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" --- "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" @@ -1,25570 +1,3 @@ -{ - "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... 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"\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 \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 \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 \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", - 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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 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 \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", - 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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 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 \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" - }, - "papermill": { - "duration": 0.767197, - "end_time": "2023-09-04T19:19:14.799156", - "exception": false, - "start_time": "2023-09-04T19:19:14.031959", - "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" - 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] - }, - { - "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 \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", - 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] - }, - { - "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 \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 \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 +version https://git-lfs.github.com/spec/v1 +oid sha256:f90e020ff8177f887d36e8dd9028a26e09103ab6b341a40b82190c4538b05858 +size 167675365