initial

dockerfile

@@ -0,0 +1,11 @@
+FROM python:3.9
+
+WORKDIR /code
+
+COPY ./requirements.txt /code/requirements.txt
+
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+COPY . .
+
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "7860"]

main.py

@@ -0,0 +1,32 @@
+from fastapi import FastAPI, File, UploadFile
+from modelscope.pipelines import pipeline
+from modelscope.utils.constant import Tasks
+import numpy as np
+
+app = FastAPI()
+mapper = ["angry", "disgust", "fear", "happy", "neutral", "other", "sad", "surprised", "unknown"]
+inference_pipeline = pipeline(
+    task=Tasks.emotion_recognition,
+    model="iic/emotion2vec_base_finetuned",
+    model_revision="v2.0.4"
+)
+
+CHUNK_SIZE = 44100  # Adjust the chunk size as needed
+
+@app.post("/emotion_recognition")
+async def emotion_recognition(file: UploadFile = File(...)):
+    rec_result = []
+    while True:
+        chunk = await file.read(CHUNK_SIZE)
+        if not chunk:
+            break
+        if len(chunk) % 44100 != 0:
+            # Skip the last chunk if it's not a multiple of the expected element size
+            continue
+        chunk_result = inference_pipeline(
+            chunk, output_dir="./outputs", granularity="utterance", extract_embedding=False
+        )
+        print(chunk_result)
+        rec_result.extend(chunk_result)
+    max_emotion_score = np.argmax(rec_result[0]["scores"])
+    return {"emotion": mapper[max_emotion_score]}

requirements.txt

@@ -0,0 +1,526 @@
+absl-py==1.4.0
+addict==2.4.0
+aiohttp==3.9.5
+aiosignal==1.3.1
+alabaster==0.7.16
+albumentations==1.3.1
+aliyun-python-sdk-core==2.15.1
+aliyun-python-sdk-kms==2.16.2
+altair==4.2.2
+annotated-types==0.6.0
+antlr4-python3-runtime==4.9.3
+anyio==3.7.1
+appdirs==1.4.4
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+array_record==0.5.1
+arviz==0.15.1
+astropy==5.3.4
+astunparse==1.6.3
+async-timeout==4.0.3
+atpublic==4.1.0
+attrs==23.2.0
+audioread==3.0.1
+autograd==1.6.2
+Babel==2.14.0
+backcall==0.2.0
+beartype==0.18.5
+beautifulsoup4==4.12.3
+bidict==0.23.1
+bigframes==1.2.0
+bleach==6.1.0
+blinker==1.4
+blis==0.7.11
+blosc2==2.0.0
+bokeh==3.3.4
+bqplot==0.12.43
+branca==0.7.1
+build==1.2.1
+CacheControl==0.14.0
+cachetools==5.3.3
+catalogue==2.0.10
+certifi==2024.2.2
+cffi==1.16.0
+chardet==5.2.0
+charset-normalizer==3.3.2
+chex==0.1.86
+click==8.1.7
+click-plugins==1.1.1
+cligj==0.7.2
+cloudpathlib==0.16.0
+cloudpickle==2.2.1
+cmake==3.27.9
+cmdstanpy==1.2.2
+colorcet==3.1.0
+colorlover==0.3.0
+colour==0.1.5
+community==1.0.0b1
+confection==0.1.4
+cons==0.4.6
+contextlib2==21.6.0
+contourpy==1.2.1
+crcmod==1.7
+cryptography==42.0.5
+cufflinks==0.17.3
+cupy-cuda12x==12.2.0
+cvxopt==1.3.2
+cvxpy==1.3.4
+cycler==0.12.1
+cymem==2.0.8
+Cython==3.0.10
+dask==2023.8.1
+datascience==0.17.6
+datasets==2.18.0
+db-dtypes==1.2.0
+dbus-python==1.2.18
+debugpy==1.6.6
+decorator==4.4.2
+defusedxml==0.7.1
+dill==0.3.8
+distributed==2023.8.1
+distro==1.7.0
+dlib==19.24.4
+dm-tree==0.1.8
+docstring_parser==0.16
+docutils==0.18.1
+dopamine-rl==4.0.6
+duckdb==0.10.2
+earthengine-api==0.1.399
+easydict==1.13
+ecos==2.0.13
+editdistance==0.6.2
+eerepr==0.0.4
+einops==0.7.0
+en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.7.1/en_core_web_sm-3.7.1-py3-none-any.whl#sha256=86cc141f63942d4b2c5fcee06630fd6f904788d2f0ab005cce45aadb8fb73889
+entrypoints==0.4
+et-xmlfile==1.1.0
+etils==1.7.0
+etuples==0.3.9
+exceptiongroup==1.2.1
+fastai==2.7.14
+fastapi==0.110.2
+fastcore==1.5.29
+fastdownload==0.0.7
+fastjsonschema==2.19.1
+fastprogress==1.0.3
+fastrlock==0.8.2
+filelock==3.13.4
+fiona==1.9.6
+firebase-admin==5.3.0
+Flask==2.2.5
+flatbuffers==24.3.25
+flax==0.8.2
+folium==0.14.0
+fonttools==4.51.0
+frozendict==2.4.2
+frozenlist==1.4.1
+fsspec==2023.6.0
+funasr==1.0.25
+future==0.18.3
+gast==0.5.4
+gcsfs==2023.6.0
+GDAL==3.6.4
+gdown==5.1.0
+geemap==0.32.0
+gensim==4.3.2
+geocoder==1.38.1
+geographiclib==2.0
+geopandas==0.13.2
+geopy==2.3.0
+gin-config==0.5.0
+glob2==0.7
+google==2.0.3
+google-ai-generativelanguage==0.6.2
+google-api-core==2.11.1
+google-api-python-client==2.84.0
+google-auth==2.27.0
+google-auth-httplib2==0.1.1
+google-auth-oauthlib==1.2.0
+google-cloud-aiplatform==1.48.0
+google-cloud-bigquery==3.12.0
+google-cloud-bigquery-connection==1.12.1
+google-cloud-bigquery-storage==2.24.0
+google-cloud-core==2.3.3
+google-cloud-datastore==2.15.2
+google-cloud-firestore==2.11.1
+google-cloud-functions==1.13.3
+google-cloud-iam==2.15.0
+google-cloud-language==2.13.3
+google-cloud-resource-manager==1.12.3
+google-cloud-storage==2.8.0
+google-cloud-translate==3.11.3
+google-colab @ file:///colabtools/dist/google-colab-1.0.0.tar.gz#sha256=165893be41b7d52846a9364d2f0aeece9c4b3f76fd030a887dec9171cc902b65
+google-crc32c==1.5.0
+google-generativeai==0.5.2
+google-pasta==0.2.0
+google-resumable-media==2.7.0
+googleapis-common-protos==1.63.0
+googledrivedownloader==0.4
+graphviz==0.20.3
+greenlet==3.0.3
+grpc-google-iam-v1==0.13.0
+grpcio==1.62.2
+grpcio-status==1.48.2
+gspread==3.4.2
+gspread-dataframe==3.3.1
+gym==0.25.2
+gym-notices==0.0.8
+h11==0.14.0
+h5netcdf==1.3.0
+h5py==3.9.0
+holidays==0.47
+holoviews==1.17.1
+html5lib==1.1
+httpimport==1.3.1
+httplib2==0.22.0
+huggingface-hub==0.20.3
+humanize==4.7.0
+hydra-core==1.3.2
+hyperopt==0.2.7
+ibis-framework==8.0.0
+idna==3.7
+imageio==2.31.6
+imageio-ffmpeg==0.4.9
+imagesize==1.4.1
+imbalanced-learn==0.10.1
+imgaug==0.4.0
+importlib_metadata==7.1.0
+importlib_resources==6.4.0
+imutils==0.5.4
+inflect==7.0.0
+iniconfig==2.0.0
+intel-openmp==2023.2.4
+ipyevents==2.0.2
+ipyfilechooser==0.6.0
+ipykernel==5.5.6
+ipyleaflet==0.18.2
+ipython==7.34.0
+ipython-genutils==0.2.0
+ipython-sql==0.5.0
+ipytree==0.2.2
+ipywidgets==7.7.1
+itsdangerous==2.2.0
+jaconv==0.3.4
+jamo==0.4.1
+jax==0.4.26
+jaxlib @ https://storage.googleapis.com/jax-releases/cuda12/jaxlib-0.4.26+cuda12.cudnn89-cp310-cp310-manylinux2014_x86_64.whl#sha256=813cf1fe3e7ca4dbf5327d6e7b4fc8521e92d8bba073ee645ae0d5d036a25750
+jeepney==0.7.1
+jieba==0.42.1
+Jinja2==3.1.3
+jmespath==0.10.0
+joblib==1.4.0
+jsonpickle==3.0.4
+jsonschema==4.19.2
+jsonschema-specifications==2023.12.1
+jupyter-client==6.1.12
+jupyter-console==6.1.0
+jupyter-server==1.24.0
+jupyter_core==5.7.2
+jupyterlab_pygments==0.3.0
+jupyterlab_widgets==3.0.10
+kaggle==1.5.16
+kagglehub==0.2.3
+kaldiio==2.18.0
+keras==2.15.0
+keyring==23.5.0
+kiwisolver==1.4.5
+langcodes==3.3.0
+launchpadlib==1.10.16
+lazr.restfulclient==0.14.4
+lazr.uri==1.0.6
+lazy_loader==0.4
+libclang==18.1.1
+librosa==0.10.1
+lightgbm==4.1.0
+linkify-it-py==2.0.3
+llvmlite==0.41.1
+locket==1.0.0
+logical-unification==0.4.6
+lxml==4.9.4
+malloy==2023.1067
+Markdown==3.6
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib==3.7.1
+matplotlib-inline==0.1.7
+matplotlib-venn==0.11.10
+mdit-py-plugins==0.4.0
+mdurl==0.1.2
+miniKanren==1.0.3
+missingno==0.5.2
+mistune==0.8.4
+mizani==0.9.3
+mkl==2023.2.0
+ml-dtypes==0.2.0
+mlxtend==0.22.0
+modelscope==1.14.0
+more-itertools==10.1.0
+moviepy==1.0.3
+mpmath==1.3.0
+msgpack==1.0.8
+multidict==6.0.5
+multipledispatch==1.0.0
+multiprocess==0.70.16
+multitasking==0.0.11
+murmurhash==1.0.10
+music21==9.1.0
+natsort==8.4.0
+nbclassic==1.0.0
+nbclient==0.10.0
+nbconvert==6.5.4
+nbformat==5.10.4
+nest-asyncio==1.6.0
+networkx==3.3
+nibabel==4.0.2
+nltk==3.8.1
+notebook==6.5.5
+notebook_shim==0.2.4
+numba==0.58.1
+numexpr==2.10.0
+numpy==1.25.2
+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==12.4.127
+nvidia-nvtx-cu12==12.1.105
+oauth2client==4.1.3
+oauthlib==3.2.2
+omegaconf==2.3.0
+openai-whisper==20231117
+opencv-contrib-python==4.8.0.76
+opencv-python==4.8.0.76
+opencv-python-headless==4.9.0.80
+openpyxl==3.1.2
+opt-einsum==3.3.0
+optax==0.2.2
+orbax-checkpoint==0.4.4
+osqp==0.6.2.post8
+oss2==2.18.4
+packaging==24.0
+pandas==2.0.3
+pandas-datareader==0.10.0
+pandas-gbq==0.19.2
+pandas-stubs==2.0.3.230814
+pandocfilters==1.5.1
+panel==1.3.8
+param==2.1.0
+parso==0.8.4
+parsy==2.1
+partd==1.4.1
+pathlib==1.0.1
+patsy==0.5.6
+peewee==3.17.3
+pexpect==4.9.0
+pickleshare==0.7.5
+Pillow==9.4.0
+pip-tools==6.13.0
+platformdirs==4.2.0
+plotly==5.15.0
+plotnine==0.12.4
+pluggy==1.5.0
+polars==0.20.2
+pooch==1.8.1
+portpicker==1.5.2
+prefetch-generator==1.0.3
+preshed==3.0.9
+prettytable==3.10.0
+proglog==0.1.10
+progressbar2==4.2.0
+prometheus_client==0.20.0
+promise==2.3
+prompt-toolkit==3.0.43
+prophet==1.1.5
+proto-plus==1.23.0
+protobuf==3.20.3
+psutil==5.9.5
+psycopg2==2.9.9
+ptyprocess==0.7.0
+py-cpuinfo==9.0.0
+py4j==0.10.9.7
+pyarrow==14.0.2
+pyarrow-hotfix==0.6
+pyasn1==0.6.0
+pyasn1_modules==0.4.0
+pycocotools==2.0.7
+pycparser==2.22
+pycryptodome==3.20.0
+pydantic==2.7.0
+pydantic_core==2.18.1
+pydata-google-auth==1.8.2
+pydot==1.4.2
+pydot-ng==2.0.0
+pydotplus==2.0.2
+PyDrive==1.3.1
+PyDrive2==1.6.3
+pyerfa==2.0.1.4
+pygame==2.5.2
+Pygments==2.16.1
+PyGObject==3.42.1
+PyJWT==2.3.0
+pymc==5.10.4
+pymystem3==0.2.0
+pyngrok==7.1.6
+pynndescent==0.5.12
+PyOpenGL==3.1.7
+pyOpenSSL==24.1.0
+pyparsing==3.1.2
+pyperclip==1.8.2
+pyproj==3.6.1
+pyproject_hooks==1.0.0
+pyshp==2.3.1
+PySocks==1.7.1
+pytensor==2.18.6
+pytest==7.4.4
+python-apt @ file:///backend-container/containers/python_apt-0.0.0-cp310-cp310-linux_x86_64.whl#sha256=b209c7165d6061963abe611492f8c91c3bcef4b7a6600f966bab58900c63fefa
+python-box==7.1.1
+python-dateutil==2.8.2
+python-louvain==0.16
+python-multipart==0.0.9
+python-slugify==8.0.4
+python-utils==3.8.2
+pytorch-wpe==0.0.1
+pytz==2023.4
+pyviz_comms==3.0.2
+PyWavelets==1.6.0
+PyYAML==6.0.1
+pyzmq==23.2.1
+qdldl==0.1.7.post2
+qudida==0.0.4
+ratelim==0.1.6
+referencing==0.34.0
+regex==2023.12.25
+requests==2.31.0
+requests-oauthlib==1.3.1
+requirements-parser==0.9.0
+rich==13.7.1
+rotary-embedding-torch==0.5.3
+rpds-py==0.18.0
+rpy2==3.4.2
+rsa==4.9
+safetensors==0.4.3
+scikit-image==0.19.3
+scikit-learn==1.2.2
+scipy==1.11.4
+scooby==0.9.2
+scs==3.2.4.post1
+seaborn==0.13.1
+SecretStorage==3.3.1
+Send2Trash==1.8.3
+sentencepiece==0.1.99
+shapely==2.0.4
+simplejson==3.19.2
+six==1.16.0
+sklearn-pandas==2.2.0
+smart-open==6.4.0
+sniffio==1.3.1
+snowballstemmer==2.2.0
+sortedcontainers==2.4.0
+soundfile==0.12.1
+soupsieve==2.5
+soxr==0.3.7
+spacy==3.7.4
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+Sphinx==5.0.2
+sphinxcontrib-applehelp==1.0.8
+sphinxcontrib-devhelp==1.0.6
+sphinxcontrib-htmlhelp==2.0.5
+sphinxcontrib-jsmath==1.0.1
+sphinxcontrib-qthelp==1.0.7
+sphinxcontrib-serializinghtml==1.1.10
+SQLAlchemy==2.0.29
+sqlglot==20.11.0
+sqlparse==0.5.0
+srsly==2.4.8
+stanio==0.5.0
+starlette==0.37.2
+statsmodels==0.14.2
+sympy==1.12
+tables==3.8.0
+tabulate==0.9.0
+tbb==2021.12.0
+tblib==3.0.0
+tenacity==8.2.3
+tensorboard==2.15.2
+tensorboard-data-server==0.7.2
+tensorboardX==2.6.2.2
+tensorflow @ https://storage.googleapis.com/colab-tf-builds-public-09h6ksrfwbb9g9xv/tensorflow-2.15.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl#sha256=a2ec79931350b378c1ef300ca836b52a55751acb71a433582508a07f0de57c42
+tensorflow-datasets==4.9.4
+tensorflow-estimator==2.15.0
+tensorflow-gcs-config==2.15.0
+tensorflow-hub==0.16.1
+tensorflow-io-gcs-filesystem==0.36.0
+tensorflow-metadata==1.14.0
+tensorflow-probability==0.23.0
+tensorstore==0.1.45
+termcolor==2.4.0
+terminado==0.18.1
+text-unidecode==1.3
+textblob==0.17.1
+tf-slim==1.1.0
+tf_keras==2.15.1
+thinc==8.2.3
+threadpoolctl==3.4.0
+tifffile==2024.4.18
+tiktoken==0.6.0
+tinycss2==1.2.1
+tokenizers==0.19.1
+toml==0.10.2
+tomli==2.0.1
+toolz==0.12.1
+torch @ https://download.pytorch.org/whl/cu121/torch-2.2.1%2Bcu121-cp310-cp310-linux_x86_64.whl#sha256=1adf430f01ff649c848ac021785e18007b0714fdde68e4e65bd0c640bf3fb8e1
+torch-complex==0.4.3
+torchaudio @ https://download.pytorch.org/whl/cu121/torchaudio-2.2.1%2Bcu121-cp310-cp310-linux_x86_64.whl#sha256=23f6236429e2bf676b820e8e7221a1d58aaf908bff2ba2665aa852df71a97961
+torchdata==0.7.1
+torchsummary==1.5.1
+torchtext==0.17.1
+torchvision @ https://download.pytorch.org/whl/cu121/torchvision-0.17.1%2Bcu121-cp310-cp310-linux_x86_64.whl#sha256=27af47915f6e762c1d44e58e8088d22ac97445668f9f793524032b2baf4f34bd
+tornado==6.3.3
+tqdm==4.66.2
+traitlets==5.7.1
+traittypes==0.2.1
+transformers==4.40.0
+triton==2.2.0
+tweepy==4.14.0
+typer==0.9.4
+types-pytz==2024.1.0.20240417
+types-setuptools==69.5.0.20240423
+typing_extensions==4.11.0
+tzdata==2024.1
+tzlocal==5.2
+uc-micro-py==1.0.3
+umap-learn==0.5.6
+uritemplate==4.1.1
+urllib3==2.0.7
+uvicorn==0.29.0
+vega-datasets==0.9.0
+wadllib==1.3.6
+wasabi==1.1.2
+wcwidth==0.2.13
+weasel==0.3.4
+webcolors==1.13
+webencodings==0.5.1
+websocket-client==1.7.0
+Werkzeug==3.0.2
+widgetsnbextension==3.6.6
+wordcloud==1.9.3
+wrapt==1.14.1
+xarray==2023.7.0
+xarray-einstats==0.7.0
+xgboost==2.0.3
+xlrd==2.0.1
+xxhash==3.4.1
+xyzservices==2024.4.0
+yapf==0.40.2
+yarl==1.9.4
+yellowbrick==1.5
+yfinance==0.2.38
+zict==3.0.0
+zipp==3.18.1