ai-suite-rocm-local/services/txtgen.py

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2024-08-28 10:39:27 +02:00
from services import Stack
class TextGeneration(Stack):
def __init__(self):
super().__init__(
'Text Generation',
'text-generation-rocm',
5000,
'https://github.com/oobabooga/text-generation-webui/'
)
def install(self):
# Install LlamaCpp from prebuilt
self.pip("install llama-cpp-python", ["CMAKE_ARGS=\"-DGGML_BLAS=ON -DGGML_BLAS_VENDOR=OpenBLAS\""]) # cpu
# Install LlamaCpp for ROCM from source
# self.pip("install llama-cpp-python", ["CMAKE_ARGS=\"-DGGML_HIPBLAS=on\" FORCE_CMAKE=1"]) # manual gpu (only works if whole rocm suite installed)
# self.install_from_prebuilt("llama_cpp_python") # gpu (only works if whole rocm suite installed)
# Install Triton for ROCM from prebuilt
# self.install_from_prebuilt("triton")
# Install Triton for ROCM from source
# self.git_clone(url="https://github.com/ROCmSoftwarePlatform/triton.git")
# self.pip_install(['ninja', 'cmake'])
# self.pip("install -e .", path="triton")
# Install the webui
self.git_clone(url=self.url, dest="webui")
self.remove_line_in_file(["accelerate", "lm_eval", "optimum", "autoawq", "llama_cpp_python"],
"../text-generation-rocm/webui/requirements_amd.txt")
self.install_requirements("../text-generation-rocm/webui/requirements_amd.txt")
self.pip_install(["accelerate", "optimum"])
self.pip_install(
"https://github.com/casper-hansen/AutoAWQ_kernels/releases/download/v0.0.7/autoawq_kernels-0.0.7+rocm571-cp310-cp310-linux_x86_64.whl",
no_deps=True)
self.pip_install(
"https://github.com/casper-hansen/AutoAWQ/releases/download/v0.2.6/autoawq-0.2.6-cp310-cp310-linux_x86_64.whl",
no_deps=True)
# Fix llama trying to use cuda version
self.remove_line_in_file("llama_cpp_cuda", "../text-generation-rocm/webui/modules/llama_cpp_python_hijack.py")
# Install useful packages
self.pip_install(
"https://github.com/turboderp/exllamav2/releases/download/v0.1.9/exllamav2-0.1.9+rocm6.1.torch2.4.0-cp310-cp310-linux_x86_64.whl")
self.install_from_prebuilt("bitsandbytes")
self.pip(
"install auto-gptq --no-build-isolation --extra-index-url https://huggingface.github.io/autogptq-index/whl/rocm573/")
super().install()
def start(self):
args = ["--listen", "--listen-port", str(self.port)]
self.python(f"server.py {' '.join(args)}", current_dir="webui",
env=["TORCH_BLAS_PREFER_HIPBLASLT=0"])