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handler.py

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+import os
+import numpy as np
+import onnxruntime as ort
+from transformers import AutoTokenizer
+
+class EndpointHandler:
+    def __init__(self, path=""):
+        # 1. Resolve paths for BOTH structural graph and matrix weights
+        model_path = os.path.join(path, "joint_command_parser.onnx")
+        
+        # Initialize the ONNX Runtime execution engine thread pool
+        self.session = ort.InferenceSession(model_path, providers=["CPUExecutionProvider"])
+        
+        # 2. Match the exact tokenizer backbone used during training
+        self.tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased")
+        
+        # 3. Structural target layouts
+        self.intents = [
+            # document editing
+            "add_text",
+            "search_delete",
+            "prev_sentence_delete",
+            "bold",
+            "italic",
+            "underline",
+            # navigation
+            "navigate_email",
+            "navigate_dm",
+            # email page
+            "email_compose",
+            "email_send",
+            "email_reply",
+            "email_forward",
+            "email_delete",
+            "email_search",
+            # dm page
+            "dm_send",
+            "dm_reply",
+            "dm_delete",
+            "dm_search",
+            # fallback
+            "unknown",
+        ]
+        self.max_len = 64
+
+    def __call__(self, data):
+        # Extract input text payload sent via HTTP POST Request
+        inputs_payload = data.get("inputs", "")
+        if not inputs_payload:
+            return {"error": "Missing 'inputs' string parameter inside payload."}
+            
+        # Tokenize incoming sequence matching matrix bounds
+        tokenized = self.tokenizer(
+            inputs_payload,
+            max_length=self.max_len,
+            padding="max_length",
+            truncation=True,
+            return_tensors="np"
+        )
+        
+        onnx_feeds = {
+            "input_ids": tokenized["input_ids"].astype(np.int64),
+            "attention_mask": tokenized["attention_mask"].astype(np.int64)
+        }
+        
+        # Run execution graph matrix calculations
+        intent_logits, ner_logits = self.session.run(None, onnx_feeds)
+        
+        # Decode Intent array using Softmax calculation
+        logits_exp = np.exp(intent_logits[0])
+        probs = logits_exp / np.sum(logits_exp)
+        intent_idx = np.argmax(probs)
+        
+        # Apply strict fallback thresholds
+        confidence = float(probs[intent_idx])
+        final_intent = self.intents[intent_idx] if confidence >= 0.65 else "unknown"
+        
+        # Process and decode non-zero NER spans
+        ner_tags = np.argmax(ner_logits[0], axis=-1)
+        tokens = self.tokenizer.convert_ids_to_tokens(tokenized["input_ids"][0])
+        
+        extracted_tokens = []
+        for token, tag in zip(tokens, ner_tags):
+            if token in [self.tokenizer.cls_token, self.tokenizer.sep_token, self.tokenizer.pad_token]:
+                continue
+            if tag > 0:  # Valid B-DATA or I-DATA sequences
+                cleaned = token.replace("##", "")
+                if token.startswith("##") and extracted_tokens:
+                    extracted_tokens[-1] += cleaned
+                else:
+                    extracted_tokens.append(cleaned)
+                    
+        extracted_data = " ".join(extracted_tokens).strip()
+        
+        return {
+            "intent": final_intent,
+            "confidence": confidence,
+            "extracted_data": extracted_data
+        }

requirements.txt

@@ -0,0 +1,708 @@
+absl-py==1.4.0
+accelerate==1.14.0
+access==1.1.10.post3
+affine==3.0.1
+aiofiles==25.1.0
+aiohappyeyeballs==2.7.1
+aiohttp==3.14.3
+aiosignal==1.4.0
+aiosqlite==0.22.1
+alabaster==1.0.0
+albucore==0.0.24
+albumentations==2.0.8
+ale-py==0.12.1
+altair==5.5.0
+annotated-doc==0.0.5
+annotated-types==0.8.0
+antlr4-python3-runtime==4.9.3
+anyio==4.14.2
+anywidget==0.9.21
+apsw==3.53.4.0
+argon2-cffi==25.1.0
+argon2-cffi-bindings==26.1.0
+array_record==0.8.3
+arrow==1.4.0
+arviz==0.22.0
+astropy==7.2.2
+astropy-iers-data==0.2026.8.31.0.57.9
+astunparse==1.6.3
+atpublic==5.1
+attrs==26.1.0
+audioop-lts==0.2.2
+audioread==3.1.0
+Authlib==1.8.0
+autograd==1.9.1
+babel==2.18.0
+backcall==0.2.0
+beartype==0.22.9
+beautifulsoup4==4.13.5
+betterproto==2.0.0b7
+bigframes==2.48.0
+bigquery-magics==0.14.0
+bleach==6.4.0
+blinker==1.9.0
+blis==1.3.3
+blobfile==3.3.0
+blosc2==4.12.0
+bokeh==3.8.2
+Bottleneck==1.4.2
+bqplot==0.12.47
+branca==0.8.2
+brotli==1.2.0
+CacheControl==0.14.4
+cachetools==6.2.6
+catalogue==2.0.10
+certifi==2026.7.22
+cffi==2.1.1
+chardet==5.2.0
+charset-normalizer==3.4.9
+clarabel==0.11.1
+click==8.5.0
+cligj==0.7.2
+cloudpathlib==0.25.0
+cloudpickle==3.1.2
+cmake==3.31.10
+cmdstanpy==1.3.0
+colorcet==3.2.1
+colorlover==0.3.0
+community==1.0.0b1
+confection==1.3.3
+cons==0.4.7
+contourpy==1.3.3
+cramjam==2.12.1
+cryptography==50.0.1
+cucim-cu12 @ https://pypi.nvidia.com/cucim-cu12/cucim_cu12-26.2.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+cuda-bindings==12.9.7
+cuda-core==0.3.2
+cuda-pathfinder==1.8.0
+cuda-python==12.9.7
+cuda-toolkit==12.8.1
+cudf-cu12==26.2.1
+cudf-polars-cu12==26.2.1
+cufflinks==0.17.3
+cuml-cu12==26.2.0
+cupy-cuda12x==14.0.1
+curl_cffi==0.16.2
+cuvs-cu12 @ https://pypi.nvidia.com/cuvs-cu12/cuvs_cu12-26.2.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
+cvxopt==1.3.2
+cvxpy==1.6.7
+cycler==0.12.1
+cyipopt==1.5.0
+cymem==2.0.13
+Cython==3.0.12
+dask==2026.1.1
+dask-cuda==26.2.0
+dask-cudf-cu12==26.2.1
+dataproc-spark-connect==1.1.0
+datasets==4.8.5
+db-dtypes==1.7.1
+dbus-python==1.3.2
+debugpy==1.8.15
+decorator==4.4.2
+defusedxml==0.7.1
+deprecation==2.1.0
+diffusers==0.40.0
+dill==0.4.1
+distributed==2026.1.1
+distributed-ucxx-cu12==0.48.0
+distro==1.9.0
+dlib==19.24.6
+dm-tree==0.1.10
+docstring_parser==0.18.0
+docutils==0.21.2
+dopamine_rl==4.1.2
+duckdb==1.3.2
+earthengine-api==1.7.39
+easydict==1.13
+editdistance==0.8.1
+eerepr==0.1.2
+einops==0.8.2
+en_core_web_sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.8.0/en_core_web_sm-3.8.0-py3-none-any.whl#sha256=1932429db727d4bff3deed6b34cfc05df17794f4a52eeb26cf8928f7c1a0fb85
+entrypoints==0.4
+esda==2.9.0
+et_xmlfile==2.0.0
+etils==1.14.0
+etuples==0.3.10
+Farama-Notifications==0.0.6
+fastai==2.8.8
+fastapi==0.141.1
+fastcore==2.2.19
+fastdownload==0.0.7
+fastjsonschema==2.22.2
+fastprogress==1.1.6
+fasttransform==0.0.2
+filelock==3.32.5
+firebase-admin==6.9.0
+Flask==3.1.3
+flatbuffers==25.12.19
+flax==0.11.2
+folium==0.20.0
+fonttools==4.64.0
+formulaic==1.2.2
+fqdn==1.5.1
+frozendict==2.4.7
+frozenlist==1.8.0
+fsspec==2025.12.0
+future==1.0.0
+gast==0.7.0
+gcsfs==2025.12.0
+GDAL==3.8.4
+gdown==5.2.2
+geemap==0.38.4
+geocoder==1.38.1
+geographiclib==2.1
+geopandas==1.1.4
+geopy==2.4.1
+giddy==2.3.9
+gin-config==0.5.0
+glob2==0.7
+google==3.0.0
+google-adk==2.7.1
+google-ai-generativelanguage==0.6.15
+google-api-core==2.30.3
+google-api-python-client==2.200.0
+google-auth==2.49.0
+google-auth-httplib2==0.4.2
+google-auth-oauthlib==1.4.1
+google-cloud-bigquery==3.44.0
+google-cloud-bigquery-connection==1.22.0
+google-cloud-bigquery-storage==2.39.0
+google-cloud-core==2.7.0
+google-cloud-dataproc==5.28.0
+google-cloud-datastore==2.25.0
+google-cloud-firestore==2.27.0
+google-cloud-functions==1.24.0
+google-cloud-language==2.21.0
+google-cloud-monitoring==2.31.0
+google-cloud-resource-manager==1.18.0
+google-cloud-spanner==3.68.0
+google-cloud-storage==3.13.1
+google-cloud-storage-control==1.12.0
+google-cloud-translate==3.27.0
+google-colab @ file:///colabtools/dist/google_colab-1.0.0.tar.gz
+google-crc32c==1.8.0
+google-genai==2.12.1
+google-generativeai==0.8.6
+google-pasta==0.2.0
+google-resumable-media==2.10.2
+googleapis-common-protos==1.75.0
+googledrivedownloader==1.1.0
+gradio==6.26.0
+gradio_client==2.6.1
+grain==0.2.18
+graphviz==0.21
+greenlet==3.5.5
+groovy==0.1.2
+grpc-google-iam-v1==0.14.4
+grpc-interceptor==0.15.4
+grpcio==1.83.1
+grpcio-status==1.71.2
+grpclib==0.4.9
+gspread==6.2.1
+gspread-dataframe==4.0.0
+gym==0.25.2
+gym-notices==0.1.0
+gymnasium==1.3.0
+h11==0.16.0
+h2==4.4.1
+h5netcdf==1.8.1
+h5py==3.16.0
+hdbscan==0.8.44
+hf-gradio==0.4.1
+hf-xet==1.6.0
+highspy==1.15.1
+holidays==0.103
+holoviews==1.23.2
+hpack==4.2.0
+html5lib==1.1
+httpcore==1.0.9
+httpcore2==2.12.0
+httpimport==1.4.1
+httplib2==0.32.0
+httptools==0.8.0
+httpx==0.28.1
+httpx2==2.12.0
+huggingface_hub==1.29.0
+humanize==4.16.0
+hyperframe==6.1.0
+hyperopt==0.3.0
+ibis-framework==9.5.0
+idna==3.19
+ImageIO==2.37.4
+imageio-ffmpeg==0.6.0
+imagesize==2.0.1
+imbalanced-learn==0.14.2
+immutabledict==4.3.1
+importlib_metadata==9.0.1
+imutils==0.5.4
+inequality==1.1.2
+inflect==7.5.0
+iniconfig==2.3.0
+intel-cmplr-lib-ur==2025.3.3
+intel-openmp==2025.3.3
+interface_meta==2.0.1
+ipyevents==2.0.4
+ipyfilechooser==0.6.0
+ipykernel==6.17.1
+ipyleaflet==0.20.0
+ipyparallel==8.8.0
+ipython==7.34.0
+ipython-genutils==0.2.0
+ipython-sql==0.5.0
+ipywidgets==7.7.1
+isoduration==20.11.0
+itsdangerous==2.2.0
+jaraco.classes==3.4.0
+jaraco.context==6.1.2
+jaraco.functools==4.6.0
+jax==0.11.1
+jax-cuda12-pjrt==0.11.1
+jax-cuda12-plugin==0.11.1
+jaxlib==0.11.1
+jeepney==0.9.0
+jieba==0.42.1
+Jinja2==3.1.6
+jiter==0.16.0
+joblib==1.6.0
+joserfc==1.7.5
+jsonpatch==1.33
+jsonpickle==4.1.2
+jsonpointer==3.1.1
+jsonschema==4.26.0
+jsonschema-specifications==2025.9.1
+jupyter-console==6.6.3
+jupyter-events==0.12.1
+jupyter-leaflet==0.20.0
+jupyter_client==7.4.9
+jupyter_core==5.9.1
+jupyter_kernel_gateway @ git+https://github.com/googlecolab/kernel_gateway@b134e9945df25c2dcb98ade9129399be10788671
+jupyter_server==2.20.0
+jupyter_server_terminals==0.5.4
+jupyterlab_pygments==0.3.0
+jupyterlab_widgets==3.0.17
+jupytext==1.19.5
+kaggle==2.0.2
+kagglehub==1.0.2
+kagglesdk==0.1.37
+keras==3.13.2
+keras-hub==0.26.0
+keras-nlp==0.26.0
+keyring==25.7.0
+keyrings.google-artifactregistry-auth==1.1.2
+kiwisolver==1.5.1
+langchain==1.3.18
+langchain-core==1.6.1
+langchain-protocol==0.0.19
+langgraph==1.2.11
+langgraph-checkpoint==4.2.0
+langgraph-prebuilt==1.1.0
+langgraph-sdk==0.4.4
+langsmith==0.12.1
+lark==1.3.1
+launchpadlib==1.11.0
+lazr.restfulclient==0.14.6
+lazr.uri==1.0.6
+lazy-loader==0.5
+libclang==18.1.1
+libcudf-cu12==26.2.1
+libcugraph-cu12==26.2.0
+libcuml-cu12==26.2.0
+libcuvs-cu12==26.2.0
+libkvikio-cu12==26.2.0
+libpysal==4.14.1
+libraft-cu12==26.2.0
+librmm-cu12==26.2.0
+librosa==0.11.0
+libucx-cu12==1.19.0
+libucxx-cu12==0.48.0
+lightgbm==4.6.0
+linkify-it-py==2.2.0
+llvmlite==0.44.0
+locket==1.0.0
+logical-unification==0.4.7
+lxml==6.1.2
+Mako==1.3.2.dev0
+mapclassify==2.10.0
+Markdown==3.10.3
+markdown-it-py==4.2.0
+MarkupSafe==3.0.3
+matplotlib==3.10.0
+matplotlib-inline==0.2.2
+matplotlib-venn==1.1.2
+mdit-py-plugins==0.6.1
+mdurl==0.1.2
+mgwr==2.2.1
+miniKanren==1.0.5
+missingno==0.5.2
+mistune==3.3.4
+mizani==0.13.5
+mkl==2025.3.1
+ml_dtypes==0.6.0
+mlxtend==0.23.4
+mmh3==5.3.0
+momepy==0.11.0
+more-itertools==10.8.0
+moviepy==1.0.3
+mpmath==1.3.0
+msgpack==1.2.2
+multidict==6.7.1
+multipledispatch==1.0.0
+multiprocess==0.70.19
+multitasking==0.0.13
+murmurhash==1.0.15
+music21==9.9.2
+namex==0.1.0
+narwhals==2.25.0
+natsort==8.4.0
+nbclassic==1.3.3
+nbclient==0.10.4
+nbconvert==7.17.1
+nbformat==5.11.1
+ndindex==1.10.1
+nest-asyncio==1.6.0
+networkx==3.6.1
+nh3==0.3.7
+nibabel==5.4.2
+nltk==3.9.1
+notebook==6.5.7
+notebook_shim==0.2.4
+numba==0.61.2
+numba-cuda==0.22.2
+numexpr==2.14.2
+numpy==2.1.3
+nvidia-cublas-cu12==12.8.4.1
+nvidia-cuda-cccl-cu12==12.9.27
+nvidia-cuda-cupti-cu12==12.8.90
+nvidia-cuda-nvcc-cu12==12.8.93
+nvidia-cuda-nvrtc-cu12==12.8.93
+nvidia-cuda-runtime-cu12==12.8.90
+nvidia-cudnn-cu12==9.19.0.56
+nvidia-cufft-cu12==11.3.3.83
+nvidia-cufile-cu12==1.13.1.3
+nvidia-curand-cu12==10.3.9.90
+nvidia-cusolver-cu12==11.7.3.90
+nvidia-cusparse-cu12==12.5.8.93
+nvidia-cusparselt-cu12==0.7.1
+nvidia-libnvcomp-cu12==5.1.0.21
+nvidia-ml-py==13.610.43
+nvidia-nccl-cu12==2.28.9
+nvidia-nccl-cu13==2.31.2
+nvidia-nvimgcodec-cu12==0.7.0.11
+nvidia-nvjitlink-cu12==12.8.93
+nvidia-nvshmem-cu12==3.4.5
+nvidia-nvtx-cu12==12.8.90
+nvtx==0.2.16
+nx-cugraph-cu12 @ https://pypi.nvidia.com/nx-cugraph-cu12/nx_cugraph_cu12-26.2.0-py3-none-any.whl
+oauth2client==4.1.3
+oauthlib==3.3.1
+omegaconf==2.3.1
+onemkl-license==2025.3.1
+onnx==1.23.0
+onnx-ir==1.0.0
+onnxruntime==1.30.0
+onnxscript==0.7.2
+openai==2.54.0
+opencv-contrib-python==4.14.0.94
+opencv-python==5.0.0.93
+opencv-python-headless==5.0.0.93
+openpyxl==3.1.5
+opentelemetry-api==1.42.1
+opentelemetry-resourcedetector-gcp==1.14.0
+opentelemetry-sdk==1.42.1
+opentelemetry-semantic-conventions==0.63b1
+opt_einsum==3.4.0
+optax==0.2.8
+optree==0.20.0
+orbax-checkpoint==0.12.4
+orjson==3.12.0
+ormsgpack==1.12.2
+osqp==1.1.3
+packaging==26.3
+pandas==2.2.3
+pandas-datareader==0.11.1
+pandas-gbq==0.30.0
+pandas-stubs==2.2.3.250527
+pandocfilters==1.5.1
+panel==1.9.4
+panel-material-ui==0.14.2
+param==2.4.1
+parso==0.8.7
+parsy==2.2
+partd==1.4.2
+patsy==1.0.3
+peewee==4.4.0
+peft==0.20.0
+pexpect==4.9.0
+pickleshare==0.7.5
+pillow==11.3.0
+platformdirs==4.11.7
+plotly==5.24.1
+plotnine==0.14.5
+pluggy==1.6.0
+plum-dispatch==2.9.0
+pointpats==2.5.5
+polars==1.35.2
+polars-runtime-32==1.35.2
+pooch==1.9.0
+portpicker==1.5.2
+preshed==3.0.13
+prettytable==3.18.0
+proglog==0.1.12
+progressbar2==4.5.0
+prometheus_client==0.26.0
+promise==2.3
+prompt_toolkit==3.0.53
+propcache==0.5.2
+prophet==1.4.0
+proto-plus==1.28.2
+protobuf==7.36.2
+psutil==5.9.5
+psycopg2==2.9.12
+psygnal==0.15.1
+ptyprocess==0.7.0
+PuLP==3.3.2
+py-cpuinfo==9.0.0
+py4j==0.10.9.9
+pyarrow==23.0.1
+pyasn1==0.6.4
+pyasn1_modules==0.4.2
+pycairo==1.29.1
+pycocotools==2.0.11
+pycparser==3.0
+pycryptodomex==3.23.0
+pydantic==2.13.5
+pydantic_core==2.46.5
+pydata-google-auth==1.9.1
+pydot==4.0.1
+pydotplus==2.0.2
+PyDrive2==1.21.1
+pydub==0.25.1
+pyerfa==2.0.1.5
+pygame==2.6.1
+pygit2==1.20.0
+Pygments==2.21.0
+PyGObject==3.48.2
+pyiceberg==0.12.0
+PyJWT==2.13.0
+pylibcudf-cu12==26.2.1
+pylibcugraph-cu12==26.2.0
+pylibraft-cu12==26.2.0
+pymc==5.28.5
+pynndescent==0.6.0
+pyogrio==0.13.0
+pyomo==6.10.1
+PyOpenGL==3.1.10
+pyOpenSSL==26.4.0
+pyparsing==3.3.2
+pyperclip==1.11.0
+pyproj==3.7.2
+pyroaring==1.1.0
+pysal==25.7
+pyshp==3.1.6
+PySocks==1.7.1
+pyspark==4.0.4
+pytensor==2.38.3
+pytest==8.4.2
+python-apt==0.0.0
+python-box==7.4.1
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.3
+python-fasthtml==0.14.12
+python-json-logger==4.2.0
+python-louvain==0.16
+python-multipart==0.0.32
+python-slugify==8.0.4
+python-snappy==0.7.3
+python-utils==4.0.1
+pytz==2025.2
+pyviz_comms==3.0.6
+PyWavelets==1.9.0
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