Closed morecry closed 1 year ago
Yeah, I'm working on it. I already got 4bit working but I'm facing some issues with LoRA. I'll release a new demo when I'm done.
@morecry Hi!
4-bit works. I've compiled a small demo to showcase it's capabilities.
Although model output quality if subpar. I'm not sure if it's tensor_parallel
related or just 4-bit related.
great work!!i cann't wait to try it!
---- Replied Message ---- | From | Andrei @.> | | Date | 06/10/2023 20:30 | | To | @.> | | Cc | Quan @.>@.> | | Subject | Re: [BlackSamorez/tensor_parallel] Support for PEFT LoRA and 4-bit quantization (Issue #80) |
@morecry Hi! 4-bit works. I've compiled a small demo to showcase it's capabilities. Although model output quality if subpar. I'm not sure if it's tensor_parallel related or just 4-bit related.
— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you were mentioned.Message ID: @.***>
Sorry,when i use the demo you give, i get this error:
I guess it may be caused by the unconsistent version of environment. Can i know your environment please?
@morecry It just works on Kaggle. Here's the pip freeze
output, but I recommend you take a look at how it's installed there.
absl-py==1.4.0
accelerate @ git+https://github.com/huggingface/accelerate.git@543c59af224e3ea273633732319916b0698234ab
access==1.1.8
affine==2.4.0
aiobotocore==2.4.2
aiohttp @ file:///home/conda/feedstock_root/build_artifacts/aiohttp_1663850771047/work
aiohttp-cors==0.7.0
aioitertools==0.11.0
aiorwlock==1.3.0
aiosignal @ file:///home/conda/feedstock_root/build_artifacts/aiosignal_1667935791922/work
albumentations==1.3.0
alembic==1.9.4
altair==4.2.2
annoy==1.17.1
ansiwrap==0.8.4
anyio @ file:///home/conda/feedstock_root/build_artifacts/anyio_1666191106763/work/dist
apache-beam==2.44.0
aplus==0.11.0
appdirs==1.4.4
argon2-cffi @ file:///home/conda/feedstock_root/build_artifacts/argon2-cffi_1640817743617/work
argon2-cffi-bindings @ file:///home/conda/feedstock_root/build_artifacts/argon2-cffi-bindings_1649500320262/work
arrow==1.2.3
arviz==0.12.1
astroid==2.14.2
astropy==4.3.1
astunparse==1.6.3
async-timeout @ file:///home/conda/feedstock_root/build_artifacts/async-timeout_1640026696943/work
asynctest==0.13.0
atpublic==2.3
attrs @ file:///home/conda/feedstock_root/build_artifacts/attrs_1671632566681/work
audioread==3.0.0
autocfg==0.0.8
autopep8==1.6.0
aws-requests-auth==0.4.3
Babel==2.11.0
backcall @ file:///home/conda/feedstock_root/build_artifacts/backcall_1592338393461/work
backoff==1.10.0
backports.functools-lru-cache @ file:///home/conda/feedstock_root/build_artifacts/backports.functools_lru_cache_1618230623929/work
backports.zoneinfo==0.2.1
bayesian-optimization==1.4.2
bayespy==0.5.25
beatrix-jupyterlab @ file:///home/kbuilder/miniconda3/conda-bld/dlenv-tf-2-11-gpu_1674528928788/work/beatrix_jupyterlab-2023.123.173907.tar.gz
beautifulsoup4 @ file:///home/conda/feedstock_root/build_artifacts/beautifulsoup4_1649463573192/work
bidict==0.22.1
biopython==1.81
bitsandbytes @ file:///kaggle/working/bitsandbytes
blake3==0.2.1
bleach==6.0.0
blessed==1.19.1
blis==0.7.9
bokeh @ file:///home/conda/feedstock_root/build_artifacts/bokeh_1660586590972/work
Boruta==0.3
boto3==1.26.77
botocore==1.27.59
-e git+https://github.com/SohierDane/BigQuery_Helper@8615a7f6c1663e7f2d48aa2b32c2dbcb600a440f#egg=bq_helper
bqplot==0.12.36
branca==0.6.0
brewer2mpl==1.4.1
brotlipy==0.7.0
cached-property==1.5.2
cachetools==4.2.4
Cartopy @ file:///home/conda/feedstock_root/build_artifacts/cartopy_1630680835556/work
catalogue==2.0.8
catalyst==22.4
catboost==1.1.1
category-encoders==2.6.0
certifi==2022.12.7
cesium==0.10.1
cffi @ file:///home/conda/feedstock_root/build_artifacts/cffi_1666183775483/work
cftime==1.6.2
charset-normalizer @ file:///home/conda/feedstock_root/build_artifacts/charset-normalizer_1661170624537/work
chex==0.1.5
cleverhans==4.0.0
click==8.1.3
click-plugins==1.1.1
cligj==0.7.2
cloud-tpu-client==0.10
cloud-tpu-profiler==2.4.0
cloudpickle @ file:///home/conda/feedstock_root/build_artifacts/cloudpickle_1674202310934/work
cmaes==0.9.1
cmake==3.25.0
cmdstanpy==1.1.0
cmudict==1.0.13
colorama==0.4.6
colorcet==3.0.1
colorful==0.5.5
colorlog==6.7.0
colorlover==0.3.0
conda==22.9.0
conda-content-trust @ file:///tmp/build/80754af9/conda-content-trust_1617045594566/work
conda-package-handling @ file:///home/conda/feedstock_root/build_artifacts/conda-package-handling_1669907009957/work
conda_package_streaming @ file:///home/conda/feedstock_root/build_artifacts/conda-package-streaming_1669733752472/work
confection==0.0.4
contextily==1.3.0
convertdate==2.4.0
crcmod==1.7
cryptography @ file:///home/conda/feedstock_root/build_artifacts/cryptography_1666563349571/work
cudf==21.12.2
cufflinks==0.17.3
cuml==21.12.0
cupy @ file:///home/conda/feedstock_root/build_artifacts/cupy_1636569219337/work
cupy-cuda113==10.6.0
CVXcanon==0.1.2
cycler @ file:///home/conda/feedstock_root/build_artifacts/cycler_1635519461629/work
cymem==2.0.7
cysignals==1.11.2
Cython==0.29.33
cytoolz @ file:///home/conda/feedstock_root/build_artifacts/cytoolz_1657553457169/work
daal==2021.6.0
daal4py==2021.6.3
dask==2022.2.0
dask-cudf==21.12.2
datasets==2.1.0
datashader==0.14.4
datashape==0.5.2
datatable==1.0.0
datatile==1.0.3
db-dtypes==1.0.5
deap==1.3.3
debugpy==1.6.6
decorator @ file:///home/conda/feedstock_root/build_artifacts/decorator_1641555617451/work
defusedxml @ file:///home/conda/feedstock_root/build_artifacts/defusedxml_1615232257335/work
Delorean==1.0.0
deprecat==2.1.1
deprecation==2.1.0
descartes==1.1.0
dill==0.3.6
dipy==1.6.0
distlib==0.3.6
distributed @ file:///home/conda/feedstock_root/build_artifacts/distributed_1637378458169/work
dm-tree==0.1.8
docker==6.0.1
docker-pycreds==0.4.0
docopt==0.6.2
docstring-to-markdown==0.11
docutils==0.19
earthengine-api==0.1.342
easydict==1.10
easyocr==1.6.2
ecos==2.0.12
eli5==0.13.0
emoji==2.2.0
en-core-web-lg @ https://github.com/explosion/spacy-models/releases/download/en_core_web_lg-3.5.0/en_core_web_lg-3.5.0-py3-none-any.whl
en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.5.0/en_core_web_sm-3.5.0-py3-none-any.whl
entrypoints @ file:///home/conda/feedstock_root/build_artifacts/entrypoints_1643888246732/work
ephem==4.1.4
esda==2.4.3
essentia==2.1b6.dev858
et-xmlfile==1.1.0
etils==0.9.0
exceptiongroup==1.1.0
explainable-ai-sdk==1.3.3
explainers @ https://storage.googleapis.com/explainability_sdk_wheel/explainers-1-cp37-cp37m-linux_x86_64.whl
fastai==2.7.11
fastapi==0.89.1
fastavro==1.7.0
fastcore==1.5.28
fastdownload==0.0.7
fasteners==0.18
fastjsonschema @ file:///home/conda/feedstock_root/build_artifacts/python-fastjsonschema_1663619548554/work/dist
fastprogress==1.0.3
fastrlock==0.8
fasttext==0.9.2
fbpca==1.0
feather-format==0.4.1
featuretools==1.11.1
filelock==3.9.0
Fiona==1.8.22
fitter==1.5.2
flake8==5.0.4
flashtext==2.7
Flask==2.2.3
flatbuffers==23.1.21
flax==0.6.4
flit_core @ file:///home/conda/feedstock_root/build_artifacts/flit-core_1667734568827/work/source/flit_core
folium==0.14.0
fonttools @ file:///home/conda/feedstock_root/build_artifacts/fonttools_1666389892786/work
frozendict==2.3.5
frozenlist==1.3.3
fsspec @ file:///home/conda/feedstock_root/build_artifacts/fsspec_1674184942191/work
funcy==1.18
fury==0.8.0
future==0.18.3
fuzzywuzzy==0.18.0
gast==0.4.0
gatspy==0.3
gcsfs==2023.1.0
gensim==4.0.1
geographiclib==2.0
Geohash==1.0
geojson==3.0.1
geopandas==0.10.2
geoplot==0.5.1
geopy==2.3.0
geoviews==1.9.6
ggplot @ https://github.com/hbasria/ggpy/archive/0.11.5.zip
giddy==2.3.3
gitdb==4.0.10
GitPython==3.1.30
gluoncv==0.10.5.post0
gluonnlp==0.10.0
google-api-core==1.34.0
google-api-python-client==2.79.0
google-apitools==0.5.31
google-auth==1.35.0
google-auth-httplib2==0.1.0
google-auth-oauthlib==0.4.6
google-cloud-aiplatform @ git+https://github.com/googleapis/python-aiplatform.git@4ed7a50fef58d694ddb29d4240965d44e383da2b
google-cloud-automl==1.0.1
google-cloud-bigquery==2.2.0
google-cloud-bigtable==1.7.3
google-cloud-core==1.7.3
google-cloud-datastore==1.15.5
google-cloud-dlp==3.11.1
google-cloud-language==2.6.1
google-cloud-monitoring==2.14.1
google-cloud-pubsub==2.14.0
google-cloud-pubsublite==1.6.0
google-cloud-recommendations-ai==0.7.1
google-cloud-resource-manager==1.8.1
google-cloud-spanner==3.27.0
google-cloud-storage==1.44.0
google-cloud-translate==3.8.4
google-cloud-videointelligence==2.8.3
google-cloud-vision==2.8.0
google-crc32c==1.5.0
google-pasta==0.2.0
google-resumable-media==1.3.3
googleapis-common-protos==1.58.0
gplearn==0.4.2
gpustat==1.0.0
gpxpy==1.5.0
graphviz==0.8.4
greenlet==2.0.1
grpc-google-iam-v1==0.12.6
grpcio==1.51.1
grpcio-status==1.48.2
gviz-api==1.10.0
gym==0.23.1
gym-notices==0.0.8
h11==0.14.0
h2o==3.40.0.1
h5py==3.8.0
haversine==2.7.0
hdfs==2.7.0
HeapDict==1.0.1
hep-ml==0.7.1
hijri-converter==2.2.4
hmmlearn==0.2.8
holidays==0.19
holoviews==1.15.4
hpsklearn==0.1.0
html5lib==1.1
htmlmin==0.1.12
httplib2==0.20.4
httptools==0.5.0
huggingface-hub==0.15.1
humanize==4.6.0
hunspell==0.5.5
husl==4.0.3
hydra-slayer==0.4.0
hyperopt==0.2.7
hypertools==0.8.0
ibis-framework==2.1.1
idna @ file:///home/conda/feedstock_root/build_artifacts/idna_1663625384323/work
igraph==0.10.4
imagecodecs==2021.11.20
ImageHash==4.3.1
imageio==2.25.0
imbalanced-learn==0.10.1
imgaug==0.4.0
implicit @ file:///home/conda/feedstock_root/build_artifacts/implicit_1643471602441/work
importlib-metadata @ file:///home/conda/feedstock_root/build_artifacts/importlib-metadata_1653252814274/work
importlib-resources @ file:///home/conda/feedstock_root/build_artifacts/importlib_resources_1672681417544/work
inequality==1.0.0
iniconfig==2.0.0
ipydatawidgets==4.3.3
ipykernel @ file:///home/conda/feedstock_root/build_artifacts/ipykernel_1666723258080/work
ipyleaflet==0.17.2
ipympl==0.7.0
ipython==7.34.0
ipython-genutils==0.2.0
ipython-sql==0.4.1
ipyvolume==0.6.0
ipyvue==1.8.0
ipyvuetify==1.8.4
ipywebrtc==0.6.0
ipywidgets==7.7.1
isort==5.11.5
isoweek==1.3.3
itsdangerous==2.1.2
Janome==0.4.2
jax==0.3.25
jaxlib==0.3.25+cuda11.cudnn805
jedi @ file:///home/conda/feedstock_root/build_artifacts/jedi_1669134318875/work
jieba==0.42.1
Jinja2 @ file:///home/conda/feedstock_root/build_artifacts/jinja2_1654302431367/work
jmespath==1.0.1
joblib @ file:///home/conda/feedstock_root/build_artifacts/joblib_1663332044897/work
json5==0.9.11
jsonlines==1.2.0
jsonschema @ file:///home/conda/feedstock_root/build_artifacts/jsonschema-meta_1669810440410/work
jupyter-client @ file:///home/conda/feedstock_root/build_artifacts/jupyter_client_1654730843242/work
jupyter-console==6.6.1
jupyter-http-over-ws==0.0.8
jupyter-lsp==1.5.1
jupyter-server==1.23.5
jupyter-server-mathjax==0.2.6
jupyter-server-proxy==3.2.2
jupyter_core==4.12.0
jupyterlab==3.4.8
jupyterlab-git==0.41.0
jupyterlab-lsp==3.10.2
jupyterlab-pygments @ file:///home/conda/feedstock_root/build_artifacts/jupyterlab_pygments_1649936611996/work
jupyterlab-widgets==3.0.5
jupyterlab_server==2.15.2
jupytext==1.14.4
kaggle==1.5.12
kaggle-environments==1.12.0
keras==2.11.0
keras-tuner==1.1.3
kiwisolver @ file:///home/conda/feedstock_root/build_artifacts/kiwisolver_1657953088445/work
kmapper==2.0.1
kmodes==0.12.2
korean-lunar-calendar==0.3.1
kornia==0.5.8
kt-legacy==1.0.4
kubernetes==25.3.0
langcodes==3.3.0
langid==1.1.6
lazy-object-proxy==1.9.0
lazy_loader==0.1
learntools @ git+https://github.com/Kaggle/learntools@dd9a7f6495abbba9c7987c16365c8785fb646125
leven==1.0.4
Levenshtein==0.20.9
libclang==15.0.6.1
libmambapy @ file:///home/conda/feedstock_root/build_artifacts/mamba-split_1664905016189/work/libmambapy
libpysal==4.7.0
librosa==0.10.0
lightfm==1.16
lightgbm @ file:///tmp/lightgbm/lightgbm-3.3.2-py3-none-any.whl
lightning-utilities==0.7.1
lime==0.2.0.1
line-profiler==4.0.2
llvmlite==0.39.1
lml==0.1.0
locket @ file:///home/conda/feedstock_root/build_artifacts/locket_1650660393415/work
LunarCalendar==0.0.9
lxml==4.9.2
lz4==4.3.2
Mako==1.2.4
mamba @ file:///home/conda/feedstock_root/build_artifacts/mamba-split_1664905016189/work/mamba
mapclassify==2.5.0
marisa-trie==0.7.8
Markdown==3.4.1
markdown-it-py==2.1.0
markovify==0.9.4
MarkupSafe @ file:///home/conda/feedstock_root/build_artifacts/markupsafe_1648737551960/work
matplotlib @ file:///home/conda/feedstock_root/build_artifacts/matplotlib-suite_1661439848456/work
matplotlib-inline @ file:///home/conda/feedstock_root/build_artifacts/matplotlib-inline_1660814786464/work
matplotlib-venn==0.11.7
matrixprofile @ git+https://github.com/matrix-profile-foundation/matrixprofile.git@6bea7d4445284dbd9700a097974ef6d4613fbca7
mccabe==0.7.0
mdit-py-plugins==0.3.3
mdurl==0.1.2
memory-profiler==0.61.0
mercantile==1.2.1
mgwr==2.1.2
missingno==0.5.1
mistune @ file:///home/conda/feedstock_root/build_artifacts/mistune_1657892024508/work
mizani==0.7.3
mlcrate==0.2.0
mlens==0.2.3
mlxtend==0.21.0
mmh3==3.0.0
mne==1.3.0
mnist==0.2.2
mock==5.0.1
momepy==0.5.4
mpld3==0.5.9
mpmath==1.2.1
msgpack @ file:///home/conda/feedstock_root/build_artifacts/msgpack-python_1654260645308/work
msgpack-numpy==0.4.8
multidict==6.0.4
multimethod==1.9.1
multipledispatch==0.6.0
multiprocess==0.70.14
munch==2.5.0
munkres==1.1.4
murmurhash==1.0.9
mxnet-cu112==1.9.1
nb-conda @ file:///home/conda/feedstock_root/build_artifacts/nb_conda_1654442778977/work
nb-conda-kernels @ file:///home/conda/feedstock_root/build_artifacts/nb_conda_kernels_1636999991206/work
nbclassic @ file:///home/conda/feedstock_root/build_artifacts/nbclassic_1667492839781/work
nbclient==0.7.2
nbconvert @ file:///home/conda/feedstock_root/build_artifacts/nbconvert-meta_1673893169158/work
nbdime==3.1.1
nbformat @ file:///home/conda/feedstock_root/build_artifacts/nbformat_1673560067442/work
nest-asyncio @ file:///home/conda/feedstock_root/build_artifacts/nest-asyncio_1664684991461/work
netCDF4==1.6.2
networkx==2.6.3
nibabel==4.0.2
nilearn==0.10.0
ninja==1.11.1
nltk==3.2.4
nose==1.3.7
notebook @ file:///home/conda/feedstock_root/build_artifacts/notebook_1667565639349/work
notebook-executor @ file:///home/kbuilder/miniconda3/conda-bld/dlenv-tf-2-11-gpu_1674528928788/work/packages/notebook_executor
notebook_shim @ file:///home/conda/feedstock_root/build_artifacts/notebook-shim_1667478401171/work
numba==0.56.4
numexpr==2.8.4
numpy @ file:///home/conda/feedstock_root/build_artifacts/numpy_1649806299270/work
nvidia-ml-py==11.495.46
nvtx @ file:///home/conda/feedstock_root/build_artifacts/nvtx_1637264760951/work
oauth2client==4.1.3
oauthlib==3.2.2
objsize==0.6.1
odfpy==1.4.1
olefile==0.46
onnx==1.13.1
opencensus==0.11.1
opencensus-context==0.1.3
opencv-contrib-python==4.5.4.60
opencv-python==4.5.4.60
opencv-python-headless==4.5.4.60
openpyxl==3.1.1
openslide-python==1.2.0
opentelemetry-api==1.1.0
opentelemetry-exporter-otlp==1.1.0
opentelemetry-exporter-otlp-proto-grpc==1.1.0
opentelemetry-proto==1.1.0
opentelemetry-sdk==1.1.0
opentelemetry-semantic-conventions==0.20b0
opt-einsum==3.3.0
optax==0.1.4
optuna==3.1.0
orbax==0.1.0
orderedmultidict==1.0.1
orjson==3.8.5
ortools==9.4.1874
osmnx==1.1.1
overrides==6.5.0
packaging @ file:///home/conda/feedstock_root/build_artifacts/packaging_1673482170163/work
palettable==3.3.0
pandarallel==1.6.4
pandas==1.3.5
pandas-datareader==0.10.0
pandas-profiling==3.6.2
pandas-summary==0.2.0
pandasql==0.7.3
pandocfilters @ file:///home/conda/feedstock_root/build_artifacts/pandocfilters_1631603243851/work
panel==0.14.3
papermill==2.4.0
param==1.12.3
parso @ file:///home/conda/feedstock_root/build_artifacts/parso_1638334955874/work
parsy==1.4.0
partd @ file:///home/conda/feedstock_root/build_artifacts/partd_1660316728562/work
path==16.6.0
path.py==12.5.0
pathos==0.3.0
pathtools==0.1.2
pathy==0.10.1
patsy==0.5.3
pdf2image==1.16.2
peft @ git+https://github.com/huggingface/peft.git@189a6b8e357ecda05ccde13999e4c35759596a67
pexpect @ file:///home/conda/feedstock_root/build_artifacts/pexpect_1667297516076/work
phik==0.12.3
pickleshare @ file:///home/conda/feedstock_root/build_artifacts/pickleshare_1602536217715/work
Pillow==9.4.0
pkgutil_resolve_name @ file:///home/conda/feedstock_root/build_artifacts/pkgutil-resolve-name_1633981968097/work
platformdirs==2.6.2
plotly==5.13.0
plotly-express==0.4.1
plotnine==0.8.0
pluggy==1.0.0
pointpats==2.2.0
polars==0.16.8
polyglot==16.7.4
pooch==1.6.0
portalocker==2.7.0
pox==0.3.2
ppca==0.0.4
ppft==1.7.6.6
preprocessing==0.1.13
preshed==3.0.8
prettytable==0.7.2
progressbar2==4.2.0
prometheus-client @ file:///home/conda/feedstock_root/build_artifacts/prometheus_client_1665692535292/work
promise==2.3
prompt-toolkit @ file:///home/conda/feedstock_root/build_artifacts/prompt-toolkit_1670414775770/work
pronouncing==0.2.0
prophet==1.1.1
proto-plus==1.22.2
protobuf==3.20.3
psutil @ file:///home/conda/feedstock_root/build_artifacts/psutil_1666155398032/work
ptxcompiler @ file:///home/conda/feedstock_root/build_artifacts/ptxcompiler_1666803469177/work
ptyprocess @ file:///home/conda/feedstock_root/build_artifacts/ptyprocess_1609419310487/work/dist/ptyprocess-0.7.0-py2.py3-none-any.whl
pudb==2022.1.3
PuLP==2.7.0
py-lz4framed==0.14.0
py-spy==0.3.14
py-stringmatching==0.4.2
py-stringsimjoin==0.3.2
py4j==0.10.9.7
pyaml==21.10.1
PyArabic==0.6.15
pyarrow==5.0.0
pyasn1==0.4.8
pyasn1-modules==0.2.8
PyAstronomy==0.18.1
pybind11==2.10.3
pyclipper==1.3.0.post4
pycodestyle==2.9.1
pycolmap==0.3.0
pycosat @ file:///home/conda/feedstock_root/build_artifacts/pycosat_1666656960991/work
pycparser @ file:///tmp/build/80754af9/pycparser_1636541352034/work
pycryptodome==3.17
pyct==0.5.0
pycuda==2022.1
pydantic==1.10.4
pydegensac==0.1.2
pydicom==2.3.1
pydocstyle==6.2.3
pydot==1.4.2
pydub==0.25.1
pyemd==0.5.1
pyerfa==2.0.0.1
pyexcel-io==0.6.6
pyexcel-ods==0.6.0
pyfasttext==0.4.6
pyflakes==2.5.0
pygeos==0.14
Pygments @ file:///home/conda/feedstock_root/build_artifacts/pygments_1672682006896/work
PyJWT==2.6.0
pykalman==0.9.5
pyLDAvis==3.2.2
pylint==2.16.2
pymc3==3.11.5
PyMeeus==0.5.12
pymongo==3.13.0
Pympler==1.0.1
pynndescent==0.5.8
pynvml==11.5.0
pynvrtc==9.2
pyocr==0.8.3
pyOpenSSL @ file:///home/conda/feedstock_root/build_artifacts/pyopenssl_1672659226110/work
pyparsing @ file:///home/conda/feedstock_root/build_artifacts/pyparsing_1652235407899/work
pypdf==3.4.1
PyPrind==2.11.3
pyproj @ file:///home/conda/feedstock_root/build_artifacts/pyproj_1623801868210/work
pyrsistent==0.19.3
pysal==2.6.0
pyshp @ file:///home/conda/feedstock_root/build_artifacts/pyshp_1659002966020/work
PySocks @ file:///tmp/build/80754af9/pysocks_1594394576006/work
pytesseract==0.3.10
pytest==7.2.1
python-bidi==0.4.2
python-dateutil @ file:///home/conda/feedstock_root/build_artifacts/python-dateutil_1626286286081/work
python-dotenv==0.21.1
python-igraph==0.10.4
python-Levenshtein==0.20.9
python-louvain==0.16
python-lsp-jsonrpc==1.0.0
python-lsp-server==1.7.1
python-slugify==8.0.0
python-utils==3.5.2
pythreejs==2.4.2
pytoolconfig==1.2.5
pytools==2022.1.12
pytorch-ignite==0.4.11
pytorch-lightning==1.9.3
pytz @ file:///home/conda/feedstock_root/build_artifacts/pytz_1673864280276/work
pytz-deprecation-shim==0.1.0.post0
pyu2f @ file:///home/conda/feedstock_root/build_artifacts/pyu2f_1604248910016/work
PyUpSet==0.1.1.post7
pyviz-comms==2.2.1
PyWavelets==1.3.0
PyYAML @ file:///home/conda/feedstock_root/build_artifacts/pyyaml_1648757092905/work
pyzmq==25.0.0
qgrid==1.3.1
qtconsole==5.4.0
QtPy==2.3.0
quantecon==0.6.0
quantities==0.13.0
qudida==0.0.4
quilt3==5.1.1
randomgen==1.23.1
rapidfuzz==2.13.7
rasterio==1.2.10
rasterstats==0.18.0
ray==2.2.0
ray-cpp==2.2.0
regex==2021.11.10
requests @ file:///home/conda/feedstock_root/build_artifacts/requests_1673863902341/work
requests-futures==1.0.0
requests-oauthlib==1.3.1
responses==0.18.0
retrying==1.3.4
rgf-python==3.12.0
rich==13.2.0
rmm==21.12.0
rope==1.7.0
rsa @ file:///home/conda/feedstock_root/build_artifacts/rsa_1658328885051/work
Rtree==1.0.1
ruamel-yaml-conda @ file:///tmp/build/80754af9/ruamel_yaml_1616016701961/work
rvlib==0.0.6
s2sphere==0.2.5
s3fs==2023.1.0
s3transfer==0.6.0
safetensors==0.3.1
scattertext==0.1.12
scikit-image==0.19.3
scikit-learn==1.0.2
scikit-learn-intelex==2021.6.3
scikit-multilearn==0.2.0
scikit-optimize==0.9.0
scikit-plot==0.3.7
scikit-surprise==1.1.1
scipy @ file:///home/conda/feedstock_root/build_artifacts/scipy_1637806658031/work
seaborn==0.12.2
segregation==2.3.1
semver==2.13.0
Send2Trash @ file:///home/conda/feedstock_root/build_artifacts/send2trash_1628511208346/work
sentencepiece==0.1.97
sentry-sdk==1.15.0
setproctitle==1.3.2
setuptools-git==1.2
shap==0.41.0
Shapely @ file:///home/conda/feedstock_root/build_artifacts/shapely_1635194349843/work
simpervisor==0.4
SimpleITK==2.2.1
simplejson==3.18.3
six @ file:///tmp/build/80754af9/six_1644875935023/work
sklearn-contrib-py-earth @ git+https://github.com/scikit-learn-contrib/py-earth.git@dde5f899255411a7b9cbbabf93a817eff4b02e5e
sklearn-pandas==2.2.0
slicer==0.0.7
smart-open==6.3.0
smhasher==0.150.1
smmap==5.0.0
sniffio @ file:///home/conda/feedstock_root/build_artifacts/sniffio_1662051266223/work
snowballstemmer==2.2.0
snuggs==1.4.7
sortedcontainers @ file:///home/conda/feedstock_root/build_artifacts/sortedcontainers_1621217038088/work
soundfile==0.11.0
soupsieve @ file:///home/conda/feedstock_root/build_artifacts/soupsieve_1658207591808/work
soxr==0.3.3
spacy==3.5.0
spacy-legacy==3.0.12
spacy-loggers==1.0.4
spaghetti==1.6.5
spectral==0.23.1
spglm==1.0.8
sphinx-rtd-theme==0.2.4
spint==1.0.7
splot==1.1.5.post1
spopt==0.4.1
spreg==1.3.0
spvcm==0.3.0
SQLAlchemy==1.4.46
sqlparse==0.4.3
squarify==0.4.3
srsly==2.4.5
starlette==0.22.0
statsmodels==0.13.5
stemming==1.0.1
stop-words==2018.7.23
stopit==1.1.2
stumpy==1.11.1
sympy==1.10.1
tables==3.7.0
tabulate==0.9.0
tangled-up-in-unicode==0.2.0
tbb==2021.8.0
tblib @ file:///home/conda/feedstock_root/build_artifacts/tblib_1616261298899/work
tenacity==8.1.0
tensor-parallel==1.2.4
tensorboard==2.11.2
tensorboard-data-server==0.6.1
tensorboard-plugin-profile==2.11.1
tensorboard-plugin-wit==1.8.1
tensorboardX==2.5.1
tensorflow==2.11.0
tensorflow-addons==0.19.0
tensorflow-cloud==0.1.16
tensorflow-datasets==4.8.2
tensorflow-decision-forests==1.2.0
tensorflow-estimator==2.11.0
tensorflow-gcs-config==2.11.0
tensorflow-hub==0.12.0
tensorflow-io==0.29.0
tensorflow-io-gcs-filesystem==0.29.0
tensorflow-metadata==1.12.0
tensorflow-probability==0.19.0
tensorflow-serving-api==2.11.0
tensorflow-text==2.11.0
tensorflow-transform==1.12.0
tensorpack==0.11
tensorstore==0.1.28
termcolor==2.2.0
terminado @ file:///home/conda/feedstock_root/build_artifacts/terminado_1670253674810/work
text-unidecode==1.3
textblob==0.17.1
texttable==1.6.7
textwrap3==0.9.2
tfx-bsl==1.12.0
Theano==1.0.5
Theano-PyMC==1.1.2
thinc==8.1.7
threadpoolctl==3.1.0
tifffile==2021.11.2
timm==0.6.12
tinycss2 @ file:///home/conda/feedstock_root/build_artifacts/tinycss2_1666100256010/work
tobler==0.9.0
tokenizers==0.13.2
toml==0.10.2
tomli==2.0.1
tomlkit==0.11.6
toolz==0.11.2
torch @ file:///tmp/torch/torch-1.13.0-cp37-cp37m-linux_x86_64.whl
torchaudio @ file:///tmp/torch/torchaudio-0.13.0-cp37-cp37m-linux_x86_64.whl
torchinfo==1.7.2
torchmetrics==0.11.1
torchtext @ file:///tmp/torch/torchtext-0.14.0-cp37-cp37m-linux_x86_64.whl
torchvision @ file:///tmp/torch/torchvision-0.14.0-cp37-cp37m-linux_x86_64.whl
tornado @ file:///home/conda/feedstock_root/build_artifacts/tornado_1648827244717/work
TPOT==0.11.7
tqdm==4.64.1
traceml==1.0.8
traitlets @ file:///home/conda/feedstock_root/build_artifacts/traitlets_1673359992537/work
traittypes==0.2.1
transformers @ git+https://github.com/huggingface/transformers.git@70c79940957fb25b54bd1b106935c756b90345eb
treelite==2.1.0
treelite-runtime==2.1.0
trueskill==0.4.5
tsfresh==0.20.0
typed-ast==1.5.4
typeguard==2.13.3
typer==0.7.0
typing_extensions @ file:///home/conda/feedstock_root/build_artifacts/typing_extensions_1665144421445/work
tzdata==2022.7
tzlocal==4.2
ucx-py @ file:///opt/conda/conda-bld/ucx-split_1638992773474/work/ucx-py
ujson==5.7.0
umap-learn==0.5.3
unicodedata2 @ file:///home/conda/feedstock_root/build_artifacts/unicodedata2_1649111917568/work
Unidecode==1.3.6
update-checker==0.18.0
uritemplate==3.0.1
urllib3 @ file:///home/conda/feedstock_root/build_artifacts/urllib3_1673452138552/work
urwid==2.1.2
urwid-readline==0.13
uvicorn==0.20.0
uvloop==0.17.0
vaex==4.16.0
vaex-astro==0.9.3
vaex-core==4.16.1
vaex-hdf5==0.14.1
vaex-jupyter==0.8.1
vaex-ml==0.18.1
vaex-server==0.8.1
vaex-viz==0.5.4
vecstack==0.4.0
virtualenv==20.17.1
visions==0.7.5
vowpalwabbit==9.7.0
vtk==9.2.6
Wand==0.6.11
wandb==0.13.10
wasabi==1.1.1
watchfiles==0.18.1
wavio==0.0.7
wcwidth @ file:///home/conda/feedstock_root/build_artifacts/wcwidth_1673864653149/work
webencodings==0.5.1
websocket-client @ file:///home/conda/feedstock_root/build_artifacts/websocket-client_1667568040382/work
websockets==10.4
Werkzeug==2.2.3
wfdb==4.1.0
whatthepatch==1.0.4
widgetsnbextension==3.6.2
witwidget==1.8.1
woodwork==0.16.4
Wordbatch==1.4.9
wordcloud==1.8.2.2
wordsegment==1.3.1
wrapt==1.14.1
wurlitzer==3.0.3
xarray==0.20.2
xarray-einstats==0.2.2
xgboost==1.6.2
xvfbwrapper==0.2.9
xxhash==3.2.0
xyzservices==2023.2.0
yacs==0.1.8
yapf==0.32.0
yarl==1.8.2
yellowbrick==1.5
zict @ file:///home/conda/feedstock_root/build_artifacts/zict_1651156074437/work
zipp @ file:///home/conda/feedstock_root/build_artifacts/zipp_1669453021653/work
zstandard @ file:///home/conda/feedstock_root/build_artifacts/zstandard_1655887611100/work
I guess, It's done
Hi, would you plan to update this work to support PEFT LoRA and 4-bit quantization?