# Health Check: Nanthasit/sakthai-plus-1.5b
# Generated: 2026-07-30T22:52:00+00:00

target_model:
  id: Nanthasit/sakthai-plus-1.5b
  scanned_at: '2026-07-30T22:52:00+00:00'

popularity:
  downloads: 0
  likes: 0
  last_modified: '2026-07-30T22:48:48.000Z'
  created_at: '2026-07-30T13:02:40.000Z'
  age_days: 0
  hours_since_creation: 9.8
  download_velocity: 0.0
  download_growth_rate: 0.0

model_type:
  pipeline_tag: text-generation
  library_name: transformers
  architecture: Qwen2ForCausalLM
  base_model: Qwen/Qwen2.5-1.5B-Instruct
  license: apache-2.0
  type: Safetensors (full weights)

config_details:
  hidden_size: 1536
  num_attention_heads: 12
  num_hidden_layers: 28
  num_key_value_heads: 2
  intermediate_size: 8960
  max_position_embeddings: 32768
  vocab_size: 151936
  torch_dtype: bfloat16
  tie_word_embeddings: true
  use_cache: true
  transformers_version: '5.14.1'
  generation_defaults:
    temperature: 0.7

files_inventory:
  model.safetensors: 3087467144 bytes (2.87 GB)
  config.json: 1373 bytes
  tokenizer.json: 11421892 bytes (10.89 MB)
  tokenizer_config.json: 694 bytes
  generation_config.json: 242 bytes
  chat_template.jinja: 2507 bytes
  README.md: 6249 bytes
  .gitattributes: 1570 bytes
  .eval_results/sakthai-plus-1.5b-health.yaml: 4016 bytes
  .eval_results/health-check-sakthai-plus-1.5b-2026-07-30.yaml: 2416 bytes
  .eval_results/health-check-sakthai-plus-1.5b-2026-07-30-2.yaml: 2277 bytes
  .eval_results/health-check-sakthai-plus-1.5b-2026-07-30-3.yaml: 3365 bytes
  .eval_results/health-check-sakthai-plus-1.5b-2026-07-31.yaml: 4259 bytes

storage:
  model_weight_bytes: 3087467144
  total_repo_bytes: 3099415512
  total_repo_gb: 2.89
  note: 'All files present and valid. No orphaned artifacts.'

inference_available: false
inference_reason: "Safetensors weights present and eligible, but serverless inference not yet enabled on the HF Hub. Manual inference can be run via Transformers locally."
inference_eligible: true

tags:
  - qwen2.5
  - sakthai
  - plus
  - tool-calling
  - conversational
  - function-calling
  - merged
  - rslor
  - house-of-sak
  - family

datasets:
  - Nanthasit/sakthai-combined-v7
  - Nanthasit/sakthai-combined-v8

benchmarks:
- name: sakthai-bench-v2
  dataset: SakThai Bench v2 (500 rows, scorer multiset-selection-v2)
  metrics:
    selection_accuracy: pending
    degenerate_rate: 0
  verified: false

card_quality:
  has_readme: true
  readme_size_bytes: 6249
  has_yaml_metadata: true
  has_widget: true
  has_benchmarks: true
  has_base_model: true
  has_datasets: true
  has_license: true

sibling_analysis:
  total_siblings: 13
  hidden_eval_files: 5
  dev_artifact_count: 0
  note: 'Clean repo — no orphaned dev artifacts or junk files'

comparison:
  target_rank: 15
  target_rank_by_velocity: 15
  total_in_author_set: 19
  download_share_percent: 0.0
  note: 'Brand new model (same-day). Ranked 15/19 among Nanthasit models by downloads. Above: sakthai-context-1.5b-tools-v2 (0 dl), Below: sakthai-plus-1.5b-lora (0 dl)'

assessment:
  status: good
  score: 72
  breakdown:
    repo_integrity: 100
    config_validity: 100
    documentation: 80
    inference_availability: 0
    traffic_momentum: 0
    benchmark_coverage: 50
  strengths:
  - Full safetensors weights present and valid (~2.87 GB)
  - Clean repo with no orphaned dev artifacts
  - Complete config and tokenizer files
  - Model card with YAML metadata, tags, benchmarks, and widget
  - Based on Qwen2.5-1.5B-Instruct (strong base model)
  - Apache 2.0 license
  concerns:
  - Zero downloads and likes (brand new model — expected)
  - Benchmarks show 'pending' for selection accuracy
  - Serverless inference not yet enabled
  - Extra .eval_results files accumulate on the repository (5 files so far)
  recommendations:
  - Enable serverless inference once model is verified
  - Run and publish actual benchmark results (replace 'pending')
  - Consolidate .eval_results into a single latest file per model
  - Promote on social channels to drive initial adoption

eval_metadata:
  scanned_at: '2026-07-30T22:52:00+00:00'
  source_endpoints:
  - /api/models/Nanthasit/sakthai-plus-1.5b
  - /api/models?author=Nanthasit&sort=downloads&direction=-1&limit=30
  - /api/models/Nanthasit/sakthai-plus-1.5b/resolve/main/config.json
  - HEAD direct resolve URLs for file sizes
  previous_eval_files:
  - sakthai-plus-1.5b-health.yaml (4016 bytes, earlier today)
  - health-check-sakthai-plus-1.5b-2026-07-30.yaml (2416 bytes)
  - health-check-sakthai-plus-1.5b-2026-07-30-2.yaml (2277 bytes)
  - health-check-sakthai-plus-1.5b-2026-07-30-3.yaml (3365 bytes)
  - health-check-sakthai-plus-1.5b-2026-07-31.yaml (4259 bytes)