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Fix error and enhance multiclass classification notebook (#801)

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Soonoh 2023-10-31 11:00:47 +09:00 committed by GitHub
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examples/Multiclass_classification_for_transactions.ipynb
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@ -30,7 +30,8 @@
"outputs": [], "outputs": [],
"source": [ "source": [
"%load_ext autoreload\n", "%load_ext autoreload\n",
"%autoreload " "%autoreload \n",
"%pip install openai 'openai[datalib]' 'openai[embeddings]' transformers"
] ]
}, },
{ {
@ -1690,7 +1691,7 @@
"source": [ "source": [
"# This functions checks that your classes all appear in both prepared files\n", "# This functions checks that your classes all appear in both prepared files\n",
"# If they don't, the fine-tuned model creation will fail\n", "# If they don't, the fine-tuned model creation will fail\n",
"check_classes('transactions_grouped_prepared_train.jsonl','transactions_grouped_prepared_valid.jsonl')" "check_finetune_classes('transactions_grouped_prepared_train.jsonl','transactions_grouped_prepared_valid.jsonl')"
] ]
}, },
{ {
@ -1700,7 +1701,10 @@
"outputs": [], "outputs": [],
"source": [ "source": [
"# This step creates your model\n", "# This step creates your model\n",
"!openai api fine_tunes.create -t \"transactions_grouped_prepared_train.jsonl\" -v \"transactions_grouped_prepared_valid.jsonl\" --compute_classification_metrics --classification_n_classes 5 -m curie" "!openai api fine_tunes.create -t \"transactions_grouped_prepared_train.jsonl\" -v \"transactions_grouped_prepared_valid.jsonl\" --compute_classification_metrics --classification_n_classes 5 -m curie\n",
"\n",
"# You can use following command to get fine tuning job status and model name, replace the job name with your job\n",
"#!openai api fine_tunes.get -i ft-YBIc01t4hxYBC7I5qhRF3Qdx"
] ]
}, },
{ {
@ -2199,7 +2203,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.7.7" "version": "3.10.8"
} }
}, },
"nbformat": 4, "nbformat": 4,