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【开源实习】RWKV课程资料更新 #90

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Binary file removed Season2.step_into_llm/07.RWKV/RWKV.pdf
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352 changes: 352 additions & 0 deletions Season2.step_into_llm/07.RWKV/run_rwkv.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"id": "56a97ac0",
"metadata": {},
"source": [
"环境安装 \n"
]
},
{
"cell_type": "markdown",
"id": "a7e595f1",
"metadata": {},
"source": [
" python 3.9.0 \n",
" mindspore 2.2.14 \n",
" mindnlp 0.4daily "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "f9b08a2d-26ac-4028-9eb7-87cb1d12d7d1",
"metadata": {},
"outputs": [],
"source": [
"%%capture captured_output\n",
"!/home/ma-user/anaconda3/bin/conda create -n python-3.9.0 python=3.9.0 -y --override-channels --channel https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main\n",
"!/home/ma-user/anaconda3/envs/python-3.9.0/bin/pip install ipykernel"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "fff10db6-08d5-4105-8874-353ac2ffca7d",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import os\n",
"\n",
"data = {\n",
" \"display_name\": \"python-3.9.0\",\n",
" \"env\": {\n",
" \"PATH\": \"/home/ma-user/anaconda3/envs/python-3.9.0/bin:/home/ma-user/anaconda3/envs/python-3.7.10/bin:/modelarts/authoring/notebook-conda/bin:/opt/conda/bin:/usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/home/ma-user/modelarts/ma-cli/bin:/home/ma-user/modelarts/ma-cli/bin\"\n",
" },\n",
" \"language\": \"python\",\n",
" \"argv\": [\n",
" \"/home/ma-user/anaconda3/envs/python-3.9.0/bin/python\",\n",
" \"-m\",\n",
" \"ipykernel\",\n",
" \"-f\",\n",
" \"{connection_file}\"\n",
" ]\n",
"}\n",
"\n",
"if not os.path.exists(\"/home/ma-user/anaconda3/share/jupyter/kernels/python-3.9.0/\"):\n",
" os.mkdir(\"/home/ma-user/anaconda3/share/jupyter/kernels/python-3.9.0/\")\n",
"\n",
"with open('/home/ma-user/anaconda3/share/jupyter/kernels/python-3.9.0/kernel.json', 'w') as f:\n",
" json.dump(data, f, indent=4)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "da946ffb-f044-4877-ac13-e15de024dd49",
"metadata": {},
"outputs": [],
"source": [
"%%capture captured_output\n",
"\n",
"!pip install https://ms-release.obs.cn-north-4.myhuaweicloud.com/2.2.14/MindSpore/unified/x86_64/mindspore-2.2.14-cp39-cp39-linux_x86_64.whl --trusted-host ms-release.obs.cn-north-4.myhuaweicloud.com -i https://pypi.tuna.tsinghua.edu.cn/simple\n",
"# 0.4 daily 网址：https://repo.mindspore.cn/mindspore-lab/mindnlp/newest/any/\n",
"!pip install mindnlp-0.4.0-py3-none-any.whl\n",
"!pip install ipywidgets -i https://pypi.tuna.tsinghua.edu.cn/simple"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f300d660-4cbe-4c87-8c6f-cafbab7f1c27",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"env: HF_ENDPOINT=https://hf-mirror.com\n"
]
}
],
"source": [
"%env HF_ENDPOINT=https://hf-mirror.com"
]
},
{
"cell_type": "markdown",
"id": "72e5ecd2",
"metadata": {},
"source": [
"示例测试运行"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "93231ee6-5fbd-4ed8-b0a2-a222f16b5327",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Building prefix dict from the default dictionary ...\n",
"Dumping model to file cache /tmp/jieba.cache\n",
"Loading model cost 0.782 seconds.\n",
"Prefix dict has been built successfully.\n"
]
}
],
"source": [
"import mindspore\n",
"from mindnlp.transformers import RwkvForCausalLM, AutoTokenizer"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f490cd8a-948e-4c1d-bb6e-8223e3389402",
"metadata": {},
"outputs": [],
"source": [
"expected_output = \"Hello my name is Jasmine and I am a newbie to the\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c14a2b61-cb45-4c5a-bd15-03f8d88abc91",
"metadata": {},
"outputs": [],
"source": [
"model_id = \"RWKV/rwkv-4-169m-pile\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "f80ccca8-f659-470f-8870-435ad29acf2b",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6bd7d8931181452394ff4a60811ede70",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0.00/264 [00:00<?, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f6b8c02c49824a1e8ec16a6e2e74ad39",
"version_major": 2,
"version_minor": 0
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"text/plain": [
"0.00B [00:00, ?B/s]"
]
},
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},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "907da33ee3e746adb3fcca8ff6b2fbc4",
"version_major": 2,
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" 0%| | 0.00/99.0 [00:00<?, ?B/s]"
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tokenizer = AutoTokenizer.from_pretrained(model_id)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2023f160-f7d2-462c-9b6f-2c918eaadcbe",
"metadata": {},
"outputs": [],
"source": [
"input_ids = tokenizer(\"Hello my name is\", return_tensors=\"ms\").input_ids"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "fe457473-0df2-40b6-98f9-c517b9135c73",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "2c346d0aef084103beba96b97d612fe6",
"version_major": 2,
"version_minor": 0
},
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" 0%| | 0.00/338 [00:00<?, ?B/s]"
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},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1d61b55255b540108f7bcd4e29b23b83",
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"version_minor": 0
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" 0%| | 0.00/646M [00:00<?, ?B/s]"
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},
"metadata": {},
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/usr/local/cuda/bin/nvcc /home/ma-user/anaconda3/envs/python-3.9.0/lib/python3.9/site-packages/mindnlp/_csrc/cuda/wkv.cu -o /home/ma-user/anaconda3/envs/python-3.9.0/lib/python3.9/site-packages/mindnlp/_csrc/cuda/wkv.so --shared -Xcompiler -fPIC -res-usage --maxrregcount 60 --use_fast_math -O3 -Xptxas -O3 --extra-device-vectorization -DTmax=1024\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[WARNING] ME(3771:140571154990912,MainProcess):2024-10-08-10:38:41.522.653 [mindspore/ops/operations/custom_ops.py:637] For 'Custom', 'func_type': aot, 'func': /home/ma-user/anaconda3/envs/python-3.9.0/lib/python3.9/site-packages/mindnlp/_csrc/cuda/wkv.so:wkv_forward_with_state, no white list is set and it might cause problems. Set the legal path of the file in MS_CUSTOM_AOT_WHITE_LIST\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b2bcf506f5fe427ab7b4a2e405499079",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0.00/116 [00:00<?, ?B/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# model = RwkvForCausalLM.from_pretrained(model_id,from_pt=True)\n",
"model = RwkvForCausalLM.from_pretrained(model_id, ms_dtype=mindspore.float32)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "69626a12-1969-4767-a006-0a1181d4da66",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.\n",
"Setting `pad_token_id` to `eos_token_id`:2 for open-end generation.\n",
"[WARNING] DEVICE(3771,7fd945c24740,python):2024-10-08-10:39:01.622.351 [mindspore/ccsrc/plugin/device/gpu/hal/device/kernel_info_setter.cc:241] SelectCustomKernel] Not find operator information for op[Custom__/home/ma-user/anaconda3/envs/python-3.9.0/lib/python3.9/site-packages/mindnlp/_csrc/cuda/wkv.so:wkv_forward_with_state]. Infer operator information from inputs.\n"
]
}
],
"source": [
"output = model.generate(input_ids, max_new_tokens=10)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a8de2ab0-a3b6-470d-a586-ce17ee2fb8e5",
"metadata": {},
"outputs": [],
"source": [
"output_sentence = tokenizer.decode(output[0].tolist())"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "83849e07-1b7f-4a82-a5b0-4b2204ce09c2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hello my name is.twitter&\n",
"\n",
"................………… ✓\t \n",
" Hello my name is Jasmine and I am a newbie to the\n"
]
}
],
"source": [
"print(output_sentence,\"\\n\", expected_output)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "python-3.9.0",
"language": "python",
"name": "python-3.9.0"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
13 changes: 0 additions & 13 deletions Season2.step_into_llm/07.RWKV/run_rwkv.py
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