diff --git "a/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part1.ipynb" "b/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part1.ipynb"
new file mode 100644--- /dev/null
+++ "b/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part1.ipynb"
@@ -0,0 +1,17243 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "34787543",
+   "metadata": {
+    "papermill": {
+     "duration": 0.004045,
+     "end_time": "2023-09-06T00:20:51.170319",
+     "exception": false,
+     "start_time": "2023-09-06T00:20:51.166274",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# RWKV v5\n",
+    "\n",
+    "Simple memory training for a small model\n",
+    "\n",
+    "**Note:** This project assumes you have the rwkv-infctx conda env setup"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "8aa40f90",
+   "metadata": {
+    "papermill": {
+     "duration": 0.002614,
+     "end_time": "2023-09-06T00:20:51.175858",
+     "exception": false,
+     "start_time": "2023-09-06T00:20:51.173244",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Basic Setup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "53fff9d1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-06T00:20:51.180467Z",
+     "iopub.status.busy": "2023-09-06T00:20:51.180322Z",
+     "iopub.status.idle": "2023-09-06T00:20:52.066156Z",
+     "shell.execute_reply": "2023-09-06T00:20:52.065233Z"
+    },
+    "papermill": {
+     "duration": 0.890028,
+     "end_time": "2023-09-06T00:20:52.068428",
+     "exception": false,
+     "start_time": "2023-09-06T00:20:51.178400",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CITATION.cff  RWKV-v4wavenet\t RWKV-v5headsize32  checkpoint\tnotebook\r\n",
+      "LICENSE       RWKV-v5\t\t RWKV-v5r2\t    datapath\toutput\r\n",
+      "README.md     RWKV-v5altwavenet  RWKV-v5rstack\t    docker\r\n",
+      "RWKV-v4neo    RWKV-v5headsize2x  RWKV-v5wavenet     model\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# First lets setup the various directories, and init the model\n",
+    "!ls ../../../../../\n",
+    "!mkdir -p ../../../../../model/\n",
+    "!mkdir -p ../../../../../datapath/\n",
+    "!mkdir -p ../../../../../checkpoint/"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a388f6e6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-06T00:20:52.076313Z",
+     "iopub.status.busy": "2023-09-06T00:20:52.076079Z",
+     "iopub.status.idle": "2023-09-06T00:20:54.167404Z",
+     "shell.execute_reply": "2023-09-06T00:20:54.166623Z"
+    },
+    "papermill": {
+     "duration": 2.097425,
+     "end_time": "2023-09-06T00:20:54.169133",
+     "exception": false,
+     "start_time": "2023-09-06T00:20:52.071708",
+     "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": 3,
+   "id": "e2f52f13",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-06T00:20:54.176834Z",
+     "iopub.status.busy": "2023-09-06T00:20:54.176573Z",
+     "iopub.status.idle": "2023-09-06T00:20:54.185506Z",
+     "shell.execute_reply": "2023-09-06T00:20:54.184977Z"
+    },
+    "papermill": {
+     "duration": 0.014335,
+     "end_time": "2023-09-06T00:20:54.186704",
+     "exception": false,
+     "start_time": "2023-09-06T00:20:54.172369",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "DEEPSPEED_STRAT: deepspeed_stage_1\n",
+      "ENABLE_WANDB: True\n",
+      "GPU_DEVICES: auto\n",
+      "DIR_NAME: L12-D2048-E1e-1-ctx4k\n",
+      "NOTEBOOK_DIR: /actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k\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",
+    "# Layer count and embed dim to start with\n",
+    "LAYER_COUNT=12\n",
+    "EMBED_DIM=2048\n",
+    "\n",
+    "EMBED_SCALE=0.1\n",
+    "EMBED_SCALE_LABEL=str(EMBED_SCALE).replace(\".\", \"_\")\n",
+    "\n",
+    "WANDB_PREFIX=f\"v5r3-L{LAYER_COUNT}-D{EMBED_DIM}-E{EMBED_SCALE}\"\n",
+    "FILENAME_PREFIX=f\"v5r3-L{LAYER_COUNT}-D{EMBED_DIM}-E{EMBED_SCALE_LABEL}\"\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",
+    "CONFIG_DIR=os.path.abspath(os.path.join(NOTEBOOK_DIR, \"../\"))\n",
+    "PROJECT_DIR=os.path.abspath(os.path.join(CONFIG_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",
+    "# Get the notebook dir name\n",
+    "DIR_NAME=os.path.basename(NOTEBOOK_DIR)\n",
+    "\n",
+    "# Log names and dir\n",
+    "print(\"DIR_NAME:\", DIR_NAME)\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": 4,
+   "id": "ff222a35",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-06T00:20:54.193945Z",
+     "iopub.status.busy": "2023-09-06T00:20:54.193803Z",
+     "iopub.status.idle": "2023-09-06T00:20:54.416273Z",
+     "shell.execute_reply": "2023-09-06T00:20:54.415523Z"
+    },
+    "papermill": {
+     "duration": 0.227953,
+     "end_time": "2023-09-06T00:20:54.418012",
+     "exception": false,
+     "start_time": "2023-09-06T00:20:54.190059",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: cd: can't cd to {TRAINER_DIR}\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Init the model\n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
+    "    python3 ./init_model.py \\\n",
+    "        --n_layer \"{LAYER_COUNT}\" --n_embd \"{EMBED_DIM}\" \\\n",
+    "        --emb-scale \"{EMBED_SCALE}\" \\\n",
+    "        --vocab_size neox --skip-if-exists \\\n",
+    "        \"../model/{FILENAME_PREFIX}-neox-init.pth\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1f427699",
+   "metadata": {
+    "papermill": {
+     "duration": 0.003102,
+     "end_time": "2023-09-06T00:20:54.424585",
+     "exception": false,
+     "start_time": "2023-09-06T00:20:54.421483",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Enwiki Stage 1 : Foundation 4k model training"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "e4a7fe9a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-06T00:20:54.430076Z",
+     "iopub.status.busy": "2023-09-06T00:20:54.429584Z",
+     "iopub.status.idle": "2023-09-06T00:38:40.364127Z",
+     "shell.execute_reply": "2023-09-06T00:38:40.363334Z"
+    },
+    "papermill": {
+     "duration": 1065.938908,
+     "end_time": "2023-09-06T00:38:40.366018",
+     "exception": false,
+     "start_time": "2023-09-06T00:20:54.427110",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Downloading readme:   0%|                             | 0.00/433 [00:00<?, ?B/s]\r",
+      "Downloading readme: 100%|███████████████████████| 433/433 [00:00<00:00, 460kB/s]\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Downloading data files:   0%|                             | 0/1 [00:00<?, ?it/s]\r\n",
+      "\r",
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+     ]
+    },
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+     ]
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+      "\r\n",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "\r\n",
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "\r\n",
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "\r\n",
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "\r",
+      "Downloading data:  56%|████████████▍         | 147M/261M [01:10<00:48, 2.34MB/s]\u001b[A"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "\r\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
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+     ]
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+     ]
+    },
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+     ]
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+     "output_type": "stream",
+     "text": [
+      "\r\n",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "\r",
+      "Downloading data:  53%|███████████▋          | 138M/259M [01:05<00:49, 2.46MB/s]\u001b[A"
+     ]
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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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+     "output_type": "stream",
+     "text": [
+      "\r\n",
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+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "\r\n",
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+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "\r",
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+     ]
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+     ]
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+      "\r\n",
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+     ]
+    },
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+     "output_type": "stream",
+     "text": [
+      "\r\n",
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+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "\r\n",
+      "\r",
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+      "\r",
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+      "Setting num_proc from 16 to 6 for the train split as it only contains 6 shards.\r\n",
+      "\r",
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+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
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+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Generating train split:  81%|▊| 810000/1000000 [00:01<00:00, 477357.53 examples/"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "Generating train split:  90%|▉| 896666/1000000 [00:01<00:00, 560614.53 examples/"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Generating train split:  96%|▉| 960000/1000000 [00:01<00:00, 568648.44 examples/"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Generating train split: 100%|█| 1000000/1000000 [00:01<00:00, 500879.76 examples\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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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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+     ]
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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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+     ]
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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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+     ]
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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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+     ]
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+     ]
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+     ]
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+      "Saving the dataset (2/5 shards):  40%|▍| 32602/81505 [00:01<00:02, 19249.23 exam"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "\r",
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+     ]
+    },
+    {
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Saving the dataset (4/5 shards): 100%|█| 81505/81505 [00:04<00:00, 22037.86 exam\r",
+      "Saving the dataset (5/5 shards): 100%|█| 81505/81505 [00:04<00:00, 22037.86 exam\r",
+      "Saving the dataset (5/5 shards): 100%|█| 81505/81505 [00:04<00:00, 17574.40 exam\r\n",
+      "\r",
+      "Saving the dataset (0/1 shards):   0%|           | 0/410 [00:00<?, ? examples/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Saving the dataset (1/1 shards): 100%|█| 410/410 [00:00<00:00, 18368.76 examples\r",
+      "Saving the dataset (1/1 shards): 100%|█| 410/410 [00:00<00:00, 18095.83 examples\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets preload the requried dataset \n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    python3 preload_datapath.py \"{CONFIG_DIR}/config-enwiki-4k.yaml\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "ae4315cf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-06T00:38:40.524308Z",
+     "iopub.status.busy": "2023-09-06T00:38:40.524056Z",
+     "iopub.status.idle": "2023-09-06T00:38:40.747870Z",
+     "shell.execute_reply": "2023-09-06T00:38:40.747134Z"
+    },
+    "papermill": {
+     "duration": 0.302859,
+     "end_time": "2023-09-06T00:38:40.749526",
+     "exception": false,
+     "start_time": "2023-09-06T00:38:40.446667",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: cd: can't cd to {TRAINER_DIR}\r\n"
+     ]
+    }
+   ],
+   "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 \"{CONFIG_DIR}/config-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/{FILENAME_PREFIX}-neox-init.pth\" \\\n",
+    "        --model.ctx_len=4096 \\\n",
+    "        --model.bptt_learning_range=1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a5f8abc2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-06T00:38:40.906189Z",
+     "iopub.status.busy": "2023-09-06T00:38:40.905941Z",
+     "iopub.status.idle": "2023-09-06T00:38:41.346091Z",
+     "shell.execute_reply": "2023-09-06T00:38:41.345351Z"
+    },
+    "papermill": {
+     "duration": 0.518392,
+     "end_time": "2023-09-06T00:38:41.347758",
+     "exception": false,
+     "start_time": "2023-09-06T00:38:40.829366",
+     "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/v5r3-L12-D2048-E0_1-enwiki-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 \"../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": 8,
+   "id": "d47633cf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-06T00:38:41.505924Z",
+     "iopub.status.busy": "2023-09-06T00:38:41.505672Z",
+     "iopub.status.idle": "2023-09-06T00:38:41.727708Z",
+     "shell.execute_reply": "2023-09-06T00:38:41.726973Z"
+    },
+    "papermill": {
+     "duration": 0.300531,
+     "end_time": "2023-09-06T00:38:41.729366",
+     "exception": false,
+     "start_time": "2023-09-06T00:38:41.428835",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/bin/sh: 1: cd: can't cd to {INFERENCE_DIR}\r\n"
+     ]
+    }
+   ],
+   "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": 9,
+   "id": "bd3b440b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-06T00:38:41.886343Z",
+     "iopub.status.busy": "2023-09-06T00:38:41.886093Z",
+     "iopub.status.idle": "2023-09-06T00:38:42.121250Z",
+     "shell.execute_reply": "2023-09-06T00:38:42.120555Z"
+    },
+    "papermill": {
+     "duration": 0.313134,
+     "end_time": "2023-09-06T00:38:42.122833",
+     "exception": false,
+     "start_time": "2023-09-06T00:38:41.809699",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "python3: can't open file '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/../memory_script/eval_v5_memory_guided.py': [Errno 2] No such file or directory\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}-enwiki-4k.pth\""
+   ]
+  }
+ ],
+ "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": 1072.069349,
+   "end_time": "2023-09-06T00:38:42.346285",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part1.ipynb",
+   "output_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part1.ipynb",
+   "parameters": {},
+   "start_time": "2023-09-06T00:20:50.276936",
+   "version": "2.4.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file