Test Final

app.py

@@ -1,31 +1,27 @@
-import gpt_2_simple as gpt2
-import tensorflow as tf
-import gradio as gr
-
-model_name = "124M"
-
-path = 'AbstractGenerator/'
-checkpoint_dir =path+'weights/'
-data_path = path+'Tokenized_data/'
-
-
-prefix= '<|startoftext|>'
-sufix ='<|endoftext|>'
-
-print("GPU is", "available" if tf.test.is_gpu_available() else "NOT AVAILABLE")
-
-sess = gpt2.start_tf_sess()
-gpt2.load_gpt2(sess,checkpoint_dir=checkpoint_dir,run_name='run1')
-
-
-
-
-
-def greet(text):
-    return gpt2.generate(sess,prefix=text,truncate=sufix,checkpoint_dir=checkpoint_dir,nsamples=1)
-
-
-
-
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
+import gpt_2_simple as gpt2
+import tensorflow as tf
+import gradio as gr
+
+model_name = "124M"
+
+path = 'AbstractGenerator/'
+checkpoint_dir =path+'weights/'
+data_path = path+'Tokenized_data/'
+
+
+prefix= '<|startoftext|>'
+sufix ='<|endoftext|>'
+
+print("GPU is", "available" if tf.test.is_gpu_available() else "NOT AVAILABLE")
+
+
+def generateAbstract(text):
+    sess = gpt2.start_tf_sess()
+    gpt2.load_gpt2(sess,checkpoint_dir=checkpoint_dir,run_name='run1')
+    txt = gpt2.generate(sess,prefix=str(text)+"\nABSTRACT", return_as_list=True,truncate=sufix,checkpoint_dir=checkpoint_dir,nsamples=1)[0]
+    return str(txt[txt.find('ABSTRACT'):])
+
+
+
+iface = gr.Interface(fn=generateAbstract, inputs=gr.inputs.Textbox(lines=10, placeholder="text"), outputs="textbox")
 iface.launch()

requirementsconda.txt

@@ -1,197 +0,0 @@
-# This file may be used to create an environment using:
-# $ conda create --name <env> --file <this file>
-# platform: win-64
-_tflow_select=2.1.0=gpu
-absl-py=0.15.0=pyhd3eb1b0_0
-aiohttp=3.8.1=py37h2bbff1b_0
-aiosignal=1.2.0=pyhd3eb1b0_0
-analytics-python=1.4.0=pypi_0
-anyio=3.5.0=pypi_0
-argcomplete=1.12.3=pyhd3eb1b0_0
-argon2-cffi=21.3.0=pyhd3eb1b0_0
-argon2-cffi-bindings=21.2.0=py37h2bbff1b_0
-asgiref=3.5.0=pypi_0
-astor=0.8.1=py37haa95532_0
-astunparse=1.6.3=pypi_0
-async-timeout=4.0.1=pyhd3eb1b0_0
-asynctest=0.13.0=py_0
-attrs=21.4.0=pyhd3eb1b0_0
-backcall=0.2.0=pyhd3eb1b0_0
-backoff=1.10.0=pypi_0
-bcrypt=3.2.0=pypi_0
-blas=1.0=mkl
-bleach=4.1.0=pyhd3eb1b0_0
-blinker=1.4=py37haa95532_0
-bottleneck=1.3.2=py37h2a96729_1
-brotlipy=0.7.0=py37h2bbff1b_1003
-ca-certificates=2022.2.1=haa95532_0
-cached-property=1.5.2=py_0
-cachetools=4.2.2=pyhd3eb1b0_0
-certifi=2021.10.8=py37haa95532_2
-cffi=1.15.0=py37h2bbff1b_1
-charset-normalizer=2.0.4=pyhd3eb1b0_0
-click=8.0.4=py37haa95532_0
-colorama=0.4.4=pyhd3eb1b0_0
-cryptography=3.4.8=py37h71e12ea_0
-cudatoolkit=10.0.130=0
-cudnn=7.6.5=cuda10.0_0
-cycler=0.11.0=pypi_0
-debugpy=1.5.1=py37hd77b12b_0
-decorator=5.1.1=pyhd3eb1b0_0
-defusedxml=0.7.1=pyhd3eb1b0_0
-entrypoints=0.3=py37_0
-fastapi=0.75.0=pypi_0
-ffmpy=0.3.0=pypi_0
-filelock=3.6.0=pypi_0
-flatbuffers=2.0=pypi_0
-fonttools=4.31.2=pypi_0
-frozenlist=1.2.0=py37h2bbff1b_0
-gast=0.2.2=py37_0
-google-auth=2.6.0=pyhd3eb1b0_0
-google-auth-oauthlib=0.4.4=pyhd3eb1b0_0
-google-pasta=0.2.0=pyhd3eb1b0_0
-gpt-2-simple=0.8.1=pypi_0
-gradio=2.8.13=pypi_0
-grpcio=1.42.0=py37hc60d5dd_0
-h11=0.13.0=pypi_0
-h5py=3.6.0=py37h3de5c98_0
-hdf5=1.10.6=h7ebc959_0
-huggingface-hub=0.4.0=pypi_0
-icc_rt=2019.0.0=h0cc432a_1
-icu=58.2=ha925a31_3
-idna=3.3=pyhd3eb1b0_0
-importlib-metadata=4.8.2=py37haa95532_0
-importlib_metadata=4.8.2=hd3eb1b0_0
-intel-openmp=2021.4.0=haa95532_3556
-ipykernel=6.4.1=py37haa95532_1
-ipython=7.31.1=py37haa95532_0
-ipython_genutils=0.2.0=pyhd3eb1b0_1
-ipywidgets=7.6.5=pyhd3eb1b0_1
-jedi=0.18.1=py37haa95532_1
-jinja2=3.0.2=pyhd3eb1b0_0
-jpeg=9d=h2bbff1b_0
-jsonschema=3.2.0=pyhd3eb1b0_2
-jupyter=1.0.0=py37_7
-jupyter_client=7.1.2=pyhd3eb1b0_0
-jupyter_console=6.4.0=pyhd3eb1b0_0
-jupyter_core=4.9.1=py37haa95532_0
-jupyterlab_pygments=0.1.2=py_0
-jupyterlab_widgets=1.0.0=pyhd3eb1b0_1
-keras=2.8.0=pypi_0
-keras-applications=1.0.8=py_1
-keras-preprocessing=1.1.2=pyhd3eb1b0_0
-kiwisolver=1.4.0=pypi_0
-libclang=13.0.0=pypi_0
-libpng=1.6.37=h2a8f88b_0
-libprotobuf=3.19.1=h23ce68f_0
-linkify-it-py=1.0.3=pypi_0
-markdown=3.3.4=py37haa95532_0
-markdown-it-py=2.0.1=pypi_0
-markupsafe=2.0.1=py37h2bbff1b_0
-matplotlib=3.5.1=pypi_0
-matplotlib-inline=0.1.2=pyhd3eb1b0_2
-mdit-py-plugins=0.3.0=pypi_0
-mdurl=0.1.0=pypi_0
-mistune=0.8.4=py37hfa6e2cd_1001
-mkl=2021.4.0=haa95532_640
-mkl-service=2.4.0=py37h2bbff1b_0
-mkl_fft=1.3.1=py37h277e83a_0
-mkl_random=1.2.2=py37hf11a4ad_0
-monotonic=1.6=pypi_0
-multidict=5.1.0=py37h2bbff1b_2
-nbclient=0.5.11=pyhd3eb1b0_0
-nbconvert=6.1.0=py37haa95532_0
-nbformat=5.1.3=pyhd3eb1b0_0
-nest-asyncio=1.5.1=pyhd3eb1b0_0
-notebook=6.4.8=py37haa95532_0
-numexpr=2.8.1=py37hb80d3ca_0
-numpy=1.21.5=py37ha4e8547_0
-numpy-base=1.21.5=py37hc2deb75_0
-oauthlib=3.2.0=pyhd3eb1b0_0
-openssl=1.1.1m=h2bbff1b_0
-opt_einsum=3.3.0=pyhd3eb1b0_1
-orjson=3.6.7=pypi_0
-packaging=21.3=pyhd3eb1b0_0
-pandas=1.3.5=py37h6214cd6_0
-pandocfilters=1.5.0=pyhd3eb1b0_0
-paramiko=2.10.3=pypi_0
-parso=0.8.3=pyhd3eb1b0_0
-pickleshare=0.7.5=pyhd3eb1b0_1003
-pillow=9.0.1=pypi_0
-pip=22.0.4=pypi_0
-prometheus_client=0.13.1=pyhd3eb1b0_0
-prompt-toolkit=3.0.20=pyhd3eb1b0_0
-prompt_toolkit=3.0.20=hd3eb1b0_0
-protobuf=3.19.1=py37hd77b12b_0
-pyasn1=0.4.8=pyhd3eb1b0_0
-pyasn1-modules=0.2.8=py_0
-pycparser=2.21=pyhd3eb1b0_0
-pycryptodome=3.14.1=pypi_0
-pydantic=1.9.0=pypi_0
-pydub=0.25.1=pypi_0
-pygments=2.11.2=pyhd3eb1b0_0
-pyjwt=2.1.0=py37haa95532_0
-pynacl=1.5.0=pypi_0
-pyopenssl=21.0.0=pyhd3eb1b0_1
-pyparsing=3.0.4=pyhd3eb1b0_0
-pyqt=5.9.2=py37hd77b12b_6
-pyreadline=2.1=py37_1
-pyrsistent=0.18.0=py37h196d8e1_0
-pysocks=1.7.1=py37_1
-python=3.7.11=h6244533_0
-python-dateutil=2.8.2=pyhd3eb1b0_0
-python-multipart=0.0.5=pypi_0
-pytz=2021.3=pyhd3eb1b0_0
-pywin32=302=py37h827c3e9_1
-pywinpty=2.0.2=py37h5da7b33_0
-pyyaml=6.0=pypi_0
-pyzmq=22.3.0=py37hd77b12b_2
-qt=5.9.7=vc14h73c81de_0
-qtconsole=5.2.2=pyhd3eb1b0_0
-qtpy=1.11.2=pyhd3eb1b0_0
-regex=2022.3.2=pypi_0
-requests=2.27.1=pyhd3eb1b0_0
-requests-oauthlib=1.3.0=py_0
-rsa=4.7.2=pyhd3eb1b0_1
-scipy=1.7.3=py37h0a974cb_0
-send2trash=1.8.0=pyhd3eb1b0_1
-setuptools=58.0.4=py37haa95532_0
-sip=4.19.13=py37hd77b12b_0
-six=1.16.0=pyhd3eb1b0_1
-sniffio=1.2.0=pypi_0
-sqlite=3.37.2=h2bbff1b_0
-starlette=0.17.1=pypi_0
-tensorboard=1.15.0=pypi_0
-tensorboard-data-server=0.6.1=pypi_0
-tensorboard-plugin-wit=1.6.0=py_0
-tensorflow=2.8.0=pypi_0
-tensorflow-estimator=1.15.1=pypi_0
-tensorflow-gpu=1.15.0=pypi_0
-tensorflow-io-gcs-filesystem=0.24.0=pypi_0
-termcolor=1.1.0=py37haa95532_1
-terminado=0.13.1=py37haa95532_0
-testpath=0.5.0=pyhd3eb1b0_0
-tf-estimator-nightly=2.8.0.dev2021122109=pypi_0
-toposort=1.7=pypi_0
-tornado=6.1=py37h2bbff1b_0
-tqdm=4.63.0=pypi_0
-traitlets=5.1.1=pyhd3eb1b0_0
-typing-extensions=3.10.0.2=hd3eb1b0_0
-typing_extensions=3.10.0.2=pyh06a4308_0
-uc-micro-py=1.0.1=pypi_0
-urllib3=1.26.8=pyhd3eb1b0_0
-uvicorn=0.17.6=pypi_0
-vc=14.2=h21ff451_1
-vs2015_runtime=14.27.29016=h5e58377_2
-wcwidth=0.2.5=pyhd3eb1b0_0
-webencodings=0.5.1=py37_1
-werkzeug=0.16.1=py_0
-wheel=0.37.1=pyhd3eb1b0_0
-widgetsnbextension=3.5.2=py37haa95532_0
-win_inet_pton=1.1.0=py37haa95532_0
-wincertstore=0.2=py37haa95532_2
-winpty=0.4.3=4
-wrapt=1.13.3=py37h2bbff1b_2
-yarl=1.6.3=py37h2bbff1b_0
-zipp=3.7.0=pyhd3eb1b0_0
-zlib=1.2.11=h8cc25b3_4