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.gitignore

@@ -0,0 +1,160 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/

README.md

@@ -1,13 +1,2 @@
----
-title: TEEOR AI BUILDER
-emoji: 📈
-colorFrom: green
-colorTo: pink
-sdk: streamlit
-sdk_version: 1.21.0
-app_file: app.py
-pinned: false
-license: mit
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# -AIB3-Deployment--Checker-Tool-for-procurement-books
+TEEOR (Deployment for Checker Tool for procurement books)

app.py

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+import streamlit as st
+from PIL import Image
+import numpy as np
+from streamlit_cropper import st_cropper
+from tesserocr import PyTessBaseAPI
+from annotated_text import annotated_text
+from simpletransformers.ner import NERModel
+
+# Function to resize the image based on desired DPI
+def resize_image(image, desired_dpi):
+    # Calculate the current DPI
+    current_dpi = image.info.get('dpi', (72, 72))
+
+    # Calculate the scale factor based on the desired and current DPI
+    scale_factor = desired_dpi / current_dpi[0]
+
+    # Resize the image based on the scale factor
+    new_size = (int(image.width * scale_factor), int(image.height * scale_factor))
+    resized_image = image.resize(new_size)
+
+    return resized_image
+
+# Function to perform OCR on the image
+def perform_ocr(image):
+    with PyTessBaseAPI(path=r'model', lang="tha") as api:
+        api.SetVariable('preserve_interword_spaces', '1')
+        
+        im_gray = image.convert("L")
+        cropped_img_bytes = im_gray.tobytes()  # Convert grayscale image to bytes
+        api.SetImage(Image.frombytes('L', im_gray.size, cropped_img_bytes))  # Set the image from bytes
+
+        extracted_text = api.GetUTF8Text()
+
+    return extracted_text
+
+# Main function
+def main():
+ 
+
+    st.info('''
+        การใช้งาน
+        กรอกลักษณะของครุภัณฑ์ที่ต้องการตรวจสอบ โดยในขณะนี้รองรับเฉพาะ เครื่องปรับอากาศเเบบเเยกส่วน ตู้เหล็ก เครื่องทำลายเอกสาร เครื่องถ่ายเอกสารระบบดิจิตอล 1.) เลือกไฟล์รูป 2.) Crop ส่วนที่ต้องการตรวจสอบ 3.) ตรวจสอบข้อความ 4.) กดปุ่มตรวจสอบ
+    ''', icon="ℹ️")
+    
+ 
+    st.set_option('deprecation.showfileUploaderEncoding', False)
+
+    img_file = st.sidebar.file_uploader(label='Upload a file', type=['png', 'jpg'])
+    if img_file:
+        st.write("Crop ส่วนที่ต้องการ (คุณลักษณะ)")
+        aspect_ratio = None
+
+        col1, col2 = st.sidebar.columns(2)
+        with col1:
+            box_color = st.color_picker(label="Box Color", value='#0000FF')
+        return_type = "image"
+        realtime_update = st.sidebar.checkbox(label="Update in Real Time", value=True)
+
+        img = Image.open(img_file)
+        width, height = img.size
+
+        if not realtime_update:
+            st.write("Double click to save crop")
+
+        if return_type == 'box':
+            rect = st_cropper(
+                img,
+                realtime_update=realtime_update,
+                box_color=box_color,
+                aspect_ratio=aspect_ratio,
+                return_type=return_type
+            )
+            raw_image = np.asarray(img).astype('uint8')
+            left, top, width, height = tuple(map(int, rect.values()))
+            st.write(rect)
+            masked_image = np.zeros(raw_image.shape, dtype='uint8')
+            masked_image[top:top + height, left:left + width] = raw_image[top:top + height, left:left + width]
+            st.image(Image.fromarray(masked_image))
+        else:
+            # Get a cropped image from the frontend
+            cropped_img = st_cropper(
+                img,
+                realtime_update=realtime_update,
+                box_color=box_color,
+                aspect_ratio=aspect_ratio,
+                return_type=return_type
+            )
+
+            # Manipulate cropped image at will
+            st.write("Preview")
+            _ = cropped_img.thumbnail((1000, 1000))
+
+            desired_dpi = 300
+
+            # Resize the image
+            resized_image = resize_image(cropped_img, desired_dpi)
+
+            # Display the image
+            st.image(resized_image)
+            # Perform OCR
+            extracted_text = perform_ocr(resized_image)
+
+            # Display extracted text
+            txt_input = st.text_area("โปรดตรวจสอบความถูกต้อง", extracted_text)
+
+            word_output = ""
+            word_tuple = ()
+            check = st.button("Check",type="primary",use_container_width=True)
+            if check:
+                st.header("สรุปผล")
+                predictions, raw_outputs = model.predict([txt_input])
+                wrongword_lst = []
+
+                for i in predictions[0]:
+                    word = i.values()
+                    label = list(word)[0]
+                    if label == "1":
+                        wrong_word = list(i.keys())[0]
+                        wrongword_lst.append(wrong_word)
+
+                word_tuple = ()
+                for i in predictions[0]:
+                    label = i.values()
+                    word = list(i.keys())[0]
+                    label = list(label)[0]
+                    if label == "1":
+                        word_tuple = (*word_tuple, (f'{word} ', 'มีการล็อคสเปค', '#F41B15'))
+                    else:
+                        word_tuple = (*word_tuple, f'{word} ')
+                word_output = wrongword_lst
+
+            if word_output != "":
+                annotated_text(list(word_tuple))
+
+                col1, col2 = st.columns(2)
+                with col1:
+                    st.header("คำที่สุ่มเสี่ยง")
+                    st.write(word_output)
+    
+
+if __name__ == '__main__':
+    st.title("TEEOR")
+    teeor_logo = Image.open(r'TEEOR.png')
+    logo = st.sidebar.image(teeor_logo)
+    st.sidebar.write("[AI BUILDER 3] [ภัทรดนัย อัคราช สังกัด Arcane Whales] - ตรวจสอบการล็อคสเปคในหนังสือจัดซื้อจัดจ้าง (ครุภัณฑ์)")
+    genre = st.sidebar.radio(
+    "Hardware",
+    ('Cpu', 'Cuda (GPU)'))
+    if genre == 'Cuda':
+        Hardware_Type = True
+    elif genre == 'Cpu':
+        Hardware_Type = False
+    # Model initialization
+    _NER_TAGS = ['0', '1']
+    try:
+        model = NERModel(
+            model_name=r"model",
+            model_type="camembert",
+            labels=_NER_TAGS,
+            use_cuda=Hardware_Type
+        )
+        main()
+    except:
+        st.warning("Cuda not available, Please checking your hardware")
+    aib_logo = Image.open(r'aib_logo.png')
+    add_logo = st.sidebar.image(aib_logo)

requirements.txt

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+absl-py==1.4.0
+aiohttp==3.8.4
+aiosignal==1.3.1
+altair @ file:///tmp/build/80754af9/altair_1599835197802/work
+appdirs==1.4.4
+asttokens @ file:///opt/conda/conda-bld/asttokens_1646925590279/work
+async-timeout==4.0.2
+attrs @ file:///C:/ci_311/attrs_1676422272484/work
+backcall @ file:///home/ktietz/src/ci/backcall_1611930011877/work
+blinker==1.4
+Bottleneck @ file:///C:/ci_311/bottleneck_1676500016583/work
+brotlipy==0.7.0
+cachetools @ file:///tmp/build/80754af9/cachetools_1619597386817/work
+certifi==2023.5.7
+cffi @ file:///C:/ci_311/cffi_1676423759166/work
+charset-normalizer @ file:///tmp/build/80754af9/charset-normalizer_1630003229654/work
+click @ file:///C:/ci_311/click_1676433091657/work
+colorama @ file:///C:/ci_311/colorama_1676422310965/work
+comm @ file:///C:/ci_311/comm_1678376562840/work
+cryptography @ file:///C:/ci_311/cryptography_1679419210767/work
+datasets==2.12.0
+debugpy @ file:///C:/ci_311/debugpy_1676426137692/work
+decorator @ file:///opt/conda/conda-bld/decorator_1643638310831/work
+dill==0.3.6
+docker-pycreds==0.4.0
+entrypoints @ file:///C:/ci_311/entrypoints_1676423328987/work
+executing @ file:///opt/conda/conda-bld/executing_1646925071911/work
+filelock==3.12.0
+frozenlist==1.3.3
+fsspec==2023.5.0
+gitdb @ file:///tmp/build/80754af9/gitdb_1617117951232/work
+GitPython @ file:///C:/ci_311/gitpython_1677727002425/work
+google-auth==2.19.0
+google-auth-oauthlib==1.0.0
+grpcio==1.54.2
+htbuilder==0.6.1
+huggingface-hub==0.14.1
+idna @ file:///C:/ci_311/idna_1676424932545/work
+importlib-metadata @ file:///C:/b/abs_20ndzb2j6v/croot/importlib-metadata_1678997085534/work
+ipykernel @ file:///C:/ci_311/ipykernel_1678734799670/work
+ipython @ file:///C:/b/abs_d1yx5tjhli/croot/ipython_1680701887259/work
+ipywidgets @ file:///C:/b/abs_5awapknmz_/croot/ipywidgets_1679394824767/work
+jedi @ file:///C:/ci_311/jedi_1679427407646/work
+Jinja2 @ file:///C:/ci_311/jinja2_1676424968965/work
+joblib==1.2.0
+jsonschema @ file:///C:/b/abs_d40z05b6r1/croot/jsonschema_1678983446576/work
+jupyter_client @ file:///C:/b/abs_059idvdagk/croot/jupyter_client_1680171872444/work
+jupyter_core @ file:///C:/b/abs_9d0ttho3bs/croot/jupyter_core_1679906581955/work
+jupyterlab-widgets @ file:///C:/b/abs_38ad427jkz/croot/jupyterlab_widgets_1679055289211/work
+Markdown==3.4.3
+markdown-it-py @ file:///C:/b/abs_a5bfngz6fu/croot/markdown-it-py_1684279915556/work
+MarkupSafe @ file:///C:/ci_311/markupsafe_1676424152318/work
+matplotlib-inline @ file:///C:/ci_311/matplotlib-inline_1676425798036/work
+mdurl @ file:///C:/ci_311/mdurl_1676442676678/work
+mkl-fft==1.3.6
+mkl-random @ file:///C:/Users/dev-admin/mkl/mkl_random_1682977971003/work
+mkl-service==2.4.0
+more-itertools==9.1.0
+mpmath==1.2.1
+multidict==6.0.4
+multiprocess==0.70.14
+nest-asyncio @ file:///C:/ci_311/nest-asyncio_1676423519896/work
+networkx @ file:///C:/b/abs_b935xy_9g6/croot/networkx_1678964342510/work
+numexpr @ file:///C:/b/abs_afm0oewmmt/croot/numexpr_1683221839116/work
+numpy @ file:///C:/Users/dev-admin/mkl/numpy_and_numpy_base_1682982345978/work
+oauthlib==3.2.2
+packaging @ file:///C:/b/abs_ed_kb9w6g4/croot/packaging_1678965418855/work
+pandas @ file:///C:/ci_311_rebuilds/pandas_1679004481142/work
+parso @ file:///opt/conda/conda-bld/parso_1641458642106/work
+pathtools==0.1.2
+pickleshare @ file:///tmp/build/80754af9/pickleshare_1606932040724/work
+Pillow==9.4.0
+platformdirs @ file:///C:/ci_311/platformdirs_1676422658103/work
+prompt-toolkit @ file:///C:/ci_311/prompt-toolkit_1676425940920/work
+protobuf==3.20.3
+psutil @ file:///C:/ci_311_rebuilds/psutil_1679005906571/work
+pure-eval @ file:///opt/conda/conda-bld/pure_eval_1646925070566/work
+pyarrow==11.0.0
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
+pycparser @ file:///tmp/build/80754af9/pycparser_1636541352034/work
+pydeck @ file:///C:/ci_311/pydeck_1678294245657/work
+Pygments @ file:///C:/b/abs_fay9dpq4n_/croot/pygments_1684279990574/work
+Pympler @ file:///tmp/build/80754af9/pympler_1602785470644/work
+pyOpenSSL @ file:///C:/b/abs_de215ipd18/croot/pyopenssl_1678965319166/work
+pyrsistent @ file:///C:/ci_311/pyrsistent_1676422695500/work
+PySocks @ file:///C:/ci_311/pysocks_1676425991111/work
+python-dateutil @ file:///tmp/build/80754af9/python-dateutil_1626374649649/work
+pytz @ file:///C:/ci_311/pytz_1676427070848/work
+pywin32==305.1
+PyYAML @ file:///C:/ci_311/pyyaml_1676432488822/work
+pyzmq @ file:///C:/b/abs_8b16zbmf46/croot/pyzmq_1682697651374/work
+regex==2023.5.5
+requests @ file:///C:/b/abs_41owkd5ymz/croot/requests_1682607524657/work
+requests-oauthlib==1.3.1
+responses==0.18.0
+rich @ file:///C:/b/abs_09j2g5qnu8/croot/rich_1684282185530/work
+rsa==4.9
+scikit-learn==1.2.2
+scipy==1.10.1
+semver @ file:///tmp/build/80754af9/semver_1603822362442/work
+sentencepiece==0.1.99
+sentry-sdk==1.24.0
+seqeval==1.2.2
+setproctitle==1.3.2
+simpletransformers==0.63.11
+six @ file:///tmp/build/80754af9/six_1644875935023/work
+smmap @ file:///tmp/build/80754af9/smmap_1611694433573/work
+st-annotated-text==4.0.0
+stack-data @ file:///opt/conda/conda-bld/stack_data_1646927590127/work
+streamlit==1.22.0
+streamlit-cropper==0.2.1
+sympy @ file:///C:/ci_311_rebuilds/sympy_1679009400182/work
+tenacity==8.2.2
+tensorboard==2.13.0
+tensorboard-data-server==0.7.0
+tesserocr==2.5.2
+threadpoolctl==3.1.0
+tokenizers==0.13.3
+toml @ file:///tmp/build/80754af9/toml_1616166611790/work
+toolz @ file:///C:/ci_311/toolz_1676431406517/work
+torch==2.0.1
+torchaudio==2.0.2
+torchvision==0.15.2
+tornado @ file:///C:/ci_311/tornado_1676423689414/work
+tqdm==4.65.0
+traitlets @ file:///C:/ci_311/traitlets_1676423290727/work
+transformers==4.29.2
+typing_extensions @ file:///C:/b/abs_a1bb332wcs/croot/typing_extensions_1681939523095/work
+tzlocal @ file:///C:/ci_311/tzlocal_1676439620276/work
+urllib3 @ file:///C:/b/abs_3ce53vrdcr/croot/urllib3_1680254693505/work
+validators @ file:///tmp/build/80754af9/validators_1612286467315/work
+wandb==0.15.3
+watchdog @ file:///C:/ci_311/watchdog_1676457923624/work
+wcwidth @ file:///Users/ktietz/demo/mc3/conda-bld/wcwidth_1629357192024/work
+Werkzeug==2.3.4
+widgetsnbextension @ file:///C:/b/abs_882k4_4kdf/croot/widgetsnbextension_1679313880295/work
+win-inet-pton @ file:///C:/ci_311/win_inet_pton_1676425458225/work
+xxhash==3.2.0
+yarl==1.9.2
+zipp @ file:///C:/ci_311/zipp_1676426100491/work

style.css

@@ -0,0 +1,8 @@
+ @import url('https://fonts.googleapis.com/css2?family=IBM+Plex+Sans+Thai&display=swap');
+ html, body, [class*="css"] {
+    /* transition: all .5s; */
+    font-family: 'IBM Plex Sans Thai', sans-serif;
+    /* font-size: 18px;
+    font-weight: 500;
+    color: #091747; */
+}