From 4f67d02d897fe65fa4a75ee89b42fc46e38bd2ff Mon Sep 17 00:00:00 2001 From: Ransford Okpoti Date: Tue, 28 Oct 2025 22:01:32 +0000 Subject: [PATCH] fix: Google Colab downloaded notebook has some size to it NOTE: Clear outputs before downloading --- .../ranskills-week6-fine-tuning-openai.ipynb | 1811 ++--------------- 1 file changed, 152 insertions(+), 1659 deletions(-) diff --git a/week6/community-contributions/ranskills-week6-fine-tuning-openai.ipynb b/week6/community-contributions/ranskills-week6-fine-tuning-openai.ipynb index a73f678..4befd50 100644 --- a/week6/community-contributions/ranskills-week6-fine-tuning-openai.ipynb +++ b/week6/community-contributions/ranskills-week6-fine-tuning-openai.ipynb @@ -7,18 +7,18 @@ "id": "41fb78a4-5aa1-4288-9cc2-6f742062f0a3" }, "source": [ - "# Fine Tuning with Frontier Models" + "# Fine Tuning with OpenAI" ] }, { "cell_type": "markdown", "id": "f8d0713f-0f79-460f-8acb-47afb877d24a", "metadata": { - "id": "f8d0713f-0f79-460f-8acb-47afb877d24a", - "jp-MarkdownHeadingCollapsed": true + "jp-MarkdownHeadingCollapsed": true, + "id": "f8d0713f-0f79-460f-8acb-47afb877d24a" }, "source": [ - "## Utility" + "## Utilities" ] }, { @@ -43,8 +43,8 @@ "cell_type": "markdown", "id": "d9f325d5-fb67-475c-aca0-01c0f0ea5ec1", "metadata": { - "id": "d9f325d5-fb67-475c-aca0-01c0f0ea5ec1", - "jp-MarkdownHeadingCollapsed": true + "jp-MarkdownHeadingCollapsed": true, + "id": "d9f325d5-fb67-475c-aca0-01c0f0ea5ec1" }, "source": [ "### Item" @@ -161,13 +161,13 @@ }, { "cell_type": "markdown", - "id": "LaIwYGzItsEi", + "source": [ + "### Tester" + ], "metadata": { "id": "LaIwYGzItsEi" }, - "source": [ - "### Tester" - ] + "id": "LaIwYGzItsEi" }, { "cell_type": "code", @@ -248,12 +248,6 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "6XywRUiUro69", - "metadata": { - "id": "6XywRUiUro69" - }, - "outputs": [], "source": [ "# A utility function to extract the price from a string\n", "\n", @@ -261,7 +255,13 @@ " s = s.replace('$','').replace(',','')\n", " match = re.search(r'[-+]?\\d*\\.?\\d+', s) # Simplify regex\n", " return float(match.group()) if match else 0" - ] + ], + "metadata": { + "id": "6XywRUiUro69" + }, + "id": "6XywRUiUro69", + "execution_count": null, + "outputs": [] }, { "cell_type": "markdown", @@ -278,11 +278,7 @@ "execution_count": null, "id": "5faa087c-bdf7-42e5-9c32-c0b0a4d4160f", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5faa087c-bdf7-42e5-9c32-c0b0a4d4160f", - "outputId": "b21530be-718f-4bed-aa23-16227f8a92c0" + "id": "5faa087c-bdf7-42e5-9c32-c0b0a4d4160f" }, "outputs": [], "source": [ @@ -293,60 +289,20 @@ }, { "cell_type": "markdown", - "id": "3XTxVhq0xC8Z", + "source": [ + "### Load Dataset from Hugging Face" + ], "metadata": { "id": "3XTxVhq0xC8Z" }, - "source": [ - "### Load from Hugging Face" - ] + "id": "3XTxVhq0xC8Z" }, { "cell_type": "code", "execution_count": null, "id": "2bd6fc25-77c4-47a6-a2d2-ce80403f3c22", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 113, - "referenced_widgets": [ - "cb25b81f26f14748a0496f1dcb8a4079", - "f902469b330c44ecb0b5a27892543a62", - "d4a96323719e4b19877dab1f20df76c2", - "77adf1d23ac84b0d9465afdd5d604f12", - "8549a500ad1e46cdbc8e839bec7fb2d2", - "0e5f4a86c9fb497198dba931ae3f5e34", - "6f4d626b3d414744a420da9e2af420f7", - "801e742fd5a94edbb698d80266ff0a12", - "675e6aa4d44148afb3f8f6c55e94807b", - "c29c01940e1040af8ac9d4c2d9a5d4e5", - "9a6cf9fb89184f3db6f4524533500025", - "7cba9a5cce3a4b899c8bfd0a3c6c8413", - "3e2642a0bb8a48bb8861252b8d221893", - "c0ec87cef19e49989d6379ea7e63e7fd", - "a781882db7ad49a0ae8cd4614754d2b6", - "c45b2735d3864dd9ab87628bea74f618", - "8dde01b656894092bb33d691e4dbe49b", - "4b5b7e98540840c69fdda8e3a9ce8947", - "5a642ca6bc8b4a52b83e9ce708f7561a", - "eff7608645cc450f9dc5a69bc96839c8", - "82ce2f089eba44e5ba17db5afc1729e7", - "7ec30523eb084f1abdd5002173780c15", - "796cb9a1e7154922a9235070b4eb0e83", - "58aed351dc524306909d796fb7a4b511", - "d55b5af25c5f4eb2bce121ea61811ebe", - "a30ce766b7444d9d9910a64538eee263", - "07d582edd37f41298d6be880b2c09fac", - "e5f3117210224c008ef84f8879437510", - "a525cd4b3b794a208d634891ffb1d334", - "ed265ba4024b45d9a3b6fd5cbb2a00c6", - "14dcae832c584937b0dc7bc7e17f7517", - "66ced28daca8492b8eeabfbcc62eec0f", - "7da27317676b462c9ba143f47b336cab" - ] - }, - "id": "2bd6fc25-77c4-47a6-a2d2-ce80403f3c22", - "outputId": "eed4636b-5c2a-4f7d-8283-af38b6baa213" + "id": "2bd6fc25-77c4-47a6-a2d2-ce80403f3c22" }, "outputs": [], "source": [ @@ -378,25 +334,7 @@ "execution_count": null, "id": "e9620ed3-205e-48ee-b67a-e56b30bf6b6b", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 67, - "referenced_widgets": [ - "fa83d76f75034101a2a531b3244ed61b", - "240f07ca195141bd973b34ac7ff5bc69", - "191aeaabe850445d925fc686a5030919", - "f30dd057a4394b1bb555427244efc8be", - "225e7ee50f624dc3bbaf682e1140e0d4", - "886cf1b0c3464afbbaf5c6a9a8d383f0", - "3c4f8e4a71b2405080eecc702fa51091", - "bb5cc6df3f1a4ab6add74bd40b654d2f", - "974e53ceb3bf4739bf8d5e497b9a58f1", - "1abdc3eabae647a784faf50ca04a4664", - "36f1ab21cb4842f5bb5ece32772ff57b" - ] - }, - "id": "e9620ed3-205e-48ee-b67a-e56b30bf6b6b", - "outputId": "c573a50b-b6b0-42a3-b3e6-97bff7a1c872" + "id": "e9620ed3-205e-48ee-b67a-e56b30bf6b6b" }, "outputs": [], "source": [ @@ -417,12 +355,7 @@ "execution_count": null, "id": "834a3c4b-fc9c-4bc7-b6b9-bdf7e8d6d585", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "834a3c4b-fc9c-4bc7-b6b9-bdf7e8d6d585", - "outputId": "5e2a46bb-3ca1-4727-9293-62877e0161b8" + "id": "834a3c4b-fc9c-4bc7-b6b9-bdf7e8d6d585" }, "outputs": [], "source": [ @@ -494,11 +427,7 @@ "execution_count": null, "id": "5842ace6-332d-46da-a853-5ea5a2a1cf88", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5842ace6-332d-46da-a853-5ea5a2a1cf88", - "outputId": "172d3a7e-5f0f-4424-ddcd-1ed909e9e02c" + "id": "5842ace6-332d-46da-a853-5ea5a2a1cf88" }, "outputs": [], "source": [ @@ -522,7 +451,7 @@ "\n", "training_size = int(data_size * 0.9)\n", "train = valid_items[:training_size]\n", - "test = valid_items[training_size:]" + "test = valid_items[training_size:]\n" ] }, { @@ -597,8 +526,7 @@ "execution_count": null, "id": "b2164662-9bc9-4a66-9e4e-a8a955a45753", "metadata": { - "id": "b2164662-9bc9-4a66-9e4e-a8a955a45753", - "outputId": "7bd7ff39-93d6-4886-f223-22fc36634828" + "id": "b2164662-9bc9-4a66-9e4e-a8a955a45753" }, "outputs": [], "source": [ @@ -621,25 +549,20 @@ }, { "cell_type": "markdown", - "id": "qX0c_prppnyZ", + "source": [ + "#### Random Pricer" + ], "metadata": { "id": "qX0c_prppnyZ" }, - "source": [ - "#### Random Pricer" - ] + "id": "qX0c_prppnyZ" }, { "cell_type": "code", "execution_count": null, "id": "7323252b-db50-4b8a-a7fc-8504bb3d218b", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "7323252b-db50-4b8a-a7fc-8504bb3d218b", - "outputId": "5a2d6306-9709-4028-a83c-33170c629739" + "id": "7323252b-db50-4b8a-a7fc-8504bb3d218b" }, "outputs": [], "source": [ @@ -658,25 +581,20 @@ }, { "cell_type": "markdown", - "id": "O0xVXRXkp9sQ", + "source": [ + "#### Constant Pricer" + ], "metadata": { "id": "O0xVXRXkp9sQ" }, - "source": [ - "#### Constant Pricer" - ] + "id": "O0xVXRXkp9sQ" }, { "cell_type": "code", "execution_count": null, "id": "6a932b0e-ba6e-45d2-8436-b740c3681272", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "6a932b0e-ba6e-45d2-8436-b740c3681272", - "outputId": "d6ee472e-7a10-4eac-ce5f-3ddd755f4f21" + "id": "6a932b0e-ba6e-45d2-8436-b740c3681272" }, "outputs": [], "source": [ @@ -694,8 +612,7 @@ "execution_count": null, "id": "d3410bd4-98e4-42a6-a702-4423cfd034b4", "metadata": { - "id": "d3410bd4-98e4-42a6-a702-4423cfd034b4", - "outputId": "2e57a75a-4873-4207-e28f-9d51a6359e56" + "id": "d3410bd4-98e4-42a6-a702-4423cfd034b4" }, "outputs": [], "source": [ @@ -730,11 +647,7 @@ "execution_count": null, "id": "4d7b6f35-890c-4227-8990-6b62694a332d", "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "4d7b6f35-890c-4227-8990-6b62694a332d", - "outputId": "43deeec1-bde8-4651-9ce8-6c4b4aa39f8a" + "id": "4d7b6f35-890c-4227-8990-6b62694a332d" }, "outputs": [], "source": [ @@ -826,13 +739,13 @@ }, { "cell_type": "markdown", - "id": "ga-f4JK7sPU2", + "source": [ + "## Training" + ], "metadata": { "id": "ga-f4JK7sPU2" }, - "source": [ - "## Training" - ] + "id": "ga-f4JK7sPU2" }, { "cell_type": "code", @@ -856,76 +769,58 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "QFDAoNnoRCk1", - "metadata": { - "id": "QFDAoNnoRCk1" - }, - "outputs": [], "source": [ "with open(train_jsonl_path, 'rb') as f:\n", " train_file = openai.files.create(file=f, purpose='fine-tune')" - ] + ], + "metadata": { + "id": "QFDAoNnoRCk1" + }, + "id": "QFDAoNnoRCk1", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "kBVWisusQwDq", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "kBVWisusQwDq", - "outputId": "79dbe38a-cb76-4b8d-bd13-95b2f5ed8270" - }, - "outputs": [], "source": [ "train_file" - ] + ], + "metadata": { + "id": "kBVWisusQwDq" + }, + "id": "kBVWisusQwDq", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "wgth1KvMSEOb", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "wgth1KvMSEOb", - "outputId": "9191cae8-ae86-4db1-b7cb-02c53add139c" - }, - "outputs": [], "source": [ "with open(validation_jsonl_path, 'rb') as f:\n", " validation_file = openai.files.create(file=f, purpose='fine-tune')\n", "\n", "validation_file" - ] + ], + "metadata": { + "id": "wgth1KvMSEOb" + }, + "id": "wgth1KvMSEOb", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "-ohEia37Sjtx", + "source": [ + "wandb_integration = {\"type\": \"wandb\", \"wandb\": {\"project\": \"gpt-pricer\"}}" + ], "metadata": { "id": "-ohEia37Sjtx" }, - "outputs": [], - "source": [ - "wandb_integration = {\"type\": \"wandb\", \"wandb\": {\"project\": \"gpt-pricer\"}}" - ] + "id": "-ohEia37Sjtx", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "g7uz8SC5S3_s", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "g7uz8SC5S3_s", - "outputId": "751e5087-8dcb-4dcb-f9eb-5b95f28c828c" - }, - "outputs": [], "source": [ "openai.fine_tuning.jobs.create(\n", " training_file=train_file.id,\n", @@ -936,123 +831,96 @@ " integrations = [wandb_integration],\n", " suffix=\"pricer\"\n", ")" - ] + ], + "metadata": { + "id": "g7uz8SC5S3_s" + }, + "id": "g7uz8SC5S3_s", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "_zHswJwzWCHZ", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "_zHswJwzWCHZ", - "outputId": "a6899370-4332-4445-d2fd-b0e9a3140d78" - }, - "outputs": [], "source": [ "openai.fine_tuning.jobs.list(limit=1)" - ] + ], + "metadata": { + "id": "_zHswJwzWCHZ" + }, + "id": "_zHswJwzWCHZ", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "rSHYkQojWH8Q", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 35 - }, - "id": "rSHYkQojWH8Q", - "outputId": "a52772de-12bb-460c-bed7-2ef2d21892ee" - }, - "outputs": [], "source": [ "job_id = openai.fine_tuning.jobs.list(limit=1).data[0].id\n", "job_id" - ] + ], + "metadata": { + "id": "rSHYkQojWH8Q" + }, + "id": "rSHYkQojWH8Q", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "Yqq-jd1yWMuO", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Yqq-jd1yWMuO", - "outputId": "0a758e9e-d7e5-4c44-fcef-5969352729f9" - }, - "outputs": [], "source": [ "openai.fine_tuning.jobs.retrieve(job_id)" - ] + ], + "metadata": { + "id": "Yqq-jd1yWMuO" + }, + "id": "Yqq-jd1yWMuO", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "37BH0u-QWOiY", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "37BH0u-QWOiY", - "outputId": "7d8b3ff3-82db-47c9-80c3-b3c1de60e469" - }, - "outputs": [], "source": [ "openai.fine_tuning.jobs.list_events(fine_tuning_job_id=job_id, limit=10).data" - ] + ], + "metadata": { + "id": "37BH0u-QWOiY" + }, + "id": "37BH0u-QWOiY", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "2nNSE_AzWYMq", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 955 - }, - "id": "2nNSE_AzWYMq", - "outputId": "ac6904ff-28f8-4c72-a064-8c1b72437e49" - }, - "outputs": [], "source": [ "import wandb\n", "from wandb.integration.openai.fine_tuning import WandbLogger\n", "\n", - "# Log in to Weights & Biases.\n", + "\n", "wandb.login()\n", "# Sync the fine-tuning job with Weights & Biases.\n", "WandbLogger.sync(fine_tune_job_id=job_id, project=\"gpt-pricer\")" - ] + ], + "metadata": { + "id": "2nNSE_AzWYMq" + }, + "id": "2nNSE_AzWYMq", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "ASiJUw-Fh8Ul", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 35 - }, - "id": "ASiJUw-Fh8Ul", - "outputId": "037b1430-cffe-4c4d-b0a6-38262f1fecd4" - }, - "outputs": [], "source": [ "fine_tuned_model_name = openai.fine_tuning.jobs.retrieve(job_id).fine_tuned_model\n", "fine_tuned_model_name" - ] + ], + "metadata": { + "id": "ASiJUw-Fh8Ul" + }, + "id": "ASiJUw-Fh8Ul", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "7jB_7gqBiH_r", - "metadata": { - "id": "7jB_7gqBiH_r" - }, - "outputs": [], "source": [ "def messages_for(item):\n", " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n", @@ -1062,16 +930,16 @@ " {\"role\": \"user\", \"content\": user_prompt},\n", " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n", " ]" - ] + ], + "metadata": { + "id": "7jB_7gqBiH_r" + }, + "id": "7jB_7gqBiH_r", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "BHfLSadhiVQE", - "metadata": { - "id": "BHfLSadhiVQE" - }, - "outputs": [], "source": [ "# The function for gpt-4o-mini\n", "\n", @@ -1084,47 +952,41 @@ " )\n", " reply = response.choices[0].message.content\n", " return get_price(reply)" - ] + ], + "metadata": { + "id": "BHfLSadhiVQE" + }, + "id": "BHfLSadhiVQE", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "C0CiTZ4jkjrI", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "C0CiTZ4jkjrI", - "outputId": "640299e8-ebeb-4562-bcd5-d3bab726e557" - }, - "outputs": [], "source": [ "print(test[0].price)\n", "print(gpt_fine_tuned(test[0]))" - ] + ], + "metadata": { + "id": "C0CiTZ4jkjrI" + }, + "id": "C0CiTZ4jkjrI", + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": null, - "id": "WInQE0ObkuBl", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "WInQE0ObkuBl", - "outputId": "bdff7207-6ecf-489a-c231-ed44a131967a" - }, - "outputs": [], "source": [ "Tester.test(gpt_fine_tuned, test)" - ] + ], + "metadata": { + "id": "WInQE0ObkuBl" + }, + "id": "WInQE0ObkuBl", + "execution_count": null, + "outputs": [] } ], "metadata": { - "colab": { - "provenance": [] - }, "kernelspec": { "display_name": "sagemaker-distribution:Python", "language": "python", @@ -1142,1379 +1004,10 @@ "pygments_lexer": "ipython3", "version": "3.12.9" }, - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "07d582edd37f41298d6be880b2c09fac": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "state": { - 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