Upload folder using huggingface_hub
Browse files- README.md +0 -3
- benchmarking-scripts/calculate-benchmarks.py +61 -0
- benchmarking-scripts/generate-plots-2.py +84 -0
- benchmarking-scripts/generate-plots.py +68 -0
- benchmarking/tinystories_10m_eval_metrics.json +18 -0
- benchmarking/tinystories_10m_samples.json +1502 -0
- benchmarking/tinystories_2_5m_eval_metrics.json +18 -0
- benchmarking/tinystories_2_5m_samples.json +1502 -0
- benchmarking/tinystories_5m_eval_metrics.json +18 -0
- benchmarking/tinystories_5m_samples.json +1502 -0
- benchmarking/tinystories_7m_eval_metrics.json +18 -0
- benchmarking/tinystories_7m_samples.json +1502 -0
- model_config.txt +0 -77
- tinystories_10m_final_model.pt → models/tinystories_10m_final_model.pt +0 -0
- tinystories_2_5m_final_model.pt → models/tinystories_2_5m_final_model.pt +0 -0
- tinystories_5m_final_model.pt → models/tinystories_5m_final_model.pt +0 -0
- tinystories_7m_final_model.pt → models/tinystories_7m_final_model.pt +0 -0
- tinystories_10m_tokenizer.json → tokenizers/tinystories_10m_tokenizer.json +0 -0
- tinystories_2_5m_tokenizer.json → tokenizers/tinystories_2_5m_tokenizer.json +0 -0
- tinystories_5m_tokenizer.json → tokenizers/tinystories_5m_tokenizer.json +0 -0
- tinystories_7m_tokenizer.json → tokenizers/tinystories_7m_tokenizer.json +0 -0
README.md
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---
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license: cc-by-nc-4.0
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benchmarking-scripts/calculate-benchmarks.py
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"""TinyLM Benchmarking Calculator — Averages 9 metrics from serving results."""
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import json
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import statistics
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import os
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RESULTS_DIR = os.path.dirname(os.path.abspath(__file__)) + '/serving-results'
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models = ['tinystories_10m', 'tinystories_7m', 'tinystories_5m', 'tinystories_2_5m']
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labels = ['10M', '7M', '5M', '2.5M']
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keys = [
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('ttft_ms', 'TTFT (ms)'),
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('tps', 'TPS (tokens/sec)'),
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('total_latency_ms', 'Total Latency (ms)'),
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('tokens_generated', 'Tokens Generated'),
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('perplexity', 'Perplexity'),
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('avg_token_prob', 'Avg Token Probability'),
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('repetition_rate', 'Repetition Rate (%)'),
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('coherence_length', 'Coherence Length'),
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('unique_tokens', 'Vocab Diversity (%)'),
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]
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results = {}
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for model, label in zip(models, labels):
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filepath = f'{RESULTS_DIR}/{model}_samples.json'
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with open(filepath) as f:
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samples = json.load(f)
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metrics = [s['metrics'] for s in samples]
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results[label] = {}
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for key, _ in keys:
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vals = [m[key] for m in metrics]
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results[label][key] = {
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'mean': statistics.mean(vals),
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'median': statistics.median(vals),
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'min': min(vals),
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'max': max(vals),
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}
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# Print table
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print(f"\n{'Metric':<30} {'10M':>10} {'7M':>10} {'5M':>10} {'2.5M':>10}")
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print("=" * 72)
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for key, name in keys:
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vals = [results[l][key]['mean'] for l in labels]
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if key in ('repetition_rate', 'unique_tokens'):
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print(f" {name:<28} {vals[0]*100:>9.1f}% {vals[1]*100:>9.1f}% {vals[2]*100:>9.1f}% {vals[3]*100:>9.1f}%")
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elif key in ('ttft_ms', 'total_latency_ms'):
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print(f" {name:<28} {vals[0]:>10.1f} {vals[1]:>10.1f} {vals[2]:>10.1f} {vals[3]:>10.1f}")
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elif key == 'tps':
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print(f" {name:<28} {vals[0]:>10.0f} {vals[1]:>10.0f} {vals[2]:>10.0f} {vals[3]:>10.0f}")
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elif key == 'avg_token_prob':
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print(f" {name:<28} {vals[0]:>10.4f} {vals[1]:>10.4f} {vals[2]:>10.4f} {vals[3]:>10.4f}")
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else:
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print(f" {name:<28} {vals[0]:>10.1f} {vals[1]:>10.1f} {vals[2]:>10.1f} {vals[3]:>10.1f}")
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# Save as JSON
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output = {label: {name: results[label][key] for key, name in keys} for label in labels}
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output_path = f'{RESULTS_DIR}/benchmarking_summary.json'
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with open(output_path, 'w') as f:
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json.dump(output, f, indent=2)
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print(f"\nSaved: {output_path}")
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benchmarking-scripts/generate-plots-2.py
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"""Generate additional benchmarking plots."""
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import json
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import matplotlib
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matplotlib.use('Agg')
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import matplotlib.pyplot as plt
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RESULTS_DIR = '/Users/abhdey/Documents/My LLM/Research & Experiment/serving-results'
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OUTPUT_DIR = '/Users/abhdey/Documents/My LLM/Research & Experiment/TinyLLMExperiment/serving-results'
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models = ['tinystories_10m', 'tinystories_7m', 'tinystories_5m', 'tinystories_2_5m']
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labels = ['10M', '7M', '5M', '2.5M']
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colors = ['#0969da', '#e5383b', '#2d6a4f', '#9b5de5']
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data = {}
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for model, label in zip(models, labels):
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with open(f'{RESULTS_DIR}/{model}_samples.json') as f:
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samples = json.load(f)
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data[label] = [s['metrics'] for s in samples]
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# Plot 4: Tokens Generated vs Repetition Rate
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fig, ax = plt.subplots(figsize=(10, 6))
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for label, color in zip(labels, colors):
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tokens = [m['tokens_generated'] for m in data[label]]
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rep = [m['repetition_rate'] * 100 for m in data[label]]
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ax.scatter(tokens, rep, c=color, alpha=0.6, s=30, label=label)
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ax.set_xlabel('Tokens Generated', fontsize=12)
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ax.set_ylabel('Repetition Rate (%)', fontsize=12)
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ax.set_title('Tokens Generated vs Repetition Rate (100 samples per model)', fontsize=13)
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ax.legend(fontsize=11)
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ax.grid(True, alpha=0.3)
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plt.tight_layout()
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plt.savefig(f'{OUTPUT_DIR}/plot4_tokens_vs_repetition.png', dpi=150)
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plt.close()
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print("Plot 4 saved: tokens vs repetition")
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# Plot 5: Tokens Generated vs Vocab Diversity
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fig, ax = plt.subplots(figsize=(10, 6))
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for label, color in zip(labels, colors):
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tokens = [m['tokens_generated'] for m in data[label]]
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div = [m['unique_tokens'] * 100 for m in data[label]]
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ax.scatter(tokens, div, c=color, alpha=0.6, s=30, label=label)
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ax.set_xlabel('Tokens Generated', fontsize=12)
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ax.set_ylabel('Vocab Diversity (%)', fontsize=12)
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ax.set_title('Tokens Generated vs Vocab Diversity (100 samples per model)', fontsize=13)
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ax.legend(fontsize=11)
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ax.grid(True, alpha=0.3)
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plt.tight_layout()
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plt.savefig(f'{OUTPUT_DIR}/plot5_tokens_vs_diversity.png', dpi=150)
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plt.close()
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print("Plot 5 saved: tokens vs diversity")
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# Plot 6: Avg Token Probability vs Coherence Length
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fig, ax = plt.subplots(figsize=(10, 6))
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for label, color in zip(labels, colors):
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prob = [m['avg_token_prob'] for m in data[label]]
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coherence = [m['coherence_length'] for m in data[label]]
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ax.scatter(prob, coherence, c=color, alpha=0.6, s=30, label=label)
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ax.set_xlabel('Avg Token Probability', fontsize=12)
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ax.set_ylabel('Coherence Length', fontsize=12)
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ax.set_title('Token Confidence vs Coherence Length (100 samples per model)', fontsize=13)
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ax.legend(fontsize=11)
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ax.grid(True, alpha=0.3)
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plt.tight_layout()
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plt.savefig(f'{OUTPUT_DIR}/plot6_confidence_vs_coherence.png', dpi=150)
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plt.close()
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print("Plot 6 saved: confidence vs coherence")
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# Plot 9: TPS vs Total Latency
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fig, ax = plt.subplots(figsize=(10, 6))
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for label, color in zip(labels, colors):
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tps = [m['tps'] for m in data[label][1:]] # skip cold start
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latency = [m['total_latency_ms'] for m in data[label][1:]]
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ax.scatter(tps, latency, c=color, alpha=0.6, s=30, label=label)
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ax.set_xlabel('TPS (tokens/sec)', fontsize=12)
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ax.set_ylabel('Total Latency (ms)', fontsize=12)
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ax.set_title('TPS vs Total Latency (99 samples per model, cold start excluded)', fontsize=13)
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ax.legend(fontsize=11)
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ax.grid(True, alpha=0.3)
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plt.tight_layout()
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plt.savefig(f'{OUTPUT_DIR}/plot9_tps_vs_latency.png', dpi=150)
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plt.close()
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print("Plot 9 saved: tps vs latency")
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print(f"\nAll 4 plots saved to: {OUTPUT_DIR}")
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benchmarking-scripts/generate-plots.py
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"""Generate benchmarking plots from serving results."""
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import json
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import matplotlib
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matplotlib.use('Agg')
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import matplotlib.pyplot as plt
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import os
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RESULTS_DIR = '/Users/abhdey/Documents/My LLM/Research & Experiment/serving-results'
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OUTPUT_DIR = '/Users/abhdey/Documents/My LLM/Research & Experiment/TinyLLMExperiment/serving-results'
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models = ['tinystories_10m', 'tinystories_7m', 'tinystories_5m', 'tinystories_2_5m']
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labels = ['10M', '7M', '5M', '2.5M']
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colors = ['#0969da', '#e5383b', '#2d6a4f', '#9b5de5']
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| 14 |
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data = {}
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for model, label in zip(models, labels):
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with open(f'{RESULTS_DIR}/{model}_samples.json') as f:
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samples = json.load(f)
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data[label] = [s['metrics'] for s in samples]
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# Plot 1: Tokens vs Coherence
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fig, ax = plt.subplots(figsize=(10, 6))
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| 23 |
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for label, color in zip(labels, colors):
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| 24 |
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tokens = [m['tokens_generated'] for m in data[label]]
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coherence = [m['coherence_length'] for m in data[label]]
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ax.scatter(tokens, coherence, c=color, alpha=0.6, s=30, label=label)
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| 27 |
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ax.set_xlabel('Tokens Generated', fontsize=12)
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| 28 |
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ax.set_ylabel('Coherence Length', fontsize=12)
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| 29 |
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ax.set_title('Tokens Generated vs Coherence Length (100 samples per model)', fontsize=13)
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| 30 |
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ax.legend(fontsize=11)
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| 31 |
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ax.grid(True, alpha=0.3)
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plt.tight_layout()
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| 33 |
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plt.savefig(f'{OUTPUT_DIR}/plot1_tokens_vs_coherence.png', dpi=150)
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plt.close()
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print("Plot 1 saved: tokens vs coherence")
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| 37 |
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# Plot 2: Perplexity vs Repetition
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| 38 |
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fig, ax = plt.subplots(figsize=(10, 6))
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| 39 |
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for label, color in zip(labels, colors):
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ppl = [m['perplexity'] for m in data[label]]
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rep = [m['repetition_rate'] * 100 for m in data[label]]
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ax.scatter(ppl, rep, c=color, alpha=0.6, s=30, label=label)
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| 43 |
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ax.set_xlabel('Perplexity', fontsize=12)
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| 44 |
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ax.set_ylabel('Repetition Rate (%)', fontsize=12)
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| 45 |
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ax.set_title('Perplexity vs Repetition Rate (100 samples per model)', fontsize=13)
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| 46 |
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ax.legend(fontsize=11)
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| 47 |
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ax.grid(True, alpha=0.3)
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| 48 |
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plt.tight_layout()
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| 49 |
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plt.savefig(f'{OUTPUT_DIR}/plot2_perplexity_vs_repetition.png', dpi=150)
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| 50 |
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plt.close()
|
| 51 |
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print("Plot 2 saved: perplexity vs repetition")
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| 52 |
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| 53 |
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# Plot 3: Coherence Distribution
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| 54 |
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fig, ax = plt.subplots(figsize=(10, 6))
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| 55 |
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for label, color in zip(labels, colors):
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| 56 |
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coherence = [m['coherence_length'] for m in data[label]]
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| 57 |
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ax.hist(coherence, bins=20, alpha=0.5, color=color, label=label, edgecolor='white')
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| 58 |
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ax.set_xlabel('Coherence Length (tokens)', fontsize=12)
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| 59 |
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ax.set_ylabel('Count', fontsize=12)
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| 60 |
+
ax.set_title('Coherence Length Distribution (100 samples per model)', fontsize=13)
|
| 61 |
+
ax.legend(fontsize=11)
|
| 62 |
+
ax.grid(True, alpha=0.3, axis='y')
|
| 63 |
+
plt.tight_layout()
|
| 64 |
+
plt.savefig(f'{OUTPUT_DIR}/plot3_coherence_distribution.png', dpi=150)
|
| 65 |
+
plt.close()
|
| 66 |
+
print("Plot 3 saved: coherence distribution")
|
| 67 |
+
|
| 68 |
+
print(f"\nAll plots saved to: {OUTPUT_DIR}")
|
benchmarking/tinystories_10m_eval_metrics.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
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|
| 1 |
+
{
|
| 2 |
+
"model": "10M",
|
| 3 |
+
"num_samples": 100,
|
| 4 |
+
"temperature": 0.8,
|
| 5 |
+
"top_k": 50,
|
| 6 |
+
"metrics": {
|
| 7 |
+
"ttft_ms": 5.45,
|
| 8 |
+
"tps": 296.9,
|
| 9 |
+
"total_latency_ms": 90.2,
|
| 10 |
+
"tokens_generated": 26.7,
|
| 11 |
+
"perplexity": 4.13,
|
| 12 |
+
"avg_token_prob": 0.4957,
|
| 13 |
+
"repetition_rate": 0.1298,
|
| 14 |
+
"coherence_length": 21.7,
|
| 15 |
+
"vocab_diversity": 0.8235
|
| 16 |
+
},
|
| 17 |
+
"evaluated_at": "2026-06-21 09:13:07"
|
| 18 |
+
}
|
benchmarking/tinystories_10m_samples.json
ADDED
|
@@ -0,0 +1,1502 @@
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|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"prompt": "Once upon a time there was a little",
|
| 4 |
+
"output": " girl who wanted to go on a picnic. But her mom said no, and she got very angry. She was so mad that she started to cry.",
|
| 5 |
+
"metrics": {
|
| 6 |
+
"ttft_ms": 239.03151800914202,
|
| 7 |
+
"tps": 93.46803878920997,
|
| 8 |
+
"total_latency_ms": 353.06186400703155,
|
| 9 |
+
"tokens_generated": 33,
|
| 10 |
+
"perplexity": 2.7358654595026684,
|
| 11 |
+
"avg_token_prob": 0.521269855199053,
|
| 12 |
+
"repetition_rate": 0.08695652173913043,
|
| 13 |
+
"coherence_length": 33,
|
| 14 |
+
"unique_tokens": 0.8787878787878788
|
| 15 |
+
}
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"prompt": "One day a small bird",
|
| 19 |
+
"output": " saw a nest in a tree. The bird was in trouble so he flew down and got a big bag of food. The bird was very happy and chirped loudly.",
|
| 20 |
+
"metrics": {
|
| 21 |
+
"ttft_ms": 3.177703998517245,
|
| 22 |
+
"tps": 307.86346696429615,
|
| 23 |
+
"total_latency_ms": 120.18314600572921,
|
| 24 |
+
"tokens_generated": 37,
|
| 25 |
+
"perplexity": 4.405224769294524,
|
| 26 |
+
"avg_token_prob": 0.49719251532377184,
|
| 27 |
+
"repetition_rate": 0.037037037037037035,
|
| 28 |
+
"coherence_length": 24,
|
| 29 |
+
"unique_tokens": 0.7567567567567568
|
| 30 |
+
}
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"prompt": "There was a big red",
|
| 34 |
+
"output": " car. It could go very fast. Tom wanted to play with the car.",
|
| 35 |
+
"metrics": {
|
| 36 |
+
"ttft_ms": 3.078039997490123,
|
| 37 |
+
"tps": 301.3879442578731,
|
| 38 |
+
"total_latency_ms": 53.087723994394764,
|
| 39 |
+
"tokens_generated": 16,
|
| 40 |
+
"perplexity": 2.479669939726876,
|
| 41 |
+
"avg_token_prob": 0.5511099752038717,
|
| 42 |
+
"repetition_rate": 0.16666666666666666,
|
| 43 |
+
"coherence_length": 16,
|
| 44 |
+
"unique_tokens": 0.8125
|
| 45 |
+
}
|
| 46 |
+
},
|
| 47 |
+
{
|
| 48 |
+
"prompt": "A little boy went to the",
|
| 49 |
+
"output": " park with his mom. He saw a big, orange cat in the park. The cat was very big and had a long tail. The little boy wanted to play with the cat, but the cat was scared.",
|
| 50 |
+
"metrics": {
|
| 51 |
+
"ttft_ms": 3.084709998802282,
|
| 52 |
+
"tps": 308.87681214093453,
|
| 53 |
+
"total_latency_ms": 139.21407599991653,
|
| 54 |
+
"tokens_generated": 43,
|
| 55 |
+
"perplexity": 1.8685314109600761,
|
| 56 |
+
"avg_token_prob": 0.67287561183118,
|
| 57 |
+
"repetition_rate": 0.09090909090909091,
|
| 58 |
+
"coherence_length": 43,
|
| 59 |
+
"unique_tokens": 0.6511627906976745
|
| 60 |
+
}
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"prompt": "Once there was a happy",
|
| 64 |
+
"output": " little girl called Milly. She loved to play in the park. One day, she went to the park with her mommy. It was a sunny day and the sun was warm. Milly was so happy!",
|
| 65 |
+
"metrics": {
|
| 66 |
+
"ttft_ms": 3.0862309940857813,
|
| 67 |
+
"tps": 310.49281290531167,
|
| 68 |
+
"total_latency_ms": 138.48951799445786,
|
| 69 |
+
"tokens_generated": 43,
|
| 70 |
+
"perplexity": 2.521533518654548,
|
| 71 |
+
"avg_token_prob": 0.5580383733719249,
|
| 72 |
+
"repetition_rate": 0.15151515151515152,
|
| 73 |
+
"coherence_length": 43,
|
| 74 |
+
"unique_tokens": 0.7209302325581395
|
| 75 |
+
}
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"prompt": "In a small house lived a",
|
| 79 |
+
"output": " little girl named Sally. Every day, Sally would go outside and look for animals but she never found them.",
|
| 80 |
+
"metrics": {
|
| 81 |
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"ttft_ms": 3.0751010053791106,
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| 139 |
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| 154 |
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{
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{
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| 259 |
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| 260 |
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| 274 |
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| 275 |
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| 304 |
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{
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| 320 |
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{
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| 752 |
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{
|
| 753 |
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"prompt": "The dog ran to the",
|
| 754 |
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"output": " other side of the park and sniffed the air. The dog looked at the ball and then at Ben. It bumped into the carpet and made a lot of noise.",
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| 755 |
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| 765 |
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| 766 |
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},
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| 767 |
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{
|
| 768 |
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"prompt": "She picked up the",
|
| 769 |
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"output": " stone and threw it in the trash. Then, she took a deep breath and put the stone in the trash.",
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| 770 |
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| 780 |
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},
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{
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| 783 |
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"prompt": "He walked to the big",
|
| 784 |
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| 785 |
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| 795 |
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},
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| 797 |
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{
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| 798 |
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"prompt": "They went to play in the",
|
| 799 |
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| 800 |
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},
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{
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"prompt": "The cat jumped on the",
|
| 814 |
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"output": " big chair and started to eat the food. But then, the big dog came into the room and bit the little girl on the arm. The big dog started to bark and bit the little girl's arm. The little girl fell down and started to cry.",
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| 815 |
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"metrics": {
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},
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{
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"prompt": "She opened the door and",
|
| 829 |
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"output": " called for a nosy cat. A kind and friendly dog came out from behind the door. The cat was also curious and wanted to see the pup.",
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| 830 |
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| 840 |
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}
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| 841 |
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},
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| 842 |
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{
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| 843 |
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"prompt": "He found a box with",
|
| 844 |
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"output": " glitter and decided to take it home. He put the glitter on his folder, and when he was done, he put it on.",
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| 845 |
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},
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{
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| 858 |
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"prompt": "They ran as fast as",
|
| 859 |
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| 860 |
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},
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{
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|
| 874 |
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"output": " tree and saw the man working. He saw the man working hard to make the tree better. It was a big, shiny branch. The man put the bird in the tree and watched it. The bird was happy and flew away. The man felt good that he could help his friend.",
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| 875 |
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"metrics": {
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| 885 |
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},
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{
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| 888 |
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"prompt": "She gave her friend a",
|
| 889 |
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"output": " big hug and they were all so glad for the nice hot day.",
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| 890 |
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| 900 |
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}
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},
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| 902 |
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{
|
| 903 |
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"prompt": "He tried to climb the",
|
| 904 |
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"output": " tree by himself, but it was hard. He called for help and his mom came quickly but it was too late. The leak had fallen apart and Timmy had to stay in the ground as a million pieces of wood. Timmy was very sad and wanted to play with his favorite toy, a big, fancy bear.",
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| 905 |
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"metrics": {
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},
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{
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"prompt": "They built a house with",
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| 919 |
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| 920 |
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},
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{
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| 933 |
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"prompt": "The fish swam to the",
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| 934 |
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"output": " other side of the pond and started swimming around happily. The other fish laughed and cheered as the fish swam around it. It was a great adventure and everyone was happy.",
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| 935 |
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"metrics": {
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},
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{
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| 949 |
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| 950 |
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| 960 |
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}
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},
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{
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"prompt": "He looked under the",
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| 964 |
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"output": " bed, in the closet, and in the toy chest. He did not find them. He started to cry.",
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| 965 |
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| 975 |
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}
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},
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| 977 |
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{
|
| 978 |
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"prompt": "They shared the cake and",
|
| 979 |
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"output": " ate it with the cat. They had a nice day.",
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| 990 |
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}
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},
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{
|
| 993 |
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"prompt": "The frog jumped into the",
|
| 994 |
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}
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},
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{
|
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"prompt": "She drew a picture of",
|
| 1009 |
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"output": " a yellow sun and a green tree with a yellow bird on the top. She drew a big green tree with yellow leaves. She said, \"Look, mom, I drew this. It is the best sun.\"",
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"metrics": {
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}
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},
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{
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"prompt": "He made a wish and",
|
| 1024 |
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"output": " waved the flag to the kids and started to play pirates. They had so much fun together!",
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}
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},
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{
|
| 1038 |
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"prompt": "They danced in the",
|
| 1039 |
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"output": " sun. They saw the sun. They saw the birds and the sun and the flowers. They felt happy and free. They thanked their mom for taking them to the beach. They said they wanted to dance. They danced to the beat.",
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"metrics": {
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}
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},
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{
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"prompt": "She was very happy because",
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| 1054 |
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"output": " the tent was perfect.",
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| 1065 |
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}
|
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},
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| 1067 |
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{
|
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"prompt": "He was sad because his",
|
| 1069 |
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"output": " mom didn't understand, so she kept telling him that he needed to be obedient and listen to her.",
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| 1084 |
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"output": " she heard a knock on her door. She opened the door and saw a man standing there. He was wearing a big hat and an old, harsh sound. He said \"I have a special delivery for you\".",
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{
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"prompt": "They were excited to",
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| 1099 |
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| 1114 |
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| 1129 |
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},
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{
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| 1144 |
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"output": " it shinning in the sky like an angel. He smiled and said, \"Thank you, little boy.\"",
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},
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|
| 1159 |
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| 1174 |
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},
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{
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| 1189 |
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| 1190 |
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|
| 1204 |
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| 1205 |
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| 1219 |
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| 1220 |
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|
| 1234 |
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| 1235 |
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},
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| 1247 |
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{
|
| 1248 |
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"prompt": "They were grateful for",
|
| 1249 |
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|
| 1250 |
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},
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| 1262 |
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{
|
| 1263 |
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"prompt": "The cat was sleepy and",
|
| 1264 |
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|
| 1265 |
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|
| 1266 |
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|
| 1278 |
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|
| 1279 |
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| 1280 |
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|
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},
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| 1292 |
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{
|
| 1293 |
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"prompt": "Can I have a",
|
| 1294 |
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"output": " cookie?\" asked Lily.",
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| 1295 |
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| 1305 |
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| 1306 |
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},
|
| 1307 |
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{
|
| 1308 |
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"prompt": "Please help me find my",
|
| 1309 |
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"output": " way home.\"",
|
| 1310 |
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|
| 1311 |
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| 1320 |
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},
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| 1322 |
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{
|
| 1323 |
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"prompt": "Where is the big",
|
| 1324 |
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"output": " red ball?\"",
|
| 1325 |
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|
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| 1335 |
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}
|
| 1336 |
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},
|
| 1337 |
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{
|
| 1338 |
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"prompt": "I want to go to the",
|
| 1339 |
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"output": " park. I saw the dog and I am scared. I want to go home.\"",
|
| 1340 |
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|
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},
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{
|
| 1353 |
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"prompt": "Let us play with the",
|
| 1354 |
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"output": " cube!\u00e2\u20ac",
|
| 1355 |
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|
| 1356 |
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}
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},
|
| 1367 |
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{
|
| 1368 |
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"prompt": "Do you want to be my",
|
| 1369 |
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"output": " friend?\" Max asked.",
|
| 1370 |
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|
| 1380 |
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}
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| 1381 |
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},
|
| 1382 |
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{
|
| 1383 |
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"prompt": "Come and see the",
|
| 1384 |
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"output": " horses. I like them!\"",
|
| 1385 |
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|
| 1386 |
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| 1395 |
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}
|
| 1396 |
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},
|
| 1397 |
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{
|
| 1398 |
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"prompt": "I am going to make a",
|
| 1399 |
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"output": " pie!\"",
|
| 1400 |
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|
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| 1410 |
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}
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| 1411 |
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},
|
| 1412 |
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{
|
| 1413 |
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"prompt": "Why is the sky so",
|
| 1414 |
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"output": " blue, so blue?\" asked Mia.",
|
| 1415 |
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|
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| 1420 |
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"perplexity": 5.010786068064446,
|
| 1421 |
+
"avg_token_prob": 0.4444640437141061,
|
| 1422 |
+
"repetition_rate": 0.0,
|
| 1423 |
+
"coherence_length": 8,
|
| 1424 |
+
"unique_tokens": 0.875
|
| 1425 |
+
}
|
| 1426 |
+
},
|
| 1427 |
+
{
|
| 1428 |
+
"prompt": "What is in the box",
|
| 1429 |
+
"output": "?\u00e2\u20ac",
|
| 1430 |
+
"metrics": {
|
| 1431 |
+
"ttft_ms": 3.1016510038170964,
|
| 1432 |
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"tps": 242.33050205905798,
|
| 1433 |
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"total_latency_ms": 12.379787003737874,
|
| 1434 |
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"tokens_generated": 3,
|
| 1435 |
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"perplexity": 2.1950676175586543,
|
| 1436 |
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"avg_token_prob": 0.6735592596232891,
|
| 1437 |
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"repetition_rate": 0.0,
|
| 1438 |
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"coherence_length": 3,
|
| 1439 |
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"unique_tokens": 1.0
|
| 1440 |
+
}
|
| 1441 |
+
},
|
| 1442 |
+
{
|
| 1443 |
+
"prompt": "Can you help the little",
|
| 1444 |
+
"output": " girl get the ball?\" The pony replied, \"Yes, I can help you. But you must be careful\".",
|
| 1445 |
+
"metrics": {
|
| 1446 |
+
"ttft_ms": 3.085820993874222,
|
| 1447 |
+
"tps": 305.80659695649325,
|
| 1448 |
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"total_latency_ms": 81.75101599772461,
|
| 1449 |
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"tokens_generated": 25,
|
| 1450 |
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"perplexity": 3.5508995927539675,
|
| 1451 |
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"avg_token_prob": 0.5164458125453586,
|
| 1452 |
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"repetition_rate": 0.13333333333333333,
|
| 1453 |
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"coherence_length": 25,
|
| 1454 |
+
"unique_tokens": 0.92
|
| 1455 |
+
}
|
| 1456 |
+
},
|
| 1457 |
+
{
|
| 1458 |
+
"prompt": "I love you said the",
|
| 1459 |
+
"output": " parade.",
|
| 1460 |
+
"metrics": {
|
| 1461 |
+
"ttft_ms": 3.0924309976398945,
|
| 1462 |
+
"tps": 257.67517738192714,
|
| 1463 |
+
"total_latency_ms": 15.523419991950504,
|
| 1464 |
+
"tokens_generated": 4,
|
| 1465 |
+
"perplexity": 4.025496701107276,
|
| 1466 |
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"avg_token_prob": 0.34057336747646333,
|
| 1467 |
+
"repetition_rate": 0.0,
|
| 1468 |
+
"coherence_length": 4,
|
| 1469 |
+
"unique_tokens": 1.0
|
| 1470 |
+
}
|
| 1471 |
+
},
|
| 1472 |
+
{
|
| 1473 |
+
"prompt": "Look at the pretty",
|
| 1474 |
+
"output": " flowers!\" Timmy said.",
|
| 1475 |
+
"metrics": {
|
| 1476 |
+
"ttft_ms": 3.0968420032877475,
|
| 1477 |
+
"tps": 270.1936227905999,
|
| 1478 |
+
"total_latency_ms": 18.505248008295894,
|
| 1479 |
+
"tokens_generated": 5,
|
| 1480 |
+
"perplexity": 2.6448171430839222,
|
| 1481 |
+
"avg_token_prob": 0.5048398207873106,
|
| 1482 |
+
"repetition_rate": 0.0,
|
| 1483 |
+
"coherence_length": 5,
|
| 1484 |
+
"unique_tokens": 1.0
|
| 1485 |
+
}
|
| 1486 |
+
},
|
| 1487 |
+
{
|
| 1488 |
+
"prompt": "Tell me a story about",
|
| 1489 |
+
"output": " the old man who had a bad idea. He wanted to make the old man happy. He thought, \"I have to go to the store and buy a new car. I will be happy.\"",
|
| 1490 |
+
"metrics": {
|
| 1491 |
+
"ttft_ms": 3.067001001909375,
|
| 1492 |
+
"tps": 309.0175341194725,
|
| 1493 |
+
"total_latency_ms": 129.44249300926458,
|
| 1494 |
+
"tokens_generated": 40,
|
| 1495 |
+
"perplexity": 3.8240860882679457,
|
| 1496 |
+
"avg_token_prob": 0.3947237283900017,
|
| 1497 |
+
"repetition_rate": 0.1,
|
| 1498 |
+
"coherence_length": 13,
|
| 1499 |
+
"unique_tokens": 0.725
|
| 1500 |
+
}
|
| 1501 |
+
}
|
| 1502 |
+
]
|
benchmarking/tinystories_2_5m_eval_metrics.json
ADDED
|
@@ -0,0 +1,18 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"model": "2.5M",
|
| 3 |
+
"num_samples": 100,
|
| 4 |
+
"temperature": 0.8,
|
| 5 |
+
"top_k": 50,
|
| 6 |
+
"metrics": {
|
| 7 |
+
"ttft_ms": 4.13,
|
| 8 |
+
"tps": 538.3,
|
| 9 |
+
"total_latency_ms": 68.7,
|
| 10 |
+
"tokens_generated": 37.1,
|
| 11 |
+
"perplexity": 3.83,
|
| 12 |
+
"avg_token_prob": 0.5382,
|
| 13 |
+
"repetition_rate": 0.0682,
|
| 14 |
+
"coherence_length": 27.3,
|
| 15 |
+
"vocab_diversity": 0.8371
|
| 16 |
+
},
|
| 17 |
+
"evaluated_at": "2026-06-21 09:19:22"
|
| 18 |
+
}
|
benchmarking/tinystories_2_5m_samples.json
ADDED
|
@@ -0,0 +1,1502 @@
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| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"prompt": "Once upon a time there was a little",
|
| 4 |
+
"output": " girl named Sunny. She went to the pool with her mommy and daddy. The pool was very hot and wet, so she asked her mommy, \"Can you help us pick up your pool. The pool is so deep that there are many water in the water and take a look around. When we help the pool, the pool was very happy.",
|
| 5 |
+
"metrics": {
|
| 6 |
+
"ttft_ms": 244.7804109979188,
|
| 7 |
+
"tps": 232.48556153459154,
|
| 8 |
+
"total_latency_ms": 434.43558100261725,
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| 19 |
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| 34 |
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| 47 |
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{
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| 48 |
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| 49 |
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| 64 |
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| 259 |
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},
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{
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"prompt": "A tall giraffe could",
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},
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"prompt": "The little duck went",
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| 709 |
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| 724 |
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"prompt": "The dog ran to the",
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{
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| 769 |
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{
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"prompt": "He walked to the big",
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| 784 |
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{
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| 800 |
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},
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{
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| 814 |
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}
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},
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{
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},
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{
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"prompt": "He found a box with",
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| 844 |
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{
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}
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},
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{
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| 873 |
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"prompt": "The bird flew to the",
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| 874 |
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{
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| 889 |
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{
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},
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{
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"prompt": "The fish swam to the",
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| 934 |
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"output": " frog and pushed it back. Pete followed the pond and a frog croaked into the pond. They found some frogs and cleaned them in the shade.",
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},
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"output": " pocket and rubbed it onto the pocket. She said to her mom, \"Can I have it, mom?\"",
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},
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{
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| 964 |
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},
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{
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| 978 |
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"prompt": "They shared the cake and",
|
| 979 |
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"output": " washed it in silence. They checked the cake and caught it. They were happy and proud. They thanked the cake for making it for the rest of the day. And they all lived happily ever after.",
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| 980 |
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},
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{
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"prompt": "The frog jumped into the",
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}
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},
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| 1007 |
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{
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"prompt": "She drew a picture of",
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| 1009 |
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},
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},
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{
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|
| 1350 |
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|
| 1351 |
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},
|
| 1352 |
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{
|
| 1353 |
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"prompt": "Let us play with the",
|
| 1354 |
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"output": " ball!\"",
|
| 1355 |
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|
| 1356 |
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|
| 1365 |
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|
| 1366 |
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},
|
| 1367 |
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{
|
| 1368 |
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"prompt": "Do you want to be my",
|
| 1369 |
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"output": " friend?\" she asked.",
|
| 1370 |
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|
| 1371 |
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|
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|
| 1380 |
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|
| 1381 |
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},
|
| 1382 |
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{
|
| 1383 |
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"prompt": "Come and see the",
|
| 1384 |
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"output": " page there is so many food. The pot tricks and the pots look neat, two spikes, and beautiful flowers.",
|
| 1385 |
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|
| 1386 |
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| 1396 |
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},
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| 1397 |
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{
|
| 1398 |
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"prompt": "I am going to make a",
|
| 1399 |
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"output": " big castle with lots of other fish.\" Lily did not believe him. She knew the big fish was too big and heavy. So, she took a deep breath and started to follow.",
|
| 1400 |
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|
| 1401 |
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|
| 1410 |
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| 1411 |
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},
|
| 1412 |
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|
| 1413 |
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"prompt": "Why is the sky so",
|
| 1414 |
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"output": " beautiful?",
|
| 1415 |
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|
| 1416 |
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|
| 1425 |
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| 1426 |
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},
|
| 1427 |
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{
|
| 1428 |
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"prompt": "What is in the box",
|
| 1429 |
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"output": "?\" Tom asked. The box was big and had a loud voice. It had a picture of a rainbow. Tom and Mia were scared.",
|
| 1430 |
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|
| 1431 |
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|
| 1440 |
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| 1441 |
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},
|
| 1442 |
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{
|
| 1443 |
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"prompt": "Can you help the little",
|
| 1444 |
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"output": " bird?\"",
|
| 1445 |
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| 1446 |
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}
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},
|
| 1457 |
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{
|
| 1458 |
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"prompt": "I love you said the",
|
| 1459 |
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"output": " words.\u00e2\u20ac",
|
| 1460 |
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| 1461 |
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|
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}
|
| 1471 |
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},
|
| 1472 |
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{
|
| 1473 |
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"prompt": "Look at the pretty",
|
| 1474 |
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"output": " flowers,\" said Mom.",
|
| 1475 |
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|
| 1476 |
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|
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|
| 1485 |
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}
|
| 1486 |
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},
|
| 1487 |
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{
|
| 1488 |
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"prompt": "Tell me a story about",
|
| 1489 |
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"output": " a queen who loved you admiring all the wonderful things it had found.",
|
| 1490 |
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"metrics": {
|
| 1491 |
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|
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|
| 1500 |
+
}
|
| 1501 |
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}
|
| 1502 |
+
]
|
benchmarking/tinystories_5m_eval_metrics.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
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| 1 |
+
{
|
| 2 |
+
"model": "5M",
|
| 3 |
+
"num_samples": 100,
|
| 4 |
+
"temperature": 0.8,
|
| 5 |
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"top_k": 50,
|
| 6 |
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"metrics": {
|
| 7 |
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"ttft_ms": 4.12,
|
| 8 |
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"tps": 530.8,
|
| 9 |
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"total_latency_ms": 61.0,
|
| 10 |
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"tokens_generated": 32.2,
|
| 11 |
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"perplexity": 4.26,
|
| 12 |
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"avg_token_prob": 0.4944,
|
| 13 |
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"repetition_rate": 0.095,
|
| 14 |
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"coherence_length": 22.4,
|
| 15 |
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"vocab_diversity": 0.8346
|
| 16 |
+
},
|
| 17 |
+
"evaluated_at": "2026-06-21 09:19:58"
|
| 18 |
+
}
|
benchmarking/tinystories_5m_samples.json
ADDED
|
@@ -0,0 +1,1502 @@
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| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"prompt": "Once upon a time there was a little",
|
| 4 |
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"output": " girl. Her name was Abigail and she was three years old. Her mummy and daddy said she was very brave.",
|
| 5 |
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| 6 |
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| 7 |
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| 10 |
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| 11 |
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| 13 |
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| 14 |
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|
| 15 |
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}
|
| 16 |
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},
|
| 17 |
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{
|
| 18 |
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"prompt": "One day a small bird",
|
| 19 |
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"output": " came to the line with the other birds. The birds were very happy and thanked the birds.",
|
| 20 |
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|
| 21 |
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| 22 |
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| 26 |
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| 29 |
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| 30 |
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|
| 31 |
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},
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| 32 |
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{
|
| 33 |
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"prompt": "There was a big red",
|
| 34 |
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"output": " balloon and a loud horn. It was so loud that everyone was coming out of the tower. The little boy was scared and he jumped out of the hospital! The doctor was very kind and he said, \"Don't worry, I'll protect you.\"",
|
| 35 |
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"metrics": {
|
| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 41 |
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| 42 |
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| 43 |
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| 44 |
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| 45 |
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|
| 46 |
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},
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| 47 |
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{
|
| 48 |
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"prompt": "A little boy went to the",
|
| 49 |
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"output": " park. He saw a big tree with a ladder leaning against it. This time, he was more careful.",
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| 50 |
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|
| 51 |
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"ttft_ms": 1.7666159983491525,
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| 52 |
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| 57 |
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| 58 |
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| 59 |
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|
| 60 |
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}
|
| 61 |
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},
|
| 62 |
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{
|
| 63 |
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"prompt": "Once there was a happy",
|
| 64 |
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"output": " little sheep named Susie. Susie loved to play outside in the garden. She would splash in the puddles and make a wet vast. One day, she was playing in the garden and she missed it. She started to dig very deep.",
|
| 65 |
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"metrics": {
|
| 66 |
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| 67 |
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| 71 |
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| 72 |
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| 73 |
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| 74 |
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| 75 |
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}
|
| 76 |
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},
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| 77 |
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{
|
| 78 |
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"prompt": "In a small house lived a",
|
| 79 |
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"output": " family. They were very nice and helped each other. They were happy.",
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| 80 |
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|
| 81 |
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| 82 |
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|
| 89 |
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|
| 90 |
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}
|
| 91 |
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},
|
| 92 |
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{
|
| 93 |
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"prompt": "One morning the sun was",
|
| 94 |
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|
| 95 |
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|
| 96 |
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| 104 |
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| 105 |
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}
|
| 106 |
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},
|
| 107 |
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{
|
| 108 |
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"prompt": "There was a very old",
|
| 109 |
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"output": " castle in the field and it was a special place with lots of trees and lovely fields. Everyone said it was so cool.",
|
| 110 |
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|
| 111 |
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|
| 112 |
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| 113 |
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| 114 |
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| 120 |
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}
|
| 121 |
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},
|
| 122 |
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{
|
| 123 |
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"prompt": "A tiny cat found a",
|
| 124 |
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"output": " marble. The cat looked at the marble and said, \"I can help you find a new marble. I look like a colorful butterfly.\" The cat looked at the marble and said, \"Okay, I will help you. But you have to be careful and not go near the marble.\"",
|
| 125 |
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"metrics": {
|
| 126 |
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| 127 |
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| 133 |
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| 135 |
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}
|
| 136 |
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},
|
| 137 |
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{
|
| 138 |
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"prompt": "Once upon a time in a",
|
| 139 |
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"output": " small village, there lived a girl named Mia. Mia was a good friend and wanted to build for her toy. But she had no less.",
|
| 140 |
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"metrics": {
|
| 141 |
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| 142 |
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|
| 148 |
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| 149 |
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| 150 |
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}
|
| 151 |
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},
|
| 152 |
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{
|
| 153 |
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"prompt": "The little girl loved to",
|
| 154 |
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"output": " have wisdom.",
|
| 155 |
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"metrics": {
|
| 156 |
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"ttft_ms": 1.7420649965060875,
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| 157 |
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| 158 |
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| 161 |
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| 162 |
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| 163 |
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|
| 164 |
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|
| 165 |
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}
|
| 166 |
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},
|
| 167 |
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{
|
| 168 |
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"prompt": "One day it started to",
|
| 169 |
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"output": " rain. The rain was so wet that the rain felt so cold. Suddenly, a hurricane started to glow and the sky was soft. The tree was not dry. It looked like a painting.",
|
| 170 |
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|
| 171 |
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"ttft_ms": 1.7103639984270558,
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| 172 |
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|
| 179 |
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|
| 180 |
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}
|
| 181 |
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},
|
| 182 |
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{
|
| 183 |
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"prompt": "There was a friendly",
|
| 184 |
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"output": " bear who was always very reliable.",
|
| 185 |
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"metrics": {
|
| 186 |
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"ttft_ms": 1.7023639957187697,
|
| 187 |
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| 188 |
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| 192 |
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| 193 |
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| 194 |
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| 195 |
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}
|
| 196 |
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},
|
| 197 |
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{
|
| 198 |
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"prompt": "A boy named Tom had a",
|
| 199 |
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"output": " pipe that he used to paint. He loved to paint and create beautiful pictures. One day, Tom went for a walk in the forest. He saw a bird and wanted to paint it.",
|
| 200 |
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|
| 201 |
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| 202 |
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| 203 |
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| 204 |
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}
|
| 211 |
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},
|
| 212 |
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{
|
| 213 |
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"prompt": "Once there was a magic",
|
| 214 |
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"output": "al wand. A magical wand and a princess was always ready for some adventure and the wand was always gentle.",
|
| 215 |
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|
| 216 |
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| 225 |
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}
|
| 226 |
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},
|
| 227 |
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{
|
| 228 |
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"prompt": "In the park there was a",
|
| 229 |
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"output": " kind man who had a hat. He said to the children: \"Friend today!\" and the children all smiled. They were so proud of themselves.",
|
| 230 |
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"metrics": {
|
| 231 |
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| 232 |
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| 240 |
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}
|
| 241 |
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},
|
| 242 |
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{
|
| 243 |
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"prompt": "A small dog was playing in the",
|
| 244 |
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"output": " park.",
|
| 245 |
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|
| 246 |
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| 247 |
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| 254 |
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|
| 255 |
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}
|
| 256 |
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},
|
| 257 |
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{
|
| 258 |
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"prompt": "One day the wind was very",
|
| 259 |
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"output": " strong and it wouldn't fly away. It blew so hard that it flew away into the sky. Everyone looked for it and it made it float away, but the wind carrifted and the leaves came to a big, deep pond. Everyone in the pond was so excited! The duck was swimming and swimming close to the water. But then one day, a new person came along. The old swan was able to fly away and it started to float away. The people were happy and proud of the children.",
|
| 260 |
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"metrics": {
|
| 261 |
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|
| 262 |
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}
|
| 271 |
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},
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| 272 |
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{
|
| 273 |
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"prompt": "There was a girl who liked to",
|
| 274 |
+
"output": " play. She looked and looked but there was nothing to match. She asked her mom, \"Mommy, can I play with you?\"",
|
| 275 |
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"metrics": {
|
| 276 |
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"prompt": "She put the ball in the",
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| 949 |
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| 950 |
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| 964 |
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| 994 |
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|
| 1009 |
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| 1024 |
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},
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{
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| 1038 |
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| 1039 |
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| 1054 |
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| 1084 |
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{
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| 1099 |
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},
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{
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| 1273 |
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| 1274 |
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| 1275 |
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}
|
| 1276 |
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},
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| 1277 |
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{
|
| 1278 |
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"prompt": "Mom said to the boy",
|
| 1279 |
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"output": ", \"I don't feel good. The boy is mean.\"",
|
| 1280 |
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"metrics": {
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| 1281 |
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},
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| 1292 |
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{
|
| 1293 |
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"prompt": "Can I have a",
|
| 1294 |
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"output": " phone in the jungle?\" He asked the man.",
|
| 1295 |
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| 1296 |
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{
|
| 1308 |
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"prompt": "Please help me find my",
|
| 1309 |
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"output": " way home.\"",
|
| 1310 |
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| 1311 |
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|
| 1320 |
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}
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| 1321 |
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},
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| 1322 |
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{
|
| 1323 |
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"prompt": "Where is the big",
|
| 1324 |
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"output": "gest and best of all you have the most orange in their fort.",
|
| 1325 |
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|
| 1326 |
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| 1335 |
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| 1336 |
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},
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| 1337 |
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{
|
| 1338 |
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"prompt": "I want to go to the",
|
| 1339 |
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"output": " park.\"",
|
| 1340 |
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| 1341 |
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| 1350 |
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| 1351 |
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},
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| 1352 |
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{
|
| 1353 |
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"prompt": "Let us play with the",
|
| 1354 |
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"output": " chubby toy car!\". The man smiled and let them use the toy car as a reward.",
|
| 1355 |
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|
| 1356 |
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| 1365 |
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}
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| 1366 |
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},
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| 1367 |
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{
|
| 1368 |
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"prompt": "Do you want to be my",
|
| 1369 |
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"output": " best friend?\"",
|
| 1370 |
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|
| 1371 |
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|
| 1380 |
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}
|
| 1381 |
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},
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| 1382 |
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{
|
| 1383 |
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"prompt": "Come and see the",
|
| 1384 |
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"output": " tough cat!\"",
|
| 1385 |
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"metrics": {
|
| 1386 |
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"ttft_ms": 1.7034839984262362,
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| 1394 |
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|
| 1395 |
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}
|
| 1396 |
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},
|
| 1397 |
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{
|
| 1398 |
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"prompt": "I am going to make a",
|
| 1399 |
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"output": " card for the iron. I can use it to make it look like a castle.\"",
|
| 1400 |
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"metrics": {
|
| 1401 |
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"ttft_ms": 1.697464002063498,
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|
| 1411 |
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},
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| 1412 |
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{
|
| 1413 |
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"prompt": "Why is the sky so",
|
| 1414 |
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"output": " big?\"",
|
| 1415 |
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"metrics": {
|
| 1416 |
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|
| 1424 |
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|
| 1425 |
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}
|
| 1426 |
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},
|
| 1427 |
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{
|
| 1428 |
+
"prompt": "What is in the box",
|
| 1429 |
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"output": "?\" her mom said, \"It's a new jar that is a card that makes the key go in the box. People from all around the house to see what is in the boxes.\"",
|
| 1430 |
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"metrics": {
|
| 1431 |
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| 1440 |
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}
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| 1441 |
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},
|
| 1442 |
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{
|
| 1443 |
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"prompt": "Can you help the little",
|
| 1444 |
+
"output": " bird?\" The little bird was very happy and said, \"Yes, I can help you.\" The little bird flew high into the sky and looked for the biggest bird he could find. They searched high and low, and finally found the biggest bird he was and the little bird was very happy.",
|
| 1445 |
+
"metrics": {
|
| 1446 |
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| 1455 |
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}
|
| 1456 |
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},
|
| 1457 |
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{
|
| 1458 |
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"prompt": "I love you said the",
|
| 1459 |
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"output": " star was ready. You are my sweet jewels.\"",
|
| 1460 |
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"metrics": {
|
| 1461 |
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"ttft_ms": 1.733625991619192,
|
| 1462 |
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| 1467 |
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| 1468 |
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|
| 1469 |
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|
| 1470 |
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}
|
| 1471 |
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},
|
| 1472 |
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{
|
| 1473 |
+
"prompt": "Look at the pretty",
|
| 1474 |
+
"output": " penny!\"",
|
| 1475 |
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"metrics": {
|
| 1476 |
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"ttft_ms": 1.7004440014716238,
|
| 1477 |
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"tps": 466.26442856702386,
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|
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|
| 1484 |
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|
| 1485 |
+
}
|
| 1486 |
+
},
|
| 1487 |
+
{
|
| 1488 |
+
"prompt": "Tell me a story about",
|
| 1489 |
+
"output": " a frog who lived in a big pond. They were very happy together.",
|
| 1490 |
+
"metrics": {
|
| 1491 |
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"ttft_ms": 1.7304549983236939,
|
| 1492 |
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|
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|
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|
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|
| 1498 |
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|
| 1499 |
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"unique_tokens": 0.8888888888888888
|
| 1500 |
+
}
|
| 1501 |
+
}
|
| 1502 |
+
]
|
benchmarking/tinystories_7m_eval_metrics.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
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|
| 1 |
+
{
|
| 2 |
+
"model": "7M",
|
| 3 |
+
"num_samples": 100,
|
| 4 |
+
"temperature": 0.8,
|
| 5 |
+
"top_k": 50,
|
| 6 |
+
"metrics": {
|
| 7 |
+
"ttft_ms": 7.75,
|
| 8 |
+
"tps": 168.6,
|
| 9 |
+
"total_latency_ms": 178.5,
|
| 10 |
+
"tokens_generated": 30.3,
|
| 11 |
+
"perplexity": 3.81,
|
| 12 |
+
"avg_token_prob": 0.5125,
|
| 13 |
+
"repetition_rate": 0.1223,
|
| 14 |
+
"coherence_length": 23.2,
|
| 15 |
+
"vocab_diversity": 0.8124
|
| 16 |
+
},
|
| 17 |
+
"evaluated_at": "2026-06-21 09:21:41"
|
| 18 |
+
}
|
benchmarking/tinystories_7m_samples.json
ADDED
|
@@ -0,0 +1,1502 @@
|
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|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"prompt": "Once upon a time there was a little",
|
| 4 |
+
"output": " boy called John. John was very restless. He wanted to play outside, but it was fragile. He asked his mum for some help.",
|
| 5 |
+
"metrics": {
|
| 6 |
+
"ttft_ms": 233.9269929943839,
|
| 7 |
+
"tps": 74.27053924090308,
|
| 8 |
+
"total_latency_ms": 444.3215349892853,
|
| 9 |
+
"tokens_generated": 33,
|
| 10 |
+
"perplexity": 3.5691716769992516,
|
| 11 |
+
"avg_token_prob": 0.5169896586474565,
|
| 12 |
+
"repetition_rate": 0.08695652173913043,
|
| 13 |
+
"coherence_length": 33,
|
| 14 |
+
"unique_tokens": 0.8181818181818182
|
| 15 |
+
}
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"prompt": "One day a small bird",
|
| 19 |
+
"output": " saw the chicken and started to sing. The chicken felt a little bit better and began to sing. Then the chicken stopped singing and the bird sang. The other animals in the forest heard the bird singing. They saw the chicken singing and singing too. The chicken felt so happy and jolly. From that day on, the chicken and the chicken were the best of friends. They played together and had lots of fun.",
|
| 20 |
+
"metrics": {
|
| 21 |
+
"ttft_ms": 5.7090709888143465,
|
| 22 |
+
"tps": 166.65653648412066,
|
| 23 |
+
"total_latency_ms": 618.0375650001224,
|
| 24 |
+
"tokens_generated": 103,
|
| 25 |
+
"perplexity": 2.526076893954801,
|
| 26 |
+
"avg_token_prob": 0.6052830355586664,
|
| 27 |
+
"repetition_rate": 0.20430107526881722,
|
| 28 |
+
"coherence_length": 11,
|
| 29 |
+
"unique_tokens": 0.46601941747572817
|
| 30 |
+
}
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"prompt": "There was a big red",
|
| 34 |
+
"output": " maze near the bottom of a hill. He wanted to go inside and stay there, but his mom said it wasn't safe. He tried to get outside but he couldn't.",
|
| 35 |
+
"metrics": {
|
| 36 |
+
"ttft_ms": 5.71126899740193,
|
| 37 |
+
"tps": 169.13005092179864,
|
| 38 |
+
"total_latency_ms": 230.59178299445193,
|
| 39 |
+
"tokens_generated": 39,
|
| 40 |
+
"perplexity": 5.007907116736217,
|
| 41 |
+
"avg_token_prob": 0.454227717089816,
|
| 42 |
+
"repetition_rate": 0.034482758620689655,
|
| 43 |
+
"coherence_length": 39,
|
| 44 |
+
"unique_tokens": 0.8461538461538461
|
| 45 |
+
}
|
| 46 |
+
},
|
| 47 |
+
{
|
| 48 |
+
"prompt": "A little boy went to the",
|
| 49 |
+
"output": " playground. Are he there, he saw a playground. He ran up to the playground and jumped on it. He found lots of fun things to do. He saw a slide, a swing and a sandbox. He was having so much fun! But then he started to get tired. He wanted to rest on the swing. So he sat down and started to swing. He was so happy to have a new friend and he thanked the playground. He waved goodbye to the playground and ran back to the playground to play with his friends.",
|
| 50 |
+
"metrics": {
|
| 51 |
+
"ttft_ms": 5.512485004146583,
|
| 52 |
+
"tps": 172.89223791971185,
|
| 53 |
+
"total_latency_ms": 705.6418580032187,
|
| 54 |
+
"tokens_generated": 122,
|
| 55 |
+
"perplexity": 2.5640913107934047,
|
| 56 |
+
"avg_token_prob": 0.6028119053547762,
|
| 57 |
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"repetition_rate": 0.20535714285714285,
|
| 58 |
+
"coherence_length": 12,
|
| 59 |
+
"unique_tokens": 0.4672131147540984
|
| 60 |
+
}
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"prompt": "Once there was a happy",
|
| 64 |
+
"output": " little girl. She was playing in the park when she saw a big slide. Suddenly, she heard a loud noise. It was coming from the slide! The little girl was so excited. She ran up to the slide and started to slide up and down.",
|
| 65 |
+
"metrics": {
|
| 66 |
+
"ttft_ms": 5.527274988708086,
|
| 67 |
+
"tps": 172.0262213374635,
|
| 68 |
+
"total_latency_ms": 302.279498995631,
|
| 69 |
+
"tokens_generated": 52,
|
| 70 |
+
"perplexity": 2.355153066677019,
|
| 71 |
+
"avg_token_prob": 0.6002244190384308,
|
| 72 |
+
"repetition_rate": 0.19047619047619047,
|
| 73 |
+
"coherence_length": 52,
|
| 74 |
+
"unique_tokens": 0.6346153846153846
|
| 75 |
+
}
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"prompt": "In a small house lived a",
|
| 79 |
+
"output": " careless girl named Lily. Lily liked to tease Lily and make her laugh. Lily felt sad. She wanted to be friends with the flowers in the garden.",
|
| 80 |
+
"metrics": {
|
| 81 |
+
"ttft_ms": 5.529296002350748,
|
| 82 |
+
"tps": 170.97191549337035,
|
| 83 |
+
"total_latency_ms": 198.86307000706438,
|
| 84 |
+
"tokens_generated": 34,
|
| 85 |
+
"perplexity": 3.024887584379324,
|
| 86 |
+
"avg_token_prob": 0.543989898370845,
|
| 87 |
+
"repetition_rate": 0.16666666666666666,
|
| 88 |
+
"coherence_length": 34,
|
| 89 |
+
"unique_tokens": 0.7647058823529411
|
| 90 |
+
}
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"prompt": "One morning the sun was",
|
| 94 |
+
"output": " shining light up and the sky was so big.",
|
| 95 |
+
"metrics": {
|
| 96 |
+
"ttft_ms": 5.509644994162954,
|
| 97 |
+
"tps": 166.0335002008421,
|
| 98 |
+
"total_latency_ms": 72.27457100816537,
|
| 99 |
+
"tokens_generated": 12,
|
| 100 |
+
"perplexity": 6.155503481031965,
|
| 101 |
+
"avg_token_prob": 0.43749735112606475,
|
| 102 |
+
"repetition_rate": 0.0,
|
| 103 |
+
"coherence_length": 12,
|
| 104 |
+
"unique_tokens": 1.0
|
| 105 |
+
}
|
| 106 |
+
},
|
| 107 |
+
{
|
| 108 |
+
"prompt": "There was a very old",
|
| 109 |
+
"output": " man. He had a bucket of seeds. He was an octopus. He was very smart. He could do many things.",
|
| 110 |
+
"metrics": {
|
| 111 |
+
"ttft_ms": 5.487514994456433,
|
| 112 |
+
"tps": 170.8966805942297,
|
| 113 |
+
"total_latency_ms": 193.0991279950831,
|
| 114 |
+
"tokens_generated": 33,
|
| 115 |
+
"perplexity": 3.1134115410596315,
|
| 116 |
+
"avg_token_prob": 0.5249091829721104,
|
| 117 |
+
"repetition_rate": 0.2608695652173913,
|
| 118 |
+
"coherence_length": 20,
|
| 119 |
+
"unique_tokens": 0.7575757575757576
|
| 120 |
+
}
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"prompt": "A tiny cat found a",
|
| 124 |
+
"output": " soft, shiny bone on the ground. Amy wanted to take it with her, but she knew she shouldn't. She thought about the bone, but she was not selfish. She decided to try and find the bone.",
|
| 125 |
+
"metrics": {
|
| 126 |
+
"ttft_ms": 5.522655003005639,
|
| 127 |
+
"tps": 172.0326062619773,
|
| 128 |
+
"total_latency_ms": 302.2682800074108,
|
| 129 |
+
"tokens_generated": 52,
|
| 130 |
+
"perplexity": 3.548434504524237,
|
| 131 |
+
"avg_token_prob": 0.4916679420912603,
|
| 132 |
+
"repetition_rate": 0.047619047619047616,
|
| 133 |
+
"coherence_length": 32,
|
| 134 |
+
"unique_tokens": 0.6923076923076923
|
| 135 |
+
}
|
| 136 |
+
},
|
| 137 |
+
{
|
| 138 |
+
"prompt": "Once upon a time in a",
|
| 139 |
+
"output": " far away forest, there was a little bunny named Floppy. Floppy was very sleepy and he loved to sleep in his nest. One day, Floppy went for a walk with his friends in the forest. They were both so happy to see each other.",
|
| 140 |
+
"metrics": {
|
| 141 |
+
"ttft_ms": 5.533415998797864,
|
| 142 |
+
"tps": 172.01798911429916,
|
| 143 |
+
"total_latency_ms": 337.1740380098345,
|
| 144 |
+
"tokens_generated": 58,
|
| 145 |
+
"perplexity": 2.7303977680117297,
|
| 146 |
+
"avg_token_prob": 0.6074354992390184,
|
| 147 |
+
"repetition_rate": 0.10416666666666667,
|
| 148 |
+
"coherence_length": 14,
|
| 149 |
+
"unique_tokens": 0.7068965517241379
|
| 150 |
+
}
|
| 151 |
+
},
|
| 152 |
+
{
|
| 153 |
+
"prompt": "The little girl loved to",
|
| 154 |
+
"output": " play. She played with the toys every day in her room. She also liked to watch her teddy bear and her friends who were always there to play with her.",
|
| 155 |
+
"metrics": {
|
| 156 |
+
"ttft_ms": 5.501924999407493,
|
| 157 |
+
"tps": 171.43989002175832,
|
| 158 |
+
"total_latency_ms": 192.48729100218043,
|
| 159 |
+
"tokens_generated": 33,
|
| 160 |
+
"perplexity": 4.468316612463211,
|
| 161 |
+
"avg_token_prob": 0.43498773728702766,
|
| 162 |
+
"repetition_rate": 0.13043478260869565,
|
| 163 |
+
"coherence_length": 33,
|
| 164 |
+
"unique_tokens": 0.7272727272727273
|
| 165 |
+
}
|
| 166 |
+
},
|
| 167 |
+
{
|
| 168 |
+
"prompt": "One day it started to",
|
| 169 |
+
"output": " rain. The rain was very loud and it made the rain all around.",
|
| 170 |
+
"metrics": {
|
| 171 |
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"ttft_ms": 5.50372400903143,
|
| 172 |
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"tps": 168.08853315109658,
|
| 173 |
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"total_latency_ms": 89.23868701094761,
|
| 174 |
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"tokens_generated": 15,
|
| 175 |
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"perplexity": 2.362106614863965,
|
| 176 |
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"avg_token_prob": 0.5356466830708086,
|
| 177 |
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"repetition_rate": 0.2,
|
| 178 |
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"coherence_length": 15,
|
| 179 |
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"unique_tokens": 0.8
|
| 180 |
+
}
|
| 181 |
+
},
|
| 182 |
+
{
|
| 183 |
+
"prompt": "There was a friendly",
|
| 184 |
+
"output": " lady who walked by. She was an intelligent girl who wanted to help others. She wanted to make someone happy.",
|
| 185 |
+
"metrics": {
|
| 186 |
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"ttft_ms": 5.499763996340334,
|
| 187 |
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"tps": 170.91901114889987,
|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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"repetition_rate": 0.1875,
|
| 193 |
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"coherence_length": 26,
|
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| 214 |
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{
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{
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{
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{
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},
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{
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{
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| 870 |
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},
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"prompt": "The bird flew to the",
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| 874 |
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| 875 |
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|
| 889 |
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| 890 |
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| 900 |
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}
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},
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{
|
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"prompt": "He tried to climb the",
|
| 904 |
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},
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{
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"prompt": "They built a house with",
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| 919 |
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},
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"prompt": "The fish swam to the",
|
| 934 |
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"output": " shore. When they got there, they saw the shore was full of fish and rocks. The little girl was so happy to have found a new friend.",
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| 935 |
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| 949 |
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| 950 |
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| 960 |
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}
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},
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{
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"prompt": "He looked under the",
|
| 964 |
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},
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{
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| 978 |
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"prompt": "They shared the cake and",
|
| 979 |
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| 980 |
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},
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{
|
| 993 |
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"prompt": "The frog jumped into the",
|
| 994 |
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| 995 |
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},
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{
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"prompt": "She drew a picture of",
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| 1009 |
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"output": " her family and put it on the wall. She drew one flower with yellow. She drew a big sun with yellow and black flowers. She was very happy.",
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| 1010 |
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}
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},
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{
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"prompt": "He made a wish and",
|
| 1024 |
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"output": " said to his friends, \"Will my friend feel better?\"",
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| 1025 |
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| 1035 |
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}
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},
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| 1037 |
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{
|
| 1038 |
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"prompt": "They danced in the",
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| 1039 |
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| 1040 |
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}
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},
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{
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"prompt": "She was very happy because",
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| 1054 |
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| 1065 |
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}
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},
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| 1067 |
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{
|
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"prompt": "He was sad because his",
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| 1069 |
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"output": " toys had gone to a magical place and he didn't have any fun.",
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| 1070 |
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}
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},
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{
|
| 1083 |
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"prompt": "The girl felt scared when",
|
| 1084 |
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"output": " she saw the missile and she wanted to get away. She ran and ran but she couldn't catch it. She felt ashamed and sad.",
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| 1085 |
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}
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},
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{
|
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"prompt": "They were excited to",
|
| 1099 |
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"output": " go outside and explore the world outside. They decided to go outside and look around.",
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}
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},
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{
|
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"prompt": "He was angry because",
|
| 1114 |
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"output": " it was his favorite toy. He thought he knew what him thought was wrong.",
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}
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},
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{
|
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"prompt": "She felt proud when she",
|
| 1129 |
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"output": " showed it to her friends.",
|
| 1130 |
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| 1140 |
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}
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},
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{
|
| 1143 |
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"prompt": "The boy was surprised to see",
|
| 1144 |
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"output": " the number three times. \"What did the sides say?\" he asked.",
|
| 1145 |
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}
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},
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{
|
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"prompt": "They were tired after",
|
| 1159 |
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"output": " playing and playing and playing.",
|
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}
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},
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{
|
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"prompt": "She was kind to the",
|
| 1174 |
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"output": " boy and they became friends. They played together until it was time for dinner. Lily felt happy that the boy came to her rescue and got to have dinner for dinner.",
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}
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},
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{
|
| 1188 |
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"prompt": "He was brave and",
|
| 1189 |
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"output": " he went back outside to play with the tube. He put the tube on the ground and it was so sparkly and shiny! He smiled and thought, \"This tube will be so much fun!\"",
|
| 1190 |
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|
| 1204 |
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"output": " it had no friends. So, the dog decided to live in the park with its owner. The dog found a friend and brought him a tasty treat. The dog was so happy and grateful that the owner gave the dog a treat. From that day on, the dog and the dog became good friends and the dog always brought them food.",
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| 1219 |
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"output": " classroom and wanted to know more. She put on her shoes and shoes and went outside. She saw a big, red truck with many seats. She wanted to touch it.",
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"prompt": "He felt sorry for the",
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| 1234 |
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"output": " little girl. He realized he was wrong to steal and said he was sorry. Lily forgave him and they became friends. From that day on, they played together nicely and never fought over the toy again.",
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"prompt": "They were grateful for",
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| 1249 |
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"output": " the old man's help. They all went to the park and looked for more treasures.",
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},
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| 1264 |
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"output": " wanted to sleep.",
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}
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},
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{
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| 1278 |
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"prompt": "Mom said to the boy",
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| 1279 |
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"output": ", \"How about a quiz? A quiz is about the teacher when you are a bit older.\"",
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},
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{
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"prompt": "Can I have a",
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| 1294 |
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"output": " popcorn too?\"",
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}
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},
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{
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| 1308 |
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"prompt": "Please help me find my",
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| 1309 |
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"output": " lunch.\"",
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}
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},
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{
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"prompt": "Where is the big",
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| 1324 |
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"output": " dog?\" she asked.",
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}
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},
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| 1337 |
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{
|
| 1338 |
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"prompt": "I want to go to the",
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| 1339 |
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"output": " park!\" But the boy said, \"No way! I want to go to the park. Everyone is too busy to play with me!\"",
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| 1340 |
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"metrics": {
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}
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},
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{
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| 1353 |
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"prompt": "Let us play with the",
|
| 1354 |
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"output": " box. We can pretend it is a castle or a dragon or a castle or a dragon. We can have fun and be happy.\"",
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| 1355 |
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},
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| 1367 |
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{
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| 1368 |
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"prompt": "Do you want to be my",
|
| 1369 |
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"output": " friend?\" The bunny said, \"Yes, I would love to be your friend!\"",
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| 1370 |
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"metrics": {
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}
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},
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{
|
| 1383 |
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"prompt": "Come and see the",
|
| 1384 |
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"output": " fish and the frogs. They say thank you and swim to the rocks and the swans. They are happy and proud. They have learned a good lesson. They have a good day.",
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| 1385 |
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"metrics": {
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}
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},
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{
|
| 1398 |
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"prompt": "I am going to make a",
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| 1399 |
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"output": " new one. A better one. Are you ready?\"",
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| 1400 |
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}
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},
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| 1412 |
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{
|
| 1413 |
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"prompt": "Why is the sky so",
|
| 1414 |
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"output": " blue?\" Her mommy smiled and said, \"When you're sad, it's okay sweetie. We don't want you to get hurt.\" Lily felt bad and said, \"I'm sorry, mommy. I won't do it again.\"",
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| 1415 |
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"metrics": {
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}
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},
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| 1427 |
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{
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| 1428 |
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"prompt": "What is in the box",
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| 1429 |
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"output": "?\" Sam asked.",
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}
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},
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{
|
| 1443 |
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"prompt": "Can you help the little",
|
| 1444 |
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"output": " boy?\" the little boy asked.",
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| 1445 |
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},
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| 1457 |
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{
|
| 1458 |
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"prompt": "I love you said the",
|
| 1459 |
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"output": " magical magic that can make you suffer. That's a very special kind of magical day.\"",
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| 1460 |
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| 1470 |
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}
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},
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| 1472 |
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{
|
| 1473 |
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"prompt": "Look at the pretty",
|
| 1474 |
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"output": " flowers, Sara. They are the garden. They have red petals and yellow petals. Sara has a big bucket of red petals. She has red petals and yellow curls.",
|
| 1475 |
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"metrics": {
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}
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},
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| 1487 |
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{
|
| 1488 |
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"prompt": "Tell me a story about",
|
| 1489 |
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"output": " a magical creature.",
|
| 1490 |
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|
| 1500 |
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}
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| 1501 |
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}
|
| 1502 |
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]
|
model_config.txt
DELETED
|
@@ -1,77 +0,0 @@
|
|
| 1 |
-
Model: TinyLM-10M
|
| 2 |
-
vocab_size: 2000
|
| 3 |
-
dim: 384
|
| 4 |
-
n_layers: 4
|
| 5 |
-
n_heads: 4
|
| 6 |
-
n_kv_heads: 4
|
| 7 |
-
ffn_dim: 1536
|
| 8 |
-
max_seq_len: 256
|
| 9 |
-
norm_eps: 1e-6
|
| 10 |
-
rope_theta: 10000.0
|
| 11 |
-
architecture: Decoder-only Transformer (GQA + RoPE + RMSNorm + SwiGLU)
|
| 12 |
-
tokenizer: tinystories_10m_tokenizer.json
|
| 13 |
-
dataset: TinyStories (roneneldan/TinyStories)
|
| 14 |
-
training_steps: 50000
|
| 15 |
-
batch_size: 64
|
| 16 |
-
learning_rate: 3e-4
|
| 17 |
-
optimizer: AdamW (betas=0.9,0.95, weight_decay=0.01)
|
| 18 |
-
|
| 19 |
-
---
|
| 20 |
-
|
| 21 |
-
Model: TinyLM-7M
|
| 22 |
-
vocab_size: 1500
|
| 23 |
-
dim: 224
|
| 24 |
-
n_layers: 8
|
| 25 |
-
n_heads: 4
|
| 26 |
-
n_kv_heads: 4
|
| 27 |
-
ffn_dim: 896
|
| 28 |
-
max_seq_len: 256
|
| 29 |
-
norm_eps: 1e-6
|
| 30 |
-
rope_theta: 10000.0
|
| 31 |
-
architecture: Decoder-only Transformer (GQA + RoPE + RMSNorm + SwiGLU)
|
| 32 |
-
tokenizer: tinystories_7m_tokenizer.json
|
| 33 |
-
dataset: TinyStories (roneneldan/TinyStories)
|
| 34 |
-
training_steps: 50000
|
| 35 |
-
batch_size: 64
|
| 36 |
-
learning_rate: 3e-4
|
| 37 |
-
optimizer: AdamW (betas=0.9,0.95, weight_decay=0.01)
|
| 38 |
-
|
| 39 |
-
---
|
| 40 |
-
|
| 41 |
-
Model: TinyLM-5M
|
| 42 |
-
vocab_size: 1000
|
| 43 |
-
dim: 384
|
| 44 |
-
n_layers: 2
|
| 45 |
-
n_heads: 4
|
| 46 |
-
n_kv_heads: 4
|
| 47 |
-
ffn_dim: 1536
|
| 48 |
-
max_seq_len: 256
|
| 49 |
-
norm_eps: 1e-6
|
| 50 |
-
rope_theta: 10000.0
|
| 51 |
-
architecture: Decoder-only Transformer (GQA + RoPE + RMSNorm + SwiGLU)
|
| 52 |
-
tokenizer: tinystories_5m_tokenizer.json
|
| 53 |
-
dataset: TinyStories (roneneldan/TinyStories)
|
| 54 |
-
training_steps: 50000
|
| 55 |
-
batch_size: 64
|
| 56 |
-
learning_rate: 3e-4
|
| 57 |
-
optimizer: AdamW (betas=0.9,0.95, weight_decay=0.01)
|
| 58 |
-
|
| 59 |
-
---
|
| 60 |
-
|
| 61 |
-
Model: TinyLM-2.5M
|
| 62 |
-
vocab_size: 512
|
| 63 |
-
dim: 272
|
| 64 |
-
n_layers: 2
|
| 65 |
-
n_heads: 4
|
| 66 |
-
n_kv_heads: 4
|
| 67 |
-
ffn_dim: 1088
|
| 68 |
-
max_seq_len: 256
|
| 69 |
-
norm_eps: 1e-6
|
| 70 |
-
rope_theta: 10000.0
|
| 71 |
-
architecture: Decoder-only Transformer (GQA + RoPE + RMSNorm + SwiGLU)
|
| 72 |
-
tokenizer: tinystories_2_5m_tokenizer.json
|
| 73 |
-
dataset: TinyStories (roneneldan/TinyStories)
|
| 74 |
-
training_steps: 50000
|
| 75 |
-
batch_size: 64
|
| 76 |
-
learning_rate: 3e-4
|
| 77 |
-
optimizer: AdamW (betas=0.9,0.95, weight_decay=0.01)
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tinystories_10m_final_model.pt → models/tinystories_10m_final_model.pt
RENAMED
|
File without changes
|
tinystories_2_5m_final_model.pt → models/tinystories_2_5m_final_model.pt
RENAMED
|
File without changes
|
tinystories_5m_final_model.pt → models/tinystories_5m_final_model.pt
RENAMED
|
File without changes
|
tinystories_7m_final_model.pt → models/tinystories_7m_final_model.pt
RENAMED
|
File without changes
|
tinystories_10m_tokenizer.json → tokenizers/tinystories_10m_tokenizer.json
RENAMED
|
File without changes
|
tinystories_2_5m_tokenizer.json → tokenizers/tinystories_2_5m_tokenizer.json
RENAMED
|
File without changes
|
tinystories_5m_tokenizer.json → tokenizers/tinystories_5m_tokenizer.json
RENAMED
|
File without changes
|
tinystories_7m_tokenizer.json → tokenizers/tinystories_7m_tokenizer.json
RENAMED
|
File without changes
|