Ling-flash-2.0-AWQ-4bit

98
2
4.0B
license:mit
by
cpatonn
Language Model
OTHER
4B params
New
98 downloads
Early-stage
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Edge AI:
Mobile
Laptop
Server
9GB+ RAM
Mobile
Laptop
Server
Quick Summary

AI model with specialized capabilities.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
4GB+ RAM

Code Examples

Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
Environment Preparationbashvllm
git clone -b v0.10.0 https://github.com/vllm-project/vllm.git
cd vllm
wget https://raw.githubusercontent.com/inclusionAI/Ling-V2/refs/heads/main/inference/vllm/bailing_moe_v2.patch
git apply bailing_moe_v2.patch
pip install -e .
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
SGLangbash
pip3 install sglang==0.5.2rc0 sgl-kernel==0.3.7.post1
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
bash
docker pull lmsysorg/sglang:v0.5.2rc0-cu126
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch
patch command is needed, run `yum install -y patch` if neededbash
# patch command is needed, run `yum install -y patch` if needed
patch -d `python -c 'import sglang;import os; print(os.path.dirname(sglang.__file__))'` -p3 < inference/sglang/bailing_moe_v2.patch

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