Python bindings for llama.cpp
Install
From PyPI
pip install llamacpp
Build from Source
pip install .
Get the model weights
You will need to obtain the weights for LLaMA yourself. There are a few torrents floating around as well as some huggingface repositories (e.g https://huggingface.co/nyanko7/LLaMA-7B/). Once you have them, copy them into the models folder.
ls ./models
65B 30B 13B 7B tokenizer_checklist.chk tokenizer.model
Convert the weights to GGML format using llamacpp-convert. Then use llamacpp-quantize to quantize them into INT4. For example, for the 7B parameter model, run
llamacpp-convert ./models/7B/ 1
llamacpp-quantize ./models/7B/
llamacpp-cli
Note that running llamacpp-convert requires torch, sentencepiece and numpy to be installed. These packages are not installed by default when your install llamacpp.
Command line interface
The package installs the command line entry point llamacpp-cli that points to llamacpp/cli.py and should provide about the same functionality as the main program in the original C++ repository. There is also an experimental llamacpp-chat that is supposed to bring up a chat interface but this is not working correctly yet.
API
Documentation is TBD. But the long and short of it is that there are two interfaces
LlamaInference- this one is a high level interface that tries to take care of most things for you. The demo script below uses this.LlamaContext- this is a low level interface to the underlying llama.cpp API. You can use this similar to how the main example inllama.cppdoes uses the C API. This is a rough implementation and currently untested except for compiling successfully.
Demo script
See llamacpp/cli.py for a detailed example. The simplest demo would be something like the following:
import sys
import llamacpp
def progress_callback(progress):
print("Progress: {:.2f}%".format(progress * 100))
sys.stdout.flush()
params = llamacpp.InferenceParams.default_with_callback(progress_callback)
params.path_model = './models/7B/ggml-model-q4_0.bin'
model = llamacpp.LlamaInference(params)
prompt = "A llama is a"
prompt_tokens = model.tokenize(prompt, True)
model.update_input(prompt_tokens)
model.ingest_all_pending_input()
model.print_system_info()
for i in range(20):
model.eval()
token = model.sample()
text = model.token_to_str(token)
print(text, end="")
# Flush stdout
sys.stdout.flush()
model.print_timings()
ToDo
- Investigate using dynamic versions using setuptools-scm (Example: https://github.com/pypa/setuptools_scm/blob/main/scm_hack_build_backend.py)
Release files for llamacpp 0.1.14
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| llamacpp-0.1.14.tar.gz | 1.9 MB | Details |
Built distributions (wheels)
Total release size: 16.2 MB
Release files / llamacpp-0.1.14.tar.gz
| Download URL | llamacpp-0.1.14.tar.gz |
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| Size | 1.9 MB |
| Tags | Source |
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Release files / llamacpp-0.1.14-cp311-cp311-win_amd64.whl
| Download URL | llamacpp-0.1.14-cp311-cp311-win_amd64.whl |
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Release files / llamacpp-0.1.14-cp311-cp311-musllinux_1_1_x86_64.whl
| Download URL | llamacpp-0.1.14-cp311-cp311-musllinux_1_1_x86_64.whl |
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| Download URL | llamacpp-0.1.14-cp311-cp311-musllinux_1_1_aarch64.whl |
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| Download URL | llamacpp-0.1.14-cp310-cp310-win_amd64.whl |
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| Download URL | llamacpp-0.1.14-cp310-cp310-musllinux_1_1_aarch64.whl |
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Release files / llamacpp-0.1.14-cp39-cp39-macosx_10_9_universal2.macosx_10_9_x86_64.macosx_11_0_arm64.macosx_11_0_universal2.whl
| Download URL | llamacpp-0.1.14-cp39-cp39-macosx_10_9_universal2.macosx_10_9_x86_64.macosx_11_0_arm64.macosx_11_0_universal2.whl |
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Release files / llamacpp-0.1.14-cp38-cp38-win_amd64.whl
| Download URL | llamacpp-0.1.14-cp38-cp38-win_amd64.whl |
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| Size | 179.1 kB |
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Release files / llamacpp-0.1.14-cp38-cp38-musllinux_1_1_x86_64.whl
| Download URL | llamacpp-0.1.14-cp38-cp38-musllinux_1_1_x86_64.whl |
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| Size | 770.1 kB |
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Release files / llamacpp-0.1.14-cp38-cp38-musllinux_1_1_aarch64.whl
| Download URL | llamacpp-0.1.14-cp38-cp38-musllinux_1_1_aarch64.whl |
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Release files / llamacpp-0.1.14-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | llamacpp-0.1.14-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 242.7 kB |
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Release files / llamacpp-0.1.14-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | llamacpp-0.1.14-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 221.8 kB |
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Release files / llamacpp-0.1.14-cp38-cp38-macosx_11_0_arm64.whl
| Download URL | llamacpp-0.1.14-cp38-cp38-macosx_11_0_arm64.whl |
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| Size | 194.4 kB |
| Tags | CPython 3.8 macOS 11.0+ ARM64 |
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Release files / llamacpp-0.1.14-cp38-cp38-macosx_10_9_x86_64.whl
| Download URL | llamacpp-0.1.14-cp38-cp38-macosx_10_9_x86_64.whl |
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| Size | 217.4 kB |
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Release files / llamacpp-0.1.14-cp38-cp38-macosx_10_9_universal2.macosx_10_9_x86_64.macosx_11_0_arm64.macosx_11_0_universal2.whl
| Download URL | llamacpp-0.1.14-cp38-cp38-macosx_10_9_universal2.macosx_10_9_x86_64.macosx_11_0_arm64.macosx_11_0_universal2.whl |
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| Size | 401.4 kB |
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No |
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twine/4.0.2 CPython/3.9.16
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Release files / llamacpp-0.1.14-cp37-cp37m-win_amd64.whl
| Download URL | llamacpp-0.1.14-cp37-cp37m-win_amd64.whl |
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| Size | 178.9 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Windows x86-64 |
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Release files / llamacpp-0.1.14-cp37-cp37m-musllinux_1_1_x86_64.whl
| Download URL | llamacpp-0.1.14-cp37-cp37m-musllinux_1_1_x86_64.whl |
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| Size | 774.1 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-64 |
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Release files / llamacpp-0.1.14-cp37-cp37m-musllinux_1_1_aarch64.whl
| Download URL | llamacpp-0.1.14-cp37-cp37m-musllinux_1_1_aarch64.whl |
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| Size | 740.5 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ ARM64 |
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Release files / llamacpp-0.1.14-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | llamacpp-0.1.14-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 246.5 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 |
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No |
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twine/4.0.2 CPython/3.9.16
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Release files / llamacpp-0.1.14-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | llamacpp-0.1.14-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 226.8 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64 |
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twine/4.0.2 CPython/3.9.16
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Release files / llamacpp-0.1.14-cp37-cp37m-macosx_10_9_x86_64.whl
| Download URL | llamacpp-0.1.14-cp37-cp37m-macosx_10_9_x86_64.whl |
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| Size | 216.2 kB |
| Tags | CPython 3.7 CPython 3.7 pymalloc macOS 10.9+ x86-64 |
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twine/4.0.2 CPython/3.9.16
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