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Dockerfile.bi100
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Dockerfile
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5
Dockerfile
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FROM git.modelhub.org.cn:980/enginex-iluvatar/mr100_corex:4.3.0
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WORKDIR /workspace
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RUN pip install diffusers==0.34.0 sentencepiece transformers==4.55.2
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COPY main.py test.sh dataset.json /workspace/
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FROM pytorch/pytorch:2.6.0-cuda12.4-cudnn9-devel
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WORKDIR /workspace
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# ENV PT_SDPA_ENABLE_HEAD_DIM_PADDING=1
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RUN pip install diffusers transformers sentencepiece
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COPY main.py test.sh dataset.json /workspace/
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FROM git.modelhub.org.cn:980/enginex-iluvatar/bi100-3.2.1-x86-ubuntu20.04-py3.10-poc-llm-infer:v1.2.2
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WORKDIR /workspace
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ENV PT_SDPA_ENABLE_HEAD_DIM_PADDING=1
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RUN pip install diffusers==0.34.0
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COPY main.py test.sh dataset.json /workspace/
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FROM git.modelhub.org.cn:9443/enginex-cambricon/mlu370-pytorch:v25.01-torch2.5.0-torchmlu1.24.1-ubuntu22.04-py310
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WORKDIR /workspace
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ENV PATH=/torch/venv3/pytorch_infer/bin:/workspace/ffmpeg-mlu-v4.2.0/install/bin:/usr/local/neuware/bin:/usr/local/openmpi/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin
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RUN pip install diffusers==0.34.0
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RUN sed -i 's|source /torch/venv3/pytorch/bin/activate|source /torch/venv3/pytorch_infer/bin/activate|' /root/.bashrc
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COPY main.py test.sh dataset.json /workspace/
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FROM git.modelhub.org.cn:980/enginex-iluvatar/mr100_corex:4.3.0
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WORKDIR /workspace
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RUN pip install diffusers==0.34.0 sentencepiece transformers==4.55.2
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COPY main.py test.sh dataset.json /workspace/
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@@ -17,7 +17,7 @@ docker build -t diffusers:v0.1 .
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```
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## 测试结果
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| | A100 平均生成时间(秒) | 天垓100 平均生成时间(秒) |
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| | A100 平均生成时间(秒) | 智铠100 平均生成时间(秒) |
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|------|-------------------------|----------------------------|
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| 时间 | 1.4289 | 7.5609 |
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| 时间 | 1.5 | 4.1 |
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#! /usr/bin/env bash
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image=harbor-contest.4pd.io/zhanghao/diffusers:a100-0.2
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docker run -it -v /home/zhanghao/workspace:/workspace -v /mnt:/mnt $image bash
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#! /usr/bin/env bash
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image=harbor-contest.4pd.io/zhanghao/diffusers:bi100-0.2
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docker run -it -v /root/zhanghao:/workspace -v /mnt:/mnt --device=dev/iluvatar1:/dev/iluvatar0 $image bash
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#! /usr/bin/env bash
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# cnmon
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image=harbor-contest.4pd.io/zhanghao/diffusers:mlu370-0.2
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device_id=2
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docker run -it -v /root/zhanghao:/workspace -v /mnt:/mnt --device=/dev/cambricon_dev$device_id:/dev/cambricon_dev0 --device=/dev/cambricon_ctl:/dev/cambricon_ctl $image bash
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#! /usr/bin/env bash
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image=harbor-contest.4pd.io/zhanghao/diffusers:mrv100-0.2
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docker run -it -v /root/zhanghao:/workspace -v /mnt:/mnt --device=dev/iluvatar0:/dev/iluvatar0 $image bash
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13
test.py
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test.py
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from diffusers import DiffusionPipeline
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import torch
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import time
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model_path = "/mnt/contest_ceph/zhanghao/models/stable-diffusion-v1-5"
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# model_path = "/mnt/contest_ceph/zhanghao/models/stable-diffusion-3.5-medium"
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pipeline = DiffusionPipeline.from_pretrained(model_path, torch_dtype=torch.float16)
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pipeline.to("cuda")
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start = time.time()
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image = pipeline("An image of a squirrel in Picasso style").images[0]
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end = time.time()
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print(f"elapsed: {end - start}")
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image.save("squirrel_picasso.png")
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