diff --git a/nb/Granite4.0.ipynb b/nb/Granite4.0.ipynb index 1e2fc6bd..c8addb1b 100644 --- a/nb/Granite4.0.ipynb +++ b/nb/Granite4.0.ipynb @@ -8,7 +8,7 @@ "
\n", "\n", "\n", - " Join Discord if you need help + \u2b50 Star us on Github \u2b50\n", + " Join Discord if you need help + ⭐ Star us on Github ⭐\n", "
\n", "\n", "To install Unsloth your local device, follow [our guide](https://docs.unsloth.ai/get-started/install-and-update). This notebook is licensed [LGPL-3.0](https://github.com/unslothai/notebooks?tab=LGPL-3.0-1-ov-file#readme).\n", @@ -51,7 +51,21 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": "%%capture\nimport os, re\nif \"COLAB_\" not in \"\".join(os.environ.keys()):\n !pip install unsloth\nelse:\n # Do this only in Colab notebooks! Otherwise use pip install unsloth\n import torch; v = re.match(r\"[0-9\\.]{3,}\", str(torch.__version__)).group(0)\n xformers = \"xformers==\" + (\"0.0.32.post2\" if v == \"2.8.0\" else \"0.0.29.post3\")\n !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo\n !pip install sentencepiece protobuf \"datasets>=3.4.1,<4.0.0\" \"huggingface_hub>=0.34.0\" hf_transfer\n !pip install --no-deps unsloth\n!pip install transformers==4.56.2\n!pip install --no-deps trl==0.22.2" + "source": [ + "%%capture\n", + "import os, re\n", + "if \"COLAB_\" not in \"\".join(os.environ.keys()):\n", + " !pip install unsloth\n", + "else:\n", + " # Do this only in Colab notebooks! Otherwise use pip install unsloth\n", + " import torch; v = re.match(r\"[0-9\\.]{3,}\", str(torch.__version__)).group(0)\n", + " xformers = \"xformers==\" + (\"0.0.32.post2\" if v == \"2.8.0\" else \"0.0.29.post3\")\n", + " !pip install --no-deps bitsandbytes accelerate {xformers} peft trl triton cut_cross_entropy unsloth_zoo\n", + " !pip install sentencepiece protobuf \"datasets>=3.4.1,<4.0.0\" \"huggingface_hub>=0.34.0\" hf_transfer\n", + " !pip install --no-deps unsloth\n", + "!pip install transformers==4.56.2\n", + "!pip install --no-deps trl==0.22.2" + ] }, { "cell_type": "code", @@ -67,6 +81,28 @@ "!pip install --no-build-isolation causal_conv1d==1.5.2" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import importlib.metadata as m\n", + "\n", + "packages = [\n", + " \"unsloth\", \"torch\", \"bitsandbytes\", \"accelerate\", \"xformers\",\n", + " \"peft\", \"trl\", \"triton\", \"cut_cross_entropy\", \"unsloth_zoo\",\n", + " \"sentencepiece\", \"protobuf\", \"datasets\", \"huggingface_hub\",\n", + " \"hf_transfer\", \"transformers\"\n", + "]\n", + "\n", + "for pkg in packages:\n", + " try:\n", + " print(f\"{pkg}: {m.version(pkg)}\")\n", + " except m.PackageNotFoundError:\n", + " print(f\"{pkg}: NOT INSTALLED\")" + ] + }, { "cell_type": "markdown", "metadata": { @@ -223,10 +259,10 @@ "source": [ "\n", "### Data Prep\n", - "#### \ud83d\udcc4 Using Google Sheets as Training Data\n", + "#### 📄 Using Google Sheets as Training Data\n", "Our goal is to create a customer support bot that proactively helps and solves issues.\n", "\n", - "We\u2019re storing examples in a Google Sheet with two columns:\n", + "We’re storing examples in a Google Sheet with two columns:\n", "\n", "- **Snippet**: A short customer support interaction\n", "- **Recommendation**: A suggestion for how the agent should respond\n", @@ -237,24 +273,24 @@ "---\n", "
\n", "\n", - "#### \ud83d\udd0d Why This Format?\n", + "#### 🔍 Why This Format?\n", "\n", "This setup works well for tasks like:\n", "\n", - "- `Input snippet \u2192 Suggested reply`\n", - "- `Prompt \u2192 Rewrite`\n", - "- `Bug report \u2192 Diagnosis`\n", - "- `Text \u2192 Label or Category`\n", + "- `Input snippet → Suggested reply`\n", + "- `Prompt → Rewrite`\n", + "- `Bug report → Diagnosis`\n", + "- `Text → Label or Category`\n", "\n", - "Just collect examples in a spreadsheet, and you\u2019ve got usable training data. \n", + "Just collect examples in a spreadsheet, and you’ve got usable training data. \n", "
\n", "\n", "---\n", "
\n", "\n", - "#### \u2705 What You'll Learn\n", + "#### ✅ What You'll Learn\n", "\n", - "We\u2019ll show how to:\n", + "We’ll show how to:\n", "\n", "1. Load the Google Sheet into your notebook\n", "2. Format it into a dataset\n", @@ -1164,62 +1200,62 @@ "# --- Scenario 1: Video-Conferencing Screen-Share Bug (11 turns) ---\n", "scenario_1 = \"\"\"\n", "User: Everyone in my meeting just sees a black screen when I share.\n", - "Agent: Sorry about that\u2014are you sharing a window or your entire screen?\n", + "Agent: Sorry about that—are you sharing a window or your entire screen?\n", "User: Entire screen on macOS Sonoma.\n", - "Agent: Thanks. Do you have \u201cEnable hardware acceleration\u201d toggled on in Settings \u2192 Video?\n", + "Agent: Thanks. Do you have “Enable hardware acceleration” toggled on in Settings → Video?\n", "User: Yeah, that switch is on.\n", "Agent: Could you try toggling it off and start a quick test share?\n", - "User: Did that\u2014still black for attendees.\n", + "User: Did that—still black for attendees.\n", "Agent: Understood. Are you on the desktop app v5.4.2 or the browser client?\n", - "User: Desktop v5.4.2\u2014just updated this morning.\n", + "User: Desktop v5.4.2—just updated this morning.\n", "\"\"\"\n", "\n", "# --- Scenario 2: Smart-Lock Low-Battery Loop (9 turns) ---\n", "scenario_2 = \"\"\"\n", - "User: I changed the batteries, but the lock app still says 5 % and won\u2019t auto-lock.\n", - "Agent: Let\u2019s check firmware. In the app, go to Settings \u2192 Device Info\u2014what version shows?\n", + "User: I changed the batteries, but the lock app still says 5 % and won’t auto-lock.\n", + "Agent: Let’s check firmware. In the app, go to Settings → Device Info—what version shows?\n", "User: 3.18.0-alpha.\n", "Agent: Latest stable is 3.17.5. Did you enroll in the beta program?\n", "User: I might have months ago.\n", "Agent: Beta builds sometimes misreport battery. Remove one battery, wait ten seconds, reinsert, and watch the LED pattern.\n", "User: LED blinks blue twice, then red once.\n", - "Agent: That blink code means \u201cconfig mismatch.\u201d Do you still have the old batteries handy?\n", + "Agent: That blink code means “config mismatch.” Do you still have the old batteries handy?\n", "User: Tossed them already.\n", "\"\"\"\n", "\n", - "# --- Scenario 3: Accounting SaaS \u2014 Corrupted Invoice Export (10 turns) ---\n", + "# --- Scenario 3: Accounting SaaS — Corrupted Invoice Export (10 turns) ---\n", "scenario_3 = \"\"\"\n", "User: Every invoice I download today opens as a blank PDF.\n", "Agent: Is this happening to historic invoices, new ones, or both?\n", "User: Both. Anything I export is 0 bytes.\n", - "Agent: Are you exporting through \u201cBulk Actions\u201d or individual invoice pages?\n", + "Agent: Are you exporting through “Bulk Actions” or individual invoice pages?\n", "User: Individual pages.\n", "Agent: Which browser/OS combo?\n", "User: Chrome on Windows 11, latest update.\n", "Agent: We released a new PDF renderer at 10 a.m. UTC. Could you try Edge quickly, just to rule out a caching quirk?\n", - "User: Tried Edge\u2014same zero-byte file.\n", + "User: Tried Edge—same zero-byte file.\n", "\"\"\"\n", "\n", - "# --- Scenario 4: Fitness-Tracker App \u2014 Stuck Step Count (8 turns) ---\n", + "# --- Scenario 4: Fitness-Tracker App — Stuck Step Count (8 turns) ---\n", "scenario_4 = \"\"\"\n", "User: My step count has been frozen at 4,237 since last night.\n", "Agent: Which phone are you syncing with?\n", "User: iPhone 15, iOS 17.5.\n", - "Agent: In the Health Permissions screen, does \u201cMotion & Fitness\u201d show as ON?\n", - "User: Yes, it\u2019s toggled on.\n", + "Agent: In the Health Permissions screen, does “Motion & Fitness” show as ON?\n", + "User: Yes, it’s toggled on.\n", "Agent: When you pull down to refresh the dashboard, does the sync spinner appear?\n", "User: Spinner flashes for a second, then nothing changes.\n", "\"\"\"\n", "\n", - "# --- Scenario 5: Online-Course Platform \u2014 Quiz Submission Error (12 turns) ---\n", + "# --- Scenario 5: Online-Course Platform — Quiz Submission Error (12 turns) ---\n", "scenario_5 = \"\"\"\n", - "User: My quiz submits but then shows \u201cUnknown grading error\u201d and resets the answers.\n", + "User: My quiz submits but then shows “Unknown grading error” and resets the answers.\n", "Agent: Which course and quiz name?\n", "User: History 301, Unit 2 Quiz.\n", "Agent: Do you notice a red banner or any code like GR-### in the corner?\n", - "User: Banner says \u201cGR-412\u201d.\n", + "User: Banner says “GR-412”.\n", "Agent: That code points to answer-payload size. Were you pasting images or long text into any answers?\n", - "User: Maybe a long essay\u2014about 800 words in Question 5.\n", + "User: Maybe a long essay—about 800 words in Question 5.\n", "Agent: Are you on a laptop or mobile?\n", "User: Laptop, Safari on macOS.\n", "\"\"\"\n" @@ -1242,18 +1278,18 @@ "text": [ "<|start_of_role|>user<|end_of_role|>\n", "User: Everyone in my meeting just sees a black screen when I share.\n", - "Agent: Sorry about that\u2014are you sharing a window or your entire screen?\n", + "Agent: Sorry about that—are you sharing a window or your entire screen?\n", "User: Entire screen on macOS Sonoma.\n", - "Agent: Thanks. Do you have \u201cEnable hardware acceleration\u201d toggled on in Settings \u2192 Video?\n", + "Agent: Thanks. Do you have “Enable hardware acceleration” toggled on in Settings → Video?\n", "User: Yeah, that switch is on.\n", "Agent: Could you try toggling it off and start a quick test share?\n", - "User: Did that\u2014still black for attendees.\n", + "User: Did that—still black for attendees.\n", "Agent: Understood. Are you on the desktop app v5.4.2 or the browser client?\n", - "User: Desktop v5.4.2\u2014just updated this morning.\n", + "User: Desktop v5.4.2—just updated this morning.\n", "<|end_of_text|>\n", "<|start_of_role|>assistant<|end_of_role|>#### Analysis\n", "- The user reports a black screen for attendees when sharing the entire screen on macOS Sonoma.\n", - "- The user has \"Enable hardware acceleration\" enabled in Settings \u2192 Video.\n", + "- The user has \"Enable hardware acceleration\" enabled in Settings → Video.\n", "- The user is on the desktop app v5.4.2, which was updated this morning.\n", "\n", "#### Recommendation\n", @@ -1307,14 +1343,14 @@ "output_type": "stream", "text": [ "<|start_of_role|>user<|end_of_role|>\n", - "User: I changed the batteries, but the lock app still says 5 % and won\u2019t auto-lock.\n", - "Agent: Let\u2019s check firmware. In the app, go to Settings \u2192 Device Info\u2014what version shows?\n", + "User: I changed the batteries, but the lock app still says 5 % and won’t auto-lock.\n", + "Agent: Let’s check firmware. In the app, go to Settings → Device Info—what version shows?\n", "User: 3.18.0-alpha.\n", "Agent: Latest stable is 3.17.5. Did you enroll in the beta program?\n", "User: I might have months ago.\n", "Agent: Beta builds sometimes misreport battery. Remove one battery, wait ten seconds, reinsert, and watch the LED pattern.\n", "User: LED blinks blue twice, then red once.\n", - "Agent: That blink code means \u201cconfig mismatch.\u201d Do you still have the old batteries handy?\n", + "Agent: That blink code means “config mismatch.” Do you still have the old batteries handy?\n", "User: Tossed them already.\n", "<|end_of_text|>\n", "<|start_of_role|>assistant<|end_of_role|>#### Analysis\n", @@ -1557,9 +1593,10 @@ " \n", " \n", "\n", - " Join Discord if you need help + \u2b50\ufe0f Star us on Github \u2b50\ufe0f\n", + " Join Discord if you need help + ⭐️ Star us on Github ⭐️\n", "\n", - "\n This notebook and all Unsloth notebooks are licensed [LGPL-3.0](https://github.com/unslothai/notebooks?tab=LGPL-3.0-1-ov-file#readme).\n" + "\n", + " This notebook and all Unsloth notebooks are licensed [LGPL-3.0](https://github.com/unslothai/notebooks?tab=LGPL-3.0-1-ov-file#readme).\n" ] } ], @@ -1671,9 +1708,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_bb63137aa20041759b8f2db481107170", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_2f4909b235b648c0942daaa1ae2d84f3", - "value": "\u2007504/504\u2007[00:00<00:00,\u20075262.29\u2007examples/s]" + "value": " 504/504 [00:00<00:00, 5262.29 examples/s]" } }, "0e91915212da4b699568b2931b2563c1": { @@ -2276,9 +2313,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_107ed420bf174d149ff7b64dd1d15c43", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_e709b2fe6ad541579acaa430c862fb3f", - "value": "Map\u2007(num_proc=2):\u2007100%" + "value": "Map (num_proc=2): 100%" } }, "66cc062d92924dbc9d91896352347e34": { @@ -2297,9 +2334,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_4b73f84a06754e5d8fc832e20a693695", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_fa69243ce6de4eafbcdb7c34a23ee5b5", - "value": "\u2007504/504\u2007[00:04<00:00,\u2007151.17\u2007examples/s]" + "value": " 504/504 [00:04<00:00, 151.17 examples/s]" } }, "67cd1b3132444520a8794adfcc44c223": { @@ -2466,9 +2503,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_9481dda959ee4436b42e8c6c923231d0", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_8bf2866db80d4a5797b6f9edceea1a67", - "value": "\u20071.04M/1.04M\u2007[00:00<00:00,\u200715.5MB/s]" + "value": " 1.04M/1.04M [00:00<00:00, 15.5MB/s]" } }, "8bf2866db80d4a5797b6f9edceea1a67": { @@ -2710,9 +2747,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_3749d01cb5834e479232b55150dc024e", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_0fc8224771044c749e66770d939ca1cd", - "value": "Map:\u2007100%" + "value": "Map: 100%" } }, "9de4b3e3ec324af8be09fcc99c35a7f9": { @@ -3087,9 +3124,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_74de35f7e7824f39abb1a7dd37ab8669", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_91f0a47939ff4891808591fa9df9ce6c", - "value": "\u2007504/504\u2007[00:00<00:00,\u20071000.60\u2007examples/s]" + "value": " 504/504 [00:00<00:00, 1000.60 examples/s]" } }, "c7777936dc2e41568bc2649bb02a763b": { @@ -3108,9 +3145,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_a17bf82d1ad9468dbdbad8038f4715cc", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_2d2bf2089a4343fcbce758086e216f34", - "value": "Generating\u2007train\u2007split:\u2007" + "value": "Generating train split: " } }, "c9da52df017244ab8d0767fc6b091996": { @@ -3196,9 +3233,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_96334dca3a004ddeae99af2304c25b30", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_8daa961157694497a8ca1bb1c4bcff0b", - "value": "Unsloth:\u2007Tokenizing\u2007["text"]\u2007(num_proc=6):\u2007100%" + "value": "Unsloth: Tokenizing ["text"] (num_proc=6): 100%" } }, "ccc811b8517e4b568a91ae9d24131512": { @@ -3232,9 +3269,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_fea9c1a564d1482fbb2d4c9db0249bfa", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_cfd5bf250f334e19b8cc1bc217bf33f7", - "value": "Loading\u2007checkpoint\u2007shards:\u2007100%" + "value": "Loading checkpoint shards: 100%" } }, "cfd5bf250f334e19b8cc1bc217bf33f7": { @@ -3320,9 +3357,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_c9da52df017244ab8d0767fc6b091996", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_ccc811b8517e4b568a91ae9d24131512", - "value": "\u20072/2\u2007[00:24<00:00,\u200711.00s/it]" + "value": " 2/2 [00:24<00:00, 11.00s/it]" } }, "e0d6a5c340d749479c1d94adf17bb981": { @@ -3463,9 +3500,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_b9f552bcbccf42dca02a5ccdfd5eb871", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_2b6eb0208d664e79be39927c02788eed", - "value": "\u2007504/0\u2007[00:00<00:00,\u20073719.61\u2007examples/s]" + "value": " 504/0 [00:00<00:00, 3719.61 examples/s]" } }, "fc8739e60d6844669a51a137c48a6218": { @@ -3484,9 +3521,9 @@ "description": "", "description_tooltip": null, "layout": "IPY_MODEL_3d728fdd8eb24ed09a0ea06e58db01e3", - "placeholder": "\u200b", + "placeholder": "​", "style": "IPY_MODEL_cab523c6b34d48af9d6f52c62ff64a64", - "value": "Downloading\u2007data:\u2007100%" + "value": "Downloading data: 100%" } }, "fea9c1a564d1482fbb2d4c9db0249bfa": { @@ -3645,4 +3682,4 @@ }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} diff --git a/nb/Granite4.0_350M.ipynb b/nb/Granite4.0_350M.ipynb index 16d20f42..24b9e026 100644 --- a/nb/Granite4.0_350M.ipynb +++ b/nb/Granite4.0_350M.ipynb @@ -3,8 +3,8 @@ { "cell_type": "markdown", "metadata": { - "id": "view-in-github", - "colab_type": "text" + "colab_type": "text", + "id": "view-in-github" }, "source": [ "\"Open" @@ -101,6 +101,28 @@ "!pip install --no-build-isolation causal_conv1d==1.5.2" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import importlib.metadata as m\n", + "\n", + "packages = [\n", + " \"unsloth\", \"torch\", \"bitsandbytes\", \"accelerate\", \"xformers\",\n", + " \"peft\", \"trl\", \"triton\", \"cut_cross_entropy\", \"unsloth_zoo\",\n", + " \"sentencepiece\", \"protobuf\", \"datasets\", \"huggingface_hub\",\n", + " \"hf_transfer\", \"transformers\"\n", + "]\n", + "\n", + "for pkg in packages:\n", + " try:\n", + " print(f\"{pkg}: {m.version(pkg)}\")\n", + " except m.PackageNotFoundError:\n", + " print(f\"{pkg}: NOT INSTALLED\")" + ] + }, { "cell_type": "markdown", "metadata": { @@ -114,7 +136,6 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "id": "-Xbb0cuLzwgf", "colab": { "base_uri": "https://localhost:8080/", "height": 429, @@ -209,12 +230,13 @@ "e4b02b1eee0c415c851ee2d494e1c593" ] }, + "id": "-Xbb0cuLzwgf", "outputId": "52e77b60-a371-4b7f-fa1c-0c13ca757f52" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning.\n", "🦥 Unsloth Zoo will now patch everything to make training faster!\n", @@ -228,116 +250,116 @@ ] }, { - "output_type": "display_data", "data": { - "text/plain": [ - "model.safetensors: 0%| | 0.00/370M [00:00system<|end_of_role|>You are a helpful assistant. Please ensure responses are professional, accurate, and safe.<|end_of_text|>\\n<|start_of_role|>user<|end_of_role|>User: I\\'m getting an error when trying to log in. \\nAgent: What error message are you seeing? \\nUser: It says \"Invalid credentials\" even though I\\'m sure my password is correct. \\nAgent: Have you tried clearing your browser cache? \\nUser: Yes, I cleared it already. \\nAgent: Let me check your account status. \\nUser: I\\'ve been using this account for months without issues. \\nAgent: I found no issues with your account. \\nUser: Maybe there\\'s a problem with the login server? \\nAgent: Let\\'s try resetting your password. \\nUser: I just did that, and it\\'s not working either. \\nAgent: I\\'ll need to escalate this to our engineering team. \\nUser: Okay, what should I do in the meantime? \\nAgent: Try using a different browser or device. \\nUser: I\\'ll try Chrome on my laptop. \\nAgent: Let me know if that resolves the issue.<|end_of_text|>\\n<|start_of_role|>assistant<|end_of_role|>#### Analysis\\nThe user is experiencing persistent login issues (\"Invalid credentials\", password reset failure) despite clearing cache and confirming correct credentials. No account anomalies were detected by the agent. The root cause remains unresolved and potentially related to server-side authentication or user-specific credential handling.\\n\\n#### Recommendation\\n- Step 1: Confirm if using Chrome on the laptop resolved the login issue. (User action)\\n- Step 2: If Step 1 was successful, no further immediate action needed. If not, proceed to escalate based on user feedback.\\n- *Next best action for the agent*: Report back to the user whether using Chrome on their laptop confirmed or failed to resolve the issue.<|end_of_text|>\\n'" - ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" - } + }, + "text/plain": [ + "'<|start_of_role|>system<|end_of_role|>You are a helpful assistant. Please ensure responses are professional, accurate, and safe.<|end_of_text|>\\n<|start_of_role|>user<|end_of_role|>User: I\\'m getting an error when trying to log in. \\nAgent: What error message are you seeing? \\nUser: It says \"Invalid credentials\" even though I\\'m sure my password is correct. \\nAgent: Have you tried clearing your browser cache? \\nUser: Yes, I cleared it already. \\nAgent: Let me check your account status. \\nUser: I\\'ve been using this account for months without issues. \\nAgent: I found no issues with your account. \\nUser: Maybe there\\'s a problem with the login server? \\nAgent: Let\\'s try resetting your password. \\nUser: I just did that, and it\\'s not working either. \\nAgent: I\\'ll need to escalate this to our engineering team. \\nUser: Okay, what should I do in the meantime? \\nAgent: Try using a different browser or device. \\nUser: I\\'ll try Chrome on my laptop. \\nAgent: Let me know if that resolves the issue.<|end_of_text|>\\n<|start_of_role|>assistant<|end_of_role|>#### Analysis\\nThe user is experiencing persistent login issues (\"Invalid credentials\", password reset failure) despite clearing cache and confirming correct credentials. No account anomalies were detected by the agent. The root cause remains unresolved and potentially related to server-side authentication or user-specific credential handling.\\n\\n#### Recommendation\\n- Step 1: Confirm if using Chrome on the laptop resolved the login issue. (User action)\\n- Step 2: If Step 1 was successful, no further immediate action needed. If not, proceed to escalate based on user feedback.\\n- *Next best action for the agent*: Report back to the user whether using Chrome on their laptop confirmed or failed to resolve the issue.<|end_of_text|>\\n'" + ] }, + "execution_count": 9, "metadata": {}, - "execution_count": 9 + "output_type": "execute_result" } ], "source": [ @@ -754,7 +776,6 @@ "cell_type": "code", "execution_count": 10, "metadata": { - "id": "95_Nn-89DhsL", "colab": { "base_uri": "https://localhost:8080/", "height": 66, @@ -772,29 +793,30 @@ "640993dccbbf48008e5b356c29620cb7" ] }, + "id": "95_Nn-89DhsL", "outputId": "0b1beeba-e3c6-49ab-cdd3-764324eabd56" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Unsloth: We found double BOS tokens - we shall remove one automatically.\n" ] }, { - "output_type": "display_data", "data": { - "text/plain": [ - "Unsloth: Tokenizing [\"text\"] (num_proc=6): 0%| | 0/504 [00:00system<|end_of_role|>You are a helpful assistant. Please ensure responses are professional, accurate, and safe.<|end_of_text|>\\n<|start_of_role|>user<|end_of_role|>User: My account is locked. I tried to log in but got an error message saying \"Too many failed attempts\".\\n\\nAgent: Can you please try logging in again and enter the security code sent to your email? That should unlock your account temporarily.\\n\\nUser: I did that already. I received the code and entered it, but my account is still locked.\\n\\nAgent: I see. Have you tried resetting your password via the \\'Forgot Password\\' link?\\n\\nUser: Yes, I clicked on that. It sent me an email with a reset link, but when I tried to reset my password, I got an error message saying \"Invalid request\".\\n\\nAgent: Okay, I can\\'t access your account to check directly. Could you please provide me with your account ID or email address associated with the account?\\n\\nUser: My email is user@example.com. Account ID is 123456789.\\n\\nAgent: Thank you. I\\'m looking into this. It seems there might be an issue with the account lockout mechanism or the password reset process. I\\'ll need to contact our security team to manually unlock your account and investigate further. I\\'ll keep you updated on the progress.<|end_of_text|>\\n<|start_of_role|>assistant<|end_of_role|>#### Analysis\\nThe user is experiencing account lockout due to multiple failed login attempts, and standard troubleshooting steps like password reset and security code entry are failing, indicating a potential issue with the account lockout mechanism or password recovery system.\\n\\n#### Recommendation\\n- Step 1: Attempt to reset the password using the \\'Forgot Password\\' link and provide the error details received.\\n- Step 2: Contact support with the account ID/email and request manual account unlock and investigation.\\n- *Next best action for the agent*: Instruct the user to contact support immediately, providing their account details for manual intervention and further investigation.<|end_of_text|>\\n'" - ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" - } + }, + "text/plain": [ + "'<|start_of_role|>system<|end_of_role|>You are a helpful assistant. Please ensure responses are professional, accurate, and safe.<|end_of_text|>\\n<|start_of_role|>user<|end_of_role|>User: My account is locked. I tried to log in but got an error message saying \"Too many failed attempts\".\\n\\nAgent: Can you please try logging in again and enter the security code sent to your email? That should unlock your account temporarily.\\n\\nUser: I did that already. I received the code and entered it, but my account is still locked.\\n\\nAgent: I see. Have you tried resetting your password via the \\'Forgot Password\\' link?\\n\\nUser: Yes, I clicked on that. It sent me an email with a reset link, but when I tried to reset my password, I got an error message saying \"Invalid request\".\\n\\nAgent: Okay, I can\\'t access your account to check directly. Could you please provide me with your account ID or email address associated with the account?\\n\\nUser: My email is user@example.com. Account ID is 123456789.\\n\\nAgent: Thank you. I\\'m looking into this. It seems there might be an issue with the account lockout mechanism or the password reset process. I\\'ll need to contact our security team to manually unlock your account and investigate further. I\\'ll keep you updated on the progress.<|end_of_text|>\\n<|start_of_role|>assistant<|end_of_role|>#### Analysis\\nThe user is experiencing account lockout due to multiple failed login attempts, and standard troubleshooting steps like password reset and security code entry are failing, indicating a potential issue with the account lockout mechanism or password recovery system.\\n\\n#### Recommendation\\n- Step 1: Attempt to reset the password using the \\'Forgot Password\\' link and provide the error details received.\\n- Step 2: Contact support with the account ID/email and request manual account unlock and investigation.\\n- *Next best action for the agent*: Instruct the user to contact support immediately, providing their account details for manual intervention and further investigation.<|end_of_text|>\\n'" + ] }, + "execution_count": 12, "metadata": {}, - "execution_count": 12 + "output_type": "execute_result" } ], "source": [ @@ -932,26 +954,26 @@ "cell_type": "code", "execution_count": 13, "metadata": { - "id": "_rD6fl8EUxnG", "colab": { "base_uri": "https://localhost:8080/", "height": 122 }, + "id": "_rD6fl8EUxnG", "outputId": "f0eb4d77-1402-4775-92bd-afd301f7bff4" }, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": [ - "\" #### Analysis\\nThe user is experiencing account lockout due to multiple failed login attempts, and standard troubleshooting steps like password reset and security code entry are failing, indicating a potential issue with the account lockout mechanism or password recovery system.\\n\\n#### Recommendation\\n- Step 1: Attempt to reset the password using the 'Forgot Password' link and provide the error details received.\\n- Step 2: Contact support with the account ID/email and request manual account unlock and investigation.\\n- *Next best action for the agent*: Instruct the user to contact support immediately, providing their account details for manual intervention and further investigation.<|end_of_text|>\\n\"" - ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" - } + }, + "text/plain": [ + "\" #### Analysis\\nThe user is experiencing account lockout due to multiple failed login attempts, and standard troubleshooting steps like password reset and security code entry are failing, indicating a potential issue with the account lockout mechanism or password recovery system.\\n\\n#### Recommendation\\n- Step 1: Attempt to reset the password using the 'Forgot Password' link and provide the error details received.\\n- Step 2: Contact support with the account ID/email and request manual account unlock and investigation.\\n- *Next best action for the agent*: Instruct the user to contact support immediately, providing their account details for manual intervention and further investigation.<|end_of_text|>\\n\"" + ] }, + "execution_count": 13, "metadata": {}, - "execution_count": 13 + "output_type": "execute_result" } ], "source": [ @@ -963,16 +985,16 @@ "execution_count": 14, "metadata": { "cellView": "form", - "id": "2ejIt2xSNKKp", "colab": { "base_uri": "https://localhost:8080/" }, + "id": "2ejIt2xSNKKp", "outputId": "5519aaec-b79a-42e1-acd0-b10e697dd62c" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "GPU = Tesla T4. Max memory = 14.741 GB.\n", "0.453 GB of memory reserved.\n" @@ -1005,17 +1027,17 @@ "cell_type": "code", "execution_count": 15, "metadata": { - "id": "yqxqAZ7KJ4oL", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, + "id": "yqxqAZ7KJ4oL", "outputId": "1def9272-54d7-4cf4-fba9-4cee553f7503" }, "outputs": [ { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ "==((====))== Unsloth - 2x faster free finetuning | Num GPUs used = 1\n", " \\\\ /| Num examples = 504 | Num Epochs = 1 | Total steps = 60\n", @@ -1025,18 +1047,14 @@ ] }, { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Unsloth: Will smartly offload gradients to save VRAM!\n" ] }, { - "output_type": "display_data", "data": { - "text/plain": [ - "" - ], "text/html": [ "\n", "
\n", @@ -1294,9 +1312,13 @@ " \n", " \n", "

" + ], + "text/plain": [ + "" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -1308,16 +1330,16 @@ "execution_count": 16, "metadata": { "cellView": "form", - "id": "pCqnaKmlO1U9", "colab": { "base_uri": "https://localhost:8080/" }, + "id": "pCqnaKmlO1U9", "outputId": "1603364b-c7ee-4e06-d48f-bd2b01bfa6e4" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "212.4166 seconds used for training.\n", "3.54 minutes used for training.\n", @@ -1433,16 +1455,16 @@ "cell_type": "code", "execution_count": 18, "metadata": { - "id": "kR3gIAX-SM2q", "colab": { "base_uri": "https://localhost:8080/" }, + "id": "kR3gIAX-SM2q", "outputId": "c3b9b781-246c-4773-ad42-c102c7e77e39" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "<|start_of_role|>system<|end_of_role|>You are a helpful assistant. Please ensure responses are professional, accurate, and safe.<|end_of_text|>\n", "<|start_of_role|>user<|end_of_role|>\n", @@ -1498,16 +1520,16 @@ "cell_type": "code", "execution_count": 19, "metadata": { - "id": "IGSmEnAd-sOP", "colab": { "base_uri": "https://localhost:8080/" }, + "id": "IGSmEnAd-sOP", "outputId": "eaf60a1e-db15-451e-b84f-e56f898a29ac" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "<|start_of_role|>system<|end_of_role|>You are a helpful assistant. Please ensure responses are professional, accurate, and safe.<|end_of_text|>\n", "<|start_of_role|>user<|end_of_role|>\n", @@ -1576,15 +1598,14 @@ "cell_type": "code", "execution_count": 20, "metadata": { - "id": "upcOlWe7A1vc", "colab": { "base_uri": "https://localhost:8080/" }, + "id": "upcOlWe7A1vc", "outputId": "3c31451d-33c2-4a6f-d4c3-455de8f45157" }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ "('lora_model/tokenizer_config.json',\n", @@ -1596,8 +1617,9 @@ " 'lora_model/tokenizer.json')" ] }, + "execution_count": 20, "metadata": {}, - "execution_count": 20 + "output_type": "execute_result" } ], "source": [ @@ -1769,8 +1791,8 @@ "accelerator": "GPU", "colab": { "gpuType": "T4", - "provenance": [], - "include_colab_link": true + "include_colab_link": true, + "provenance": [] }, "kernelspec": { "display_name": "Python 3", @@ -1790,32 +1812,26 @@ }, "widgets": { "application/vnd.jupyter.widget-state+json": { - "b29e5305f3ee496c8c9a879d85782ac0": { + 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