如何在天数机器上运行 ERNIE-4.5-300B-A47B-BF16 & ERNIE-4.5-21B-A3B
该软件的当前版本仅作为Iluvatar CoreX与大型模型的Fastdeploy推理框架相结合的演示。在GSM8K数据集上运行最新的ERNIE4.5 300B模型大约需要6.3小时。
准备机器
首先您需要准备以下配置的机器
| CPU | 内存 | 天数 | 硬盘 |
|---|---|---|---|
| x86 | 1TB | 8xBI150 | 1TB |
目前需要将完整模型 load 到 host memory 中，需要需要大于 600GB 的 host memory，后续版本会优化。
镜像
从官网获取：
docker pull ccr-2vdh3abv-pub.cnc.bj.baidubce.com/device/paddle-ixuca:latest
准备容器
启动容器
docker run -itd --name paddle_infer -v /usr/src:/usr/src -v /lib/modules:/lib/modules -v /dev:/dev -v /home/paddle:/home/paddle --privileged --cap-add=ALL --pid=host ccr-2vdh3abv-pub.cnc.bj.baidubce.com/device/paddle-ixuca:latest
docker exec -it paddle_infer bash
/home/paddle 为模型文件、whl包、脚本所在目录
安装paddle
pip3 install paddlepaddle==3.1.1 -i https://www.paddlepaddle.org.cn/packages/stable/cpu/
pip3 install paddle-iluvatar-gpu==3.1.1 -i https://www.paddlepaddle.org.cn/packages/stable/ixuca/
获取Paddle的最新安装版本： PaddlePaddle Installation
安装fastdeploy
pip3 install fastdeploy_iluvatar_gpu==2.1.0.dev0 -i https://www.paddlepaddle.org.cn/packages/stable/ixuca/ --extra-index-url https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simplels
可以按如下步骤编译FastDeploy，，得到最新版本.
git clone https://github.com/PaddlePaddle/FastDeploy
cd FastDeploy
pip install -r requirements_iluvatar.txt
export LD_PRELOAD=/usr/local/corex/lib64/libcuda.so.1
bash build.sh
准备推理demo脚本
推理 demo 路径：/home/paddle/scripts 脚本内容如下
run_demo.sh:
#!/bin/bash
export PADDLE_XCCL_BACKEND=iluvatar_gpu
export INFERENCE_MSG_QUEUE_ID=232132
export LD_PRELOAD=/usr/local/corex/lib64/libcuda.so.1
export FD_DEBUG=1
python3 run_demo.py
run_demo.py
from fastdeploy import LLM, SamplingParams
prompts = [
"Hello, my name is",
"The largest ocean is",
]
# 采样参数
sampling_params = SamplingParams(temperature=0.8, top_p=0.95, max_tokens=256)
# 加载模型
llm = LLM(model="/home/paddle/ernie-4_5-21b-a3b-bf16-paddle", tensor_parallel_size=4, max_model_len=8192, static_decode_blocks=0, quantization='wint8')
# 批量进行推理（llm内部基于资源情况进行请求排队、动态插入处理）
outputs = llm.generate(prompts, sampling_params)
# 注意将其中`/home/paddle/ernie-4_5-21b-a3b-bf16-paddle`替换为您下载的ERNIE模型的路径。
# 输出结果
for output in outputs:
prompt = output.prompt
generated_text = output.outputs.text
print(prompt, generated_text)
运行demo
执行
./run_demo.sh
会有如下 log 打印；load 模型耗时约74s，demo 运行约240s。
/usr/local/lib/python3.10/site-packages/paddle/utils/cpp_extension/extension_utils.py:715: UserWarning: No ccache found. Please be aware that recompiling all source files may be required. You can download and install ccache from: https://github.com/ccache/ccache/blob/master/doc/INSTALL.md
warnings.warn(warning_message)
/usr/local/lib/python3.10/site-packages/_distutils_hack/__init__.py:31: UserWarning: Setuptools is replacing distutils. Support for replacing an already imported distutils is deprecated. In the future, this condition will fail. Register concerns at https://github.com/pypa/setuptools/issues/new?template=distutils-deprecation.yml
warnings.warn(
[2025-07-02 11:07:42,393] [ INFO] - Loading configuration file /home/paddle/ernie-4_5-21b-a3b-bf16-paddle/generation_config.json
/usr/local/lib/python3.10/site-packages/paddleformers/generation/configuration_utils.py:250: UserWarning: using greedy search strategy. However, `temperature` is set to `0.8` -- this flag is only used in sample-based generation modes. You should set `decode_strategy="greedy_search" ` or unset `temperature`. This was detected when initializing the generation config instance, which means the corresponding file may hold incorrect parameterization and should be fixed.
warnings.warn(
/usr/local/lib/python3.10/site-packages/paddleformers/generation/configuration_utils.py:255: UserWarning: using greedy search strategy. However, `top_p` is set to `0.8` -- this flag is only used in sample-based generation modes. You should set `decode_strategy="greedy_search" ` or unset `top_p`. This was detected when initializing the generation config instance, which means the corresponding file may hold incorrect parameterization and should be fixed.
warnings.warn(
INFO 2025-07-02 11:07:43,589 577964 engine.py[line:207] Waitting worker processes ready...
Loading Weights: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:57<00:00, 1.75it/s]
Loading Layers: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:08<00:00, 11.73it/s]
INFO 2025-07-02 11:08:55,261 577964 engine.py[line:277] Worker processes are launched with 73.76574492454529 seconds.
Processed prompts: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [03:59<00:00, 119.96s/it, est. speed input: 0.00 toks/s, output: 0.00 toks/s]
Hello, my name is Christopher. Today, I'm going to teach you how to draw a cute cartoon ghost. Let's get started!
(1) First, draw a big circle for the ghost's head.
(2) Then, add two small circles for the eyes, making sure they're not too big.
(3) Next, draw a wide, open mouth that looks like a big "U".
(4) After that, create the body by drawing a slightly smaller circle below the head.
(5) Now, let's add some arms. Draw two short, curly lines on each side of the body.
(6) Finally, give the ghost a wavy line at the bottom to represent its floating appearance.
Now, let's break down each step:
**Step 1: Drawing the Head**
- Start with a big circle to form the head of the ghost. This will be the foundation of your drawing.
**Step 2: Adding Eyes**
- On the head, place two small circles for the eyes. They should be centered and not too big, to give the ghost a cute and innocent look.
**Step 3: Drawing the
The largest ocean is the Pacific Ocean, covering an area of approximately ⦠[3], The first scientific expeditions to determine the ocean's depth were the Challenger expedition (1872â1876) and the U.S. Navy Hydrographic Office survey (1877â1879). The oceanic crust is thin and irregular, consisting of upward moving magma from the mantle below, and cooling and solidifying on the surface. The shallowest parts of the ocean are called the continental shelves. Large tides are caused mainly by the alignment of the Sun, Moon, and Earth during new or full moons. The origin of the word "ocean" is not clear. The first global oceanic topography survey was completed by the Challenger expedition (1872â1876). [57] The sound speed in the ocean is primarily a function of water temperature and salinity, and varies with depth. The deep-ocean floor is mostly flat and devoid of life, with the exception of seamounts and various underwater volcanic features, including seamounts and hydrothermal vents. [73] Today, the five ocean