diff --git "a/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part3.ipynb" "b/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part3.ipynb"
deleted file mode 100644--- "a/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part3.ipynb"
+++ /dev/null
@@ -1,8038 +0,0 @@
-{
- "cells": [
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "id": "ab8b6a69",
-   "metadata": {
-    "papermill": {
-     "duration": 0.005086,
-     "end_time": "2023-09-06T17:56:31.186543",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:31.181457",
-     "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": "93e759f4",
-   "metadata": {
-    "papermill": {
-     "duration": 0.001629,
-     "end_time": "2023-09-06T17:56:31.191871",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:31.190242",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "source": [
-    "# Basic Setup"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "c26f9952",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:31.196224Z",
-     "iopub.status.busy": "2023-09-06T17:56:31.196048Z",
-     "iopub.status.idle": "2023-09-06T17:56:32.061917Z",
-     "shell.execute_reply": "2023-09-06T17:56:32.061065Z"
-    },
-    "papermill": {
-     "duration": 0.87026,
-     "end_time": "2023-09-06T17:56:32.063842",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:31.193582",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CITATION.cff  RWKV-v4wavenet\t RWKV-v5headsize2x  checkpoint\tnotebook\r\n",
-      "LICENSE       RWKV-v5\t\t RWKV-v5headsize32  datapath\toutput\r\n",
-      "README.md     RWKV-v5-beta2\t RWKV-v5rstack\t    docker\r\n",
-      "RWKV-v4neo    RWKV-v5altwavenet  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": "a810af36",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:32.072680Z",
-     "iopub.status.busy": "2023-09-06T17:56:32.072475Z",
-     "iopub.status.idle": "2023-09-06T17:56:34.197103Z",
-     "shell.execute_reply": "2023-09-06T17:56:34.196405Z"
-    },
-    "papermill": {
-     "duration": 2.131556,
-     "end_time": "2023-09-06T17:56:34.199124",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:32.067568",
-     "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": "8ccde8ea",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:34.208029Z",
-     "iopub.status.busy": "2023-09-06T17:56:34.207825Z",
-     "iopub.status.idle": "2023-09-06T17:56:34.215951Z",
-     "shell.execute_reply": "2023-09-06T17:56:34.214996Z"
-    },
-    "papermill": {
-     "duration": 0.014343,
-     "end_time": "2023-09-06T17:56:34.217581",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:34.203238",
-     "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": "91369121",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:34.224931Z",
-     "iopub.status.busy": "2023-09-06T17:56:34.224419Z",
-     "iopub.status.idle": "2023-09-06T17:56:35.012642Z",
-     "shell.execute_reply": "2023-09-06T17:56:35.011854Z"
-    },
-    "papermill": {
-     "duration": 0.793739,
-     "end_time": "2023-09-06T17:56:35.014500",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:34.220761",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "--2023-09-06 17:56:34--  https://huggingface.co/rwkv-x-dev/rwkv-x-playground/resolve/main/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/v5r3-L12-D2048-E0_1-mem-ctx-512.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": [
-      "404 Not Found\r\n",
-      "2023-09-06 17:56:34 ERROR 404: Not Found.\r\n",
-      "\r\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "total 10K\r\n",
-      "drwxr-xr-x  2 root root  2 Sep  6 17:56 .\r\n",
-      "drwxr-xr-x 20 root root 24 Sep  6 17:56 ..\r\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Download the model directly (stop gap till HF sync issues is resolved)\n",
-    "!cd \"{TRAINER_DIR}\" && cd \"../model/\" && \\\n",
-    "    wget -nc \"https://huggingface.co/rwkv-x-dev/rwkv-x-playground/resolve/main/experiment/rwkv-x-exp/v5-r3-memory/{DIR_NAME}/{FILENAME_PREFIX}-mem-ctx-512.pth\"\n",
-    "\n",
-    "!cd \"{TRAINER_DIR}\" && cd \"../model/\" && \\\n",
-    "    ls -alh ."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "601f70f3",
-   "metadata": {
-    "papermill": {
-     "duration": 0.003722,
-     "end_time": "2023-09-06T17:56:35.022629",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:35.018907",
-     "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": 5,
-   "id": "a0c787fb",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:35.028092Z",
-     "iopub.status.busy": "2023-09-06T17:56:35.027837Z",
-     "iopub.status.idle": "2023-09-06T17:56:35.252453Z",
-     "shell.execute_reply": "2023-09-06T17:56:35.252025Z"
-    },
-    "papermill": {
-     "duration": 0.274059,
-     "end_time": "2023-09-06T17:56:35.298804",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:35.024745",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "## Generating word reptition dataset ##\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
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-      "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
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-      "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
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-      "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
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-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\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  6 17:56 .\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "drwxr-xr-x 6 root root 11 Sep  6 17:56 ..\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",
-    "python3 ../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",
-    "    python3 ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 400 & \n",
-    "    python3 ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 10 & \n",
-    "done\n",
-    "\n",
-    "#\n",
-    "# Ramping up the 50+ - 510 words dataset\n",
-    "# \n",
-    "for i in {50..550..5} \n",
-    "do\n",
-    "    python3 ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 800 & \n",
-    "    python3 ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 20 & \n",
-    "done\n",
-    "\n",
-    "wait\n",
-    "echo \"## Done ##\"\n",
-    "\n",
-    "ls -alh ../dataset/"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "22779577",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:35.321933Z",
-     "iopub.status.busy": "2023-09-06T17:56:35.321465Z",
-     "iopub.status.idle": "2023-09-06T17:56:35.550616Z",
-     "shell.execute_reply": "2023-09-06T17:56:35.549896Z"
-    },
-    "papermill": {
-     "duration": 0.242866,
-     "end_time": "2023-09-06T17:56:35.552476",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:35.309610",
-     "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 finetune model training\n",
-    "!cd \"{TRAINER_DIR}\" && \\\n",
-    "    export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
-    "    export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
-    "    export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n",
-    "    python3 lightning_trainer.py fit \\\n",
-    "        -c \"{CONFIG_DIR}/config-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": 7,
-   "id": "2444dd4d",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:35.579094Z",
-     "iopub.status.busy": "2023-09-06T17:56:35.578618Z",
-     "iopub.status.idle": "2023-09-06T17:56:38.112956Z",
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-     "exception": false,
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-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[2023-09-06 17:56:37,246] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\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/RWKV-v5/export_checkpoint.py\", line 651, in <module>\r\n",
-      "    convert_zero_checkpoint_to_fp32_state_dict(args.checkpoint_dir, output_file, save_dtype=args.dtype)\r\n",
-      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/export_checkpoint.py\", line 542, in convert_zero_checkpoint_to_fp32_state_dict\r\n",
-      "    state_dict = get_fp32_state_dict_from_zero_checkpoint(checkpoint_dir, tag)\r\n",
-      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/export_checkpoint.py\", line 516, in get_fp32_state_dict_from_zero_checkpoint\r\n",
-      "    raise ValueError(f\"Unable to find 'latest' file at {latest_path}\")\r\n",
-      "ValueError: Unable to find 'latest' file at ../checkpoint/v5r3-L12-D2048-E0_1-mem-ctx-1k/last.ckpt/latest\r\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ls: cannot access '../model/v5r3-L12-D2048-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",
-    "    python3 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": 8,
-   "id": "22257d5b",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:38.143897Z",
-     "iopub.status.busy": "2023-09-06T17:56:38.143611Z",
-     "iopub.status.idle": "2023-09-06T17:56:38.376422Z",
-     "shell.execute_reply": "2023-09-06T17:56:38.375722Z"
-    },
-    "papermill": {
-     "duration": 0.245609,
-     "end_time": "2023-09-06T17:56:38.378266",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:38.132657",
-     "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",
-    "!python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-mem-ctx-1k.pth\""
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cdde9df7",
-   "metadata": {
-    "papermill": {
-     "duration": 0.010167,
-     "end_time": "2023-09-06T17:56:38.402749",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:38.392582",
-     "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": 9,
-   "id": "e36b341c",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:38.446968Z",
-     "iopub.status.busy": "2023-09-06T17:56:38.446721Z",
-     "iopub.status.idle": "2023-09-06T17:56:39.343567Z",
-     "shell.execute_reply": "2023-09-06T17:56:39.343049Z"
-    },
-    "papermill": {
-     "duration": 1.034359,
-     "end_time": "2023-09-06T17:56:39.469817",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:38.435458",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "## Generating word reptition dataset ##\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
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-      "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/gen_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "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/shuffle_limited_prompt_completion_jsonl.py': [Errno 2] No such file or directory\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  6 17:56 .\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "drwxr-xr-x 6 root root 11 Sep  6 17:56 ..\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",
-    "python3 ../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",
-    "    python3 ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 100 & \n",
-    "    python3 ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 1 & \n",
-    "done\n",
-    "\n",
-    "#\n",
-    "# Ramping up the 105+ - 1050 words dataset\n",
-    "# \n",
-    "for i in {105..2000..5} \n",
-    "do\n",
-    "    python3 ../memory_script/gen_limited_prompt_completion_jsonl.py ../dataset/gen-word-$i-count.jsonl $i 200 & \n",
-    "    python3 ../memory_script/shuffle_limited_prompt_completion_jsonl.py ../dataset/shuffle-word-$i-count.jsonl $i 20 & \n",
-    "done\n",
-    "\n",
-    "wait\n",
-    "echo \"## Done ##\"\n",
-    "\n",
-    "ls -alh ../dataset/"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "a0ac478c",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:39.551375Z",
-     "iopub.status.busy": "2023-09-06T17:56:39.550899Z",
-     "iopub.status.idle": "2023-09-06T17:56:57.164826Z",
-     "shell.execute_reply": "2023-09-06T17:56:57.164030Z"
-    },
-    "papermill": {
-     "duration": 17.656386,
-     "end_time": "2023-09-06T17:56:57.166776",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:39.510390",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[2023-09-06 17:56:42,390] [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": [
-      "/usr/local/lib/python3.10/dist-packages/lightning/pytorch/cli.py:484: UserWarning: LightningCLI's args parameter is intended to run from within Python like if it were from the command line. To prevent mistakes it is not recommended to provide both args and command line arguments, got: sys.argv[1:]=['fit', '-c', '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-r3-memory/config-mem-template.yaml', '--trainer.logger.init_args.name=v5r3-L12-D2048-E0.1 - Mem-Tune ctx-2k (train-ctx=2k, deepspeed_stage_1)', '--trainer.strategy=deepspeed_stage_1', '--trainer.devices=auto', '--trainer.callbacks.init_args.dirpath=../checkpoint/v5r3-L12-D2048-E0_1-mem-ctx-2k/', '--model.lr_init=3e-4', '--model.lr_final=1e-4', '--data.max_token_size=2048', '--model.ctx_len=2048', '--model.bptt_learning_range=1', '--model.load_model=../model/v5r3-L12-D2048-E0_1-mem-ctx-1k.pth'], args=['fit', '-c', '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/v5-r3-memory/config-mem-template.yaml', '--trainer.logger.init_args.name=v5r3-L12-D2048-E0.1 - Mem-Tune ctx-2k (train-ctx=2k, deepspeed_stage_1)', '--trainer.strategy=deepspeed_stage_1', '--trainer.devices=auto', '--trainer.callbacks.init_args.dirpath=../checkpoint/v5r3-L12-D2048-E0_1-mem-ctx-2k/', '--model.lr_init=3e-4', '--model.lr_final=1e-4', '--data.max_token_size=2048', '--model.ctx_len=2048', '--model.bptt_learning_range=1', '--model.load_model=../model/v5r3-L12-D2048-E0_1-mem-ctx-1k.pth'].\r\n",
-      "  rank_zero_warn(\r\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/usr/local/lib/python3.10/dist-packages/lightning/fabric/utilities/seed.py:39: UserWarning: No seed found, seed set to 2013853126\r\n",
-      "  rank_zero_warn(f\"No seed found, seed set to {seed}\")\r\n",
-      "Global seed set to 2013853126\r\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mpicocreator\u001b[0m (\u001b[33mrwkv-x-dev\u001b[0m). Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\r\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[34m\u001b[1mwandb\u001b[0m: Tracking run with wandb version 0.15.9\r\n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m: Run data is saved locally in \u001b[35m\u001b[1m./wandb/run-20230906_175644-p47r4x0f\u001b[0m\r\n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m: Run \u001b[1m`wandb offline`\u001b[0m to turn off syncing.\r\n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m: Syncing run \u001b[33mv5r3-L12-D2048-E0.1 - Mem-Tune ctx-2k (train-ctx=2k, deepspeed_stage_1)\u001b[0m\r\n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m: ⭐️ View project at \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-X-Experiments\u001b[0m\r\n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m: 🚀 View run at \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-X-Experiments/runs/p47r4x0f\u001b[0m\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/RWKV-v5/lightning_trainer.py\", line 254, in <module>\r\n",
-      "    cli_main()\r\n",
-      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/lightning_trainer.py\", line 233, in cli_main\r\n",
-      "    LightningCLI(\r\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/cli.py\", line 350, in __init__\r\n",
-      "    self.instantiate_classes()\r\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/cli.py\", line 499, in instantiate_classes\r\n",
-      "    self.config_init = self.parser.instantiate_classes(self.config)\r\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/jsonargparse/_deprecated.py\", line 139, in patched_instantiate_classes\r\n",
-      "    cfg = self._unpatched_instantiate_classes(cfg, **kwargs)\r\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/jsonargparse/_core.py\", line 1130, in instantiate_classes\r\n",
-      "    cfg[subcommand] = subparser.instantiate_classes(cfg[subcommand], instantiate_groups=instantiate_groups)\r\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/jsonargparse/_deprecated.py\", line 139, in patched_instantiate_classes\r\n",
-      "    cfg = self._unpatched_instantiate_classes(cfg, **kwargs)\r\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/jsonargparse/_core.py\", line 1124, in instantiate_classes\r\n",
-      "    component.instantiate_class(component, cfg)\r\n",
-      "  File \"/usr/local/lib/python3.10/dist-packages/jsonargparse/_signatures.py\", line 561, in group_instantiate_class\r\n",
-      "    parent[key] = group.group_class(**value)\r\n",
-      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 559, in __init__\r\n",
-      "    raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n",
-      "ValueError: load_model file '../model/v5r3-L12-D2048-E0_1-mem-ctx-1k.pth' does not exist\r\n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m: Waiting for W&B process to finish... \u001b[31m(failed 1).\u001b[0m Press Control-C to abort syncing.\r\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[34m\u001b[1mwandb\u001b[0m: 🚀 View run \u001b[33mv5r3-L12-D2048-E0.1 - Mem-Tune ctx-2k (train-ctx=2k, deepspeed_stage_1)\u001b[0m at: \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-X-Experiments/runs/p47r4x0f\u001b[0m\r\n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m: ️⚡ View job at \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-X-Experiments/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjkzMjg5ODA3/version_details/v29\u001b[0m\r\n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m: Synced 5 W&B file(s), 0 media file(s), 2 artifact file(s) and 0 other file(s)\r\n",
-      "\u001b[34m\u001b[1mwandb\u001b[0m: Find logs at: \u001b[35m\u001b[1m./wandb/run-20230906_175644-p47r4x0f/logs\u001b[0m\r\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Start the finetune model training\n",
-    "!cd \"{TRAINER_DIR}\" && \\\n",
-    "    export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
-    "    python3 lightning_trainer.py fit \\\n",
-    "        -c \"{CONFIG_DIR}/config-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": 11,
-   "id": "fee7619e",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:57.252242Z",
-     "iopub.status.busy": "2023-09-06T17:56:57.251856Z",
-     "iopub.status.idle": "2023-09-06T17:56:59.647116Z",
-     "shell.execute_reply": "2023-09-06T17:56:59.646350Z"
-    },
-    "papermill": {
-     "duration": 2.438386,
-     "end_time": "2023-09-06T17:56:59.648835",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:57.210449",
-     "status": "completed"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[2023-09-06 17:56:58,789] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\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/RWKV-v5/export_checkpoint.py\", line 651, in <module>\r\n",
-      "    convert_zero_checkpoint_to_fp32_state_dict(args.checkpoint_dir, output_file, save_dtype=args.dtype)\r\n",
-      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/export_checkpoint.py\", line 542, in convert_zero_checkpoint_to_fp32_state_dict\r\n",
-      "    state_dict = get_fp32_state_dict_from_zero_checkpoint(checkpoint_dir, tag)\r\n",
-      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/export_checkpoint.py\", line 516, in get_fp32_state_dict_from_zero_checkpoint\r\n",
-      "    raise ValueError(f\"Unable to find 'latest' file at {latest_path}\")\r\n",
-      "ValueError: Unable to find 'latest' file at ../checkpoint/v5r3-L12-D2048-E0_1-mem-ctx-2k/last.ckpt/latest\r\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ls: cannot access '../model/v5r3-L12-D2048-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",
-    "    python3 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": 12,
-   "id": "b130c1aa",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-06T17:56:59.735399Z",
-     "iopub.status.busy": "2023-09-06T17:56:59.735000Z",
-     "iopub.status.idle": "2023-09-06T17:56:59.968400Z",
-     "shell.execute_reply": "2023-09-06T17:56:59.967637Z"
-    },
-    "papermill": {
-     "duration": 0.276182,
-     "end_time": "2023-09-06T17:56:59.970059",
-     "exception": false,
-     "start_time": "2023-09-06T17:56:59.693877",
-     "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",
-    "!python3 ../memory_script/eval_v5_memory_guided.py \"{PROJECT_DIR}/model/{FILENAME_PREFIX}-mem-ctx-2k.pth\""
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "python3 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": 29.837053,
-   "end_time": "2023-09-06T17:57:00.130254",
-   "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/part3.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/part3.ipynb",
-   "parameters": {},
-   "start_time": "2023-09-06T17:56:30.293201",
-   "version": "2.4.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
\ No newline at end of file