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install -q transformers accelerate bitsandbytes sentencepiece pandas tqdm\n\nimport torch\nimport json\nimport re\nimport pandas as pd\nfrom tqdm import tqdm\nfrom transformers import AutoTokenizer, AutoModelForCausalLM\n\n# ---------- LOAD MODEL ----------\nmodel_name = \"Qwen/Qwen2.5-7B-Instruct\"\n\ntokenizer = AutoTokenizer.from_pretrained(model_name)\n\nmodel = AutoModelForCausalLM.from_pretrained(\n    model_name,\n    device_map=\"auto\",\n    load_in_4bit=True,\n    torch_dtype=torch.float16\n)\n\n# ---------- LOAD DATA ----------\ndf = pd.read_csv(\"/kaggle/input/deep-past-initiative-machine-translation/train.csv\")\n\n# ---------- PROMPT ----------\ndef build_prompt(akkadian, english):\n    return (\n        \"You are an alignment tool.\\n\\n\"\n        \"Split the Akkadian transliteration and English translation \"\n        \"into aligned sentence pairs.\\n\\n\"\n        \"Rules:\\n\"\n        \"- Do NOT paraphrase\\n\"\n        \"- Do NOT modify text\\n\"\n        \"- Preserve wording exactly\\n\"\n        \"- Output ONLY valid JSON list:\\n\"\n        '[{\"akkadian\": \"...\", \"english\": \"...\"}]\\n\\n'\n        f\"Akkadian:\\n{akkadian}\\n\\n\"\n        f\"English:\\n{english}\\n\"\n    )\n\n# ---------- SEGMENT FUNCTION ----------\ndef segment_pair(akkadian, english):\n    prompt = build_prompt(akkadian, english)\n\n    inputs = tokenizer(\n        prompt,\n        return_tensors=\"pt\",\n        truncation=True\n    ).to(model.device)\n\n    with torch.no_grad():\n        output = model.generate(\n            **inputs,\n            max_new_tokens=256,\n            do_sample=False,\n            temperature=0.0,\n            top_p=1.0,\n            repetition_penalty=1.1,\n            eos_token_id=tokenizer.eos_token_id,\n            pad_token_id=tokenizer.eos_token_id\n        )\n\n    text = tokenizer.decode(output[0], skip_special_tokens=True)\n\n    match = re.search(r\"\\[\\s*{.*}\\s*\\]\", text, re.DOTALL)\n    if match:\n        try:\n            return json.loads(match.group())\n        except:\n            return []\n    return []\n\n# ---------- RUN WITH LIVE STATUS ----------\nrows = []\n\nfor idx, row in tqdm(df.iterrows(), total=len(df), desc=\"Segmenting\"):\n    segments = segment_pair(row[\"transliteration\"], row[\"translation\"])\n\n    for seg in segments:\n        rows.append({\n            \"akkadian_segment\": seg[\"akkadian\"],\n            \"english_segment\": seg[\"english\"]\n        })\n\n    tqdm.write(f\"✓ Row {idx+1}/{len(df)} | Segments: {len(segments)}\")\n\n# ---------- SAVE ----------\nout_df = pd.DataFrame(rows)\nout_df.to_csv(\"segmented_output.csv\", index=False)\n\nprint(\"Saved segmented_output.csv\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-02-17T04:40:16.895445Z","iopub.execute_input":"2026-02-17T04:40:16.895703Z"}},"outputs":[],"execution_count":null}]}