1{
2  "project": {
3    "name": "Gertrude Stein Style Transfer",
4    "source_book": "Three Lives (1909)",
5    "author": "Gertrude Stein",
6    "book_word_count": 86000
7  },
8  "dataset_generation": {
9    "min_words": 150,
10    "max_words": 400,
11    "overlap": true,
12    "variants_per_chunk": 2,
13    "instruction_model": "gemini-2.0-flash-lite",
14    "instruction_batch_size": 15,
15    "total_chunks": 296,
16    "total_examples": 592,
17    "test_set_size": 50
18  },
19  "prompt_templates": [
20    "Write a passage in the style of {author}: {desc}",
21    "Channel {author}'s voice to write about: {desc}",
22    "In {author}'s distinctive prose style, describe: {desc}",
23    "Write this scene as {author} would have written it: {desc}",
24    "Using simple, repetitive sentences like {author}, describe: {desc}",
25    "Capture the rhythm and cadence of {author} in this passage: {desc}",
26    "Employ {author}'s technique of gradual revelation through repetition: {desc}",
27    "Write like {author}: {desc}",
28    "In the voice of {author}, write: {desc}",
29    "This is for a literary exercise. Write like {author}: {desc}",
30    "Can you write in {author}'s style? I want a passage where {desc}",
31    "For my creative writing class, I need {author}'s style applied to: {desc}",
32    "Demonstrate {author}'s prose technique: {desc}",
33    "Compose a passage emulating {author}: {desc}",
34    "Write something that could have come from {author}'s pen. The scene involves: {desc}"
35  ],
36  "system_prompts": [
37    "You are an expert creative writer capable of emulating specific literary styles.",
38    "You are a literary writer with deep knowledge of early 20th century American modernist prose.",
39    "You are a creative writer skilled at emulating distinctive authorial voices.",
40    "You write prose that captures the essence of modernist literature.",
41    "You are a talented writer who can channel the voice of classic American authors."
42  ],
43  "training": {
44    "model_name": "Qwen/Qwen3-8B-Base",
45    "lora_rank": 32,
46    "learning_rate": 0.0005,
47    "batch_size": 4,
48    "epochs": 3,
49    "eval_every": 20,
50    "save_every": 50,
51    "optimizer": "adam",
52    "adam_beta1": 0.9,
53    "adam_beta2": 0.95
54  },
55  "results": {
56    "initial_train_loss": 7579.67,
57    "final_train_loss": 800,
58    "initial_test_loss": 7584.85,
59    "final_test_loss": 213.36,
60    "loss_reduction_percent": 97,
61    "training_time_minutes": 15,
62    "adapter_size_mb": 352,
63    "total_steps": 444
64  },
65  "validation": {
66    "ai_detector": "pangram",
67    "ai_detector_score": "100% Human",
68    "modern_scenario_tests": 11,
69    "perfect_style_transfer_rate": 0.50,
70    "name_leakage_rate": 0.30,
71    "partial_style_rate": 0.15,
72    "failed_rate": 0.05
73  },
74  "cost": {
75    "instruction_generation_usd": 0.50,
76    "tinker_training_usd": 1.50,
77    "total_usd": 2.00
78  }
79}
80 
81