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HRM-Text-1B-SQL-Spider – AI Model by InterstellarCG | AlphaNeural AI
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HRM-Text-1B-SQL-Spider
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safetensors
hrm_text
text-to-sql
spider
hrm-text
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mit
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Deploy
HRM-Text-1B-SQL-Spider
Fine-tuned version of
HRM-Text-1B
on the Spider text-to-SQL dataset.
Model Details
Base Model:
sapientai/HRM-Text-1B (1B parameters, hierarchical reasoning model)
Training Data:
Spider dataset (~20k examples)
Training:
3 epochs, ~6 minutes on L40S GPU
Architecture:
Hierarchical Reasoning Model with H_cycles=2, L_cycles=3
Performance
Model
Accuracy
Base
8.00%
Fine-tuned
70.00%
Usage
Training Details
Framework:
PyTorch with FlashAttention 3
Loss:
Cross-entropy
Hardware:
AWS L40S GPU
Training Time:
~6 minutes
Limitations
Maximum sequence length: 4096 tokens
Requires FlashAttention 3 for inference (Ada Lovelace or newer GPUs)
Best performance on Spider-style schema-aware SQL generation
License
MIT License
