add pipeline

config.json

@@ -0,0 +1,14 @@
+{
+    "labels": [
+        "clear",
+        "cloudy",
+        "cultivation",
+        "habitation",
+        "haze",
+        "partly_cloudy",
+        "primary",
+        "road",
+        "slash_burn",
+        "water"
+    ]
+}

pipeline.py

@@ -0,0 +1,43 @@
+import json
+import os
+from typing import Any, Dict, List
+
+import numpy as np
+from fastai.learner import load_learner
+from PIL import Image
+
+
+def label(file_name):
+    return train_labels[file_name.replace(".jpg", "")]
+
+class ImageClassificationPipeline:
+
+  def __init__(self, path=""):
+    # IMPLEMENT_THIS
+    # Preload all the elements you are going to need at inference.
+    # For instance your model, processors, tokenizer that might be needed.
+    # This function is only called once, so do all the heavy processing I/O here"""
+    self.model = load_learner(os.path.join(path, "model.pkl"))
+    with open(os.path.join(path, "config.json")) as config:
+      config = json.load(config)
+    self.labels = config["labels"]
+
+  def __call__(self, inputs: "Image.Image") -> List[Dict[str, Any]]:
+    print('call')
+    """
+        Args:
+            inputs (:obj:`PIL.Image`):
+                The raw image representation as PIL.
+                No transformation made whatsoever from the input. Make all necessary transformations here.
+        Return:
+            A :obj:`list`:. The list contains items that are dicts should be liked {"label": "XXX", "score": 0.82}
+                It is preferred if the returned list is in decreasing `score` order
+        """
+    # IMPLEMENT_THIS
+    # FastAI expects a np array, not a PIL Image.
+    _, _, preds = self.model.predict(np.array(inputs))
+    preds = preds.tolist()
+    return [{
+      "label": label,
+      "score": preds[idx]
+    } for idx, label in enumerate(self.labels)]

poetry.lock

@@ -0,0 +1,794 @@
+[[package]]
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+description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension."
+category = "main"
+optional = false
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+
+[package.dependencies]
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+
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+description = "Super lightweight function registries for your library"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
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+version = "2022.9.24"
+description = "Python package for providing Mozilla's CA Bundle."
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+
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+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
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+python-versions = ">=3.6.0"
+
+[package.extras]
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+description = "Composable command line interface toolkit"
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+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
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+
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+
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+
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+version = "1.0.3"
+description = "Logging utilities for SpaCy"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+wasabi = ">=0.8.1,<1.1.0"
+
+[[package]]
+name = "srsly"
+version = "2.4.5"
+description = "Modern high-performance serialization utilities for Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+catalogue = ">=2.0.3,<2.1.0"
+
+[[package]]
+name = "thinc"
+version = "8.1.5"
+description = "A refreshing functional take on deep learning, compatible with your favorite libraries"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+blis = ">=0.7.8,<0.8.0"
+catalogue = ">=2.0.4,<2.1.0"
+confection = ">=0.0.1,<1.0.0"
+cymem = ">=2.0.2,<2.1.0"
+murmurhash = ">=1.0.2,<1.1.0"
+numpy = ">=1.15.0"
+preshed = ">=3.0.2,<3.1.0"
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.11.0"
+srsly = ">=2.4.0,<3.0.0"
+wasabi = ">=0.8.1,<1.1.0"
+
+[package.extras]
+cuda = ["cupy (>=5.0.0b4)"]
+cuda-autodetect = ["cupy-wheel (>=11.0.0)"]
+cuda100 = ["cupy-cuda100 (>=5.0.0b4)"]
+cuda101 = ["cupy-cuda101 (>=5.0.0b4)"]
+cuda102 = ["cupy-cuda102 (>=5.0.0b4)"]
+cuda110 = ["cupy-cuda110 (>=5.0.0b4)"]
+cuda111 = ["cupy-cuda111 (>=5.0.0b4)"]
+cuda112 = ["cupy-cuda112 (>=5.0.0b4)"]
+cuda113 = ["cupy-cuda113 (>=5.0.0b4)"]
+cuda114 = ["cupy-cuda114 (>=5.0.0b4)"]
+cuda115 = ["cupy-cuda115 (>=5.0.0b4)"]
+cuda116 = ["cupy-cuda116 (>=5.0.0b4)"]
+cuda117 = ["cupy-cuda117 (>=5.0.0b4)"]
+cuda11x = ["cupy-cuda11x (>=11.0.0)"]
+cuda80 = ["cupy-cuda80 (>=5.0.0b4)"]
+cuda90 = ["cupy-cuda90 (>=5.0.0b4)"]
+cuda91 = ["cupy-cuda91 (>=5.0.0b4)"]
+cuda92 = ["cupy-cuda92 (>=5.0.0b4)"]
+datasets = ["ml-datasets (>=0.2.0,<0.3.0)"]
+mxnet = ["mxnet (>=1.5.1,<1.6.0)"]
+tensorflow = ["tensorflow (>=2.0.0,<2.6.0)"]
+torch = ["torch (>=1.6.0)"]
+
+[[package]]
+name = "threadpoolctl"
+version = "3.1.0"
+description = "threadpoolctl"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "torch"
+version = "1.11.0"
+description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
+category = "main"
+optional = false
+python-versions = ">=3.7.0"
+
+[package.dependencies]
+typing-extensions = "*"
+
+[[package]]
+name = "torchvision"
+version = "0.12.0"
+description = "image and video datasets and models for torch deep learning"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = "*"
+pillow = ">=5.3.0,<8.3.0 || >=8.4.0"
+requests = "*"
+torch = "*"
+typing-extensions = "*"
+
+[package.extras]
+scipy = ["scipy"]
+
+[[package]]
+name = "tqdm"
+version = "4.64.1"
+description = "Fast, Extensible Progress Meter"
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
+[[package]]
+name = "typer"
+version = "0.4.2"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+click = ">=7.1.1,<9.0.0"
+
+[package.extras]
+all = ["colorama (>=0.4.3,<0.5.0)", "shellingham (>=1.3.0,<2.0.0)"]
+dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
+doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "mdx-include (>=1.4.1,<2.0.0)"]
+test = ["shellingham (>=1.3.0,<2.0.0)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "coverage (>=5.2,<6.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "mypy (==0.910)", "black (>=22.3.0,<23.0.0)", "isort (>=5.0.6,<6.0.0)"]
+
+[[package]]
+name = "typing-extensions"
+version = "4.4.0"
+description = "Backported and Experimental Type Hints for Python 3.7+"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "urllib3"
+version = "1.26.12"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
+
+[package.extras]
+brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
+secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "urllib3-secure-extra", "ipaddress"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+
+[[package]]
+name = "wasabi"
+version = "0.10.1"
+description = "A lightweight console printing and formatting toolkit"
+category = "main"
+optional = false
+python-versions = "*"
+
+[metadata]
+lock-version = "1.1"
+python-versions = ">=3.8.0,<3.9"
+content-hash = "1534cf85374f224a73264fed222b54988af3ccc957d16f439c0ce0e9fd40a8c6"
+
+[metadata.files]
+blis = []
+catalogue = []
+certifi = []
+charset-normalizer = []
+click = []
+colorama = []
+confection = []
+contourpy = []
+cycler = []
+cymem = []
+fastai = []
+fastcore = []
+fastdownload = []
+fastprogress = []
+fonttools = []
+idna = []
+jinja2 = []
+joblib = []
+kiwisolver = []
+langcodes = []
+markupsafe = []
+matplotlib = []
+murmurhash = []
+numpy = []
+packaging = []
+pandas = []
+pathy = []
+pillow = []
+preshed = []
+pydantic = []
+pyparsing = []
+python-dateutil = []
+pytz = []
+pyyaml = []
+requests = []
+scikit-learn = []
+scipy = []
+setuptools-scm = []
+six = []
+smart-open = []
+spacy = []
+spacy-legacy = []
+spacy-loggers = []
+srsly = []
+thinc = []
+threadpoolctl = []
+tomli = []
+torch = []
+torchvision = []
+tqdm = []
+typer = []
+typing-extensions = []
+urllib3 = []
+wasabi = []

pyproject.toml

@@ -1,3 +1,16 @@
+[tool.poetry]
+name = "python-template"
+version = "0.1.0"
+description = ""
+authors = ["Your Name <you@example.com>"]
+
+[tool.poetry.dependencies]
+python = ">=3.8.0,<3.9"
+numpy = "^1.22.2"
+urllib3 = "^1.26.12"
+fastai = "2.7.9"
+torch = "1.11.0"
+
 [build-system]
-requires = ["setuptools>=40.8.0", "wheel", "python=3.9.0", "fastai=2.7.9", "fastcore=1.5.27"]
-build-backend = "setuptools.build_meta:__legacy__"
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"