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"2023-10-11T08:02:23.611082", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "# Basic Setup" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "dc924c7f", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-11T08:02:23.620990Z", - "iopub.status.busy": "2023-10-11T08:02:23.620432Z", - "iopub.status.idle": "2023-10-11T08:02:24.379549Z", - "shell.execute_reply": "2023-10-11T08:02:24.378580Z" - }, - "papermill": { - "duration": 0.765369, - "end_time": "2023-10-11T08:02:24.381741", - "exception": false, - "start_time": "2023-10-11T08:02:23.616372", - "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": "2bbc32ac", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-11T08:02:24.389788Z", - "iopub.status.busy": "2023-10-11T08:02:24.389227Z", - "iopub.status.idle": "2023-10-11T08:02:24.398441Z", - "shell.execute_reply": "2023-10-11T08:02:24.397578Z" - }, - "papermill": { - "duration": 0.015548, - "end_time": "2023-10-11T08:02:24.400362", - "exception": false, - "start_time": "2023-10-11T08:02:24.384814", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DEEPSPEED_STRAT: deepspeed_stage_2_offload\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/multi-size-train\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_2_offload\"\n", - "GPU_DEVICES=\"auto\"\n", - "ENABLE_WANDB=True\n", - "\n", - "EMBED_SCALE=0.01\n", - "EMBED_SCALE_LABEL=str(EMBED_SCALE).replace(\".\", \"_\")\n", - "\n", - "EMBED_SIZE=2048\n", - "\n", - "WANDB_PREFIX=f\"[Multi-size] v5-L6+6-D{EMBED_SIZE}-E{EMBED_SCALE}\"\n", - "FILENAME_PREFIX=f\"v5-L6+6-D{EMBED_SIZE}-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", - "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": 3, - "id": "ffa69634", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-11T08:02:24.408311Z", - "iopub.status.busy": "2023-10-11T08:02:24.407798Z", - "iopub.status.idle": "2023-10-11T08:03:19.634663Z", - "shell.execute_reply": "2023-10-11T08:03:19.633765Z" - }, - "papermill": { - "duration": 55.233419, - "end_time": "2023-10-11T08:03:19.636895", - "exception": false, - "start_time": "2023-10-11T08:02:24.403476", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--2023-10-11 08:02:24-- 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"\r", - " v5-L6 99%[==================> ] 1016M 34.9MB/s eta 0s \r", - "v5-L6-D2048-E0_01-s 100%[===================>] 1017M 35.1MB/s in 26s \r\n", - "\r\n", - "2023-10-11 08:03:19 (38.9 MB/s) - ‘v5-L6-D2048-E0_01-split-2b.pth’ saved [1066536657/1066536657]\r\n", - "\r\n" - ] - } - ], - "source": [ - "# Get the init split model, and finetune from there\n", - "!cd \"{PROJECT_DIR}/model/\" && wget -nc \"https://huggingface.co/rwkv-x-dev/rwkv-x-playground/resolve/0600b94a58219f658326b4792ef5cd020e9d1a43/experiment/rwkv-x-exp/multi-size-train/v5-L6-D2048-E0_01-split-2a.pth\"\n", - "!cd \"{PROJECT_DIR}/model/\" && wget -nc \"https://huggingface.co/rwkv-x-dev/rwkv-x-playground/resolve/0600b94a58219f658326b4792ef5cd020e9d1a43/experiment/rwkv-x-exp/multi-size-train/v5-L6-D2048-E0_01-split-2b.pth\"" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "2a3cd2d1", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-11T08:03:19.666619Z", - "iopub.status.busy": "2023-10-11T08:03:19.665958Z", - "iopub.status.idle": "2023-10-11T08:03:29.305787Z", - "shell.execute_reply": "2023-10-11T08:03:29.304873Z" - }, - "papermill": { - "duration": 9.658186, - "end_time": "2023-10-11T08:03:29.308744", - "exception": false, - "start_time": "2023-10-11T08:03:19.650558", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - "Saving the dataset (0/2 shards): 0%| | 0/27200 [00:00\r\n", - " cli_main()\r\n", - " File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/lightning_trainer.py\", line 253, 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 566, in __init__\r\n", - " raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n", - "ValueError: load_model file '../model/v5-L6+6-D2048-E0_01-split-2a.pth' does not exist\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\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[33m[Multi-size] v5-L6+6-D2048-E0.01 - layer-expansion A3 (train-ctx=4k, deepspeed_stage_2_offload)\u001b[0m at: \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-5X-Experiments/runs/5696uouo\u001b[0m\r\n", - "\u001b[34m\u001b[1mwandb\u001b[0m: ️⚡ View job at \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-5X-Experiments/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjk0OTk4MDcy/version_details/v16\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-20231011_080337-5696uouo/logs\u001b[0m\r\n" - ] - } - ], - "source": [ - "# Start the foundation model training\n", - "!cd \"{TRAINER_DIR}\" && \\\n", - " export WANDB_MODE=\"{WANDB_MODE}\" && \\\n", - " python3 lightning_trainer.py fit \\\n", - " -c \"{NOTEBOOK_DIR}/enwiki-4k-part3.yaml\" \\\n", - " --trainer.logger.init_args.name=\"{WANDB_PREFIX} - layer-expansion A3 (train-ctx=4k, {DEEPSPEED_STRAT})\" \\\n", - " --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n", - " --trainer.devices=\"{GPU_DEVICES}\" \\\n", - " --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-layer-expansion-a3/\" \\\n", - " --model.load_model=\"../model/{FILENAME_PREFIX}-split-2a.pth\" \\\n", - " --model.ctx_len=4096 \\\n", - " --model.bptt_learning_range=1" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "53867c42", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-11T08:03:46.969471Z", - "iopub.status.busy": "2023-10-11T08:03:46.969019Z", - "iopub.status.idle": "2023-10-11T08:03:50.682437Z", - "shell.execute_reply": "2023-10-11T08:03:50.680986Z" - }, - "papermill": { - "duration": 3.732808, - "end_time": "2023-10-11T08:03:50.685581", - "exception": false, - "start_time": "2023-10-11T08:03:46.952773", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-11 08:03:49,278] [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 \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/v5-L6+6-D2048-E0_01-layer-expansion-a3/last.ckpt/latest\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ls: cannot access '../model/v5-L6+6-D2048-E0_01-layer-expansion-a3.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 \"../checkpoint/{FILENAME_PREFIX}-layer-expansion-a3/last.ckpt\" \"../model/{FILENAME_PREFIX}-layer-expansion-a3.pth\" \"bf16\"\n", - "!cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-layer-expansion-a3.pth\"" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "5688e577", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-11T08:03:50.806267Z", - "iopub.status.busy": "2023-10-11T08:03:50.804997Z", - "iopub.status.idle": "2023-10-11T08:03:56.788036Z", - "shell.execute_reply": "2023-10-11T08:03:56.786568Z" - }, - "papermill": { - "duration": 6.08675, - "end_time": "2023-10-11T08:03:56.790510", - "exception": false, - "start_time": "2023-10-11T08:03:50.703760", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-11 08:03:54,934] [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/RWKV-v5/dragon_test.py\", line 52, in \r\n", - " model = SimpleRWKV(MODEL_PATH, device=DEVICE)\r\n", - " File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 1420, 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 566, in __init__\r\n", - " raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n", - "ValueError: load_model file '../model/v5-L6+6-D2048-E0_01-layer-expansion-a3.pth' does not exist\r\n" - ] - } - ], - "source": [ - "# # Lets do a quick dragon prompt validation\n", - "!cd \"{INFERENCE_DIR}\" && \\\n", - " python3 dragon_test.py \"../model/{FILENAME_PREFIX}-layer-expansion-a3.pth\" \"cuda fp32\"" - ] - }, - { - "cell_type": "markdown", - "id": "b4927e87", - "metadata": { - "papermill": { - "duration": 0.015295, - "end_time": "2023-10-11T08:03:56.820640", - "exception": false, - "start_time": "2023-10-11T08:03:56.805345", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## Enwiki Stage 3 : Split-Baseline-B training" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "6bdd285a", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-11T08:03:56.853495Z", - "iopub.status.busy": "2023-10-11T08:03:56.852946Z", - "iopub.status.idle": "2023-10-11T08:04:11.500794Z", - "shell.execute_reply": "2023-10-11T08:04:11.499336Z" - }, - "papermill": { - "duration": 14.668001, - "end_time": "2023-10-11T08:04:11.503644", - "exception": false, - "start_time": "2023-10-11T08:03:56.835643", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-11 08:04:01,096] [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/multi-size-train/enwiki-4k-part3.yaml', '--trainer.logger.init_args.name=[Multi-size] v5-L6+6-D2048-E0.01 - layer-expansion B3 (train-ctx=4k, deepspeed_stage_2_offload)', '--trainer.strategy=deepspeed_stage_2_offload', '--trainer.devices=auto', '--trainer.callbacks.init_args.dirpath=../checkpoint/v5-L6+6-D2048-E0_01-layer-expansion-b3/', '--model.load_model=../model/v5-L6+6-D2048-E0_01-split-2b.pth', '--model.ctx_len=4096', '--model.bptt_learning_range=1'], args=['fit', '-c', '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/multi-size-train/enwiki-4k-part3.yaml', '--trainer.logger.init_args.name=[Multi-size] v5-L6+6-D2048-E0.01 - layer-expansion B3 (train-ctx=4k, deepspeed_stage_2_offload)', '--trainer.strategy=deepspeed_stage_2_offload', '--trainer.devices=auto', '--trainer.callbacks.init_args.dirpath=../checkpoint/v5-L6+6-D2048-E0_01-layer-expansion-b3/', '--model.load_model=../model/v5-L6+6-D2048-E0_01-split-2b.pth', '--model.ctx_len=4096', '--model.bptt_learning_range=1'].\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 1732922148\r\n", - " rank_zero_warn(f\"No seed found, seed set to {seed}\")\r\n", - "Global seed set to 1732922148\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 0.15.12\r\n", - "\u001b[34m\u001b[1mwandb\u001b[0m: Run data is saved locally in \u001b[35m\u001b[1m./wandb/run-20231011_080403-88lcuk7j\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[33m[Multi-size] v5-L6+6-D2048-E0.01 - layer-expansion B3 (train-ctx=4k, deepspeed_stage_2_offload)\u001b[0m\r\n", - "\u001b[34m\u001b[1mwandb\u001b[0m: ⭐️ View project at \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-5X-Experiments\u001b[0m\r\n", - "\u001b[34m\u001b[1mwandb\u001b[0m: 🚀 View run at \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-5X-Experiments/runs/88lcuk7j\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 278, in \r\n", - " cli_main()\r\n", - " File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/lightning_trainer.py\", line 253, 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 566, in __init__\r\n", - " raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n", - "ValueError: load_model file '../model/v5-L6+6-D2048-E0_01-split-2b.pth' does not exist\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\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[33m[Multi-size] v5-L6+6-D2048-E0.01 - layer-expansion B3 (train-ctx=4k, deepspeed_stage_2_offload)\u001b[0m at: \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-5X-Experiments/runs/88lcuk7j\u001b[0m\r\n", - "\u001b[34m\u001b[1mwandb\u001b[0m: ️⚡ View job at \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-5X-Experiments/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjk0OTk4MDcy/version_details/v16\u001b[0m\r\n", - "\u001b[34m\u001b[1mwandb\u001b[0m: Synced 5 W&B file(s), 0 media file(s), 0 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-20231011_080403-88lcuk7j/logs\u001b[0m\r\n" - ] - } - ], - "source": [ - "# Start the foundation model training\n", - "!cd \"{TRAINER_DIR}\" && \\\n", - " export WANDB_MODE=\"{WANDB_MODE}\" && \\\n", - " python3 lightning_trainer.py fit \\\n", - " -c \"{NOTEBOOK_DIR}/enwiki-4k-part3.yaml\" \\\n", - " --trainer.logger.init_args.name=\"{WANDB_PREFIX} - layer-expansion B3 (train-ctx=4k, {DEEPSPEED_STRAT})\" \\\n", - " --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n", - " --trainer.devices=\"{GPU_DEVICES}\" \\\n", - " --trainer.callbacks.init_args.dirpath=\"../checkpoint/{FILENAME_PREFIX}-layer-expansion-b3/\" \\\n", - " --model.load_model=\"../model/{FILENAME_PREFIX}-split-2b.pth\" \\\n", - " --model.ctx_len=4096 \\\n", - " --model.bptt_learning_range=1" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "ae4623a1", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-11T08:04:11.546046Z", - "iopub.status.busy": "2023-10-11T08:04:11.544870Z", - "iopub.status.idle": "2023-10-11T08:04:15.274349Z", - "shell.execute_reply": "2023-10-11T08:04:15.272957Z" - }, - "papermill": { - "duration": 3.754115, - "end_time": "2023-10-11T08:04:15.277163", - "exception": false, - "start_time": "2023-10-11T08:04:11.523048", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-11 08:04:13,869] [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 \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/v5-L6+6-D2048-E0_01-layer-expansion-b3/last.ckpt/latest\r\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ls: cannot access '../model/v5-L6+6-D2048-E0_01-layer-expansion-b3.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 \"../checkpoint/{FILENAME_PREFIX}-layer-expansion-b3/last.ckpt\" \"../model/{FILENAME_PREFIX}-layer-expansion-b3.pth\" \"bf16\"\n", - "!cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-layer-expansion-b3.pth\"" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "8e1b1152", - "metadata": { - "execution": { - "iopub.execute_input": "2023-10-11T08:04:15.319747Z", - "iopub.status.busy": "2023-10-11T08:04:15.318636Z", - "iopub.status.idle": "2023-10-11T08:04:21.268526Z", - "shell.execute_reply": "2023-10-11T08:04:21.267073Z" - }, - "papermill": { - "duration": 5.974644, - "end_time": "2023-10-11T08:04:21.271495", - "exception": false, - "start_time": "2023-10-11T08:04:15.296851", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[2023-10-11 08:04:19,430] [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/RWKV-v5/dragon_test.py\", line 52, in \r\n", - " model = SimpleRWKV(MODEL_PATH, device=DEVICE)\r\n", - " File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/model.py\", line 1420, 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 566, in __init__\r\n", - " raise ValueError(f\"load_model file '{load_model}' does not exist\")\r\n", - "ValueError: load_model file '../model/v5-L6+6-D2048-E0_01-layer-expansion-b3.pth' does not exist\r\n" - ] - } - ], - "source": [ - "# # Lets do a quick dragon prompt validation\n", - "!cd \"{INFERENCE_DIR}\" && \\\n", - " python3 dragon_test.py \"../model/{FILENAME_PREFIX}-layer-expansion-b3.pth\" \"cuda fp32\"" - ] - } - ], - "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": 119.315066, - "end_time": "2023-10-11T08:04:21.714050", - "environment_variables": {}, - "exception": null, - "input_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/multi-size-train/v5-L6+6-D2048-layer-baseline.ipynb", - "output_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/experiment/rwkv-x-exp/multi-size-train/v5-L6+6-D2048-layer-baseline.ipynb", - "parameters": {}, - "start_time": "2023-10-11T08:02:22.398984", - "version": "2.4.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file diff --git 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https://git-lfs.github.com/spec/v1 -oid sha256:f95adf89d498a4dd58af22ba192b2fd4d08ceec250784c7e9f6f9b8de0fed2bc -size 15855123 diff --git a/experiment/rwkv-x-exp/multi-size-train/v5-L6-D2048-split-train.ipynb b/experiment/rwkv-x-exp/multi-size-train/v5-L6-D2048-split-train.ipynb deleted file mode 100644 index 50ba5f3c8e80bcfb1a8005406d9e4f78979d8dac..0000000000000000000000000000000000000000 --- a/experiment/rwkv-x-exp/multi-size-train/v5-L6-D2048-split-train.ipynb +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c308e5ae9f8fde5fd24cafccf60917dca9c97fc2e0a5fbcfa01027d6d50e927d -size 16623766 diff --git a/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part1.ipynb b/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part1.ipynb index 4bcd8c1cd243d42c0f69f784a86cfc7e072e5b66..6a801436de3fac3797ce19384618c0b88b09ff52 100644 --- a/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part1.ipynb +++ b/experiment/rwkv-x-exp/v5-r3-memory/L12-D2048-E1e-1-ctx4k/part1.ipynb @@ -1,3 +1,611 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3aeaa7a18c512ab269373405a851820ebf829612158ad8c004e3b12edf85594b -size 23703731 +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "d16d19a7", + "metadata": { + "papermill": { + "duration": 0.004251, + "end_time": "2023-09-06T01:53:47.272181", + "exception": false, + "start_time": "2023-09-06T01:53:47.267930", + "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": "e7eaa6b5", + "metadata": { + "papermill": { + "duration": 0.002635, + "end_time": "2023-09-06T01:53:47.277736", + "exception": false, + "start_time": "2023-09-06T01:53:47.275101", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# Basic Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "43c42c12", + "metadata": { + "execution": { + "iopub.execute_input": "2023-09-06T01:53:47.281975Z", + "iopub.status.busy": "2023-09-06T01:53:47.281689Z", + "iopub.status.idle": "2023-09-06T01:53:48.160757Z", + "shell.execute_reply": "2023-09-06T01:53:48.159854Z" + }, + "papermill": { + "duration": 0.883492, + "end_time": "2023-09-06T01:53:48.162633", + "exception": false, + "start_time": "2023-09-06T01:53:47.279141", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CITATION.cff RWKV-v4wavenet\t RWKV-v5headsize32 checkpoint\tnotebook\r\n", + "LICENSE RWKV-v5\t\t RWKV-v5r2\t datapath\toutput\r\n", + "README.md RWKV-v5altwavenet RWKV-v5rstack\t docker\r\n", + "RWKV-v4neo RWKV-v5headsize2x RWKV-v5wavenet model\r\n" + ] + } + ], + "source": [ + "# First lets setup the various directories, and init the model\n", + "!ls ../../../../../\n", + "!mkdir -p ../../../../../model/\n", + "!mkdir -p ../../../../../datapath/\n", + "!mkdir -p ../../../../../checkpoint/" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4f145f3c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-09-06T01:53:48.169937Z", + "iopub.status.busy": "2023-09-06T01:53:48.169610Z", + "iopub.status.idle": "2023-09-06T01:53:50.281603Z", + "shell.execute_reply": "2023-09-06T01:53:50.280695Z" + }, + "papermill": { + "duration": 2.117825, + "end_time": "2023-09-06T01:53:50.283651", + "exception": false, + "start_time": "2023-09-06T01:53:48.165826", + "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": "e478c7e4", + "metadata": { + "execution": { + "iopub.execute_input": "2023-09-06T01:53:50.291201Z", + "iopub.status.busy": "2023-09-06T01:53:50.290951Z", + "iopub.status.idle": "2023-09-06T01:53:50.300137Z", + "shell.execute_reply": "2023-09-06T01:53:50.299422Z" + }, + "papermill": { + "duration": 0.014857, + "end_time": "2023-09-06T01:53:50.301805", + "exception": false, + "start_time": "2023-09-06T01:53:50.286948", + "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": "c0d1081e", + "metadata": { + "execution": { + "iopub.execute_input": "2023-09-06T01:53:50.309388Z", + "iopub.status.busy": "2023-09-06T01:53:50.309130Z", + "iopub.status.idle": "2023-09-06T01:53:50.530630Z", + "shell.execute_reply": "2023-09-06T01:53:50.529804Z" + }, + "papermill": { + "duration": 0.227251, + "end_time": "2023-09-06T01:53:50.532377", + "exception": false, + "start_time": "2023-09-06T01:53:50.305126", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/usr/bin/sh: 1: cd: can't cd to {TRAINER_DIR}\r\n" + ] + } + ], + "source": [ + "# Init the model\n", + "!cd \"{TRAINER_DIR}\" && \\\n", + " export RWKV_WAVENET_LAYERS=\"{RWKV_WAVENET_LAYERS}\" && \\\n", + " python3 ./init_model.py \\\n", + " --n_layer \"{LAYER_COUNT}\" --n_embd \"{EMBED_DIM}\" \\\n", + " --emb-scale \"{EMBED_SCALE}\" \\\n", + " --vocab_size neox --skip-if-exists \\\n", + " \"../model/{FILENAME_PREFIX}-neox-init.pth\"" + ] + }, + { + "cell_type": "markdown", + "id": "ddc1086b", + "metadata": { + "papermill": { + "duration": 0.003123, + "end_time": "2023-09-06T01:53:50.538962", + "exception": false, + "start_time": "2023-09-06T01:53:50.535839", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## Enwiki Stage 1 : Foundation 4k model training" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "636df5aa", + "metadata": { + "execution": { + "iopub.execute_input": "2023-09-06T01:53:50.544775Z", + "iopub.status.busy": "2023-09-06T01:53:50.544524Z", + "iopub.status.idle": "2023-09-06T01:53:59.821234Z", + "shell.execute_reply": "2023-09-06T01:53:59.820428Z" + }, + "papermill": { + "duration": 9.281152, + "end_time": "2023-09-06T01:53:59.823158", + "exception": false, + "start_time": "2023-09-06T01:53:50.542006", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + "Saving the dataset (0/5 shards): 0%| | 0/81505 [00:00\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" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "python3: can't open file 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'/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 \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 \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 diff 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