.css/v3.0.1/dist/mini-default.min.css\"> -->\\n <main class=\"container\">\\n\\n<h3>QAPrompt</h3>\\n\\n<dl>\\n  <dt>Input:</dt>\\n  <dd>\\n<div class=\"highlight\"><pre><span></span><span class=\"p\">{</span><span class=\"s1\">&#39;question&#39;</span><span class=\"p\">:</span> <span class=\"s1\">&#39;Who was Gatsby?&#39;</span><span class=\"p\">,</span> <span class=\"s1\">&#39;docs&#39;</span><span class=\"p\">:</span> <span class=\"p\">[</span><span class=\"s1\">&#39;doc1&#39;</span><span class=\"p\">,</span> <span class=\"s1\">&#39;doc2&#39;</span><span class=\"p\">,</span> <span class=\"s1\">&#39;doc3&#39;</span><span class=\"p\">]}</span>\\n</pre></div>\\n\\n\\n  </dd>\\n\\n  <dt> Full Prompt: </dt>\\n  <dd>\\n    <details>\\n      <summary>Prompt</summary>\\n      <p>Context information is below. <br>---------------------<br><br><br>* doc1<br><br>* doc2<br><br>* doc3<br><br><br>---------------------<br><br>Given the context information and not prior knowledge, answer the question: <div style=\\'color:red\\'>Who was Gatsby?</div></p>\\n    </details>\\n  </dd>\\n\\n  <dt> Response: </dt>\\n  <dd>\\n    \\n  </dd>\\n\\n  <dt>Value:</dt>\\n  <dd>\\n<div class=\"highlight\"><pre><span></span>\\n</pre></div>\\n\\n  </dd>\\n</main>\\n')"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "QAPrompt().show({\"question\": \"Who was Gatsby?\", \"docs\": [\"doc1\", \"doc2\", \"doc3\"]}, \"\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "bf80e95a",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-02-27T01:42:23.064174Z",
-     "iopub.status.busy": "2023-02-27T01:42:23.063901Z",
-     "iopub.status.idle": "2023-02-27T01:42:23.149001Z",
-     "shell.execute_reply": "2023-02-27T01:42:23.148032Z"
-    }
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001b[38;5;15m150103fd-7d30-415e-9d6a-5b90d2828e01\u001b[1m\u001b[0m\n",
-      "└── \u001b[38;5;5m<class '__main__.KNNPrompt'>\u001b[0m/1\u001b[0m ⇒ \u001b[38;5;2mstarted\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m ⧖ \u001b[38;5;4m0.568s\u001b[2m\u001b[0m\n",
-      "    ├── \u001b[38;5;5mInput Function\u001b[0m/2/1\u001b[0m ⇒ \u001b[38;5;2mstarted\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m ⧖ \u001b[38;5;4m0.000s\u001b[2m\u001b[0m\n",
-      "    │   ├── \u001b[38;5;4minput\u001b[0m: What did Gatsby do before he met Daisy?\u001b[0m\n",
-      "    │   └── \u001b[38;5;5mInput Function\u001b[0m/2/2\u001b[0m ⇒ \u001b[38;5;2msucceeded\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m\n",
-      "    ├── \u001b[38;5;5mPrompted\u001b[0m/3/1\u001b[0m ⇒ \u001b[38;5;2mstarted\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m ⧖ \u001b[38;5;4m0.564s\u001b[2m\u001b[0m\n",
-      "    │   ├── \u001b[38;5;4mprompt\u001b[0m: What did Gatsby do before he met Daisy?\u001b[0m\n",
-      "    │   └── \u001b[38;5;5mPrompted\u001b[0m/3/2\u001b[0m ⇒ \u001b[38;5;2msucceeded\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m\n",
-      "    ├── \u001b[38;5;5mResult\u001b[0m/4/1\u001b[0m ⇒ \u001b[38;5;2mstarted\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m ⧖ \u001b[38;5;4m0.004s\u001b[2m\u001b[0m\n",
-      "    │   ├── \u001b[38;5;4mresult\u001b[0m: \u001b[0m\n",
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-      "    │   │   ├── \u001b[38;5;4m765\u001b[0m: 0.004172053188085556\u001b[0m\n",
-      "    │   │   ├── \u001b[38;5;4m766\u001b[0m: -0.005994188599288464\u001b[0m\n",
-      "    │   │   └── \u001b[38;5;4m767\u001b[0m: -0.004628462716937065\u001b[0m\n",
-      "    │   └── \u001b[38;5;5mResult\u001b[0m/4/2\u001b[0m ⇒ \u001b[38;5;2msucceeded\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m\n",
-      "    └── \u001b[38;5;5m<class '__main__.KNNPrompt'>\u001b[0m/5\u001b[0m ⇒ \u001b[38;5;2msucceeded\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m\n",
-      "\n",
-      "\u001b[38;5;15m43a06b19-35d7-444a-a822-c38a3473719d\u001b[1m\u001b[0m\n",
-      "└── \u001b[38;5;5m<class '__main__.QAPrompt'>\u001b[0m/1\u001b[0m ⇒ \u001b[38;5;2mstarted\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m ⧖ \u001b[38;5;4m3.364s\u001b[2m\u001b[0m\n",
-      "    ├── \u001b[38;5;5mInput Function\u001b[0m/2/1\u001b[0m ⇒ \u001b[38;5;2mstarted\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m ⧖ \u001b[38;5;4m0.007s\u001b[2m\u001b[0m\n",
-      "    │   ├── \u001b[38;5;4minput\u001b[0m: \u001b[0m\n",
-      "    │   │   ├── \u001b[38;5;4mdocs\u001b[0m: \u001b[0m\n",
-      "    │   │   │   └── \u001b[38;5;4m0\u001b[0m:  and redolent of this year’s shining motorcars and of dances whose flowers were scarcely withered. It excited him, too, that many men had already loved Daisy—it increased her value in his eyes. He felt their presence all about the house, pervading the air with the shades and echoes of still vibrant emotions.  But he knew that he was in Daisy’s house by a colossal accident. However glorious might be his future as Jay Gatsby, he was at present a penniless young man without a past, and at any moment the invisible cloak of his uniform might slip from his shoulders. So he made the most of his time. He took what he could get, ravenously and unscrupulously—eventually he took Daisy one still October night, took her because he had no real right to touch her hand.  He might have despised himself, for he had certainly taken her under false pretences. I don’t mean that he had traded on his phantom millions, but he had deliberately given Daisy a sense of security; he let her believe that he was a person from much the same strata as herself—that he was fully able to take care of her. As a matter of fact, he had no such facilities—he had no comfortable family standing behind him, and he was liable at the whim of an impersonal government to be blown anywhere about the world.  But he didn’t despise himself and it didn’t turn out as he had imagined. He had intended, probably, to take what he could and go—but now he found that he had committed himself to the following of a grail. He knew that Daisy was extraordinary, but he didn’t realize just how extraordinary a “nice” girl could be. She vanished into her rich house, into her rich, full life, leaving Gatsby—nothing. He felt married to her, that was all.  When they met again, two days later, it was Gatsby who was breathless, who was, somehow, betrayed. Her porch was bright with the bought luxury of star-shine; the wicker of the settee squeaked fashionably as she turned toward him and he kissed her curious and lovely mouth. She had caught a cold, and it made her voice huskier and more charming than ever, and Gatsby was overwhelmingly aware of the youth and mystery that wealth imprisons and preserves, of the freshness of many clothes, and of Daisy, gleaming like silver, safe and proud above the hot struggles of the poor.  ------------------------------------------------------------------------  “I can’t describe to you how surprised I was to find out I loved her, old sport. I even hoped for a while that she’d throw me over, bu\u001b[0m\n",
-      "    │   │   └── \u001b[38;5;4mquestion\u001b[0m: What did Gatsby do before he met Daisy?\u001b[0m\n",
-      "    │   └── \u001b[38;5;5mInput Function\u001b[0m/2/2\u001b[0m ⇒ \u001b[38;5;2msucceeded\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m\n",
-      "    ├── \u001b[38;5;5mPrompted\u001b[0m/3/1\u001b[0m ⇒ \u001b[38;5;2mstarted\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m ⧖ \u001b[38;5;4m3.357s\u001b[2m\u001b[0m\n",
-      "    │   ├── \u001b[38;5;4mprompt\u001b[0m: Context information is below. ⏎\n",
-      "    │   │   ---------------------⏎\n",
-      "    │   │   ⏎\n",
-      "    │   │   ⏎\n",
-      "    │   │   *  and redolent of this year’s shining motorcars and of dances whose flowers were scarcely withered. It excited him, too, that many men had already loved Daisy—it increased her value in his eyes. He felt their presence all about the house, pervading the air with the shades and echoes of still vibrant emotions.  But he knew that he was in Daisy’s house by a colossal accident. However glorious might be his future as Jay Gatsby, he was at present a penniless young man without a past, and at any moment the invisible cloak of his uniform might slip from his shoulders. So he made the most of his time. He took what he could get, ravenously and unscrupulously—eventually he took Daisy one still October night, took her because he had no real right to touch her hand.  He might have despised himself, for he had certainly taken her under false pretences. I don’t mean that he had traded on his phantom millions, but he had deliberately given Daisy a sense of security; he let her believe that he was a person from much the same strata as herself—that he was fully able to take care of her. As a matter of fact, he had no such facilities—he had no comfortable family standing behind him, and he was liable at the whim of an impersonal government to be blown anywhere about the world.  But he didn’t despise himself and it didn’t turn out as he had imagined. He had intended, probably, to take what he could and go—but now he found that he had committed himself to the following of a grail. He knew that Daisy was extraordinary, but he didn’t realize just how extraordinary a “nice” girl could be. She vanished into her rich house, into her rich, full life, leaving Gatsby—nothing. He felt married to her, that was all.  When they met again, two days later, it was Gatsby who was breathless, who was, somehow, betrayed. Her porch was bright with the bought luxury of star-shine; the wicker of the settee squeaked fashionably as she turned toward him and he kissed her curious and lovely mouth. She had caught a cold, and it made her voice huskier and more charming than ever, and Gatsby was overwhelmingly aware of the youth and mystery that wealth imprisons and preserves, of the freshness of many clothes, and of Daisy, gleaming like silver, safe and proud above the hot struggles of the poor.  ------------------------------------------------------------------------  “I can’t describe to you how surprised I was to find out I loved her, old sport. I even hoped for a while that she’d throw me over, bu⏎\n",
-      "    │   │   ⏎\n",
-      "    │   │   ⏎\n",
-      "    │   │   ---------------------⏎\n",
-      "    │   │   ⏎\n",
-      "    │   │   Given the context information and not prior knowledge, answer the question: What did Gatsby do before he met Daisy?\u001b[0m\n",
-      "    │   └── \u001b[38;5;5mPrompted\u001b[0m/3/2\u001b[0m ⇒ \u001b[38;5;2msucceeded\u001b[0m \u001b[38;5;15m2023-02-27 01:42:22Z\u001b[2m\u001b[0m\n",
-      "    ├── \u001b[38;5;5mResult\u001b[0m/4/1\u001b[0m ⇒ \u001b[38;5;2mstarted\u001b[0m \u001b[38;5;15m2023-02-27 01:42:22Z\u001b[2m\u001b[0m ⧖ \u001b[38;5;4m0.000s\u001b[2m\u001b[0m\n",
-      "    │   ├── \u001b[38;5;4mresult\u001b[0m: ⏎\n",
-      "    │   │   ⏎\n",
-      "    │   │   Gatsby had no past before he met Daisy. He was a penniless young man without a past, and at any moment the invisible cloak of his uniform might slip from his shoulders. He was liable at the whim of an impersonal government to be blown anywhere about the world.\u001b[0m\n",
-      "    │   └── \u001b[38;5;5mResult\u001b[0m/4/2\u001b[0m ⇒ \u001b[38;5;2msucceeded\u001b[0m \u001b[38;5;15m2023-02-27 01:42:22Z\u001b[2m\u001b[0m\n",
-      "    └── \u001b[38;5;5m<class '__main__.QAPrompt'>\u001b[0m/5\u001b[0m ⇒ \u001b[38;5;2msucceeded\u001b[0m \u001b[38;5;15m2023-02-27 01:42:22Z\u001b[2m\u001b[0m\n",
-      "\n",
-      "\u001b[38;5;15mc8458531-d088-4135-a4fd-29438ef1f1bc\u001b[1m\u001b[0m\n",
-      "└── \u001b[38;5;5mgatsby\u001b[0m/1\u001b[0m ⇒ \u001b[38;5;2mstarted\u001b[0m \u001b[38;5;15m2023-02-27 01:42:19Z\u001b[2m\u001b[0m ⧖ \u001b[38;5;4m3.938s\u001b[2m\u001b[0m\n",
-      "    └── \u001b[38;5;5mgatsby\u001b[0m/2\u001b[0m ⇒ \u001b[38;5;2msucceeded\u001b[0m \u001b[38;5;15m2023-02-27 01:42:22Z\u001b[2m\u001b[0m\n",
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