{ "run_metadata": { "timestamp": "2026-01-24T10:58:32.967136", "framework": "Unsloth + QLoRA", "notebook_version": "2.0-autonomous" }, "model_config": { "base_model": "unsloth/mistral-7b-instruct-v0.3-bnb-4bit", "lora_rank": 32, "lora_alpha": 32, "max_seq_length": 512, "learning_rate": 0.0002 }, "dataset": { "name": "millat/indian_university_guidance_for_bangladeshi_students", "total_samples": 7044, "train_samples": 6339, "eval_samples": 705, "statistics": { "total_samples": 7044, "columns": [ "question", "answer", "context", "source", "metadata" ], "question_stats": { "min_chars": 18, "max_chars": 307, "avg_chars": 128.5478421351505, "median_chars": 127, "std_chars": 25.585852396850722, "avg_tokens": 38.871 }, "answer_stats": { "min_chars": 65, "max_chars": 1151, "avg_chars": 391.704003407155, "median_chars": 380, "std_chars": 140.26702745199665, "avg_tokens": 105.844 }, "combined_stats": { "avg_total_tokens": 144.715, "max_total_tokens": 305, "min_total_tokens": 56 }, "estimated_total_tokens": 1019372, "sample_questions": [ "I am currently pursuing a Polytechnic Diploma in Bangladesh after SSC. Can I get admission to the second year of a B.Tech program in India?", "I have a B.Sc. in Engineering degree from Bangladesh. Will Indian universities recognize it as equivalent to their B.Tech or B.E. programs?", "My HSC marks in Bangladesh are 85%. How would that translate to Indian admission requirements for undergraduate engineering courses?", "I have a Bachelor of Commerce (B.Com) Pass degree from Bangladesh. What is its equivalent in India, and what are the postgraduate admission prospects?", "I am a Bangladeshi student interested in pursuing MBBS in India. What are the key requirements and recognition aspects I need to be aware of?" ] } }, "training": { "epochs": 3, "batch_size": 4, "gradient_accumulation": 4, "effective_batch_size": 16, "learning_rate": 0.0002, "duration_minutes": 66.47436684767405, "duration_hours": 1.107906114127901, "final_loss": 0.10161419559385874, "completed": true }, "evaluation": { "eval_loss": 0.3753533959388733, "eval_runtime": 150.6713, "eval_samples_per_second": 4.679, "eval_steps_per_second": 1.175, "epoch": 3.0, "perplexity": 1.4555056935419122 }, "perplexity_analysis": { "eval_loss": 0.3753533959388733, "perplexity": 1.4555056935419122, "interpretation": "Lower perplexity indicates better model performance", "perplexity_range": { "excellent": "< 10", "good": "10-50", "acceptable": "50-100", "poor": "> 100" }, "model_rating": "excellent" }, "lora_adapters": { "path": "/content/drive/MyDrive/Indian_Uni_Model_Training/models/lora_adapters", "status": "saved" }, "research_outputs": { "path": "/content/drive/MyDrive/Indian_Uni_Model_Training/research", "epoch_tracker": "/content/drive/MyDrive/Indian_Uni_Model_Training/research/epoch_tracker.json" }, "hardware": { "gpu": "Tesla T4", "gpu_memory_total_gb": 15.83, "usage_summary": { "gpu": { "peak_memory_gb": 11.954010624, "avg_memory_gb": 5.189690426666667, "samples": 96 }, "ram": { "peak_used_gb": 5.945511936, "avg_used_gb": 5.151363968, "peak_percent": 46.7 }, "total_time_minutes": 72.31494403680166 } }, "output_paths": { "google_drive_base": "/content/drive/MyDrive/Indian_Uni_Model_Training", "logs": "/content/drive/MyDrive/Indian_Uni_Model_Training/logs", "stats": "/content/drive/MyDrive/Indian_Uni_Model_Training/stats", "evaluation": "/content/drive/MyDrive/Indian_Uni_Model_Training/evaluation", "comparison": "/content/drive/MyDrive/Indian_Uni_Model_Training/comparison", "examples": "/content/drive/MyDrive/Indian_Uni_Model_Training/examples", "hardware": "/content/drive/MyDrive/Indian_Uni_Model_Training/hardware", "models": "/content/drive/MyDrive/Indian_Uni_Model_Training/models", "checkpoints": "/content/drive/MyDrive/Indian_Uni_Model_Training/checkpoints" } }