初始化项目，由ModelHub XC社区提供模型

Model: millat/mistral-7b-indian-university-guidance Source: Original Platform
2026-06-20 04:15:17 +08:00
commit 466afa54a8
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+{
+  "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": {
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+        "max_chars": 307,
+        "avg_chars": 128.5478421351505,
+        "median_chars": 127,
+        "std_chars": 25.585852396850722,
+        "avg_tokens": 38.871
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+      "answer_stats": {
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+        "max_chars": 1151,
+        "avg_chars": 391.704003407155,
+        "median_chars": 380,
+        "std_chars": 140.26702745199665,
+        "avg_tokens": 105.844
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+      "combined_stats": {
+        "avg_total_tokens": 144.715,
+        "max_total_tokens": 305,
+        "min_total_tokens": 56
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+      "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
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+  "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": {
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+        "samples": 96
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+        "avg_used_gb": 5.151363968,
+        "peak_percent": 46.7
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+      "total_time_minutes": 72.31494403680166
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+  },
+  "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"
+  }
+}