new file

.idea/backend.iml

@@ -0,0 +1,10 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$">
+      <excludeFolder url="file://$MODULE_DIR$/.venv" />
+    </content>
+    <orderEntry type="jdk" jdkName="Python 3.11 (testFastAPI)" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>

.idea/inspectionProfiles/Project_Default.xml

@@ -0,0 +1,173 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <value>
+          <list size="160">
+            <item index="0" class="java.lang.String" itemvalue="fastapi" />
+            <item index="1" class="java.lang.String" itemvalue="starlette" />
+            <item index="2" class="java.lang.String" itemvalue="uvicorn" />
+            <item index="3" class="java.lang.String" itemvalue="Flask" />
+            <item index="4" class="java.lang.String" itemvalue="openai" />
+            <item index="5" class="java.lang.String" itemvalue="langchain-core" />
+            <item index="6" class="java.lang.String" itemvalue="langsmith" />
+            <item index="7" class="java.lang.String" itemvalue="protobuf" />
+            <item index="8" class="java.lang.String" itemvalue="grpcio" />
+            <item index="9" class="java.lang.String" itemvalue="urllib3" />
+            <item index="10" class="java.lang.String" itemvalue="requests-toolbelt" />
+            <item index="11" class="java.lang.String" itemvalue="ormsgpack" />
+            <item index="12" class="java.lang.String" itemvalue="mypy" />
+            <item index="13" class="java.lang.String" itemvalue="h11" />
+            <item index="14" class="java.lang.String" itemvalue="langchain-tavily" />
+            <item index="15" class="java.lang.String" itemvalue="typing-inspection" />
+            <item index="16" class="java.lang.String" itemvalue="fsspec" />
+            <item index="17" class="java.lang.String" itemvalue="langgraph-checkpoint" />
+            <item index="18" class="java.lang.String" itemvalue="certifi" />
+            <item index="19" class="java.lang.String" itemvalue="tenacity" />
+            <item index="20" class="java.lang.String" itemvalue="soupsieve" />
+            <item index="21" class="java.lang.String" itemvalue="xxhash" />
+            <item index="22" class="java.lang.String" itemvalue="beautifulsoup4" />
+            <item index="23" class="java.lang.String" itemvalue="langgraph" />
+            <item index="24" class="java.lang.String" itemvalue="pydantic" />
+            <item index="25" class="java.lang.String" itemvalue="langchain-groq" />
+            <item index="26" class="java.lang.String" itemvalue="langgraph-prebuilt" />
+            <item index="27" class="java.lang.String" itemvalue="orjson" />
+            <item index="28" class="java.lang.String" itemvalue="packaging" />
+            <item index="29" class="java.lang.String" itemvalue="pypdf" />
+            <item index="30" class="java.lang.String" itemvalue="langgraph-sdk" />
+            <item index="31" class="java.lang.String" itemvalue="bcrypt" />
+            <item index="32" class="java.lang.String" itemvalue="pydantic_core" />
+            <item index="33" class="java.lang.String" itemvalue="email_validator" />
+            <item index="34" class="java.lang.String" itemvalue="typing_extensions" />
+            <item index="35" class="java.lang.String" itemvalue="charset-normalizer" />
+            <item index="36" class="java.lang.String" itemvalue="aiohttp" />
+            <item index="37" class="java.lang.String" itemvalue="langchain-openai" />
+            <item index="38" class="java.lang.String" itemvalue="langchain-huggingface" />
+            <item index="39" class="java.lang.String" itemvalue="langchain-chroma" />
+            <item index="40" class="java.lang.String" itemvalue="chromadb" />
+            <item index="41" class="java.lang.String" itemvalue="greenlet" />
+            <item index="42" class="java.lang.String" itemvalue="scikit-learn" />
+            <item index="43" class="java.lang.String" itemvalue="opentelemetry-proto" />
+            <item index="44" class="java.lang.String" itemvalue="marshmallow" />
+            <item index="45" class="java.lang.String" itemvalue="posthog" />
+            <item index="46" class="java.lang.String" itemvalue="langchain-community" />
+            <item index="47" class="java.lang.String" itemvalue="gradio_client" />
+            <item index="48" class="java.lang.String" itemvalue="monotonic" />
+            <item index="49" class="java.lang.String" itemvalue="pyreadline3" />
+            <item index="50" class="java.lang.String" itemvalue="passlib" />
+            <item index="51" class="java.lang.String" itemvalue="pywin32" />
+            <item index="52" class="java.lang.String" itemvalue="transformers" />
+            <item index="53" class="java.lang.String" itemvalue="opentelemetry-api" />
+            <item index="54" class="java.lang.String" itemvalue="asgiref" />
+            <item index="55" class="java.lang.String" itemvalue="pydub" />
+            <item index="56" class="java.lang.String" itemvalue="click" />
+            <item index="57" class="java.lang.String" itemvalue="opentelemetry-util-http" />
+            <item index="58" class="java.lang.String" itemvalue="attrs" />
+            <item index="59" class="java.lang.String" itemvalue="contourpy" />
+            <item index="60" class="java.lang.String" itemvalue="psutil" />
+            <item index="61" class="java.lang.String" itemvalue="dataclasses-json" />
+            <item index="62" class="java.lang.String" itemvalue="pyprojroot" />
+            <item index="63" class="java.lang.String" itemvalue="flatbuffers" />
+            <item index="64" class="java.lang.String" itemvalue="platformdirs" />
+            <item index="65" class="java.lang.String" itemvalue="propcache" />
+            <item index="66" class="java.lang.String" itemvalue="matplotlib" />
+            <item index="67" class="java.lang.String" itemvalue="groq" />
+            <item index="68" class="java.lang.String" itemvalue="msgpack" />
+            <item index="69" class="java.lang.String" itemvalue="httpcore" />
+            <item index="70" class="java.lang.String" itemvalue="rsa" />
+            <item index="71" class="java.lang.String" itemvalue="decorator" />
+            <item index="72" class="java.lang.String" itemvalue="networkx" />
+            <item index="73" class="java.lang.String" itemvalue="numpy" />
+            <item index="74" class="java.lang.String" itemvalue="pyasn1" />
+            <item index="75" class="java.lang.String" itemvalue="requests" />
+            <item index="76" class="java.lang.String" itemvalue="websocket-client" />
+            <item index="77" class="java.lang.String" itemvalue="Deprecated" />
+            <item index="78" class="java.lang.String" itemvalue="zipp" />
+            <item index="79" class="java.lang.String" itemvalue="mmh3" />
+            <item index="80" class="java.lang.String" itemvalue="websockets" />
+            <item index="81" class="java.lang.String" itemvalue="importlib_metadata" />
+            <item index="82" class="java.lang.String" itemvalue="scipy" />
+            <item index="83" class="java.lang.String" itemvalue="watchfiles" />
+            <item index="84" class="java.lang.String" itemvalue="tornado" />
+            <item index="85" class="java.lang.String" itemvalue="pyasn1_modules" />
+            <item index="86" class="java.lang.String" itemvalue="backoff" />
+            <item index="87" class="java.lang.String" itemvalue="lz4" />
+            <item index="88" class="java.lang.String" itemvalue="aiofiles" />
+            <item index="89" class="java.lang.String" itemvalue="torch" />
+            <item index="90" class="java.lang.String" itemvalue="overrides" />
+            <item index="91" class="java.lang.String" itemvalue="python-multipart" />
+            <item index="92" class="java.lang.String" itemvalue="opentelemetry-semantic-conventions" />
+            <item index="93" class="java.lang.String" itemvalue="pandas" />
+            <item index="94" class="java.lang.String" itemvalue="mpmath" />
+            <item index="95" class="java.lang.String" itemvalue="ruff" />
+            <item index="96" class="java.lang.String" itemvalue="cachetools" />
+            <item index="97" class="java.lang.String" itemvalue="debugpy" />
+            <item index="98" class="java.lang.String" itemvalue="multidict" />
+            <item index="99" class="java.lang.String" itemvalue="yarl" />
+            <item index="100" class="java.lang.String" itemvalue="pytz" />
+            <item index="101" class="java.lang.String" itemvalue="opentelemetry-instrumentation" />
+            <item index="102" class="java.lang.String" itemvalue="tiktoken" />
+            <item index="103" class="java.lang.String" itemvalue="kubernetes" />
+            <item index="104" class="java.lang.String" itemvalue="joblib" />
+            <item index="105" class="java.lang.String" itemvalue="threadpoolctl" />
+            <item index="106" class="java.lang.String" itemvalue="googleapis-common-protos" />
+            <item index="107" class="java.lang.String" itemvalue="huggingface-hub" />
+            <item index="108" class="java.lang.String" itemvalue="jiter" />
+            <item index="109" class="java.lang.String" itemvalue="python-dotenv" />
+            <item index="110" class="java.lang.String" itemvalue="PyPika" />
+            <item index="111" class="java.lang.String" itemvalue="cycler" />
+            <item index="112" class="java.lang.String" itemvalue="MarkupSafe" />
+            <item index="113" class="java.lang.String" itemvalue="httptools" />
+            <item index="114" class="java.lang.String" itemvalue="frozenlist" />
+            <item index="115" class="java.lang.String" itemvalue="semantic-version" />
+            <item index="116" class="java.lang.String" itemvalue="filelock" />
+            <item index="117" class="java.lang.String" itemvalue="pyzmq" />
+            <item index="118" class="java.lang.String" itemvalue="oauthlib" />
+            <item index="119" class="java.lang.String" itemvalue="anyio" />
+            <item index="120" class="java.lang.String" itemvalue="pyparsing" />
+            <item index="121" class="java.lang.String" itemvalue="opentelemetry-instrumentation-asgi" />
+            <item index="122" class="java.lang.String" itemvalue="sympy" />
+            <item index="123" class="java.lang.String" itemvalue="tokenizers" />
+            <item index="124" class="java.lang.String" itemvalue="dnspython" />
+            <item index="125" class="java.lang.String" itemvalue="opentelemetry-exporter-otlp-proto-grpc" />
+            <item index="126" class="java.lang.String" itemvalue="aiohappyeyeballs" />
+            <item index="127" class="java.lang.String" itemvalue="kiwisolver" />
+            <item index="128" class="java.lang.String" itemvalue="coloredlogs" />
+            <item index="129" class="java.lang.String" itemvalue="opentelemetry-instrumentation-fastapi" />
+            <item index="130" class="java.lang.String" itemvalue="fonttools" />
+            <item index="131" class="java.lang.String" itemvalue="ffmpy" />
+            <item index="132" class="java.lang.String" itemvalue="shellingham" />
+            <item index="133" class="java.lang.String" itemvalue="protoc-gen-openapiv2" />
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+            <item index="135" class="java.lang.String" itemvalue="SQLAlchemy" />
+            <item index="136" class="java.lang.String" itemvalue="mypy-extensions" />
+            <item index="137" class="java.lang.String" itemvalue="opentelemetry-sdk" />
+            <item index="138" class="java.lang.String" itemvalue="jupyter_core" />
+            <item index="139" class="java.lang.String" itemvalue="Jinja2" />
+            <item index="140" class="java.lang.String" itemvalue="requests-oauthlib" />
+            <item index="141" class="java.lang.String" itemvalue="onnxruntime" />
+            <item index="142" class="java.lang.String" itemvalue="chroma-hnswlib" />
+            <item index="143" class="java.lang.String" itemvalue="tomlkit" />
+            <item index="144" class="java.lang.String" itemvalue="Chroma" />
+            <item index="145" class="java.lang.String" itemvalue="typer" />
+            <item index="146" class="java.lang.String" itemvalue="importlib_resources" />
+            <item index="147" class="java.lang.String" itemvalue="prompt_toolkit" />
+            <item index="148" class="java.lang.String" itemvalue="pyproject_hooks" />
+            <item index="149" class="java.lang.String" itemvalue="tzdata" />
+            <item index="150" class="java.lang.String" itemvalue="ipython" />
+            <item index="151" class="java.lang.String" itemvalue="rich" />
+            <item index="152" class="java.lang.String" itemvalue="sentence-transformers" />
+            <item index="153" class="java.lang.String" itemvalue="humanfriendly" />
+            <item index="154" class="java.lang.String" itemvalue="build" />
+            <item index="155" class="java.lang.String" itemvalue="typing-inspect" />
+            <item index="156" class="java.lang.String" itemvalue="pillow" />
+            <item index="157" class="java.lang.String" itemvalue="durationpy" />
+            <item index="158" class="java.lang.String" itemvalue="opentelemetry-exporter-otlp-proto-common" />
+            <item index="159" class="java.lang.String" itemvalue="google-auth" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>

.idea/inspectionProfiles/profiles_settings.xml

@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>

.idea/misc.xml

@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="Black">
+    <option name="sdkName" value="Python 3.11 (backend)" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.11 (testFastAPI)" project-jdk-type="Python SDK" />
+</project>

.idea/modules.xml

@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/backend.iml" filepath="$PROJECT_DIR$/.idea/backend.iml" />
+    </modules>
+  </component>
+</project>

.idea/vcs.xml

@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$/.." vcs="Git" />
+  </component>
+</project>

.idea/workspace.xml

@@ -0,0 +1,206 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="AutoImportSettings">
+    <option name="autoReloadType" value="SELECTIVE" />
+  </component>
+  <component name="ChangeListManager">
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+    <option name="SHOW_DIALOG" value="false" />
+    <option name="HIGHLIGHT_CONFLICTS" value="true" />
+    <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
+    <option name="LAST_RESOLUTION" value="IGNORE" />
+  </component>
+  <component name="FileTemplateManagerImpl">
+    <option name="RECENT_TEMPLATES">
+      <list>
+        <option value="Python Script" />
+      </list>
+    </option>
+  </component>
+  <component name="Git.Settings">
+    <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$/.." />
+  </component>
+  <component name="GitHubPullRequestSearchHistory">{
+  &quot;lastFilter&quot;: {
+    &quot;state&quot;: &quot;OPEN&quot;,
+    &quot;assignee&quot;: &quot;KhairulAmirinKA&quot;
+  }
+}</component>
+  <component name="GithubPullRequestsUISettings">{
+  &quot;selectedUrlAndAccountId&quot;: {
+    &quot;url&quot;: &quot;https://github.com/KhairulAmirinKA/FullStackVercel.git&quot;,
+    &quot;accountId&quot;: &quot;5525266d-3f70-4ffb-979d-163101ed4575&quot;
+  }
+}</component>
+  <component name="ProjectColorInfo">{
+  &quot;associatedIndex&quot;: 6
+}</component>
+  <component name="ProjectId" id="2yaAmqX2YhWkLqJvYAggZJ9zXu8" />
+  <component name="ProjectLevelVcsManager" settingsEditedManually="true" />
+  <component name="ProjectViewState">
+    <option name="hideEmptyMiddlePackages" value="true" />
+    <option name="showLibraryContents" value="true" />
+  </component>
+  <component name="PropertiesComponent"><![CDATA[{
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+    "Python.hf (1).executor": "Run",
+    "Python.hf.executor": "Run",
+    "Python.main (1).executor": "Run",
+    "Python.main.executor": "Run",
+    "RunOnceActivity.ShowReadmeOnStart": "true",
+    "git-widget-placeholder": "main",
+    "last_opened_file_path": "D:/Development_Web/testFastAPI",
+    "settings.editor.selected.configurable": "project.propVCSSupport.DirectoryMappings"
+  }
+}]]></component>
+  <component name="RecentsManager">
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+    <key name="MoveFile.RECENT_KEYS">
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+      <option name="ENV_FILES" value="" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
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+      <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/src" />
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+      <option name="REDIRECT_INPUT" value="false" />
+      <option name="INPUT_FILE" value="" />
+      <method v="2" />
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+    <configuration name="hf" type="PythonConfigurationType" factoryName="Python" temporary="true" nameIsGenerated="true">
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+      <option name="INTERPRETER_OPTIONS" value="" />
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+      <option name="presentableId" value="Default" />
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+    <MESSAGE value="hf" />
+    <MESSAGE value="basic fast api" />
+    <MESSAGE value="dockerfile" />
+    <MESSAGE value="src ada init" />
+    <MESSAGE value="src.hf" />
+    <option name="LAST_COMMIT_MESSAGE" value="src.hf" />
+  </component>
+</project>

Dockerfile

@@ -0,0 +1,12 @@
+FROM python:3.11
+
+WORKDIR /code
+
+COPY ./req.txt /code/requirements.txt
+
+RUN pip install --no-cache-dir -r /code/requirements.txt
+
+COPY ./src /code/src
+
+# Set the entry point for FastAPI (assumes the app is in takjadi.main.py and the instance is 'app')
+CMD ["uvicorn", "src.main:app", "--host", "0.0.0.0", "--port", "8080"]

req.txt

@@ -0,0 +1,38 @@
+annotated-types==0.7.0
+anyio==4.9.0
+certifi==2025.6.15
+charset-normalizer==3.4.2
+click==8.2.1
+colorama==0.4.6
+fastapi==0.115.12
+filelock==3.18.0
+fsspec==2025.5.1
+h11==0.16.0
+huggingface-hub==0.33.0
+idna==3.10
+Jinja2==3.1.6
+MarkupSafe==3.0.2
+mpmath==1.3.0
+networkx==3.5
+numpy==2.3.0
+packaging==25.0
+pillow==11.2.1
+pydantic==2.11.7
+pydantic_core==2.33.2
+PyYAML==6.0.2
+regex==2024.11.6
+requests==2.32.4
+safetensors==0.5.3
+sniffio==1.3.1
+starlette==0.46.2
+sympy==1.14.0
+tokenizers==0.21.1
+torch==2.7.1
+torchaudio==2.7.1
+torchvision==0.22.1
+tqdm==4.67.1
+transformers==4.52.4
+typing-inspection==0.4.1
+typing_extensions==4.14.0
+urllib3==2.4.0
+uvicorn==0.34.3

src/cth.py

@@ -0,0 +1,5 @@
+import os
+
+model_path = 'intent_classification/TinyBERT_106_V2'  # can try other checkpoints
+
+print(os.path.exists(model_path))

src/hf.py

@@ -0,0 +1,36 @@
+from transformers import BertTokenizer, BertForSequenceClassification,TextClassificationPipeline, AutoModelForSequenceClassification
+# Load tokenizer and model from the fine-tuned directory
+model_path = 'intent_classification/TinyBERT_106_V2'  # can try other checkpoints
+
+tokenizer = BertTokenizer.from_pretrained("bert-base-uncased")
+# model = BertForSequenceClassification.from_pretrained(model_path)
+model = AutoModelForSequenceClassification.from_pretrained(model_path)
+
+print("TInyBERT model is ready to use")
+
+
+# for classification pipeline
+text_pipeline = TextClassificationPipeline(model=model, tokenizer=tokenizer)
+
+# function to generate response
+def generate_response(user_query):
+    response = text_pipeline(user_query)
+
+    # example of response: [{'label': 'LABEL_4', 'score': 0.9997817873954773}]
+    label_name = response[0].get('label')
+    score = response[0].get('score')
+
+    # label for each math topic based on label_name
+    topic_label='NA'
+
+    match label_name:
+        case "LABEL_0":
+            topic_label='RAG'
+
+        case "LABEL_1":
+            topic_label = 'Neo4j'
+
+    return topic_label, score
+
+
+print(generate_response("Procedure to withdraw"))

src/intent_classification/TinyBERT_106_V2/config.json

@@ -0,0 +1,29 @@
+{
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "cell": {},
+  "classifier_dropout": null,
+  "emb_size": 312,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 312,
+  "initializer_range": 0.02,
+  "intermediate_size": 1200,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 4,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "pre_trained": "",
+  "problem_type": "single_label_classification",
+  "structure": [],
+  "torch_dtype": "float32",
+  "transformers_version": "4.51.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

src/intent_classification/TinyBERT_106_V2/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f96a87186a9afe5899d7e26362a193a3f920bd991a759691feff079de7f03ee0
+size 57411808

src/intent_classification/TinyBERT_106_V2/optimizer.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:e0d5b89de8df7d847f4db651765e0d8d07e3dbb63c094f745ba91a2759022a56
+size 114865914

src/intent_classification/TinyBERT_106_V2/rng_state.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:5b62455da5a3d11c72f3c7d3678d332874edf6ed34a82bfc25f43ce0c43670a8
+size 14244

src/intent_classification/TinyBERT_106_V2/scaler.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1ae8add2cb7464d9a4c063beaa2d33820590e81e70b03da6f858d508e3f05d14
+size 988

src/intent_classification/TinyBERT_106_V2/scheduler.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:488764d60e6089803d688d68f5aa55f0ac30ab52c5f72d4fa024b207a0bb8d73
+size 1064

src/intent_classification/TinyBERT_106_V2/trainer_state.json

@@ -0,0 +1,42 @@
+{
+  "best_global_step": null,
+  "best_metric": null,
+  "best_model_checkpoint": null,
+  "epoch": 20.0,
+  "eval_steps": 500,
+  "global_step": 80,
+  "is_hyper_param_search": false,
+  "is_local_process_zero": true,
+  "is_world_process_zero": true,
+  "log_history": [],
+  "logging_steps": 500,
+  "max_steps": 80,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 20,
+  "save_steps": 500,
+  "stateful_callbacks": {
+    "EarlyStoppingCallback": {
+      "args": {
+        "early_stopping_patience": 2,
+        "early_stopping_threshold": 0.0
+      },
+      "attributes": {
+        "early_stopping_patience_counter": 0
+      }
+    },
+    "TrainerControl": {
+      "args": {
+        "should_epoch_stop": false,
+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": true
+      },
+      "attributes": {}
+    }
+  },
+  "total_flos": 16346455695360.0,
+  "train_batch_size": 8,
+  "trial_name": null,
+  "trial_params": null
+}

src/intent_classification/TinyBERT_106_V2/training_args.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:d221d1cde1415863cbf5a9aa614792d028746f63c84d17cb8ed8decc24db1605
+size 5304

src/main.py

@@ -0,0 +1,37 @@
+import uvicorn
+from fastapi import FastAPI
+from fastapi.middleware.cors import CORSMiddleware
+from src.hf import generate_response
+
+
+app = FastAPI()
+# for CORS
+origins = ['http://localhost:3000', 'http://localhost:5173', 'http://localhost:5174']
+
+# middleware
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins = origins,
+    allow_credentials = True,
+    allow_methods = ['*'],
+    allow_headers = ['*']
+)
+
+@app.get("/")
+async def root():
+    return {"message": "Hello World"}
+
+@app.get("/book")
+async def root():
+    return {"book_name": "Hikayat Naga Terbang"}
+
+@app.post('/classify')
+async def classify_text(question:str):
+    answer = generate_response(question)
+    topic_label, score = answer
+
+    return {"label": topic_label}
+
+
+if __name__ == '__main__':
+    uvicorn.run("main:app", host="127.0.0.1", port=8000, reload=True)