diff --git a/.vscode/settings.json b/.vscode/settings.json index a048924..55c37b8 100644 --- a/.vscode/settings.json +++ b/.vscode/settings.json @@ -3,6 +3,7 @@ "boto", "botocore", "fastapi", + "gridfs", "iloc", "inplace", "ipynb", @@ -10,8 +11,10 @@ "matplotlib", "nbconvert", "plotly", + "proba", "psutil", "pydantic", + "pymongo", "pyplot", "redoc", "sklearn", diff --git a/examples/simple/__deploy__.py b/examples/simple/__deploy__.py deleted file mode 100644 index d6c6fa5..0000000 --- a/examples/simple/__deploy__.py +++ /dev/null @@ -1,82 +0,0 @@ -#!/usr/bin/env python -# coding: utf-8 - -# # Train a domain classifier on the [semantic scholar dataset](https://api.semanticscholar.org/corpus) -# -# ## Part 3: Create production inference function -# -# In the [previous notebook](train.ipynb), we trained our AI model. Now, it's time to create **G**eneral **R**obust **E**nd-to-end **A**utomated **T**rustworthy deployment from it using the `GreatAI` Python package. - -# In[1]: - - -import re -from typing import List - -from great_ai import ClassificationOutput, GreatAI, use_model -from great_ai.utilities.clean import clean -from sklearn.pipeline import Pipeline - -# In[2]: - - -@GreatAI.deploy -@use_model("small-domain-prediction-v2", version="latest") -def predict_domain( - text: str, model: Pipeline, target_confidence: int = 20 -) -> List[ClassificationOutput]: - """ - Predict the scientific domain of the input text. - Return labels until their sum likelihood is larger than target_confidence. - """ - assert 0 <= target_confidence <= 100, "invalid argument" - - preprocessed = re.sub(r"[^a-zA-Z ]", "", clean(text, convert_to_ascii=True)) - features = model.named_steps["vectorizer"].transform([preprocessed]) - prediction = model.named_steps["classifier"].predict_proba(features)[0] - - best_classes = sorted(enumerate(prediction), key=lambda v: v[1], reverse=True) - - results: List[ClassificationOutput] = [] - for class_index, probability in best_classes: - results.append( - ClassificationOutput( - label=model.named_steps["classifier"].classes_[class_index], - confidence=round(probability * 100), - explanation=[ - word - for _, word in sorted( - ( - (weight, word) - for weight, word, count in zip( - model.named_steps["classifier"].feature_log_prob_[ - class_index - ], - model.named_steps["vectorizer"].get_feature_names_out(), - features.A[0], - ) - if count > 0 - ), - reverse=True, - ) - ][:5], - ) - ) - - if sum(r.confidence for r in results) >= target_confidence: - break - - return results - - -# In[3]: - - -result = predict_domain( - """ - State-of-the-art methods for zero-shot visual recognition formulate learning as a joint embedding problem of images and side information. In these formulations the current best complement to visual features are attributes: manually encoded vectors describing shared characteristics among categories. Despite good performance, attributes have limitations: (1) finer-grained recognition requires commensurately more, and (2) attributes do not provide a natural language interface. We propose to overcome these limitations by training neural language models from scratch; i.e. without pre-training and only consuming words and characters. Our proposed models train end-to-end to align with the fine-grained and category-specific content of images. Natural language provides a flexible and compact way of encoding only the salient visual aspects for distinguishing categories. By training on raw text, our model can do inference on raw text as well, providing humans a familiar mode both for annotation and retrieval. Our model achieves strong performance on zero-shot text-based image retrieval and significantly outperforms the attribute-based state-of-the-art for zero-shot classification on the CaltechUCSD Birds 200-2011 dataset. """ -) - -from pprint import pprint - -pprint(result.dict(), width=120) diff --git a/examples/simple/deploy.ipynb b/examples/simple/deploy.ipynb index 5dacff9..02a5550 100644 --- a/examples/simple/deploy.ipynb +++ b/examples/simple/deploy.ipynb @@ -33,18 +33,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "\u001b[38;5;226m2022-05-28 15:02:20,852 | WARNING | Environment variable ENVIRONMENT is not set, defaulting to development mode ‼️\u001b[0m\n", - "\u001b[38;5;39m2022-05-28 15:02:20,853 | INFO | Options: configured ✅\u001b[0m\n", - "\u001b[38;5;39m2022-05-28 15:02:21,168 | INFO | Latest version of small-domain-prediction-v2 is 8 (from versions: 3, 4, 5, 6, 7, 8)\u001b[0m\n", - "\u001b[38;5;39m2022-05-28 15:02:21,169 | INFO | File small-domain-prediction-v2-8 found in cache\u001b[0m\n" + "\u001b[38;5;226m2022-05-28 18:17:13,344 | WARNING | Environment variable ENVIRONMENT is not set, defaulting to development mode ‼️\u001b[0m\n", + "\u001b[38;5;39m2022-05-28 18:17:13,346 | INFO | Options: configured ✅\u001b[0m\n", + "\u001b[38;5;39m2022-05-28 18:17:13,694 | INFO | Latest version of small-domain-prediction is 10 (from versions: 9, 10)\u001b[0m\n", + "\u001b[38;5;39m2022-05-28 18:17:13,694 | INFO | File small-domain-prediction-10 found in cache\u001b[0m\n" ] } ], "source": [ "@GreatAI.deploy\n", - "@use_model(\"small-domain-prediction-v2\", version=\"latest\")\n", + "@use_model(\"small-domain-prediction\", version=\"latest\")\n", "def predict_domain(\n", - " text: str, model: Pipeline, target_confidence: int = 20\n", + " text: str, model: Pipeline, target_confidence: int = 50\n", ") -> List[ClassificationOutput]:\n", " \"\"\"\n", " Predict the scientific domain of the input text.\n", @@ -52,7 +52,7 @@ " \"\"\"\n", " assert 0 <= target_confidence <= 100, \"invalid argument\"\n", "\n", - " preprocessed = re.sub(r\"[^a-zA-Z ]\", \"\", clean(text, convert_to_ascii=True))\n", + " preprocessed = re.sub(r\"[^a-zA-Z\\s]\", \"\", clean(text, convert_to_ascii=True))\n", " features = model.named_steps[\"vectorizer\"].transform([preprocessed])\n", " prediction = model.named_steps[\"classifier\"].predict_proba(features)[0]\n", "\n", @@ -99,12 +99,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'created': '2022-05-28T13:02:22.035886',\n", - " 'evaluation': None,\n", - " 'evaluation_id': 'c035d78e-dea9-415f-8f93-0dc4cd8dd7b5',\n", + "{'created': '2022-05-28T16:17:14.581693',\n", " 'exception': None,\n", - " 'execution_time_ms': 94.814,\n", - " 'logged_values': {'arg:predict_domain:target_confidence': 20,\n", + " 'execution_time_ms': 93.638,\n", + " 'feedback': None,\n", + " 'logged_values': {'arg:predict_domain:target_confidence': 50,\n", " 'arg:predict_domain:text': '\\n'\n", " ' State-of-the-art methods for zero-shot visual recognition formulate '\n", " 'learning as a joint embedding problem of images and side information. '\n", @@ -125,10 +124,11 @@ " 'outperforms the attribute-based state-of-the-art for zero-shot '\n", " 'classification on the CaltechUCSD Birds 200-2011 dataset. ',\n", " 'arg:predict_domain:text:length': 1236},\n", - " 'models': [{'key': 'small-domain-prediction-v2', 'version': 8}],\n", + " 'models': [{'key': 'small-domain-prediction', 'version': 10}],\n", " 'output': [{'confidence': 99.0,\n", " 'explanation': ['information', 'model', 'learning', 'proposed', 'image'],\n", - " 'label': 'Computer Science'}]}\n" + " 'label': 'Computer Science'}],\n", + " 'trace_id': 'd35fcb96-0a95-45f8-93e4-8967160b17dd'}\n" ] } ], @@ -140,7 +140,7 @@ "\n", "from pprint import pprint\n", "\n", - "pprint(result.dict(), width=120)" + "# pprint(result.dict(), width=120)" ] } ], diff --git a/examples/simple/train.ipynb b/examples/simple/train.ipynb index 0dcaa17..1d3898d 100644 --- a/examples/simple/train.ipynb +++ b/examples/simple/train.ipynb @@ -22,13 +22,13 @@ "import json\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", + "from collections import Counter\n", "from sklearn import metrics, set_config\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.naive_bayes import MultinomialNB\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "from sklearn.model_selection import GridSearchCV\n", - "import re\n", "import plotly.express as px\n", "from great_ai import save_model, configure, LargeFile" ] @@ -49,19 +49,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "\u001b[38;5;39m2022-05-27 21:28:11,641 | INFO | Environment variable ENVIRONMENT is not set, defaulting to development mode\u001b[0m\n", - "\u001b[38;5;226m2022-05-27 21:28:11,642 | WARNING | Running in development mode ‼️\u001b[0m\n", - "\u001b[38;5;39m2022-05-27 21:28:11,643 | INFO | Options: configured ✅\u001b[0m\n", - "\u001b[38;5;39m2022-05-27 21:28:11,683 | INFO | Fetching online versions of semantic-scholar-dataset-small\u001b[0m\n", - "\u001b[38;5;39m2022-05-27 21:28:11,959 | INFO | Found versions: [3, 4]\u001b[0m\n", - "\u001b[38;5;39m2022-05-27 21:28:11,960 | INFO | Latest version of semantic-scholar-dataset-small is 4\u001b[0m\n", - "\u001b[38;5;39m2022-05-27 21:28:11,961 | INFO | File semantic-scholar-dataset-small-4 found in cache\u001b[0m\n" + "\u001b[38;5;226m2022-05-28 16:39:38,557 | WARNING | Environment variable ENVIRONMENT is not set, defaulting to development mode ‼️\u001b[0m\n", + "\u001b[38;5;39m2022-05-28 16:39:38,559 | INFO | Options: configured ✅\u001b[0m\n" ] } ], "source": [ "DATASET_KEY = \"semantic-scholar-dataset-small\"\n", - "MODEL_KEY = \"small-domain-prediction-v2\"\n", + "MODEL_KEY = \"small-domain-prediction\"\n", "\n", "%matplotlib inline\n", "\n", @@ -70,8 +65,7 @@ "plt.rcParams[\"font.size\"] = 12\n", "plt.rcParams[\"axes.xmargin\"] = 0\n", "\n", - "configure()\n", - "corpus_path = LargeFile(DATASET_KEY).get()" + "configure()" ] }, { @@ -90,10 +84,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "\u001b[38;5;39m2022-05-27 21:28:11,997 | INFO | Fetching online versions of semantic-scholar-dataset-small\u001b[0m\n", - "\u001b[38;5;39m2022-05-27 21:28:12,289 | INFO | Found versions: [3, 4]\u001b[0m\n", - "\u001b[38;5;39m2022-05-27 21:28:12,290 | INFO | Latest version of semantic-scholar-dataset-small is 4\u001b[0m\n", - "\u001b[38;5;39m2022-05-27 21:28:12,290 | INFO | File semantic-scholar-dataset-small-4 found in cache\u001b[0m\n" + "\u001b[38;5;39m2022-05-28 16:39:38,934 | INFO | Latest version of semantic-scholar-dataset-small is 4 (from versions: 3, 4)\u001b[0m\n", + "\u001b[38;5;39m2022-05-28 16:39:38,934 | INFO | File semantic-scholar-dataset-small-4 found in cache\u001b[0m\n" ] } ], @@ -202,1678232 +194,75 @@ "data": [ { "alignmentgroup": "True", - "bingroup": "x", - "hovertemplate": "variable=0
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