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using keywords for each language\n", " if any(k in code for k in [\"def \", \"import \", \"print(\", \"lambda\"]):\n", " return \"python\"\n", " elif any(k in code for k in [\"#include\", \"int main\", \"cout\"]):\n", " return \"cpp\"\n", " elif any(k in code for k in [\"function \", \"console.log\"]):\n", " return \"javascript\"\n", " else:\n", " return \"unknown\"\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "TuwECHJnIdMd" }, "outputs": [], "source": [ "def add_comments_to_code(code):\n", " # if input is empty\n", " if not code.strip():\n", " return \"Please paste some code to add comments.\"\n", "\n", " # gt the languagee\n", " language = detect_language(code)\n", " if language == \"unknown\":\n", " return \"Could not detect programming language. Output may be limited.\"\n", "\n", " # Tell the model/system what we want and how\n", " prompt = (\n", " f\"You are a coding assistant. \"\n", " f\"Add inline comments to this Python code.\"\n", " f\"Explain all assignments, exec calls, and dictionary manipulations.\"\n", " f\"Do not change logic, only add comments.\"\n", " f\"Add concise inline comments and docstrings to this {language} code. \"\n", " f\"Do NOT change the logic, only add comments to make it understandable.\\n\\n\"\n", " f\"Code:\\n{code}\\n\\nImproved code with comments:\\n\"\n", " )\n", "\n", " # run model\n", " result = local_model(\n", " prompt,\n", " max_new_tokens=400,\n", " do_sample=True,\n", " temperature=0.3\n", " )[0][\"generated_text\"]\n", "\n", " # remove the echoed prompt (from the first attemp most models had a lot of echo, thus the need to do away with the repetition)\n", " cleaned = result.replace(prompt, \"\").strip()\n", "\n", " # remove duplicate lines\n", " lines = cleaned.splitlines()\n", " deduped = []\n", " for line in lines:\n", " if not deduped or line.strip() != deduped[-1].strip():\n", " deduped.append(line)\n", "\n", " return \"\\n\".join(deduped)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 610 }, "id": "v_fWQtsZIhGR", "outputId": "00fea56a-5d9f-42ca-bf0f-c5061763200a" }, "outputs": [], "source": [ "# Our grado UX\n", "with gr.Blocks(theme=\"soft\") as demo:\n", " gr.Markdown(\"## Code Commenter & Interpreter\")\n", " gr.Markdown(\"Paste your code below, click **Analyze**, and view the rewritten code with human-like comments.\")\n", "\n", " # input\n", " code_input = gr.Textbox(\n", " label=\"Paste your code here\",\n", " lines=12,\n", " placeholder=\"Write or paste any code snippet...\",\n", " elem_id=\"code_box\"\n", " )\n", "\n", " # button to click\n", " analyze_btn = gr.Button(\"Analyze Code\", variant=\"primary\")\n", "\n", " # output area\n", " rewritten_out = gr.Code(\n", 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