diff --git a/.github/dependabot.yml b/.github/dependabot.yml index f0fc184..081cae4 100644 --- a/.github/dependabot.yml +++ b/.github/dependabot.yml @@ -7,6 +7,6 @@ version: 2 updates: - package-ecosystem: "pip" - directory: "/" + directory: "/pkg" schedule: interval: weekly diff --git a/.github/release-drafter.yml b/.github/release-drafter.yml index 981cc0f..ba97b88 100644 --- a/.github/release-drafter.yml +++ b/.github/release-drafter.yml @@ -1,4 +1,4 @@ -name-template: 'kimchi v$NEXT_PATCH_VERSION' +name-template: 'kimchima v$NEXT_PATCH_VERSION' tag-template: 'v$NEXT_PATCH_VERSION' categories: - title: '🚀 Features' diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 5b394b5..33b4594 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -14,11 +14,9 @@ jobs: name: 'Test 🔬' strategy: matrix: - os: - - ubuntu-latest - python-version: - - "3.11" - + os: ["ubuntu-latest"] + python-version: ["3.11"] + poetry-version: ["1.8.2"] runs-on: ${{ matrix.os }} steps: - name: Check repository @@ -27,14 +25,16 @@ jobs: uses: actions/setup-python@v5 with: python-version: ${{ matrix.python-version }} - # cache: 'pip' + cache: 'pip' - name: Display Python version run: python -c "import sys; print(sys.version)" + - name: Install Poetry + uses: abatilo/actions-poetry@v2 + with: + poetry-version: ${{ matrix.poetry-version }} - name: Install dependencies run: | - conda env create -f kimchi.yml - conda activate kimchi + make install - name: Run tests run: | make test - diff --git a/.vscode/launch.json b/.vscode/launch.json index 8f92a5c..3dfbdda 100644 --- a/.vscode/launch.json +++ b/.vscode/launch.json @@ -5,42 +5,10 @@ "version": "0.2.0", "configurations": [ { - "name": "Test model - Debbug kimchi", + "name": "Auto - Debbug kimchima", "type": "python", "request": "launch", - "program": "${workspaceFolder}/kimchi.py", - "console": "integratedTerminal", - "purpose": [ - "debug-in-terminal" - ], - "justMyCode": true, - "args": [ - "test", - "${env:HOME}//Downloads/workspace/llama/llama-2-7b-chat", - "${env:HOME}//Downloads/workspace/llama/tokenizer.model" - ] - }, - { - "name": "Dump model - Debbug kimchi", - "type": "python", - "request": "launch", - "program": "${workspaceFolder}/kimchi.py", - "console": "integratedTerminal", - "purpose": [ - "debug-in-terminal" - ], - "justMyCode": true, - "args": [ - "dump", - "${env:HOME}//Downloads/workspace/llama/llama-2-7b-chat", - "${env:HOME}//Downloads/workspace/llama/tokenizer.model" - ] - }, - { - "name": "Auto - Debbug kimchi", - "type": "python", - "request": "launch", - "program": "${workspaceFolder}/kimchi.py", + "program": "${workspaceFolder}/kimchima.py", "console": "integratedTerminal", "purpose": [ "debug-in-terminal" @@ -48,7 +16,8 @@ "justMyCode": true, "args": [ "auto", - "sentence-transformers/all-MiniLM-L6-v2" + "sentence-transformers/all-MiniLM-L6-v2", + "Melbourne" ] } ] diff --git a/LICENSE b/LICENSE index 2b28e32..2be32ff 100644 --- a/LICENSE +++ b/LICENSE @@ -1,21 +1,202 @@ -MIT License - -Copyright (c) 2023 Aisuko - -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: - -The above copyright notice and this permission notice shall be included in all -copies or substantial portions of the Software. - -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [2024] [Aisuko] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. + \ No newline at end of file diff --git a/Makefile b/Makefile index d089c41..030fcd3 100644 --- a/Makefile +++ b/Makefile @@ -1,11 +1,3 @@ -.PHONY: init -init: - conda create --name kimchi python=3.11 -y - -.PHONY: kimchi -kimchi: - conda env create -f kimchi.yml - .PHONY: setup setup: python setup.py sdist bdist_wheel @@ -14,19 +6,62 @@ setup: upload: twine upload dist/* --verbose -.PHONY: exportenv -exportenv: - conda env export > kimchi.yml -.PHONY: exit -exit: - conda deactivate +################################Poetry################################ +.PHONY: poetry +poetry: + @pipx install poetry==1.8.2 + + +.PHONY: build +build: + @poetry build -.PHONY: remove -remove: - conda env remove --name kimchi -y + +.PHONY: install +install: + @poetry install -vvv .PHONY: test test: - @python -m unittest -v + @poetry run python -m unittest discover -v + + +# build and publish +.PHONY: publish +publish: + @poetry publish --build + + +# list current configuration +.PHONY: config +config: + @poetry config --list + + +.PHONY: source +source: + @poetry config repositories.source https://pypi.org/project/kimchima + + +################################################################################################### +# Commit and recommit changes to github +.PONY: commit +commit: + @echo "Committing changes..." + @git add . + @git commit -s -m"${message}" + @git push origin ${branch} + @git log -1 + @echo "Changes committed and pushed to github." + + +.PONY: recommit +recommit: + @echo "Committing changes..." + @git add . + @git commit -s --amend --no-edit + @git push -f origin ${branch} + @git log -1 + @echo "Changes committed and pushed to github." \ No newline at end of file diff --git a/README.md b/README.md index 1d885cc..1c64423 100644 --- a/README.md +++ b/README.md @@ -1,39 +1,29 @@ -# kimchi +# kimchima -The collections of tools for testing and dumping LLMs. And this project is inspired by [Llama2-burn Project](https://github.com/Gadersd/llama2-burn/tree/main). And the main purpose of this project is to make sure the Llama2 model works well before we load it into the Rust ML framework. +[![Backend CI/CD 🚀](https://github.com/Aisuko/kimchima/actions/workflows/ci.yml/badge.svg)](https://github.com/Aisuko/kimchima/actions/workflows/ci.yml) +[![Release Drafter 🚀](https://github.com/Aisuko/kimchima/actions/workflows/release-drafter.yml/badge.svg)](https://github.com/Aisuko/kimchima/actions/workflows/release-drafter.yml) + +The collections of tools for ML model development. # Usage You can use it as a command line tool if you like. And you can also use it as a library. Or you can run it in VSCode with [`launch.json`](.vscode/launch.json). - - -### Test the model +## Command Line Tool ```bash -kimchi test -# or -python3 kimchi.py test +$ python -m kimchima auto sentence-transformers/all-MiniLM-L6-v2 Melbourne + ``` -### Dump the model -```bash -kimchi dump -# or -python3 kimchi.py dump -``` -``` -pip install torch==2.2.1 -pip install sentencepiece==0.2.0 -pip install transformers==4.39.1 -``` +# Acknowledgement -# Credits - [Llama2-burn Project](https://github.com/Gadersd/llama2-burn/tree/main) # License + This project is licensed as specified in the [LICENSE](./LICENSE) file. \ No newline at end of file diff --git a/__init__.py b/__init__.py deleted file mode 100644 index 25b0d69..0000000 --- a/__init__.py +++ /dev/null @@ -1,6 +0,0 @@ -from subcomands import * -from pkg import * -from dump import * -from model import * -from tokenizer import * -from embeddings import * \ No newline at end of file diff --git a/cmds/__init__.py b/cmds/__init__.py new file mode 100644 index 0000000..23f8d4a --- /dev/null +++ b/cmds/__init__.py @@ -0,0 +1 @@ +from cmds.auto import CommandAuto \ No newline at end of file diff --git a/cmds/auto.py b/cmds/auto.py new file mode 100644 index 0000000..91ab21d --- /dev/null +++ b/cmds/auto.py @@ -0,0 +1,44 @@ +# coding=utf-8 +# Copyright (c) 2023 Aisuko + +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: + +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. + +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +# SOFTWARE. + +from pkg import Auto + + +class CommandAuto: + """ + A class for auto command. + """ + + @staticmethod + def auto(args): + """ + Get embeddings of text. + + Args: + args (argparse.Namespace): The arguments. + + Returns: + torch.tensor: The embeddings of text. + """ + model = Auto(model_name_or_path=args.model_name_or_path) + embeddings = model.get_embeddings(text=args.text) + print(embeddings) + diff --git a/dump/__init__.py b/dump/__init__.py deleted file mode 100644 index 177d2c2..0000000 --- a/dump/__init__.py +++ /dev/null @@ -1 +0,0 @@ -from dump.dump import Dump \ No newline at end of file diff --git a/kimchi.py b/kimchi.py deleted file mode 100644 index 06e1171..0000000 --- a/kimchi.py +++ /dev/null @@ -1,30 +0,0 @@ -import argparse - -from subcomands import * - - - -def main(): - parser = argparse.ArgumentParser() - subparsers = parser.add_subparsers(help="sub-command help") - - parser_command_auto=subparsers.add_parser("auto", help="auto help") - parser_command_auto.add_argument("model_name_or_path", help="model name or path") - parser_command_auto.set_defaults(func=CommandAuto.auto) - - # parser_command_test=subparsers.add_parser("test", help="test help") - # parser_command_test.add_argument("model_dir", help="model directory") - # parser_command_test.add_argument("tokenizer_path", help="tokenizer path") - # parser_command_test.set_defaults(func=CommandTestModel.t_model) - - # parser_command_dump=subparsers.add_parser("dump", help="dump help") - # parser_command_dump.add_argument("model_dir", help="model directory") - # parser_command_dump.add_argument("tokenizer_path", help="tokenizer path") - # parser_command_dump.set_defaults(func=CommandDumpModel.dump_model) - - args = parser.parse_args() - args.func(args) - - -if __name__ == '__main__': - main() \ No newline at end of file diff --git a/kimchi.yml b/kimchi.yml deleted file mode 100644 index 57d16cc..0000000 --- a/kimchi.yml +++ /dev/null @@ -1,65 +0,0 @@ -name: kimchi -channels: - - defaults -dependencies: - - _libgcc_mutex=0.1=main - - _openmp_mutex=5.1=1_gnu - - bzip2=1.0.8=h5eee18b_5 - - ca-certificates=2024.3.11=h06a4308_0 - - ld_impl_linux-64=2.38=h1181459_1 - - libffi=3.4.4=h6a678d5_0 - - libgcc-ng=11.2.0=h1234567_1 - - libgomp=11.2.0=h1234567_1 - - libstdcxx-ng=11.2.0=h1234567_1 - - libuuid=1.41.5=h5eee18b_0 - - ncurses=6.4=h6a678d5_0 - - openssl=3.0.13=h7f8727e_0 - - pip=23.3.1=py311h06a4308_0 - - python=3.11.8=h955ad1f_0 - - readline=8.2=h5eee18b_0 - - setuptools=68.2.2=py311h06a4308_0 - - sqlite=3.41.2=h5eee18b_0 - - tk=8.6.12=h1ccaba5_0 - - tzdata=2024a=h04d1e81_0 - - wheel=0.41.2=py311h06a4308_0 - - xz=5.4.6=h5eee18b_0 - - zlib=1.2.13=h5eee18b_0 - - pip: - - certifi==2024.2.2 - - charset-normalizer==3.3.2 - - filelock==3.13.3 - - fsspec==2024.3.1 - - huggingface-hub==0.22.2 - - idna==3.6 - - jinja2==3.1.3 - - markupsafe==2.1.5 - - mpmath==1.3.0 - - networkx==3.2.1 - - numpy==1.26.4 - - nvidia-cublas-cu12==12.1.3.1 - - nvidia-cuda-cupti-cu12==12.1.105 - - nvidia-cuda-nvrtc-cu12==12.1.105 - - nvidia-cuda-runtime-cu12==12.1.105 - - nvidia-cudnn-cu12==8.9.2.26 - - nvidia-cufft-cu12==11.0.2.54 - - nvidia-curand-cu12==10.3.2.106 - - nvidia-cusolver-cu12==11.4.5.107 - - nvidia-cusparse-cu12==12.1.0.106 - - nvidia-nccl-cu12==2.19.3 - - nvidia-nvjitlink-cu12==12.4.99 - - nvidia-nvtx-cu12==12.1.105 - - packaging==24.0 - - pyyaml==6.0.1 - - regex==2023.12.25 - - requests==2.31.0 - - safetensors==0.4.2 - - sentencepiece==0.2.0 - - sympy==1.12 - - tokenizers==0.15.2 - - torch==2.2.2 - - tqdm==4.66.2 - - transformers==4.39.2 - - triton==2.2.0 - - typing-extensions==4.10.0 - - urllib3==2.2.1 -prefix: /opt/conda/envs/kimchi diff --git a/kimchima.py b/kimchima.py new file mode 100644 index 0000000..0b27aaf --- /dev/null +++ b/kimchima.py @@ -0,0 +1,41 @@ +# coding=utf-8 +# Copyright [2024] [Aisuko] +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at + +# http://www.apache.org/licenses/LICENSE-2.0 + +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import argparse + +from cmds.auto import CommandAuto + + +def main(): + """ + Main function for kimchima. + """ + parser = argparse.ArgumentParser( + prog="kimchima", + description="A command line tool for natural language processing." + ) + subparsers = parser.add_subparsers(help="sub-command help") + + + parser_auto=subparsers.add_parser("auto", help="auto help") + parser_auto.add_argument("model_name_or_path", default="sentence-transformers/all-MiniLM-L6-v2", help="model name or path") + parser_auto.add_argument("text", help="text str or list of text str") + parser_auto.set_defaults(func=CommandAuto.auto) + + args = parser.parse_args() + args.func(args) + + +if __name__ == '__main__': + main() \ No newline at end of file diff --git a/model/__init__.py b/model/__init__.py deleted file mode 100644 index 07c0e90..0000000 --- a/model/__init__.py +++ /dev/null @@ -1 +0,0 @@ -from model.model import * diff --git a/pkg/__init__.py b/pkg/__init__.py index 14e6333..8d23440 100644 --- a/pkg/__init__.py +++ b/pkg/__init__.py @@ -1,2 +1,2 @@ from pkg.devices import * -from pkg.auto import * \ No newline at end of file +from pkg.auto import * diff --git a/pkg/auto/__init__.py b/pkg/auto/__init__.py new file mode 100644 index 0000000..f26097b --- /dev/null +++ b/pkg/auto/__init__.py @@ -0,0 +1 @@ +from pkg.auto.auto import Auto diff --git a/pkg/auto.py b/pkg/auto/auto.py similarity index 68% rename from pkg/auto.py rename to pkg/auto/auto.py index f2b7978..1bb68b4 100644 --- a/pkg/auto.py +++ b/pkg/auto/auto.py @@ -1,23 +1,16 @@ # coding=utf-8 -# Copyright (c) 2023 Aisuko +# Copyright [2024] [Aisuko] +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at -# Permission is hereby granted, free of charge, to any person obtaining a copy -# of this software and associated documentation files (the "Software"), to deal -# in the Software without restriction, including without limitation the rights -# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -# copies of the Software, and to permit persons to whom the Software is -# furnished to do so, subject to the following conditions: +# http://www.apache.org/licenses/LICENSE-2.0 -# The above copyright notice and this permission notice shall be included in all -# copies or substantial portions of the Software. - -# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE -# SOFTWARE. +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. import torch import torch.nn.functional as F @@ -34,6 +27,9 @@ def __init__(self, *args, **kwargs): Args: model_name_or_path (str): The model name or path of model. + + Returns: + None """ model_name_or_path = kwargs.pop('model_name_or_path', None) if model_name_or_path is None: @@ -51,6 +47,9 @@ def get_embeddings(self, *args, **kwargs): text (str): The text to get embeddings. device (str): The device to use. Default is 'cpu'. max_length (int): The maximum length of text. Default is 512. + + Returns: + torch.tensor: The embeddings of text. """ try: text = kwargs.pop('text', None) @@ -74,6 +73,16 @@ def get_embeddings(self, *args, **kwargs): @staticmethod #Mean Pooling - Take attention mask into account for correct averaging def mean_pooling(model_output, attention_mask): + """ + Mean pooling of model output. + + Args: + model_output (torch.tensor): The model output. + attention_mask (torch.tensor): The attention mask. + + Returns: + torch.tensor: The mean pooling of model output. + """ token_embeddings = model_output[0] #First element of model_output contains all token embeddings input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float() return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9) \ No newline at end of file diff --git a/pkg/devices.py b/pkg/devices.py deleted file mode 100644 index d8bd9b2..0000000 --- a/pkg/devices.py +++ /dev/null @@ -1,20 +0,0 @@ -from enum import Enum -import torch -import platform - -class Devices(Enum): - Silicon = 'mps' - CPU = 'cpu' - # only Nvidia GPU is supported currently - GPU = 'cuda' - - -def get_device(): - """ - Only support Single GPU for now - """ - if platform.system() == 'Darwin': - return Devices.Silicon - elif torch.cuda.is_available(): - return Devices.GPU - return Devices.CPU diff --git a/pkg/devices/__init__.py b/pkg/devices/__init__.py new file mode 100644 index 0000000..3691d75 --- /dev/null +++ b/pkg/devices/__init__.py @@ -0,0 +1 @@ +from pkg.devices.devices import * \ No newline at end of file diff --git a/pkg/devices/devices.py b/pkg/devices/devices.py new file mode 100644 index 0000000..0688da5 --- /dev/null +++ b/pkg/devices/devices.py @@ -0,0 +1,34 @@ +# coding=utf-8 +# Copyright [2024] [Aisuko] +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at + +# http://www.apache.org/licenses/LICENSE-2.0 + +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from enum import Enum +import torch +import platform + +class Devices(Enum): + Silicon = 'mps' + CPU = 'cpu' + # only Nvidia GPU is supported currently + GPU = 'cuda' + + +def get_device(): + """ + Only support Single GPU for now + """ + if platform.system() == 'Darwin': + return Devices.Silicon + elif torch.cuda.is_available(): + return Devices.GPU + return Devices.CPU diff --git a/pkg/dump/__init__.py b/pkg/dump/__init__.py new file mode 100644 index 0000000..1b88290 --- /dev/null +++ b/pkg/dump/__init__.py @@ -0,0 +1 @@ +from pkg.dump.dump import Dump \ No newline at end of file diff --git a/dump/dump.py b/pkg/dump/dump.py similarity index 100% rename from dump/dump.py rename to pkg/dump/dump.py diff --git a/pkg/model/__init__.py b/pkg/model/__init__.py new file mode 100644 index 0000000..5770728 --- /dev/null +++ b/pkg/model/__init__.py @@ -0,0 +1 @@ +from pkg.model.model import * \ No newline at end of file diff --git a/model/model.py b/pkg/model/model.py similarity index 100% rename from model/model.py rename to pkg/model/model.py diff --git a/pkg/tokenizer/__init__.py b/pkg/tokenizer/__init__.py new file mode 100644 index 0000000..b1eb644 --- /dev/null +++ b/pkg/tokenizer/__init__.py @@ -0,0 +1 @@ +from pkg.tokenizer.tokenizer import Tokenizer \ No newline at end of file diff --git a/tokenizer/tokenizer.py b/pkg/tokenizer/tokenizer.py similarity index 100% rename from tokenizer/tokenizer.py rename to pkg/tokenizer/tokenizer.py diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000..1fc210e --- /dev/null +++ b/poetry.lock @@ -0,0 +1,1257 @@ +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. + +[[package]] +name = "certifi" +version = "2024.2.2" +description = "Python package for providing Mozilla's CA Bundle." +optional = false +python-versions = ">=3.6" +files = [ + {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"}, + {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"}, +] + +[[package]] +name = "charset-normalizer" +version = "3.3.2" +description = "The Real First Universal Charset Detector. 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+[metadata] +lock-version = "2.0" +python-versions = "^3.11" +content-hash = "71214074413fc3fe4c970060d2988630cac9a08a56778e6655fa4acdedd09623" diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..eab88cb --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,32 @@ +[tool.poetry] +name = "kimchima" +version = "0.2.0" +description = "" +authors = ["Aisuko "] +license = "MIT" +readme = "README.md" +homepage = "https://github.com/Aisuko/kimchi" +repository = "https://github.com/Aisuko/kimchi" +keywords = ["ai", "llm"] + +packages = [ + { include = "pkg" }, +] + +exclude = ["pkg/dump", "pkg/model", "pkg/tokenizer"] + +[tool.poetry.dependencies] +python = "^3.11" +torch = "2.2.2" +transformers = "4.39.2" +sentencepiece = "0.2.0" + +[tool.poetry.group.dev.dependencies] +torch = "2.2.2" +transformers = "4.39.2" +sentencepiece = "0.2.0" + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/setup.py b/setup.py deleted file mode 100644 index b7ce07d..0000000 --- a/setup.py +++ /dev/null @@ -1,15 +0,0 @@ -from setuptools import setup, find_packages - -setup( - name='kimchima', - version='0.2.0', - author='Aisuko', - author_email='urakiny@gmail.com', - description='A collection of tools for testing and dump llama2', - packages=find_packages(), - install_requires=[ - 'torch', - 'sentencepiece', - 'tqdm', - ], -) \ No newline at end of file diff --git a/subcomands/__init__.py b/subcomands/__init__.py deleted file mode 100644 index a9e57ec..0000000 --- a/subcomands/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -from subcomands.interface import SubCommandLineInterface -from subcomands.cmd_test_model import CommandTestModel -from subcomands.cmd_dump_model import CommandDumpModel -from subcomands.cmd_auto_model import CommandAuto \ No newline at end of file diff --git a/subcomands/cmd_auto_model.py b/subcomands/cmd_auto_model.py deleted file mode 100644 index 225dc7a..0000000 --- a/subcomands/cmd_auto_model.py +++ /dev/null @@ -1,13 +0,0 @@ -from pkg.auto import Auto - - -class CommandAuto: - - @staticmethod - def auto(args): - model = Auto(model_name_or_path=args.model_name_or_path) - embeddings = model.get_embeddings(text='Melbourne') - print(embeddings) - embeddings = model.get_embeddings(text=['Melbourne', 'Sydney']) - print(embeddings) - return embeddings \ No newline at end of file diff --git a/subcomands/cmd_dump_model.py b/subcomands/cmd_dump_model.py deleted file mode 100644 index d63bc9c..0000000 --- a/subcomands/cmd_dump_model.py +++ /dev/null @@ -1,19 +0,0 @@ -import sys -from subcomands import SubCommandLineInterface -from dump import Dump - - -class CommandDumpModel(SubCommandLineInterface): - - @staticmethod - def load_model(model_dir: str, tokenizer_path: str): - return super(CommandDumpModel,CommandDumpModel).load_model(model_dir=model_dir, tokenizer_path=tokenizer_path) - - @staticmethod - def dump_model(args): - try: - model=CommandDumpModel.load_model(args.model_dir, args.tokenizer_path) - Dump.save_transformer(model, 'params') - except Exception as e: - print(f"An error occurred: {e}") - sys.exit(1) \ No newline at end of file diff --git a/subcomands/cmd_test_model.py b/subcomands/cmd_test_model.py deleted file mode 100644 index 7a79d2b..0000000 --- a/subcomands/cmd_test_model.py +++ /dev/null @@ -1,38 +0,0 @@ -import sys - -import torch -from subcomands import SubCommandLineInterface -from tokenizer import Tokenizer - -from tqdm import tqdm - - - -class CommandTestModel(SubCommandLineInterface): - - @staticmethod - def load_model(model_dir: str, tokenizer_path: str): - return super(CommandTestModel,CommandTestModel).load_model(model_dir=model_dir, tokenizer_path=tokenizer_path) - - @staticmethod - def t_model(args): - try: - model_dir=args.model_dir - tokenizer_path=args.tokenizer_path - - with torch.no_grad(): - tok=Tokenizer(model_path=tokenizer_path) - llama=CommandTestModel.load_model(model_dir, tokenizer_path) - - tokens = tok.encode("Hello, I am", True, False) - for i in tqdm(range(0,10)): - token_tensor = torch.tensor(tokens) - logits = llama(token_tensor.unsqueeze(0), 0) - sample = logits[:, -1,:].argmax(dim=-1).item() - # print(f'Sample is {sample} {tok.decode(sample)}') - tokens=tokens+[sample] - decode=tok.decode(tokens) - print(f'Sampled output is {decode}') - except Exception as e: - print(f"An error occurred: {e}") - sys.exit(1) \ No newline at end of file diff --git a/subcomands/interface.py b/subcomands/interface.py deleted file mode 100644 index 1e09670..0000000 --- a/subcomands/interface.py +++ /dev/null @@ -1,48 +0,0 @@ -from __future__ import annotations - -from pkg import Devices -import json - -from tokenizer import Tokenizer -from model import Transformer, ModelArgs -from pathlib import Path -import torch - -class SubCommandLineInterface: - - @staticmethod - def load_model(model_dir:str, tokenizer_path:str): - - tok = Tokenizer(model_path=tokenizer_path) - checkpoints = sorted(Path(model_dir).glob("*.pth")) - if len(checkpoints) == 0: - raise ValueError(f"No checkpoints found in {model_dir}") - #TODO: check the load to mps may be got error, it does not support f16 - weights = [torch.load(filename, map_location=Devices.CPU.value) for filename in checkpoints] - with open(Path(model_dir) / "params.json", "r") as f: - params = json.loads(f.read()) - - model_args: ModelArgs = ModelArgs( - max_batch_size=1, - **params, - ) - - model_args.vocab_size = tok.n_words - model = Transformer(model_args) - model.load_state_dict(SubCommandLineInterface._concat_weights(weights), strict=False) - model.max_seq_len = model.tok_embeddings.weight.shape[0] - return model - - @staticmethod - # The concat_weights function is adapted from the tinygrad library: - # https://github.com/tinygrad/tinygrad/blob/master/tinygrad/examples/llama.py - # Original code by TinyGrad authors - # Adapted by [Aisuko] - def _concat_weights(models): - def convert(name) -> torch.Tensor: - disk_tensors =[model[name] for model in models] - if len(disk_tensors) ==1 or len(disk_tensors[0].shape) ==1: - return disk_tensors[0] - axis = 1 if name.startwith('tok_embeddings.') or name.endswith('.attention.wo.weight') or name.endswith('.feed_forward.w2.weight') else 0 - return disk_tensors[0].cat(*disk_tensors[1:], dim=axis) - return {name: convert(name) for name in {name: None for model in models for name in model}} \ No newline at end of file diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/pkg/test_auto.py b/tests/test_auto.py similarity index 53% rename from pkg/test_auto.py rename to tests/test_auto.py index 99d6857..ee69585 100644 --- a/pkg/test_auto.py +++ b/tests/test_auto.py @@ -1,4 +1,16 @@ # coding=utf-8 +# Copyright [2024] [Aisuko] +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at + +# http://www.apache.org/licenses/LICENSE-2.0 + +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. import unittest diff --git a/pkg/test_devices.py b/tests/test_devices.py similarity index 53% rename from pkg/test_devices.py rename to tests/test_devices.py index 5af2eb8..42032c5 100644 --- a/pkg/test_devices.py +++ b/tests/test_devices.py @@ -1,3 +1,17 @@ +# coding=utf-8 +# Copyright [2024] [Aisuko] +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at + +# http://www.apache.org/licenses/LICENSE-2.0 + +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + import unittest import platform import torch diff --git a/dump/test_dump.py b/tests/test_dump.py similarity index 93% rename from dump/test_dump.py rename to tests/test_dump.py index 838c32e..7b022c6 100644 --- a/dump/test_dump.py +++ b/tests/test_dump.py @@ -1,8 +1,9 @@ import unittest import torch -from model import Transformer, ModelArgs +from pkg.model import Transformer, ModelArgs + +from pkg.dump import Dump -from dump import Dump class TestDump(unittest.TestCase): diff --git a/tokenizer/test_tokenizer.py b/tests/test_tokenizer.py similarity index 94% rename from tokenizer/test_tokenizer.py rename to tests/test_tokenizer.py index add3d30..d55c7e2 100644 --- a/tokenizer/test_tokenizer.py +++ b/tests/test_tokenizer.py @@ -1,7 +1,8 @@ import unittest -import tokenizer import os +from pkg.tokenizer import tokenizer + class TestTokenizer(unittest.TestCase): test_prompt="This is a test prompt." diff --git a/tokenizer/__init__.py b/tokenizer/__init__.py deleted file mode 100644 index 7187633..0000000 --- a/tokenizer/__init__.py +++ /dev/null @@ -1 +0,0 @@ -from tokenizer.tokenizer import Tokenizer \ No newline at end of file