diff --git "a/experiment/rwkv-x-exp/v5-slim-memory/v5-L6-D1024-E1e-1-ctx4k.ipynb" "b/experiment/rwkv-x-exp/v5-slim-memory/v5-L6-D1024-E1e-1-ctx4k.ipynb"
new file mode 100644--- /dev/null
+++ "b/experiment/rwkv-x-exp/v5-slim-memory/v5-L6-D1024-E1e-1-ctx4k.ipynb"
@@ -0,0 +1,25570 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "35b10514",
+   "metadata": {
+    "papermill": {
+     "duration": 0.00967,
+     "end_time": "2023-09-04T19:18:20.775510",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:20.765840",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# RWKV v5-slim / embedding init-range 1e-01 / 4k\n",
+    "\n",
+    "- 6 layers\n",
+    "- 1024 embedding size\n",
+    "\n",
+    "Going through the modified memory training for v5 models, across various initial embedding model weights\n",
+    "\n",
+    "**Note:** This project assumes you have the rwkv-infctx conda env setup"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "72c8fb26",
+   "metadata": {
+    "papermill": {
+     "duration": 0.004488,
+     "end_time": "2023-09-04T19:18:20.785725",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:20.781237",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Basic Setup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "71c2118a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:20.796281Z",
+     "iopub.status.busy": "2023-09-04T19:18:20.795992Z",
+     "iopub.status.idle": "2023-09-04T19:18:21.445831Z",
+     "shell.execute_reply": "2023-09-04T19:18:21.444976Z"
+    },
+    "papermill": {
+     "duration": 0.657468,
+     "end_time": "2023-09-04T19:18:21.447791",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:20.790323",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# First lets setup the various directories, and init the model\n",
+    "!mkdir -p ../../../../model/\n",
+    "!mkdir -p ../../../../datapath/\n",
+    "!mkdir -p ../../../../checkpoint/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "e13e9258",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:21.462768Z",
+     "iopub.status.busy": "2023-09-04T19:18:21.462627Z",
+     "iopub.status.idle": "2023-09-04T19:18:48.004363Z",
+     "shell.execute_reply": "2023-09-04T19:18:48.003549Z"
+    },
+    "papermill": {
+     "duration": 26.549172,
+     "end_time": "2023-09-04T19:18:48.006239",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:21.457067",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "--2023-09-04 19:18:21--  https://huggingface.co/rwkv-x-dev/rwkv-x-playground/resolve/main/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/model/v5-L6-D1024-E0_1-enwiki-instruct.pth\r\n",
+      "Resolving huggingface.co (huggingface.co)... 13.33.33.102, 13.33.33.110, 13.33.33.20, ...\r\n",
+      "Connecting to huggingface.co (huggingface.co)|13.33.33.102|:443... connected.\r\n",
+      "HTTP request sent, awaiting response... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "302 Found\r\n",
+      "Location: https://cdn-lfs.huggingface.co/repos/2e/f7/2ef78555202aa92abdbdf476ce3d0fd5a8b15f7245edf0b80d4d30572355f30d/7b30e9a16a930f54e083acd612a2fba7ec0179339480b5583990c254c9e3a469?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27v5-L6-D1024-E0_1-enwiki-instruct.pth%3B+filename%3D%22v5-L6-D1024-E0_1-enwiki-instruct.pth%22%3B&Expires=1694114301&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTY5NDExNDMwMX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy8yZS9mNy8yZWY3ODU1NTIwMmFhOTJhYmRiZGY0NzZjZTNkMGZkNWE4YjE1ZjcyNDVlZGYwYjgwZDRkMzA1NzIzNTVmMzBkLzdiMzBlOWExNmE5MzBmNTRlMDgzYWNkNjEyYTJmYmE3ZWMwMTc5MzM5NDgwYjU1ODM5OTBjMjU0YzllM2E0Njk%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qIn1dfQ__&Signature=ArEcul%7EkqMNFlsV8LptOgYWt0OH9jpi--1a5MIVXFWa%7EeVvOR3voUJ0OXC8Q5XeBoVUZefPHrmerSwgAnizcE6zG4300kht-tIhj-Wkl81eSA69wRHURDRX0ojJVWafTRyx0QklXW4URH7-HR1r-1hAZUk9Jfh%7E8%7EuGGqVvYP%7EHnwr7BVbb3a1v-kx96u84FYRxNHcj1Q0sizX6tSO5foWSNUi1Bktt7L448KVFt3da0rgbC5mzgJ9%7EIsxI1ND0noTmKvJN113iYO878KbSdyuGjnTcD2X6x4C7T3QPUi-hIzHm52Cgck2d0Yu62X71P862DvvjlD3BsEgE5IF2h-g__&Key-Pair-Id=KVTP0A1DKRTAX [following]\r\n",
+      "--2023-09-04 19:18:21--  https://cdn-lfs.huggingface.co/repos/2e/f7/2ef78555202aa92abdbdf476ce3d0fd5a8b15f7245edf0b80d4d30572355f30d/7b30e9a16a930f54e083acd612a2fba7ec0179339480b5583990c254c9e3a469?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27v5-L6-D1024-E0_1-enwiki-instruct.pth%3B+filename%3D%22v5-L6-D1024-E0_1-enwiki-instruct.pth%22%3B&Expires=1694114301&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTY5NDExNDMwMX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy8yZS9mNy8yZWY3ODU1NTIwMmFhOTJhYmRiZGY0NzZjZTNkMGZkNWE4YjE1ZjcyNDVlZGYwYjgwZDRkMzA1NzIzNTVmMzBkLzdiMzBlOWExNmE5MzBmNTRlMDgzYWNkNjEyYTJmYmE3ZWMwMTc5MzM5NDgwYjU1ODM5OTBjMjU0YzllM2E0Njk%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qIn1dfQ__&Signature=ArEcul%7EkqMNFlsV8LptOgYWt0OH9jpi--1a5MIVXFWa%7EeVvOR3voUJ0OXC8Q5XeBoVUZefPHrmerSwgAnizcE6zG4300kht-tIhj-Wkl81eSA69wRHURDRX0ojJVWafTRyx0QklXW4URH7-HR1r-1hAZUk9Jfh%7E8%7EuGGqVvYP%7EHnwr7BVbb3a1v-kx96u84FYRxNHcj1Q0sizX6tSO5foWSNUi1Bktt7L448KVFt3da0rgbC5mzgJ9%7EIsxI1ND0noTmKvJN113iYO878KbSdyuGjnTcD2X6x4C7T3QPUi-hIzHm52Cgck2d0Yu62X71P862DvvjlD3BsEgE5IF2h-g__&Key-Pair-Id=KVTP0A1DKRTAX\r\n",
+      "Resolving cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "18.155.68.73, 18.155.68.94, 18.155.68.128, ...\r\n",
+      "Connecting to cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)|18.155.68.73|:443... connected.\r\n",
+      "HTTP request sent, awaiting response... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "200 OK\r\n",
+      "Length: 369696645 (353M) [binary/octet-stream]\r\n",
+      "Saving to: ‘v5-L6-D1024-E0_1-enwiki-instruct.pth’\r\n",
+      "\r\n",
+      "\r",
+      "          v5-L6-D10   0%[                    ]       0  --.-KB/s               "
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+     "name": "stdout",
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+      "             v5-L6-  47%[========>           ] 169.11M  15.1MB/s    eta 15s    "
+     ]
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+     "text": [
+      "\r",
+      "            v5-L6-D  49%[========>           ] 172.91M  15.1MB/s    eta 14s    "
+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "           v5-L6-D1  50%[=========>          ] 176.70M  15.1MB/s    eta 14s    "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "          v5-L6-D10  51%[=========>          ] 180.42M  15.1MB/s    eta 14s    "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "         v5-L6-D102  52%[=========>          ] 184.30M  15.1MB/s    eta 14s    "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "        v5-L6-D1024  53%[=========>          ] 188.22M  15.1MB/s    eta 12s    "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "       v5-L6-D1024-  54%[=========>          ] 192.11M  15.1MB/s    eta 12s    "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "      v5-L6-D1024-E  55%[==========>         ] 195.94M  15.1MB/s    eta 12s    "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "     v5-L6-D1024-E0  56%[==========>         ] 199.78M  15.1MB/s    eta 12s    "
+     ]
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "    v5-L6-D1024-E0_  57%[==========>         ] 203.62M  15.1MB/s    eta 11s    "
+     ]
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "   v5-L6-D1024-E0_1  58%[==========>         ] 207.50M  15.2MB/s    eta 11s    "
+     ]
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "  v5-L6-D1024-E0_1-  59%[==========>         ] 211.06M  15.4MB/s    eta 11s    "
+     ]
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      " v5-L6-D1024-E0_1-e  60%[===========>        ] 214.89M  15.4MB/s    eta 11s    "
+     ]
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "v5-L6-D1024-E0_1-en  62%[===========>        ] 218.72M  15.4MB/s    eta 10s    "
+     ]
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "5-L6-D1024-E0_1-enw  63%[===========>        ] 222.55M  15.4MB/s    eta 10s    "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "-L6-D1024-E0_1-enwi  64%[===========>        ] 226.42M  15.4MB/s    eta 10s    "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "L6-D1024-E0_1-enwik  65%[============>       ] 230.34M  15.4MB/s    eta 10s    "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "6-D1024-E0_1-enwiki  66%[============>       ] 233.28M  15.4MB/s    eta 10s    "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "-D1024-E0_1-enwiki-  67%[============>       ] 237.03M  15.2MB/s    eta 8s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "D1024-E0_1-enwiki-i  68%[============>       ] 240.97M  15.2MB/s    eta 8s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "1024-E0_1-enwiki-in  69%[============>       ] 244.75M  15.2MB/s    eta 8s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "024-E0_1-enwiki-ins  70%[=============>      ] 248.67M  15.3MB/s    eta 8s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "24-E0_1-enwiki-inst  71%[=============>      ] 252.47M  15.3MB/s    eta 7s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "4-E0_1-enwiki-instr  72%[=============>      ] 256.23M  15.3MB/s    eta 7s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "-E0_1-enwiki-instru  73%[=============>      ] 260.05M  15.3MB/s    eta 7s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "E0_1-enwiki-instruc  74%[=============>      ] 263.95M  15.3MB/s    eta 7s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "0_1-enwiki-instruct  75%[==============>     ] 267.80M  15.2MB/s    eta 6s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "_1-enwiki-instruct.  77%[==============>     ] 271.58M  15.2MB/s    eta 6s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "1-enwiki-instruct.p  78%[==============>     ] 275.47M  15.3MB/s    eta 6s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "-enwiki-instruct.pt  79%[==============>     ] 279.34M  15.3MB/s    eta 6s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "enwiki-instruct.pth  80%[===============>    ] 283.14M  15.2MB/s    eta 5s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "nwiki-instruct.pth   81%[===============>    ] 287.00M  15.3MB/s    eta 5s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "wiki-instruct.pth    82%[===============>    ] 290.81M  15.3MB/s    eta 5s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "iki-instruct.pth     83%[===============>    ] 294.61M  15.3MB/s    eta 5s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "ki-instruct.pth      84%[===============>    ] 298.50M  15.3MB/s    eta 4s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "i-instruct.pth       85%[================>   ] 302.37M  15.3MB/s    eta 4s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "-instruct.pth        86%[================>   ] 306.20M  15.3MB/s    eta 4s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "instruct.pth         87%[================>   ] 310.06M  15.3MB/s    eta 4s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "nstruct.pth          89%[================>   ] 313.87M  15.5MB/s    eta 3s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "struct.pth           90%[=================>  ] 317.66M  15.4MB/s    eta 3s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "truct.pth            91%[=================>  ] 321.53M  15.5MB/s    eta 3s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "ruct.pth             92%[=================>  ] 325.34M  15.4MB/s    eta 3s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "uct.pth              93%[=================>  ] 329.22M  15.5MB/s    eta 2s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "ct.pth               94%[=================>  ] 333.12M  15.5MB/s    eta 2s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "t.pth                95%[==================> ] 336.89M  15.5MB/s    eta 2s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      ".pth                 96%[==================> ] 340.62M  15.4MB/s    eta 2s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "pth                  97%[==================> ] 344.36M  15.4MB/s    eta 1s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "th                   98%[==================> ] 348.12M  15.4MB/s    eta 1s     "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "h                    99%[==================> ] 352.03M  15.4MB/s    eta 1s     \r",
+      "v5-L6-D1024-E0_1-en 100%[===================>] 352.57M  15.5MB/s    in 25s     \r\n",
+      "\r\n",
+      "2023-09-04 19:18:47 (14.2 MB/s) - ‘v5-L6-D1024-E0_1-enwiki-instruct.pth’ saved [369696645/369696645]\r\n",
+      "\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets short cut some of the existing training, using a pretrained enwiki model\n",
+    "!cd ../../../../model/ && wget -nc https://huggingface.co/rwkv-x-dev/rwkv-x-playground/resolve/main/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/model/v5-L6-D1024-E0_1-enwiki-instruct.pth"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e1ae3d65",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:48.028619Z",
+     "iopub.status.busy": "2023-09-04T19:18:48.028360Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.133411Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.132608Z"
+    },
+    "papermill": {
+     "duration": 2.116711,
+     "end_time": "2023-09-04T19:18:50.135398",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:48.018687",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\r\n",
+      "\u001b[0m"
+     ]
+    }
+   ],
+   "source": [
+    "# Additional dependencies for eval stuff\n",
+    "!pip install -q aiocsv aiofiles"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "b82af1ed",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.156899Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.156764Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.162496Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.161920Z"
+    },
+    "papermill": {
+     "duration": 0.016592,
+     "end_time": "2023-09-04T19:18:50.163922",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.147330",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "DEEPSPEED_STRAT: deepspeed_stage_1\n",
+      "ENABLE_WANDB: True\n",
+      "GPU_DEVICES: auto\n",
+      "NOTEBOOK_DIR: /actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory\n",
+      "INFERENCE_DIR: /actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5\n",
+      "TRAINER_DIR: /actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5\n",
+      "PROJECT_DIR: /actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer\n"
+     ]
+    }
+   ],
+   "source": [
+    "DEEPSPEED_STRAT=\"deepspeed_stage_1\"\n",
+    "GPU_DEVICES=\"auto\"\n",
+    "ENABLE_WANDB=True\n",
+    "\n",
+    "RWKV_WAVENET_LAYERS=0\n",
+    "\n",
+    "EMBED_SCALE=0.1\n",
+    "EMBED_SCALE_LABEL=str(EMBED_SCALE).replace(\".\", \"_\")\n",
+    "\n",
+    "WANDB_PREFIX=f\"v5-L6-D1024-E{EMBED_SCALE}\"\n",
+    "FILENAME_PREFIX=f\"v5-L6-D1024-E{EMBED_SCALE_LABEL}\"\n",
+    "# v5-L6-D1024-E0_1\n",
+    "\n",
+    "print(\"DEEPSPEED_STRAT:\", DEEPSPEED_STRAT)\n",
+    "print(\"ENABLE_WANDB:\", ENABLE_WANDB)\n",
+    "print(\"GPU_DEVICES:\", GPU_DEVICES)\n",
+    "\n",
+    "if ENABLE_WANDB:\n",
+    "    WANDB_MODE=\"online\"\n",
+    "else:\n",
+    "    WANDB_MODE=\"disabled\"\n",
+    "\n",
+    "# Computing the notebook, and various paths\n",
+    "import os\n",
+    "NOTEBOOK_DIR=os.path.dirname(os.path.abspath(\"__file__\"))\n",
+    "PROJECT_DIR=os.path.abspath(os.path.join(NOTEBOOK_DIR, \"../../../../\"))\n",
+    "TRAINER_DIR=os.path.abspath(os.path.join(PROJECT_DIR, \"./RWKV-v5/\"))\n",
+    "INFERENCE_DIR=os.path.abspath(os.path.join(PROJECT_DIR, \"./RWKV-v5/\"))\n",
+    "\n",
+    "print(\"NOTEBOOK_DIR:\", NOTEBOOK_DIR)\n",
+    "print(\"INFERENCE_DIR:\", INFERENCE_DIR)\n",
+    "print(\"TRAINER_DIR:\", TRAINER_DIR)\n",
+    "print(\"PROJECT_DIR:\", PROJECT_DIR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "19adcbf8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.206047Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.205874Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.208538Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.208111Z"
+    },
+    "papermill": {
+     "duration": 0.012912,
+     "end_time": "2023-09-04T19:18:50.209462",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.196550",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # Init the model\n",
+    "# !cd \"{TRAINER_DIR}\" && \\\n",
+    "#     export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "#     python3 ./init_model.py \\\n",
+    "#         --n_layer 6 --n_embd 1024 \\\n",
+    "#         --emb-scale \"{EMBED_SCALE}\" \\\n",
+    "#         --vocab_size neox --skip-if-exists \\\n",
+    "#         \"../model/L6-D1024-E{EMBED_SCALE_LABEL}-neox-v5base-init.pth\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "32f191ea",
+   "metadata": {
+    "papermill": {
+     "duration": 0.008452,
+     "end_time": "2023-09-04T19:18:50.226523",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.218071",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Enwiki Stage 1 : Foundation 4k model training"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "ef7233e8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.244531Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.244410Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.246812Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.246389Z"
+    },
+    "papermill": {
+     "duration": 0.01266,
+     "end_time": "2023-09-04T19:18:50.247740",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.235080",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # Lets preload the requried dataset \n",
+    "# !cd \"{TRAINER_DIR}\" && \\\n",
+    "#     python3 preload_datapath.py \"{NOTEBOOK_DIR}/v5base-enwiki-4k.yaml\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "9fe59958",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.265778Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.265543Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.269104Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.268526Z"
+    },
+    "papermill": {
+     "duration": 0.013825,
+     "end_time": "2023-09-04T19:18:50.270134",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.256309",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # Start the foundation model training\n",
+    "# !cd \"{TRAINER_DIR}\" && \\\n",
+    "#     export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "#     export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
+    "#     python lightning_trainer.py fit \\\n",
+    "#         -c \"{NOTEBOOK_DIR}/v5base-enwiki-4k.yaml\" \\\n",
+    "#         --trainer.logger.init_args.name=\"{WANDB_PREFIX} - Enwiki-4k Foundation (train-ctx=4k, {DEEPSPEED_STRAT})\" \\\n",
+    "#         --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n",
+    "#         --trainer.devices=\"{GPU_DEVICES}\" \\\n",
+    "#         --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-enwiki-4k/\" \\\n",
+    "#         --model.load_model=\"../model/L6-D2048-E{EMBED_SCALE_LABEL}-neox-v5base-init.pth\" \\\n",
+    "#         --model.ctx_len=4096 \\\n",
+    "#         --model.bptt_learning_range=1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "b5020359",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.293670Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.293436Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.296579Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.296007Z"
+    },
+    "papermill": {
+     "duration": 0.014317,
+     "end_time": "2023-09-04T19:18:50.297597",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.283280",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # Lets export the model from the checkpoint\n",
+    "# !cd \"{TRAINER_DIR}\" && \\\n",
+    "#     python export_checkpoint.py \"../checkpoint/{FILENAME_PREFIX}-enwiki-4k/last.ckpt\" \"../model/{FILENAME_PREFIX}-enwiki-4k.pth\" \"bf16\"\n",
+    "# !cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-enwiki-4k.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "96c90b85",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.316040Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.315809Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.318927Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.318357Z"
+    },
+    "papermill": {
+     "duration": 0.013724,
+     "end_time": "2023-09-04T19:18:50.319982",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.306258",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # # Lets do a quick dragon prompt validation\n",
+    "# !cd \"{INFERENCE_DIR}\" && \\\n",
+    "#     export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "#     python3 dragon_test.py \"../model/{FILENAME_PREFIX}-enwiki-4k.pth\" \"cuda fp32\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "981a29a3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.340952Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.340723Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.343831Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.343225Z"
+    },
+    "papermill": {
+     "duration": 0.013238,
+     "end_time": "2023-09-04T19:18:50.344767",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.331529",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # Lets do a quick memory test\n",
+    "# !export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "#         python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-enwiki-4k.pth\""
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "b3d8dae6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.00956,
+     "end_time": "2023-09-04T19:18:50.364847",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.355287",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Enwiki Stage 2 : Basic Instruct Tuning"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "9a0caa9a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.382922Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.382701Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.385652Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.385088Z"
+    },
+    "papermill": {
+     "duration": 0.013389,
+     "end_time": "2023-09-04T19:18:50.386848",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.373459",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # Lets preload the requried dataset\n",
+    "# !cd \"{TRAINER_DIR}\" && \\\n",
+    "#     python3 preload_datapath.py \"{NOTEBOOK_DIR}/v5base-enwiki-instruct.yaml\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "35c43f28",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.408894Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.408702Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.411993Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.411441Z"
+    },
+    "papermill": {
+     "duration": 0.01335,
+     "end_time": "2023-09-04T19:18:50.412902",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.399552",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # Start the instruct finetuning\n",
+    "# !cd \"{TRAINER_DIR}\" && \\\n",
+    "#     export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
+    "#     export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "#     python lightning_trainer.py fit \\\n",
+    "#         -c \"{NOTEBOOK_DIR}/v5base-enwiki-instruct.yaml\" \\\n",
+    "#         --trainer.logger.init_args.name=\"{WANDB_PREFIX} - Enwiki-Instruct (train-ctx=4k, {DEEPSPEED_STRAT})\" \\\n",
+    "#         --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n",
+    "#         --trainer.devices=\"{GPU_DEVICES}\" \\\n",
+    "#         --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-enwiki-instruct/\" \\\n",
+    "#         --model.load_model=\"../model/{FILENAME_PREFIX}-enwiki-4k.pth\" \\\n",
+    "#         --model.ctx_len=4096 \\\n",
+    "#         --model.bptt_learning_range=1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "acd9c46c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.433904Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.433713Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.436603Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.436059Z"
+    },
+    "papermill": {
+     "duration": 0.014037,
+     "end_time": "2023-09-04T19:18:50.437630",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.423593",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # Lets export the model from the checkpoint\n",
+    "# !cd \"{TRAINER_DIR}\" && \\\n",
+    "#     python export_checkpoint.py \"../checkpoint/{FILENAME_PREFIX}-enwiki-instruct/last.ckpt\" \"../model/{FILENAME_PREFIX}-enwiki-instruct.pth\" \"bf16\"\n",
+    "# !cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-enwiki-instruct.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "f5655e2b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.455920Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.455729Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.458609Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.458058Z"
+    },
+    "papermill": {
+     "duration": 0.013144,
+     "end_time": "2023-09-04T19:18:50.459622",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.446478",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # # Lets do a quick dragon prompt validation\n",
+    "# !cd \"{INFERENCE_DIR}\" && \\\n",
+    "#     export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "#     python3 dragon_test.py \"../model/{FILENAME_PREFIX}-enwiki-instruct.pth\" \"cuda fp32\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "84b7bdea",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.480788Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.480598Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.483433Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.482892Z"
+    },
+    "papermill": {
+     "duration": 0.014536,
+     "end_time": "2023-09-04T19:18:50.484333",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.469797",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# # Lets do a quick memory test\n",
+    "# !export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "#         python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-enwiki-instruct.pth\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a5777ce5",
+   "metadata": {
+    "papermill": {
+     "duration": 0.008692,
+     "end_time": "2023-09-04T19:18:50.501898",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.493206",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Tune 1 : Simple Memory instruct finetuning\n",
+    "\n",
+    "- Tune 1: Low ctx size (512), Training with only the input masked. This does very limited memory training, and is used primarily to train the instruction set."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "54d0cb97",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.520324Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.520107Z",
+     "iopub.status.idle": "2023-09-04T19:18:50.542754Z",
+     "shell.execute_reply": "2023-09-04T19:18:50.542171Z"
+    },
+    "papermill": {
+     "duration": 0.034421,
+     "end_time": "2023-09-04T19:18:50.545114",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.510693",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Generating word reptition dataset ##\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 18: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 21: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 22: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 23: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 24: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 25: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 26: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 27: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 31: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Done ##\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 10K\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drwxr-xr-x  2 root root  2 Sep  4 19:18 .\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drwxr-xr-x 14 root root 14 Sep  4 19:18 ..\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%script bash\n",
+    "\n",
+    "########################################\n",
+    "# Generate the required jsonl dataset\n",
+    "########################################\n",
+    "\n",
+    "# Reset the dataset dir\n",
+    "mkdir -p ../dataset\n",
+    "rm -rf ../dataset/*.jsonl\n",
+    "\n",
+    "# Generate the various datasets\n",
+    "echo \"## Generating word reptition dataset ##\"\n",
+    "\n",
+    "# We do a strong bias for smaller word count, to teach the concept from scratch\n",
+    "# so that the model can learn the function. \n",
+    "#\n",
+    "# Note that all document samples, are randomized between the target word count, \n",
+    "# to half of the target word count.\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-2-count.jsonl  2  5000 &\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-5-count.jsonl  5  5000 &\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-10-count.jsonl 10 2500 &\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-15-count.jsonl 15 2500 &\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-20-count.jsonl 20 2500 &\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-25-count.jsonl 25 2500 &\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-40-count.jsonl 40 2500 &\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-50-count.jsonl 50 2500 &\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-60-count.jsonl 80 2500 &\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-80-count.jsonl 80 2500 &\n",
+    "\n",
+    "# With a slight mix of the larger word count\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-100-count.jsonl 100 2500 &\n",
+    "python ../memory_script/gen_limited_segmented_jsonl.py ../dataset/word-200-count.jsonl 200 2500 &\n",
+    "\n",
+    "wait\n",
+    "echo \"## Done ##\"\n",
+    "\n",
+    "ls -alh ../dataset/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "5cd46cfb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:50.565634Z",
+     "iopub.status.busy": "2023-09-04T19:18:50.565095Z",
+     "iopub.status.idle": "2023-09-04T19:18:55.012882Z",
+     "shell.execute_reply": "2023-09-04T19:18:55.012094Z"
+    },
+    "papermill": {
+     "duration": 4.460048,
+     "end_time": "2023-09-04T19:18:55.014904",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:50.554856",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Traceback (most recent call last):\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/preload_datapath.py\", line 37, in <module>\r\n",
+      "    dataMod.prepare_data()\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/data.py\", line 542, in prepare_data\r\n",
+      "    prepare_data_static(**self._init_locals)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/data.py\", line 101, in prepare_data_static\r\n",
+      "    src_dataset = load_dataset(**load_dataset_params)\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/datasets/load.py\", line 2112, in load_dataset\r\n",
+      "    builder_instance = load_dataset_builder(\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/datasets/load.py\", line 1798, in load_dataset_builder\r\n",
+      "    dataset_module = dataset_module_factory(\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/datasets/load.py\", line 1413, in dataset_module_factory\r\n",
+      "    ).get_module()\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/datasets/load.py\", line 948, in get_module\r\n",
+      "    patterns = sanitize_patterns(self.data_files) if self.data_files is not None else get_data_patterns(base_path)\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/datasets/data_files.py\", line 459, in get_data_patterns\r\n",
+      "    raise EmptyDatasetError(f\"The directory at {base_path} doesn't contain any data files\") from None\r\n",
+      "datasets.data_files.EmptyDatasetError: The directory at /actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/dataset doesn't contain any data files\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets preload the requried dataset\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    python3 preload_datapath.py \"{NOTEBOOK_DIR}/v5base-mem-instruct.yaml\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "d39f1164",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:55.038811Z",
+     "iopub.status.busy": "2023-09-04T19:18:55.038497Z",
+     "iopub.status.idle": "2023-09-04T19:18:55.257761Z",
+     "shell.execute_reply": "2023-09-04T19:18:55.257078Z"
+    },
+    "papermill": {
+     "duration": 0.231301,
+     "end_time": "2023-09-04T19:18:55.259455",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:55.028154",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Start the finetune model training\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
+    "    export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "    python lightning_trainer.py fit \\\n",
+    "        -c \"{NOTEBOOK_DIR}/v5base-mem-instruct.yaml\" \\\n",
+    "        --trainer.logger.init_args.name=\"{WANDB_PREFIX} - Mem-Instruct (train-ctx=512, {DEEPSPEED_STRAT})\" \\\n",
+    "        --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n",
+    "        --trainer.devices=\"{GPU_DEVICES}\" \\\n",
+    "        --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-mem-instruct/\" \\\n",
+    "        --model.load_model=\"../model/{FILENAME_PREFIX}-enwiki-instruct.pth\" \\\n",
+    "        --model.ctx_len=512 \\\n",
+    "        --model.bptt_learning_range=1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "1b180c51",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:55.285040Z",
+     "iopub.status.busy": "2023-09-04T19:18:55.284617Z",
+     "iopub.status.idle": "2023-09-04T19:18:55.718888Z",
+     "shell.execute_reply": "2023-09-04T19:18:55.718146Z"
+    },
+    "papermill": {
+     "duration": 0.44639,
+     "end_time": "2023-09-04T19:18:55.720682",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:55.274292",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ls: cannot access '../model/v5-L6-D1024-E0_1-mem-instruct.pth': No such file or directory\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets export the model from the checkpoint\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    python export_checkpoint.py \\\n",
+    "        \"../checkpoint/{FILENAME_PREFIX}-mem-instruct/last.ckpt\" \\\n",
+    "        \"../model/{FILENAME_PREFIX}-mem-instruct.pth\" \"bf16\"\n",
+    "!cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-mem-instruct.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "d335d3bb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:55.746295Z",
+     "iopub.status.busy": "2023-09-04T19:18:55.746010Z",
+     "iopub.status.idle": "2023-09-04T19:18:59.536770Z",
+     "shell.execute_reply": "2023-09-04T19:18:59.535975Z"
+    },
+    "papermill": {
+     "duration": 3.803667,
+     "end_time": "2023-09-04T19:18:59.538770",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:55.735103",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2023-09-04 19:18:58,546] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n",
+      "Traceback (most recent call last):\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 366, in <module>\r\n",
+      "    asyncio.run(main_function())\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/runners.py\", line 44, in run\r\n",
+      "    return loop.run_until_complete(main)\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/base_events.py\", line 649, in run_until_complete\r\n",
+      "    return future.result()\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 58, in main_function\r\n",
+      "    model = SimpleRWKV(model_path, device=\"cuda\")\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 1378, in __init__\r\n",
+      "    self.model = RWKV(**model_config)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 553, in __init__\r\n",
+      "    raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n",
+      "ValueError: load_model file '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/model/v5-L6-D1024-E0_1-mem-instruct.pth' does not exist\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets do a quick memory test\n",
+    "!export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "        python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-mem-instruct.pth\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a8b4182c",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009596,
+     "end_time": "2023-09-04T19:18:59.562051",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:59.552455",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Tune 2 : Low ctx size (512), memory training\n",
+    "\n",
+    "- Tune 2: Low ctx size (512), Training with instruction & input masked. This forces the actual memory training on the output tokens."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "f94360b5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:59.585051Z",
+     "iopub.status.busy": "2023-09-04T19:18:59.584506Z",
+     "iopub.status.idle": "2023-09-04T19:18:59.609114Z",
+     "shell.execute_reply": "2023-09-04T19:18:59.608630Z"
+    },
+    "papermill": {
+     "duration": 0.042713,
+     "end_time": "2023-09-04T19:18:59.614510",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:59.571797",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Generating word reptition dataset ##\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 16: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 21: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 22: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 31: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 32: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 33: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 34: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 35: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Done ##\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 10K\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drwxr-xr-x  2 root root  2 Sep  4 19:18 .\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drwxr-xr-x 14 root root 14 Sep  4 19:18 ..\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%script bash\n",
+    "\n",
+    "########################################\n",
+    "# Generate the required jsonl dataset\n",
+    "########################################\n",
+    "\n",
+    "# Reset the dataset dir\n",
+    "mkdir -p ../dataset\n",
+    "rm -rf ../dataset/*.jsonl\n",
+    "\n",
+    "# Generate the various datasets\n",
+    "echo \"## Generating word reptition dataset ##\"\n",
+    "\n",
+    "#\n",
+    "# We switch over to fully masked instruct+input, to properly learn the memorization task\n",
+    "#\n",
+    "python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/word-2-count.jsonl  2  5000 &\n",
+    "for i in {5..95..5} \n",
+    "do\n",
+    "    python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 5000 & \n",
+    "done\n",
+    "python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/word-100-count.jsonl 100 5000 &\n",
+    "python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/word-200-count.jsonl 200 5000 &\n",
+    "\n",
+    "#\n",
+    "# We mixin the shuffled word list, so that we ensure all words / tokens are learned\n",
+    "# however this might intrduce an exclusion bias (if seen this word, never repeat it), \n",
+    "# so we limit the mixture of this data samples\n",
+    "#\n",
+    "python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-10-count.jsonl 10 20 &\n",
+    "python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-15-count.jsonl 15 20 &\n",
+    "python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-25-count.jsonl 25 30 &\n",
+    "python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-50-count.jsonl 50 50 &\n",
+    "python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-75-count.jsonl 75 50 &\n",
+    "python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-100-count.jsonl 100 50 &\n",
+    "python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-200-count.jsonl 200 50 &\n",
+    "\n",
+    "wait\n",
+    "echo \"## Done ##\"\n",
+    "\n",
+    "ls -alh ../dataset/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "c92ceb0f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:59.638110Z",
+     "iopub.status.busy": "2023-09-04T19:18:59.637702Z",
+     "iopub.status.idle": "2023-09-04T19:18:59.858871Z",
+     "shell.execute_reply": "2023-09-04T19:18:59.858135Z"
+    },
+    "papermill": {
+     "duration": 0.234631,
+     "end_time": "2023-09-04T19:18:59.860511",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:59.625880",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Start the finetune model training\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
+    "    export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "    python lightning_trainer.py fit \\\n",
+    "        -c \"{NOTEBOOK_DIR}/v5base-mem-template.yaml\" \\\n",
+    "        --trainer.logger.init_args.name=\"{WANDB_PREFIX} - Mem-Tune ctx-512 (train-ctx=512, {DEEPSPEED_STRAT})\" \\\n",
+    "        --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n",
+    "        --trainer.devices=\"{GPU_DEVICES}\"  \\\n",
+    "        --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-mem-ctx-512/\" \\\n",
+    "        --model.lr_init=5e-4 \\\n",
+    "        --model.lr_final=4e-4 \\\n",
+    "        --data.max_token_size=512 \\\n",
+    "        --model.ctx_len=512 \\\n",
+    "        --model.bptt_learning_range=1 \\\n",
+    "        --model.load_model=\"../model/{FILENAME_PREFIX}-mem-instruct.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "01204153",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:18:59.888663Z",
+     "iopub.status.busy": "2023-09-04T19:18:59.888417Z",
+     "iopub.status.idle": "2023-09-04T19:19:00.318048Z",
+     "shell.execute_reply": "2023-09-04T19:19:00.317288Z"
+    },
+    "papermill": {
+     "duration": 0.443283,
+     "end_time": "2023-09-04T19:19:00.319789",
+     "exception": false,
+     "start_time": "2023-09-04T19:18:59.876506",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ls: cannot access '../model/v5-L6-D1024-E0_1-mem-ctx-512.pth': No such file or directory\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets export the model from the checkpoint\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    python export_checkpoint.py \\\n",
+    "        \"../checkpoint/{FILENAME_PREFIX}-mem-ctx-512/last.ckpt\" \\\n",
+    "        \"../model/{FILENAME_PREFIX}-mem-ctx-512.pth\" \"bf16\"\n",
+    "!cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-mem-ctx-512.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "403dd05d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:00.348514Z",
+     "iopub.status.busy": "2023-09-04T19:19:00.348254Z",
+     "iopub.status.idle": "2023-09-04T19:19:04.056785Z",
+     "shell.execute_reply": "2023-09-04T19:19:04.056019Z"
+    },
+    "papermill": {
+     "duration": 3.722465,
+     "end_time": "2023-09-04T19:19:04.058652",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:00.336187",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2023-09-04 19:19:03,059] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n",
+      "Traceback (most recent call last):\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 366, in <module>\r\n",
+      "    asyncio.run(main_function())\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/runners.py\", line 44, in run\r\n",
+      "    return loop.run_until_complete(main)\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/base_events.py\", line 649, in run_until_complete\r\n",
+      "    return future.result()\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 58, in main_function\r\n",
+      "    model = SimpleRWKV(model_path, device=\"cuda\")\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 1378, in __init__\r\n",
+      "    self.model = RWKV(**model_config)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 553, in __init__\r\n",
+      "    raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n",
+      "ValueError: load_model file '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/model/v5-L6-D1024-E0_1-mem-ctx-512.pth' does not exist\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets do a quick memory test\n",
+    "!export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "        python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-mem-ctx-512.pth\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "654bbcc8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011024,
+     "end_time": "2023-09-04T19:19:04.087055",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:04.076031",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Tune 3 : Low ctx size (1024), memory training\n",
+    "\n",
+    "- Tune 3: Low ctx size (1024), Scaling up !"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "d10520da",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:04.110952Z",
+     "iopub.status.busy": "2023-09-04T19:19:04.110691Z",
+     "iopub.status.idle": "2023-09-04T19:19:04.212462Z",
+     "shell.execute_reply": "2023-09-04T19:19:04.211922Z"
+    },
+    "papermill": {
+     "duration": 0.136906,
+     "end_time": "2023-09-04T19:19:04.235163",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:04.098257",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Generating word reptition dataset ##\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 16: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
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+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
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+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
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+    {
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+     ]
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+     ]
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+      "bash: line 19: python: command not found\n"
+     ]
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+      "bash: line 19: python: command not found\n"
+     ]
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+    {
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+      "bash: line 20: python: command not found\n"
+     ]
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+      "bash: line 29: python: command not found\n"
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+     ]
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+      "bash: line 29: python: command not found\n"
+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+      "bash: line 29: python: command not found\n"
+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+      "bash: line 29: python: command not found\n"
+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+     ]
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+      "bash: line 29: python: command not found\n"
+     ]
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+      "bash: line 28: python: command not found\n"
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+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+     "name": "stderr",
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+      "bash: line 28: python: command not found\n"
+     ]
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+     "name": "stderr",
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+      "bash: line 29: python: command not found\n"
+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+      "bash: line 29: python: command not found\n"
+     ]
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+     "name": "stderr",
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+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
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+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
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+      "bash: line 29: python: command not found\n"
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+     ]
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+     "name": "stderr",
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+      "bash: line 29: python: command not found\n"
+     ]
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+    {
+     "name": "stderr",
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+      "bash: line 28: python: command not found\n"
+     ]
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+     "name": "stderr",
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+      "bash: line 28: python: command not found\n"
+     ]
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+     "name": "stderr",
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+      "bash: line 29: python: command not found\n"
+     ]
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+     "name": "stderr",
+     "output_type": "stream",
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+      "bash: line 29: python: command not found\n"
+     ]
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+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Done ##\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 10K\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drwxr-xr-x  2 root root  2 Sep  4 19:18 .\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drwxr-xr-x 14 root root 14 Sep  4 19:18 ..\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%script bash\n",
+    "\n",
+    "########################################\n",
+    "# Generate the required jsonl dataset\n",
+    "########################################\n",
+    "\n",
+    "# Reset the dataset dir\n",
+    "mkdir -p ../dataset\n",
+    "rm -rf ../dataset/*.jsonl\n",
+    "\n",
+    "# Generate the various datasets\n",
+    "echo \"## Generating word reptition dataset ##\"\n",
+    "\n",
+    "#\n",
+    "# We reduce the training set for lower word count - and shift the focus upwards\n",
+    "#\n",
+    "python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/word-2-count.jsonl 2 400 &\n",
+    "for i in {5..45..5} \n",
+    "do\n",
+    "    python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 400 & \n",
+    "    python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 10 & \n",
+    "done\n",
+    "\n",
+    "#\n",
+    "# Ramping up the 50+ - 510 words dataset\n",
+    "# \n",
+    "for i in {50..550..5} \n",
+    "do\n",
+    "    python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 800 & \n",
+    "    python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 20 & \n",
+    "done\n",
+    "\n",
+    "wait\n",
+    "echo \"## Done ##\"\n",
+    "\n",
+    "ls -alh ../dataset/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "d06a7fda",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:04.276022Z",
+     "iopub.status.busy": "2023-09-04T19:19:04.275443Z",
+     "iopub.status.idle": "2023-09-04T19:19:04.498042Z",
+     "shell.execute_reply": "2023-09-04T19:19:04.497364Z"
+    },
+    "papermill": {
+     "duration": 0.244569,
+     "end_time": "2023-09-04T19:19:04.499711",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:04.255142",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Start the finetune model training\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
+    "    export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "    python lightning_trainer.py fit \\\n",
+    "        -c \"{NOTEBOOK_DIR}/v5base-mem-template.yaml\" \\\n",
+    "        --trainer.logger.init_args.name=\"{WANDB_PREFIX} - Mem-Tune ctx-1k (train-ctx=1k, {DEEPSPEED_STRAT})\" \\\n",
+    "        --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n",
+    "        --trainer.devices=\"{GPU_DEVICES}\"  \\\n",
+    "        --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-mem-ctx-1k/\" \\\n",
+    "        --model.lr_init=4e-4 \\\n",
+    "        --model.lr_final=2e-4 \\\n",
+    "        --data.max_token_size=1024 \\\n",
+    "        --model.ctx_len=1024 \\\n",
+    "        --model.bptt_learning_range=1 \\\n",
+    "        --model.load_model=\"../model/{FILENAME_PREFIX}-mem-ctx-512.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "4d103935",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:04.544886Z",
+     "iopub.status.busy": "2023-09-04T19:19:04.544383Z",
+     "iopub.status.idle": "2023-09-04T19:19:04.983072Z",
+     "shell.execute_reply": "2023-09-04T19:19:04.982319Z"
+    },
+    "papermill": {
+     "duration": 0.460595,
+     "end_time": "2023-09-04T19:19:04.984799",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:04.524204",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ls: cannot access '../model/v5-L6-D1024-E0_1-mem-ctx-1k.pth': No such file or directory\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets export the model from the checkpoint\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    python export_checkpoint.py \\\n",
+    "        \"../checkpoint/{FILENAME_PREFIX}-mem-ctx-1k/last.ckpt\" \\\n",
+    "        \"../model/{FILENAME_PREFIX}-mem-ctx-1k.pth\" \"bf16\"\n",
+    "!cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-mem-ctx-1k.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "e1677d44",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:05.029334Z",
+     "iopub.status.busy": "2023-09-04T19:19:05.029070Z",
+     "iopub.status.idle": "2023-09-04T19:19:08.723549Z",
+     "shell.execute_reply": "2023-09-04T19:19:08.722674Z"
+    },
+    "papermill": {
+     "duration": 3.716934,
+     "end_time": "2023-09-04T19:19:08.725612",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:05.008678",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2023-09-04 19:19:07,727] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n",
+      "Traceback (most recent call last):\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 366, in <module>\r\n",
+      "    asyncio.run(main_function())\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/runners.py\", line 44, in run\r\n",
+      "    return loop.run_until_complete(main)\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/base_events.py\", line 649, in run_until_complete\r\n",
+      "    return future.result()\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 58, in main_function\r\n",
+      "    model = SimpleRWKV(model_path, device=\"cuda\")\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 1378, in __init__\r\n",
+      "    self.model = RWKV(**model_config)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 553, in __init__\r\n",
+      "    raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n",
+      "ValueError: load_model file '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/model/v5-L6-D1024-E0_1-mem-ctx-1k.pth' does not exist\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets do a quick memory test\n",
+    "!export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "        python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-mem-ctx-1k.pth\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "30d944fd",
+   "metadata": {
+    "papermill": {
+     "duration": 0.019001,
+     "end_time": "2023-09-04T19:19:08.768534",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:08.749533",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Tune 4 : Low ctx size (2048), memory training\n",
+    "\n",
+    "- Tune 4: Low ctx size (2048), Scaling up !"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "e16cbb26",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:08.808841Z",
+     "iopub.status.busy": "2023-09-04T19:19:08.808168Z",
+     "iopub.status.idle": "2023-09-04T19:19:09.096388Z",
+     "shell.execute_reply": "2023-09-04T19:19:09.095968Z"
+    },
+    "papermill": {
+     "duration": 0.413526,
+     "end_time": "2023-09-04T19:19:09.201160",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:08.787634",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Generating word reptition dataset ##\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 16: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
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+      "bash: line 19: python: command not found\n"
+     ]
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+    {
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+     "output_type": "stream",
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+      "bash: line 20: python: command not found\n"
+     ]
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+      "bash: line 19: python: command not found\n"
+     ]
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+      "bash: line 20: python: command not found\n"
+     ]
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+      "bash: line 19: python: command not found\n"
+     ]
+    },
+    {
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+     "output_type": "stream",
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+      "bash: line 20: python: command not found\n"
+     ]
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+      "bash: line 19: python: command not found\n"
+     ]
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+      "bash: line 20: python: command not found\n"
+     ]
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+     ]
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+     ]
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+      "bash: line 20: python: command not found\n"
+     ]
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+     ]
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+      "bash: line 20: python: command not found\n"
+     ]
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+      "bash: line 19: python: command not found\n"
+     ]
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+     "output_type": "stream",
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+      "bash: line 20: python: command not found\n"
+     ]
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+      "bash: line 19: python: command not found\n"
+     ]
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+      "bash: line 20: python: command not found\n"
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+      "bash: line 19: python: command not found\n"
+     ]
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+      "bash: line 20: python: command not found\n"
+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+      "bash: line 29: python: command not found\n"
+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+     "output_type": "stream",
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+      "bash: line 29: python: command not found\n"
+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+      "bash: line 29: python: command not found\n"
+     ]
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+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+     "output_type": "stream",
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+      "bash: line 29: python: command not found\n"
+     ]
+    },
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+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
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+     "output_type": "stream",
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+      "bash: line 29: python: command not found\n"
+     ]
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+     ]
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+     ]
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+      "bash: line 28: python: command not found\n"
+     ]
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+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 28: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Done ##\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 10K\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drwxr-xr-x  2 root root  2 Sep  4 19:18 .\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drwxr-xr-x 14 root root 14 Sep  4 19:18 ..\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%script bash\n",
+    "\n",
+    "########################################\n",
+    "# Generate the required jsonl dataset\n",
+    "########################################\n",
+    "\n",
+    "# Reset the dataset dir\n",
+    "mkdir -p ../dataset\n",
+    "rm -rf ../dataset/*.jsonl\n",
+    "\n",
+    "# Generate the various datasets\n",
+    "echo \"## Generating word reptition dataset ##\"\n",
+    "\n",
+    "#\n",
+    "# We reduce the training set for lower word count - and shift the focus upwards\n",
+    "#\n",
+    "python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/word-2-count.jsonl 2 100 &\n",
+    "for i in {5..100..5} \n",
+    "do\n",
+    "    python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 100 & \n",
+    "    python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 1 & \n",
+    "done\n",
+    "\n",
+    "#\n",
+    "# Ramping up the 105+ - 1050 words dataset\n",
+    "# \n",
+    "for i in {105..2000..5} \n",
+    "do\n",
+    "    python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 200 & \n",
+    "    python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 20 & \n",
+    "done\n",
+    "\n",
+    "wait\n",
+    "echo \"## Done ##\"\n",
+    "\n",
+    "ls -alh ../dataset/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "4523fa57",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:09.299701Z",
+     "iopub.status.busy": "2023-09-04T19:19:09.299280Z",
+     "iopub.status.idle": "2023-09-04T19:19:09.521532Z",
+     "shell.execute_reply": "2023-09-04T19:19:09.520715Z"
+    },
+    "papermill": {
+     "duration": 0.27262,
+     "end_time": "2023-09-04T19:19:09.523242",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:09.250622",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Start the finetune model training\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
+    "    export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "    python lightning_trainer.py fit \\\n",
+    "        -c \"{NOTEBOOK_DIR}/v5base-mem-template.yaml\" \\\n",
+    "        --trainer.logger.init_args.name=\"{WANDB_PREFIX} - Mem-Tune ctx-2k (train-ctx=2k, {DEEPSPEED_STRAT})\" \\\n",
+    "        --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n",
+    "        --trainer.devices=\"{GPU_DEVICES}\"  \\\n",
+    "        --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-mem-ctx-2k/\" \\\n",
+    "        --model.lr_init=3e-4 \\\n",
+    "        --model.lr_final=1e-4 \\\n",
+    "        --data.max_token_size=2048 \\\n",
+    "        --model.ctx_len=2048 \\\n",
+    "        --model.bptt_learning_range=1 \\\n",
+    "        --model.load_model=\"../model/{FILENAME_PREFIX}-mem-ctx-1k.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "604c2441",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:09.624747Z",
+     "iopub.status.busy": "2023-09-04T19:19:09.624490Z",
+     "iopub.status.idle": "2023-09-04T19:19:10.061647Z",
+     "shell.execute_reply": "2023-09-04T19:19:10.060798Z"
+    },
+    "papermill": {
+     "duration": 0.486775,
+     "end_time": "2023-09-04T19:19:10.063082",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:09.576307",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ls: cannot access '../model/v5-L6-D1024-E0_1-mem-ctx-2k.pth': No such file or directory\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets export the model from the checkpoint\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    python export_checkpoint.py \\\n",
+    "        \"../checkpoint/{FILENAME_PREFIX}-mem-ctx-2k/last.ckpt\" \\\n",
+    "        \"../model/{FILENAME_PREFIX}-mem-ctx-2k.pth\" \"bf16\"\n",
+    "!cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-mem-ctx-2k.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "e1eb7801",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:10.162958Z",
+     "iopub.status.busy": "2023-09-04T19:19:10.162777Z",
+     "iopub.status.idle": "2023-09-04T19:19:13.882369Z",
+     "shell.execute_reply": "2023-09-04T19:19:13.881490Z"
+    },
+    "papermill": {
+     "duration": 3.769838,
+     "end_time": "2023-09-04T19:19:13.884383",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:10.114545",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2023-09-04 19:19:12,887] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Traceback (most recent call last):\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 366, in <module>\r\n",
+      "    asyncio.run(main_function())\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/runners.py\", line 44, in run\r\n",
+      "    return loop.run_until_complete(main)\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/base_events.py\", line 649, in run_until_complete\r\n",
+      "    return future.result()\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 58, in main_function\r\n",
+      "    model = SimpleRWKV(model_path, device=\"cuda\")\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 1378, in __init__\r\n",
+      "    self.model = RWKV(**model_config)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 553, in __init__\r\n",
+      "    raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n",
+      "ValueError: load_model file '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/model/v5-L6-D1024-E0_1-mem-ctx-2k.pth' does not exist\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets do a quick memory test\n",
+    "!export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "        python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-mem-ctx-2k.pth\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b0c61170",
+   "metadata": {
+    "papermill": {
+     "duration": 0.047287,
+     "end_time": "2023-09-04T19:19:13.984261",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:13.936974",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Tune 5 : Ramping up the ctx size (4096), memory training\n",
+    "\n",
+    "- Tune 5: Mid ctx size (4096), Scaling up!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "0bf5b15c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:14.081723Z",
+     "iopub.status.busy": "2023-09-04T19:19:14.081450Z",
+     "iopub.status.idle": "2023-09-04T19:19:14.599446Z",
+     "shell.execute_reply": "2023-09-04T19:19:14.599066Z"
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+     "status": "completed"
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+    "tags": []
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+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Generating word reptition dataset ##\n"
+     ]
+    },
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+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Done ##\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 10K\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drwxr-xr-x  2 root root  2 Sep  4 19:18 .\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "drwxr-xr-x 14 root root 14 Sep  4 19:18 ..\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%script bash\n",
+    "\n",
+    "########################################\n",
+    "# Generate the required jsonl dataset\n",
+    "########################################\n",
+    "\n",
+    "# Reset the dataset dir\n",
+    "mkdir -p ../dataset\n",
+    "rm -rf ../dataset/*.jsonl\n",
+    "\n",
+    "# Generate the various datasets\n",
+    "echo \"## Generating word reptition dataset ##\"\n",
+    "\n",
+    "#\n",
+    "# We reduce the training set for < 50 words - and shift the focus upwards\n",
+    "# (aka 50-100 token * 2 : ~100 - 250 token ctx len)\n",
+    "#\n",
+    "python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/word-2-count.jsonl 2 100 &\n",
+    "for i in {5..500..5} \n",
+    "do\n",
+    "    python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 100 & \n",
+    "    python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 1 & \n",
+    "done\n",
+    "\n",
+    "#\n",
+    "# Ramping up the 50+ - 2100 words dataset\n",
+    "# \n",
+    "for i in {505..4000..5} \n",
+    "do\n",
+    "    python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 200 & \n",
+    "    python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 20 & \n",
+    "done\n",
+    "\n",
+    "wait\n",
+    "echo \"## Done ##\"\n",
+    "\n",
+    "ls -alh ../dataset/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "88842eca",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:15.012525Z",
+     "iopub.status.busy": "2023-09-04T19:19:15.011962Z",
+     "iopub.status.idle": "2023-09-04T19:19:15.230746Z",
+     "shell.execute_reply": "2023-09-04T19:19:15.229999Z"
+    },
+    "papermill": {
+     "duration": 0.32694,
+     "end_time": "2023-09-04T19:19:15.232407",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:14.905467",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Start the finetune model training\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
+    "    export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "    python lightning_trainer.py fit \\\n",
+    "        -c \"{NOTEBOOK_DIR}/v5base-mem-template.yaml\" \\\n",
+    "        --trainer.logger.init_args.name=\"{WANDB_PREFIX} - Mem-Tune ctx-4k (train-ctx=4k, {DEEPSPEED_STRAT})\" \\\n",
+    "        --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n",
+    "        --trainer.devices=\"{GPU_DEVICES}\"  \\\n",
+    "        --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-mem-ctx-4k/\" \\\n",
+    "        --model.lr_init=3e-4 \\\n",
+    "        --model.lr_final=1e-4 \\\n",
+    "        --data.max_token_size=4096 \\\n",
+    "        --model.ctx_len=4096 \\\n",
+    "        --model.bptt_learning_range=1 \\\n",
+    "        --model.load_model=\"../model/{FILENAME_PREFIX}-mem-ctx-1k.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "4e7a89f1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:15.447107Z",
+     "iopub.status.busy": "2023-09-04T19:19:15.446577Z",
+     "iopub.status.idle": "2023-09-04T19:19:15.879506Z",
+     "shell.execute_reply": "2023-09-04T19:19:15.878643Z"
+    },
+    "papermill": {
+     "duration": 0.540023,
+     "end_time": "2023-09-04T19:19:15.881343",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:15.341320",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ls: cannot access '../model/v5-L6-D1024-E0_1-mem-ctx-4k.pth': No such file or directory\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets export the model from the checkpoint\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    python export_checkpoint.py \\\n",
+    "        \"../checkpoint/{FILENAME_PREFIX}-mem-ctx-4k/last.ckpt\" \\\n",
+    "        \"../model/{FILENAME_PREFIX}-mem-ctx-4k.pth\" \"bf16\"\n",
+    "!cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-mem-ctx-4k.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "89269017",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:16.122104Z",
+     "iopub.status.busy": "2023-09-04T19:19:16.121830Z",
+     "iopub.status.idle": "2023-09-04T19:19:19.855693Z",
+     "shell.execute_reply": "2023-09-04T19:19:19.854815Z"
+    },
+    "papermill": {
+     "duration": 3.842338,
+     "end_time": "2023-09-04T19:19:19.857733",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:16.015395",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2023-09-04 19:19:18,851] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n",
+      "Traceback (most recent call last):\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 366, in <module>\r\n",
+      "    asyncio.run(main_function())\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/runners.py\", line 44, in run\r\n",
+      "    return loop.run_until_complete(main)\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/base_events.py\", line 649, in run_until_complete\r\n",
+      "    return future.result()\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 58, in main_function\r\n",
+      "    model = SimpleRWKV(model_path, device=\"cuda\")\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 1378, in __init__\r\n",
+      "    self.model = RWKV(**model_config)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 553, in __init__\r\n",
+      "    raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n",
+      "ValueError: load_model file '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/model/v5-L6-D1024-E0_1-mem-ctx-4k.pth' does not exist\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets do a quick memory test\n",
+    "!export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "        python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-mem-ctx-4k.pth\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7330d63a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.104539,
+     "end_time": "2023-09-04T19:19:20.072091",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:19.967552",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Tune 6 : Ramping up the ctx size (8192), memory training\n",
+    "\n",
+    "- Tune 6: Large ctx size (8192), Scaling up!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "9b916873",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:20.283078Z",
+     "iopub.status.busy": "2023-09-04T19:19:20.282783Z",
+     "iopub.status.idle": "2023-09-04T19:19:20.468734Z",
+     "shell.execute_reply": "2023-09-04T19:19:20.468246Z"
+    },
+    "papermill": {
+     "duration": 0.35699,
+     "end_time": "2023-09-04T19:19:20.534016",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:20.177026",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Generating word reptition dataset ##\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 17: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 21: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 21: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 21: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 21: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 21: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 21: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 21: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 20: python: command not found\n"
+     ]
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+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 29: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "bash: line 30: python: command not found\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "## Done ##\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 0\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%script bash\n",
+    "\n",
+    "########################################\n",
+    "# Generate the required jsonl dataset\n",
+    "########################################\n",
+    "\n",
+    "# Reset the dataset dir\n",
+    "mkdir -p ../dataset\n",
+    "rm -rf ../dataset/*.jsonl\n",
+    "\n",
+    "# Generate the various datasets\n",
+    "echo \"## Generating word reptition dataset ##\"\n",
+    "\n",
+    "#\n",
+    "# We reduce the training set for < 50 words - and shift the focus upwards\n",
+    "# (aka 50-100 token * 2 : ~100 - 250 token ctx len)\n",
+    "#\n",
+    "python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/word-2-count.jsonl 2 50 &\n",
+    "for i in {5..1000..5} \n",
+    "do\n",
+    "    python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 50 & \n",
+    "    python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 1 & \n",
+    "done\n",
+    "\n",
+    "#\n",
+    "# Ramping up the 50+ - 4200 words dataset\n",
+    "# \n",
+    "for i in {1100..8000..100} \n",
+    "do\n",
+    "    python ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 2000 & \n",
+    "    python ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 20 & \n",
+    "done\n",
+    "\n",
+    "wait\n",
+    "echo \"## Done ##\"\n",
+    "\n",
+    "ls -lh ../dataset/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "b77275e2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:20.788612Z",
+     "iopub.status.busy": "2023-09-04T19:19:20.788378Z",
+     "iopub.status.idle": "2023-09-04T19:19:21.009381Z",
+     "shell.execute_reply": "2023-09-04T19:19:21.008644Z"
+    },
+    "papermill": {
+     "duration": 0.348983,
+     "end_time": "2023-09-04T19:19:21.011002",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:20.662019",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Start the finetune model training\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
+    "    export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "    python lightning_trainer.py fit \\\n",
+    "        -c \"{NOTEBOOK_DIR}/v5base-mem-template.yaml\" \\\n",
+    "        --trainer.logger.init_args.name=\"{WANDB_PREFIX} - Mem-Tune ctx-8k (train-ctx=4k, {DEEPSPEED_STRAT})\" \\\n",
+    "        --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n",
+    "        --trainer.devices=\"{GPU_DEVICES}\"  \\\n",
+    "        --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-mem-ctx-8k/\" \\\n",
+    "        --model.lr_init=3e-4 \\\n",
+    "        --model.lr_final=1e-4 \\\n",
+    "        --data.max_token_size=8192 \\\n",
+    "        --model.ctx_len=4096 \\\n",
+    "        --model.bptt_learning_range=2 \\\n",
+    "        --model.load_model=\"../model/{FILENAME_PREFIX}-mem-ctx-4k.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "bae557c7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:21.290041Z",
+     "iopub.status.busy": "2023-09-04T19:19:21.289794Z",
+     "iopub.status.idle": "2023-09-04T19:19:21.727138Z",
+     "shell.execute_reply": "2023-09-04T19:19:21.726279Z"
+    },
+    "papermill": {
+     "duration": 0.563686,
+     "end_time": "2023-09-04T19:19:21.728912",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:21.165226",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: python: not found\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ls: cannot access '../model/v5-L6-D1024-E0_1-mem-ctx-8k.pth': No such file or directory\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets export the model from the checkpoint\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    python export_checkpoint.py \\\n",
+    "        \"../checkpoint/{FILENAME_PREFIX}-mem-ctx-8k/last.ckpt\" \\\n",
+    "        \"../model/{FILENAME_PREFIX}-mem-ctx-8k.pth\" \"bf16\"\n",
+    "!cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-mem-ctx-8k.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "b762d7b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:21.984442Z",
+     "iopub.status.busy": "2023-09-04T19:19:21.984150Z",
+     "iopub.status.idle": "2023-09-04T19:19:25.689934Z",
+     "shell.execute_reply": "2023-09-04T19:19:25.689146Z"
+    },
+    "papermill": {
+     "duration": 3.833144,
+     "end_time": "2023-09-04T19:19:25.691741",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:21.858597",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2023-09-04 19:19:24,691] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n",
+      "Traceback (most recent call last):\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 366, in <module>\r\n",
+      "    asyncio.run(main_function())\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/runners.py\", line 44, in run\r\n",
+      "    return loop.run_until_complete(main)\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/base_events.py\", line 649, in run_until_complete\r\n",
+      "    return future.result()\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 58, in main_function\r\n",
+      "    model = SimpleRWKV(model_path, device=\"cuda\")\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 1378, in __init__\r\n",
+      "    self.model = RWKV(**model_config)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 553, in __init__\r\n",
+      "    raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n",
+      "ValueError: load_model file '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/model/v5-L6-D1024-E0_1-mem-ctx-8k.pth' does not exist\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets do a quick memory test\n",
+    "!export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "        python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-mem-ctx-8k.pth\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "3f5ca936",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-04T19:19:25.947154Z",
+     "iopub.status.busy": "2023-09-04T19:19:25.946855Z",
+     "iopub.status.idle": "2023-09-04T19:19:29.644672Z",
+     "shell.execute_reply": "2023-09-04T19:19:29.643905Z"
+    },
+    "papermill": {
+     "duration": 3.824928,
+     "end_time": "2023-09-04T19:19:29.646737",
+     "exception": false,
+     "start_time": "2023-09-04T19:19:25.821809",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2023-09-04 19:19:28,656] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n",
+      "Traceback (most recent call last):\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 366, in <module>\r\n",
+      "    asyncio.run(main_function())\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/runners.py\", line 44, in run\r\n",
+      "    return loop.run_until_complete(main)\r\n",
+      "  File \"/usr/lib/python3.10/asyncio/base_events.py\", line 649, in run_until_complete\r\n",
+      "    return future.result()\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/../memory_script/eval_v5_memory_guided.py\", line 58, in main_function\r\n",
+      "    model = SimpleRWKV(model_path, device=\"cuda\")\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 1378, in __init__\r\n",
+      "    self.model = RWKV(**model_config)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 553, in __init__\r\n",
+      "    raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n",
+      "ValueError: load_model file '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/model/v5-L6-D1024-E0_1-mem-ctx-8k.pth' does not exist\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "        python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-mem-ctx-8k.pth\" \"none\" 1000 4000"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.10.12"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 70.134888,
+   "end_time": "2023-09-04T19:19:29.914515",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-slim-memory/v5-L6-D1024-E1e-1-ctx4k.ipynb",
+   "output_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/experiment/rwkv-x-exp/v5-slim-memory/v5-L6-D1024-E1e-1-ctx4k.ipynb",
+   "parameters": {},
+   "start_time": "2023-09-04T19:18:19.779627",
+   "version": "2.4.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file