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Model: Nanthasit/sakthai-plus-1.5b Source: Original Platform
This commit is contained in:
87
.eval_results/benchmark-20260731_043634.yaml
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87
.eval_results/benchmark-20260731_043634.yaml
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model: Nanthasit/sakthai-plus-1.5b
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benchmark_ts: '2026-07-31T04:36:34Z'
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backend: llama.cpp-gguf-q4_k_m
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quantization: q4_k_m
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prompt_type: tool_calling_send_email
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prompt_length_chars: 1290
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prompt: '<|im_start|>system
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You are Qwen, created by Alibaba Cloud. You are a helpful assistant.
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# Tools
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Yo...'
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trials: 3
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||||
total_time_s: 47.56
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input_tokens: 308
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||||
avg_generation_tps: 20.7
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has_tool_call_any: true
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has_tool_call_all: true
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||||
has_valid_json_any: true
|
||||
has_valid_json_all: true
|
||||
has_correct_answer_any: true
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||||
has_correct_answer_all: true
|
||||
trials_detail:
|
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- seed: 7
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output_tokens: 63
|
||||
output_length: 231
|
||||
generation_tps: 20.9
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||||
prompt_tps: 67.0
|
||||
has_tool_call: true
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||||
has_valid_json: true
|
||||
has_correct_answer: true
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tool_name: send_email
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||||
tool_args:
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to: Beer@Nanthasit.com
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subject: Plus 1.5B status
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body: Hi Beer, I wanted to check the benchmark results for the SakThai Plus model.
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Thanks!
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response_preview: '<tool_call>
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|
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{"name": "send_email", "arguments": "{\"to\": \"Beer@Nanthasit.com\", \"subject\":
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\"Plus 1.5B status\", \"body\": \"Hi Beer, I wanted to check the benchmark results
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for the SakThai Plus m'
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- seed: 42
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output_tokens: 65
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||||
output_length: 243
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generation_tps: 20.8
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prompt_tps: 71.0
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has_tool_call: true
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has_valid_json: true
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has_correct_answer: true
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tool_name: send_email
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||||
tool_args:
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to: Beer@Nanthasit.com
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||||
subject: Plus 1.5B status
|
||||
body: Hi Beer, I wanted to check the results for the SakThai Plus model. Everything
|
||||
looks good so far.
|
||||
response_preview: '<tool_call>
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|
||||
{"name": "send_email", "arguments": "{\"to\": \"Beer@Nanthasit.com\", \"subject\":
|
||||
\"Plus 1.5B status\", \"body\": \"Hi Beer, I wanted to check the results for the
|
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SakThai Plus model. Ever'
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- seed: 1337
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output_tokens: 66
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output_length: 253
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generation_tps: 20.4
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prompt_tps: 70.5
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has_tool_call: true
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has_valid_json: true
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||||
has_correct_answer: true
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||||
tool_name: send_email
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||||
tool_args:
|
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to: Beer@Nanthasit.com
|
||||
subject: Plus 1.5B status
|
||||
body: Hi Beer, I wanted to check the benchmark results for the SakThai Plus model.
|
||||
Everything looks good so far.
|
||||
response_preview: '<tool_call>
|
||||
|
||||
{"name": "send_email", "arguments": "{\"to\": \"Beer@Nanthasit.com\", \"subject\":
|
||||
\"Plus 1.5B status\", \"body\": \"Hi Beer, I wanted to check the benchmark results
|
||||
for the SakThai Plus m'
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device: cpu
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threads: 2
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router_probe_status: 400
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router_probe_error: Model not supported by provider hf-inference
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@@ -0,0 +1,30 @@
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eval_results:
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- task: tool_call_format_adherence
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task_type: metadata
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result:
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score: metadata_only
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display_name: Metadata-based snapshot
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dataset:
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name: metadata
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split: null
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metrics:
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- name: metadata_valid
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type: metadata
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||||
value: 1.0
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||||
higher_is_better: true
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config: null
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source:
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url: https://huggingface.co/Nanthasit/sakthai-plus-1.5b
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commit: 95450c087e9ca26c3ccf0e06d153e9837ba3ab15
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model: Nanthasit/sakthai-plus-1.5b
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created_at: 2026-08-01T06:17:47.707241+00:00
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evaluator: SakThai-cron
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notes: |
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Metadata-only cron update for Nanthasit/sakthai-plus-1.5b.
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base_model: Qwen/Qwen2.5-1.5B-Instruct
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pipeline_tag: text-generation
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license: apache-2.0
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downloads: 244
|
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likes: 0
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datasets: Nanthasit/sakthai-combined-v7, Nanthasit/SimpleToolCalling
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tags: tool-calling, function-calling, agent, instruct, finetuned, sft, merged, rsLoRA
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191
.eval_results/cron-eval-sakthai-plus-1.5b-2026-07-31-1.yaml
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191
.eval_results/cron-eval-sakthai-plus-1.5b-2026-07-31-1.yaml
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target_model:
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id: Nanthasit/sakthai-plus-1.5b
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pipeline_tag: text-generation
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library_name: transformers
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||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
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downloads: 0
|
||||
likes: 0
|
||||
private: false
|
||||
gated: false
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||||
last_modified: "2026-07-31T04:40:16.000Z"
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model_age_days: 0.6961
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model_type: llm
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has_weights: true
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||||
|
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architecture:
|
||||
base_model_type: qwen2
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base_architectures: ["Qwen2ForCausalLM"]
|
||||
base_hidden_size: 1536
|
||||
base_num_hidden_layers: 28
|
||||
base_num_attention_heads: 12
|
||||
base_num_key_value_heads: 2
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||||
base_intermediate_size: 8960
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||||
base_vocab_size: 151936
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||||
base_max_position_embeddings: 32768
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||||
base_total_parameters: 1540000000
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base_dtype: bfloat16
|
||||
tie_word_embeddings: true
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||||
|
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repo_summary:
|
||||
siblings_count: 18
|
||||
total_repo_bytes: 3098931104
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total_gb: 3.099
|
||||
has_weights: true
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||||
weight_file_count: 1
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weight_bytes: 3087467144
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weight_files: ["model.safetensors"]
|
||||
config_present: true
|
||||
tokenizer_present: true
|
||||
chat_template_present: true
|
||||
readme_present: true
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||||
readme_size_bytes: 8079
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||||
weight_note: "Single merged full-weight checkpoint (2.88 GiB, bf16) — no PEFT dependency at inference. Standard Qwen2.5 layout: config.json, generation_config.json, tokenizer.json, tokenizer_config.json, chat_template.jinja, README.md."
|
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|
||||
benchmarks:
|
||||
model_index_count: 0
|
||||
metrics_count: 9
|
||||
all_verified: false
|
||||
pending_metrics: 6
|
||||
entries:
|
||||
- dataset: lighteval
|
||||
metric: winogrande
|
||||
value: 59.6
|
||||
verified: false
|
||||
note: "entry in .eval_results/lighteval.yaml — not re-run, unverified"
|
||||
- dataset: lighteval
|
||||
metric: gsm8k
|
||||
value: 50.9
|
||||
verified: false
|
||||
note: "entry in .eval_results/lighteval.yaml — not re-run, unverified"
|
||||
- dataset: lighteval
|
||||
metric: hellaswag
|
||||
value: 34.0
|
||||
verified: false
|
||||
note: "entry in .eval_results/lighteval.yaml — not re-run, unverified"
|
||||
- dataset: sakthai-bench-v2
|
||||
metric: selection_accuracy
|
||||
value: 84.8
|
||||
verified: false
|
||||
note: "entry in .eval_results/sakthai-bench-v2.yaml — not re-run, unverified"
|
||||
- dataset: sakthai-bench-v2
|
||||
metric: arguments_accuracy
|
||||
value: 33.7
|
||||
verified: false
|
||||
note: "entry in .eval_results/sakthai-bench-v2.yaml — not re-run, unverified"
|
||||
- dataset: sakthai-bench-v2
|
||||
metric: strict_accuracy
|
||||
value: 33.7
|
||||
verified: false
|
||||
note: "entry in .eval_results/sakthai-bench-v2.yaml — not re-run, unverified"
|
||||
- dataset: llama.cpp tool-calling (3-trial, q4_k_m)
|
||||
metric: tool_call_success
|
||||
value: 1.0
|
||||
verified: true
|
||||
note: ".eval_results/benchmark-20260731_043634.yaml — send_email prompt, 3/3 tool calls"
|
||||
- dataset: llama.cpp tool-calling (3-trial, q4_k_m)
|
||||
metric: valid_json
|
||||
value: 1.0
|
||||
verified: true
|
||||
note: ".eval_results/benchmark-20260731_043634.yaml — 3/3 valid JSON tool args"
|
||||
- dataset: llama.cpp tool-calling (3-trial, q4_k_m)
|
||||
metric: correct_answer
|
||||
value: 1.0
|
||||
verified: true
|
||||
note: ".eval_results/benchmark-20260731_043634.yaml — 3/3 correct answers, avg 20.7 tps (CPU, 2 threads)"
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||||
notes: >
|
||||
README frontmatter has NO model-index (model_index_count: 0) despite
|
||||
.eval_results/ carrying three benchmark sources: lighteval + sakthai-bench-v2
|
||||
(all unverified) and a fresh 2026-07-31 3-trial llama.cpp q4_k_m run that
|
||||
passed tool-calling 3/3 (tool_call, valid JSON, correct answer). Card text
|
||||
still says 'Benchmarks are pending' — stale relative to repo state.
|
||||
|
||||
training:
|
||||
dataset: Nanthasit/sakthai-combined-v10
|
||||
dataset_size: 2962
|
||||
dataset_note: "v7 + v8 combined (2,962 rows, published as sakthai-combined-v10); card also cites sakthai-combined-v7"
|
||||
training_method: "rsLoRA (rank-stabilized) → merged to full weights"
|
||||
eval_split: "none documented on card (benchmarks pending)"
|
||||
lora_config:
|
||||
r: 16
|
||||
alpha: 32
|
||||
dropout: 0.05
|
||||
target_modules: [q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj]
|
||||
optimizer: "AdamW (8-bit)"
|
||||
learning_rate: 0.0002
|
||||
epochs: 3
|
||||
precision: bf16
|
||||
hardware: "Free T4 GPU (Kaggle / Colab / HF Inference), $0 budget"
|
||||
framework: "TRL + Transformers"
|
||||
key_improvements:
|
||||
- "rsLoRA instead of standard LoRA — better rank utilization"
|
||||
- "All 7 linear modules adapted (vs 4 in v1)"
|
||||
- "Dropout reduced 0.1 → 0.05"
|
||||
- "48% more training data (v7 + v8)"
|
||||
- "Merged full-weight checkpoint — no PEFT dependency at inference"
|
||||
|
||||
card_quality:
|
||||
license: apache-2.0
|
||||
base_model_documented: true
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
tags_count: 12
|
||||
tags: [qwen2.5, sakthai, house-of-sak, tool-calling, function-calling, agent, instruct, finetuned, sft, rslora, text-generation, merged]
|
||||
datasets_cited: ["Nanthasit/sakthai-combined-v7", "Nanthasit/sakthai-combined-v10"]
|
||||
model_index_present: false
|
||||
readme_size_bytes: 8079
|
||||
widget_example: "none (no widget block in frontmatter)"
|
||||
deductions:
|
||||
- "README states 'Benchmarks are pending' but .eval_results/ already carries lighteval + sakthai-bench-v2 scores (unverified) and a verified 3/3 llama.cpp tool-calling run — card text lags repo state"
|
||||
- "No model-index or widget in README frontmatter — metrics will not render on the Hub widget"
|
||||
- "0 downloads / 0 likes — brand-new (created 2026-07-30), family table lists it as 'New'"
|
||||
score: 78
|
||||
|
||||
health_score:
|
||||
overall: 38.2
|
||||
components:
|
||||
popularity: 0
|
||||
momentum: 0
|
||||
benchmarks: 33.3
|
||||
card_quality: 78
|
||||
repo_hygiene: 95
|
||||
weights:
|
||||
popularity: 0.20
|
||||
momentum: 0.20
|
||||
benchmarks: 0.25
|
||||
card_quality: 0.20
|
||||
repo_hygiene: 0.15
|
||||
|
||||
sibling_comparison:
|
||||
rank_by_downloads: 12
|
||||
total_author_models: 19
|
||||
max_sibling_downloads: 1599
|
||||
models_with_positive_downloads: 11
|
||||
velocity_rank: 12
|
||||
max_sibling_velocity: 62.56
|
||||
our_velocity: 0.0
|
||||
|
||||
eval_type: metadata_cron
|
||||
eval_note: >
|
||||
First cron eval snapshot for sakthai-plus-1.5b (run 16 of hf-eval-updater).
|
||||
The next-generation SakThai tool-calling flagship: Qwen2.5-1.5B-Instruct
|
||||
rsLoRA fine-tune (r=16, alpha=32, dropout=0.05) across all 7 linear modules
|
||||
on sakthai-combined-v10 (v7+v8, 2,962 rows), merged to a full bf16
|
||||
checkpoint (2.88 GiB). Repo hygiene is excellent (95/100) and config is a
|
||||
clean Qwen2-1.5B (28 layers, 12 heads / 2 KV, 32K context). The one verified
|
||||
benchmark — a 2026-07-31 3-trial llama.cpp q4_k_m tool-calling run — passed
|
||||
3/3 (tool call, valid JSON, correct answer, 20.7 tps). Honest caveats:
|
||||
README claims 'benchmarks pending' while .eval_results/ already holds 6
|
||||
unverified lighteval + sakthai-bench-v2 numbers, and the card has no
|
||||
model-index/widget. Brand-new model: 0 downloads, velocity 0 — sits at
|
||||
downloads rank 12/19 (11 siblings positive). Next cycle: run
|
||||
sakthai-bench-v2 properly, add model-index + widget to the card, and update
|
||||
the 'pending' benchmark text to match repo state.
|
||||
|
||||
eval_metadata:
|
||||
model: Nanthasit/sakthai-plus-1.5b
|
||||
eval_date: "2026-07-31"
|
||||
eval_time: "05:40:24Z"
|
||||
schema: llm_cron_v1
|
||||
age_days: 0.6961
|
||||
days_since_last_update: 0.0473
|
||||
download_velocity: 0.0
|
||||
cron_run: 16
|
||||
200
.eval_results/cron-eval-sakthai-plus-1.5b-2026-07-31-2.yaml
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200
.eval_results/cron-eval-sakthai-plus-1.5b-2026-07-31-2.yaml
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@@ -0,0 +1,200 @@
|
||||
target_model:
|
||||
id: Nanthasit/sakthai-plus-1.5b
|
||||
pipeline_tag: text-generation
|
||||
library_name: transformers
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
downloads: 244
|
||||
likes: 0
|
||||
private: false
|
||||
gated: false
|
||||
last_modified: "2026-07-31T11:09:05.000Z"
|
||||
model_age_days: 1.00
|
||||
model_type: llm
|
||||
has_weights: true
|
||||
|
||||
architecture:
|
||||
base_model_type: qwen2
|
||||
base_architectures: ["Qwen2ForCausalLM"]
|
||||
base_hidden_size: 1536
|
||||
base_num_hidden_layers: 28
|
||||
base_num_attention_heads: 12
|
||||
base_num_key_value_heads: 2
|
||||
base_intermediate_size: 8960
|
||||
base_vocab_size: 151936
|
||||
base_max_position_embeddings: 32768
|
||||
base_total_parameters: 1540000000
|
||||
base_dtype: bfloat16
|
||||
tie_word_embeddings: true
|
||||
|
||||
repo_summary:
|
||||
siblings_count: 20
|
||||
total_repo_bytes: 3098940902
|
||||
total_gb: 2.886
|
||||
has_weights: true
|
||||
weight_file_count: 1
|
||||
weight_bytes: 3087467144
|
||||
weight_files: ["model.safetensors"]
|
||||
config_present: true
|
||||
tokenizer_present: true
|
||||
chat_template_present: true
|
||||
readme_present: true
|
||||
readme_size_bytes: 18052
|
||||
weight_note: "Single merged full-weight checkpoint (2.88 GiB, bf16) — no PEFT dependency at inference. Standard Qwen2.5 layout: config.json, generation_config.json, tokenizer.json, tokenizer_config.json, chat_template.jinja, README.md."
|
||||
|
||||
benchmarks:
|
||||
model_index_count: 1
|
||||
metrics_count: 9
|
||||
all_verified: false
|
||||
pending_metrics: 8
|
||||
entries:
|
||||
- dataset: lighteval
|
||||
metric: winogrande
|
||||
value: 59.6
|
||||
verified: false
|
||||
note: "entry in .eval_results/lighteval.yaml — not re-run, unverified"
|
||||
- dataset: lighteval
|
||||
metric: gsm8k
|
||||
value: 50.9
|
||||
verified: false
|
||||
note: "entry in .eval_results/lighteval.yaml — not re-run, unverified"
|
||||
- dataset: lighteval
|
||||
metric: hellaswag
|
||||
value: 34.0
|
||||
verified: false
|
||||
note: "entry in .eval_results/lighteval.yaml — not re-run, unverified"
|
||||
- dataset: sakthai-bench-v2
|
||||
metric: selection_accuracy
|
||||
value: 84.8
|
||||
verified: false
|
||||
note: "entry in .eval_results/sakthai-bench-v2.yaml — not re-run, unverified"
|
||||
- dataset: sakthai-bench-v2
|
||||
metric: arguments_accuracy
|
||||
value: 33.7
|
||||
verified: false
|
||||
note: "entry in .eval_results/sakthai-bench-v2.yaml — not re-run, unverified"
|
||||
- dataset: sakthai-bench-v2
|
||||
metric: strict_accuracy
|
||||
value: 33.7
|
||||
verified: false
|
||||
note: "entry in .eval_results/sakthai-bench-v2.yaml — not re-run, unverified"
|
||||
- dataset: llama.cpp tool-calling (3-trial, q4_k_m)
|
||||
metric: tool_call_success
|
||||
value: 1.0
|
||||
verified: true
|
||||
note: ".eval_results/benchmark-20260731_043634.yaml — send_email prompt, 3/3 tool calls"
|
||||
- dataset: llama.cpp tool-calling (3-trial, q4_k_m)
|
||||
metric: valid_json
|
||||
value: 1.0
|
||||
verified: true
|
||||
note: ".eval_results/benchmark-20260731_043634.yaml — 3/3 valid JSON tool args"
|
||||
- dataset: llama.cpp tool-calling (3-trial, q4_k_m)
|
||||
metric: correct_answer
|
||||
value: 1.0
|
||||
verified: true
|
||||
note: ".eval_results/benchmark-20260731_043634.yaml — 3/3 correct answers, avg 20.7 tps (CPU, 2 threads)"
|
||||
- dataset: sakthai-bench-v2 (model-index)
|
||||
metric: tool_calling_accuracy
|
||||
value: 1.0
|
||||
verified: false
|
||||
note: "model-index entry: 'Tool Calling Accuracy (3/3)' from send_email scenario — single-trial, unverified"
|
||||
notes: >
|
||||
README frontmatter now includes a model-index entry (Tool Calling
|
||||
Accuracy 1.0 on send_email scenario, unverified). 3 additional unverified
|
||||
lighteval scores (winogrande 59.6, gsm8k 50.9, hellaswag 34.0) and
|
||||
3 sakthai-bench-v2 scores (selection 84.8, arguments 33.7, strict 33.7)
|
||||
exist in .eval_results/ but are NOT in the model-index. One verified
|
||||
3-trial llama.cpp q4_k_m tool-calling run (3/3, 20.7 tps) is present.
|
||||
Card text still says 'Benchmarks are pending' — stale relative to the
|
||||
10 metric entries across 3 evaluation sources.
|
||||
|
||||
training:
|
||||
dataset: Nanthasit/sakthai-combined-v10
|
||||
dataset_size: 2965
|
||||
dataset_note: "v7 + v8 combined (2,965 rows, published as sakthai-combined-v10; card also cites sakthai-combined-v7 at 2,309 rows)"
|
||||
training_method: "rsLoRA (rank-stabilized) merged to full weights via TRL SFTTrainer"
|
||||
eval_split: "5% held-out validation set (benchmarks pending confirmation)"
|
||||
lora_config:
|
||||
r: 16
|
||||
alpha: 32
|
||||
dropout: 0.05
|
||||
target_modules: [q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj]
|
||||
optimizer: "AdamW (8-bit)"
|
||||
learning_rate: 0.0002
|
||||
epochs: 3
|
||||
precision: bf16
|
||||
hardware: "Free T4 GPU (Kaggle / Colab / HF Inference), $0 budget"
|
||||
framework: "TRL + Transformers"
|
||||
key_improvements:
|
||||
- "rsLoRA instead of standard LoRA — better rank utilization"
|
||||
- "All 7 linear modules adapted (vs 4 in v1)"
|
||||
- "Dropout reduced 0.1 to 0.05"
|
||||
- "48% more training data (v7 + v8)"
|
||||
- "Merged full-weight checkpoint — no PEFT dependency at inference"
|
||||
|
||||
card_quality:
|
||||
license: apache-2.0
|
||||
base_model_documented: true
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
tags_count: 19
|
||||
tags: [qwen2.5, sakthai, house-of-sak, tool-calling, function-calling, agent, instruct, finetuned, sft, rslora, text-generation, merged, conversational, assistant, safetensors, benchmark, eval-results, cpu-inference, rsLoRA]
|
||||
datasets_cited: ["Nanthasit/sakthai-combined-v7", "Nanthasit/sakthai-combined-v10"]
|
||||
model_index_present: true
|
||||
model_index_entries: 1
|
||||
model_index_note: "1 entry: Tool Calling Accuracy 1.0 (send_email scenario, unverified)"
|
||||
readme_size_bytes: 18052
|
||||
widget_example: "Tool-calling (email): Send an email to Beer with the subject 'Plus 1.5B status'"
|
||||
widget_present: true
|
||||
inference_config: true
|
||||
deductions:
|
||||
- "README states 'Benchmarks are pending' but .eval_results/ already carries 10 metric entries across 3 evaluation sources — card text lags repo state"
|
||||
- "model-index has only 1 of 10 available metrics — 9 unindexed, so they don't render on the Hub widget"
|
||||
- "lighteval scores (winogrande, gsm8k, hellaswag) and sakthai-bench-v2 scores all marked unverified — need multi-trial re-run"
|
||||
score: 85
|
||||
|
||||
health_score:
|
||||
overall: 64.2
|
||||
components:
|
||||
popularity: 2.4
|
||||
momentum: 100.0
|
||||
benchmarks: 50.0
|
||||
card_quality: 85.0
|
||||
repo_hygiene: 95.0
|
||||
weights:
|
||||
popularity: 0.20
|
||||
momentum: 0.20
|
||||
benchmarks: 0.25
|
||||
card_quality: 0.20
|
||||
repo_hygiene: 0.15
|
||||
|
||||
sibling_comparison:
|
||||
rank_by_downloads: 13
|
||||
total_author_models: 22
|
||||
max_sibling_downloads: 1855
|
||||
models_with_positive_downloads: 17
|
||||
velocity_rank: 3
|
||||
max_sibling_velocity: 330.4
|
||||
our_velocity: 244.0
|
||||
|
||||
eval_type: metadata_cron
|
||||
eval_note: >
|
||||
Re-eval (run 27) for sakthai-plus-1.5b. Since first eval (18h ago):
|
||||
0 to 244 downloads (+244), velocity 244.0/day (3rd fastest among 19
|
||||
models). Health score improved from 38.2 to 64.2 (+26.0) driven by
|
||||
momentum (0 to 100) and card improvements (readme grew from 8,079 to
|
||||
18,052 bytes, model-index added, tags increased 12 to 19, widget added).
|
||||
Card still claims 'Benchmarks are pending' despite 10 metric entries in
|
||||
.eval_results/ — this is the most impactful improvement opportunity.
|
||||
Rank 13/22 by downloads (up from 12/19 as the ecosystem grew from 19 to
|
||||
22 resolved models). Next cycle: reconcile card text with .eval_results/
|
||||
state, run multi-trial sakthai-bench-v2, and expand model-index to all
|
||||
10 metrics.
|
||||
|
||||
eval_metadata:
|
||||
model: Nanthasit/sakthai-plus-1.5b
|
||||
eval_date: "2026-07-31"
|
||||
eval_time: "23:00:00Z"
|
||||
schema: llm_cron_v1
|
||||
age_days: 1.00
|
||||
days_since_last_update: 0.72
|
||||
download_velocity: 244.0
|
||||
cron_run: 27
|
||||
@@ -0,0 +1,43 @@
|
||||
eval_type: metadata_cron
|
||||
result_type: metadata
|
||||
target_model:
|
||||
id: Nanthasit/sakthai-plus-1.5b
|
||||
pipeline_tag: text-generation
|
||||
library_name: transformers
|
||||
license: apache-2.0
|
||||
repo_sha: bc3ae9206427d2055c3aa2dc2844cad5c70ce541
|
||||
last_modified: '2026-07-31T17:43:41+00:00'
|
||||
repository_metrics:
|
||||
downloads: 244
|
||||
likes: 0
|
||||
tags_count: 32
|
||||
model_index_present: true
|
||||
download_velocity:
|
||||
collected_at: '2026-07-31T21:15:37Z'
|
||||
total_downloads: 244
|
||||
note: Snapshot only; not time-series velocity.
|
||||
adapter_details:
|
||||
peft_type: NONE
|
||||
adapter_size_bytes: 0
|
||||
adapter_size_human: N/A
|
||||
inference_assessment:
|
||||
standalone_inference: false
|
||||
requires_merge: false
|
||||
serverless_inference: false
|
||||
local_inference: false
|
||||
recommended_path: Enable serverless inference on HF Hub or convert to GGUF for llama.cpp.
|
||||
card_highlights:
|
||||
tags:
|
||||
- transformers
|
||||
- safetensors
|
||||
- qwen2
|
||||
- text-generation
|
||||
- qwen2.5
|
||||
- sakthai
|
||||
- house-of-sak
|
||||
- tool-calling
|
||||
task_type: text-generation
|
||||
language:
|
||||
- en
|
||||
notes: Metadata-only snapshot because inference providers reject this model and local
|
||||
inference is blocked by sandbox memory limits.
|
||||
@@ -0,0 +1,41 @@
|
||||
schema_version: metadata-v1
|
||||
result_type: metadata
|
||||
type: metadata_cron
|
||||
timestamp: '2026-08-01T02:17:00Z'
|
||||
model_id: Nanthasit/sakthai-plus-1.5b
|
||||
commit_sha: c311c66c59663ecd92b1e79193943478b307a2e1
|
||||
last_modified: '2026-07-31 23:32:20+00:00'
|
||||
downloads: 244
|
||||
likes: 0
|
||||
license: apache-2.0
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
pipeline_tag: text-generation
|
||||
framework: transformers
|
||||
tags:
|
||||
- transformers
|
||||
- safetensors
|
||||
- qwen2
|
||||
- text-generation
|
||||
- qwen2.5
|
||||
- tool-calling
|
||||
- function-calling
|
||||
- agent
|
||||
- instruct
|
||||
- finetuned
|
||||
- sft
|
||||
- merged
|
||||
- conversational
|
||||
- rsLoRA
|
||||
- dataset:Nanthasit/sakthai-combined-v7
|
||||
- dataset:Nanthasit/sakthai-combined-v10
|
||||
- dataset:Nanthasit/SimpleToolCalling
|
||||
config_highlights:
|
||||
model_type: qwen2
|
||||
architectures:
|
||||
- Qwen2ForCausalLM
|
||||
torch_dtype: float32
|
||||
model_validation: sha_matched
|
||||
eval_context:
|
||||
existing_eval_count_before: 13
|
||||
new_file_name: .eval_results/cron-eval-sakthai-plus-1.5b-20260801T0217Z.yaml
|
||||
source: hf-eval-updated cron metadata run
|
||||
108
.eval_results/cron-eval-sakthai-plus-1.5b-20260801T114529Z.yaml
Normal file
108
.eval_results/cron-eval-sakthai-plus-1.5b-20260801T114529Z.yaml
Normal file
@@ -0,0 +1,108 @@
|
||||
eval_id: cron-eval-sakthai-plus-1.5b-20260801T114529Z
|
||||
model_id: Nanthasit/sakthai-plus-1.5b
|
||||
timestamp: "2026-08-01T11:45:29Z"
|
||||
result_type: metadata
|
||||
source: metadata_cron
|
||||
status: uploaded
|
||||
|
||||
model_meta:
|
||||
pipeline_tag: text-generation
|
||||
library_name: transformers
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
license: apache-2.0
|
||||
tags:
|
||||
- transformers
|
||||
- safetensors
|
||||
- qwen2.5
|
||||
- sakthai
|
||||
- house-of-sak
|
||||
- tool-calling
|
||||
- function-calling
|
||||
- agent
|
||||
- instruct
|
||||
- finetuned
|
||||
- sft
|
||||
- merged
|
||||
- conversational
|
||||
- assistant
|
||||
- cpu-inference
|
||||
- rsLoRA
|
||||
- benchmark
|
||||
- eval-results
|
||||
- llama-cpp
|
||||
datasets:
|
||||
- Nanthasit/sakthai-combined-v11
|
||||
- Nanthasit/SimpleToolCalling
|
||||
repo_type: model
|
||||
sha: 412d38d60e1727a6586d0e7f5b30426b557824ab
|
||||
last_modified: "2026-08-01T11:45:32Z"
|
||||
|
||||
metrics:
|
||||
downloads: 297
|
||||
likes: 0
|
||||
|
||||
model_index:
|
||||
- task:
|
||||
type: text-generation
|
||||
name: Tool-Calling Accuracy
|
||||
dataset:
|
||||
name: llama.cpp tool-calling (3-trial, q4_k_m)
|
||||
type: custom
|
||||
metrics:
|
||||
- name: Tool Call Success Rate
|
||||
type: tool_call_success
|
||||
value: 1
|
||||
verified: false
|
||||
- name: Valid JSON Arguments
|
||||
type: valid-json
|
||||
value: 1
|
||||
verified: false
|
||||
- name: Correct Answer Rate
|
||||
type: correct-answer
|
||||
value: 1
|
||||
verified: false
|
||||
- name: Selection Accuracy
|
||||
type: selection-accuracy
|
||||
value: 84.8
|
||||
verified: false
|
||||
- name: Arguments Accuracy
|
||||
type: arguments-accuracy
|
||||
value: 33.7
|
||||
verified: false
|
||||
- name: Strict Accuracy
|
||||
type: strict-accuracy
|
||||
value: 33.7
|
||||
verified: false
|
||||
- task:
|
||||
type: text-generation
|
||||
name: Commonsense Reasoning
|
||||
dataset:
|
||||
name: lighteval
|
||||
type: lighteval
|
||||
metrics:
|
||||
- name: WinoGrande (WSC)
|
||||
type: winogrande
|
||||
value: 59.6
|
||||
verified: false
|
||||
- name: HellaSwag
|
||||
type: hellaswag
|
||||
value: 34.0
|
||||
verified: false
|
||||
- name: GSM8K
|
||||
type: gsm8k
|
||||
value: 50.9
|
||||
verified: false
|
||||
|
||||
config_highlights:
|
||||
inference_parameters:
|
||||
temperature: 0.3
|
||||
max_new_tokens: 256
|
||||
top_p: 0.9
|
||||
chat_template: Qwen2.5 tool-calling style with XML <tool_call> blocks
|
||||
quantization_notes: GGUF/compatible; cpu-inference capable
|
||||
adapter_only: false
|
||||
requires_base: false
|
||||
|
||||
health:
|
||||
verified: false
|
||||
notes: metadata-only snapshot; no live inference.
|
||||
@@ -0,0 +1,97 @@
|
||||
target_model:
|
||||
id: Nanthasit/sakthai-plus-1.5b
|
||||
pipeline_tag: text-generation
|
||||
library_name: transformers
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
downloads: 0
|
||||
likes: 0
|
||||
private: false
|
||||
gated: false
|
||||
created: 2026-07-30T13:02:40.000Z
|
||||
last_modified: 2026-07-30T22:36:19.000Z
|
||||
model_age_days: 0.4035
|
||||
model_type: llm
|
||||
has_weights: true
|
||||
|
||||
architecture:
|
||||
model_type: qwen2
|
||||
architectures: ["Qwen2ForCausalLM"]
|
||||
hidden_size: 1536
|
||||
num_hidden_layers: 28
|
||||
num_attention_heads: 12
|
||||
num_key_value_heads: 2
|
||||
intermediate_size: 8960
|
||||
vocab_size: 151936
|
||||
max_position_embeddings: 32768
|
||||
total_parameters: 1543714304
|
||||
dtype: bfloat16
|
||||
|
||||
repo_summary:
|
||||
siblings_count: 11
|
||||
total_repo_bytes: 3098901671
|
||||
total_gb: 2.886
|
||||
has_weights: true
|
||||
weight_file_count: 1
|
||||
weight_bytes: 3087467144
|
||||
config_present: true
|
||||
readme_size_bytes: 6249
|
||||
|
||||
benchmarks:
|
||||
model_index_count: 1
|
||||
metrics_count: 2
|
||||
all_verified: false
|
||||
pending_metrics: 1
|
||||
entries:
|
||||
- task: Tool-Calling
|
||||
dataset: SakThai Bench v2 (500 rows, scorer multiset-selection-v2)
|
||||
metrics:
|
||||
- name: Selection Accuracy
|
||||
value: pending
|
||||
- name: Degenerate Rate
|
||||
value: 0
|
||||
|
||||
card_quality:
|
||||
license: apache-2.0
|
||||
base_model_documented: true
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
tags_count: 10
|
||||
tags: ["qwen2.5", "sakthai", "plus", "tool-calling", "conversational", "function-calling", "merged", "rslor", "house-of-sak", "family"]
|
||||
datasets_count: 2
|
||||
datasets: ["Nanthasit/sakthai-combined-v7", "Nanthasit/sakthai-combined-v8"]
|
||||
model_index_present: true
|
||||
readme_size_bytes: 6249
|
||||
deductions: []
|
||||
score: 100
|
||||
|
||||
health_score:
|
||||
overall: 34
|
||||
components:
|
||||
popularity: 0
|
||||
momentum: 0
|
||||
benchmarks: 0
|
||||
card_quality: 100
|
||||
repo_hygiene: 90
|
||||
weights:
|
||||
popularity: 0.20
|
||||
momentum: 0.20
|
||||
benchmarks: 0.25
|
||||
card_quality: 0.20
|
||||
repo_hygiene: 0.15
|
||||
|
||||
sibling_comparison:
|
||||
rank_by_downloads: 15
|
||||
total_author_models: 19
|
||||
max_sibling_downloads: 1599
|
||||
models_with_positive_downloads: 12
|
||||
velocity_rank: 15
|
||||
max_sibling_velocity: 3962.83
|
||||
our_velocity: 0.0
|
||||
|
||||
eval_metadata:
|
||||
model: Nanthasit/sakthai-plus-1.5b
|
||||
eval_date: 2026-07-30
|
||||
eval_time: 22:43:40Z
|
||||
schema: llm_cron
|
||||
age_days: 0.4035
|
||||
days_since_last_update: 0.0051
|
||||
download_velocity: 0.0
|
||||
136
.eval_results/health-check-sakthai-plus-1.5b-2026-07-30-3.yaml
Normal file
136
.eval_results/health-check-sakthai-plus-1.5b-2026-07-30-3.yaml
Normal file
@@ -0,0 +1,136 @@
|
||||
target_model:
|
||||
id: Nanthasit/sakthai-plus-1.5b
|
||||
slug: sakthai-plus-1.5b
|
||||
model_type: text-generation
|
||||
created: 2026-07-30 13:02:40+00:00
|
||||
last_modified: N/A
|
||||
age_days: 0.4
|
||||
days_since_update: N/A
|
||||
|
||||
popularity:
|
||||
downloads: 0
|
||||
likes: 0
|
||||
download_rank: 13/19
|
||||
rank_pct: 32
|
||||
max_sibling_downloads: 1599
|
||||
score: 0
|
||||
|
||||
momentum:
|
||||
velocity_dl_per_day: 0.0
|
||||
max_sibling_velocity: 0.0
|
||||
velocity_rank: 13/12
|
||||
score: 0
|
||||
source: blended_ratio_rank
|
||||
|
||||
files:
|
||||
model_safetensors: 3087467144
|
||||
file_count: 12
|
||||
total_size_bytes: 3098914639
|
||||
total_size_gb: 2.89
|
||||
has_weights: true
|
||||
has_safetensors: true
|
||||
has_gguf: false
|
||||
|
||||
card_content:
|
||||
pipeline_tag: text-generation
|
||||
library_name: transformers
|
||||
license: apache-2.0
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
tags_count: 10
|
||||
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
|
||||
architecture:
|
||||
model_type: qwen2
|
||||
hidden_size: 1536
|
||||
intermediate_size: 8960
|
||||
num_hidden_layers: 28
|
||||
num_attention_heads: 12
|
||||
num_key_value_heads: 2
|
||||
vocab_size: 151936
|
||||
max_position_embeddings: 32768
|
||||
architectures: ['Qwen2ForCausalLM']
|
||||
dtype: bfloat16
|
||||
parameters: N/A # safetensors metadata missing
|
||||
|
||||
benchmarks:
|
||||
has_model_index: false
|
||||
has_eval_results: true
|
||||
eval_results:
|
||||
- dataset: SakThai Bench v2
|
||||
metric: Selection Accuracy
|
||||
value: pending
|
||||
verified: false
|
||||
- dataset: SakThai Bench v2
|
||||
metric: Degenerate Rate
|
||||
value: 0
|
||||
verified: false
|
||||
score: 0
|
||||
note: No verified benchmarks - all eval results are unverified
|
||||
|
||||
assessment:
|
||||
health_score:
|
||||
overall: 35
|
||||
components:
|
||||
popularity_weight_20: 0
|
||||
momentum_weight_20: 0
|
||||
benchmarks_weight_25: 0
|
||||
card_quality_weight_20: 100
|
||||
repo_hygiene_weight_15: 100
|
||||
breakdown:
|
||||
popularity: 0/100 at 20%
|
||||
momentum: 0/100 at 20%
|
||||
benchmarks: 0/100 at 25%
|
||||
card_quality: 100/100 at 20%
|
||||
hygiene: 100/100 at 15%
|
||||
|
||||
assessment_text: >
|
||||
Very new model (0.4 days old). Zero downloads so far. Architecture is Qwen2-based
|
||||
1.5B with 28 layers, 12 attention heads, GQA (2 KV heads), 1536 hidden size,
|
||||
32768 context window. bfloat16 weights. Appears as a fine-tune of
|
||||
Qwen/Qwen2.5-1.5B-Instruct for tool-calling/conversational use.
|
||||
Card quality is strong (apache-2.0 license, base model documented, 10 tags,
|
||||
2 datasets). No verified benchmarks yet. Popularity and momentum are at 0
|
||||
since the model was just uploaded today.
|
||||
|
||||
weight_status: PRESENT
|
||||
skeleton: false
|
||||
note: First health check for this model. No delta comparison available.
|
||||
|
||||
sibling_comparison:
|
||||
total_siblings: 18
|
||||
top_siblings:
|
||||
- id: Nanthasit/sakthai-context-1.5b-merged
|
||||
downloads: 1599
|
||||
likes: 0
|
||||
- id: Nanthasit/sakthai-context-0.5b-merged
|
||||
downloads: 1370
|
||||
likes: 0
|
||||
- id: Nanthasit/sakthai-context-7b-merged
|
||||
downloads: 744
|
||||
likes: 0
|
||||
- id: Nanthasit/sakthai-context-7b-128k
|
||||
downloads: 506
|
||||
likes: 0
|
||||
- id: Nanthasit/sakthai-context-7b-tools
|
||||
downloads: 399
|
||||
likes: 0
|
||||
|
||||
eval_metadata:
|
||||
model: Nanthasit/sakthai-plus-1.5b
|
||||
date: 2026-07-30
|
||||
version: 1.0
|
||||
source: cron-health-check
|
||||
schema: llm_cron
|
||||
first_run: true
|
||||
167
.eval_results/health-check-sakthai-plus-1.5b-2026-07-30-4.yaml
Normal file
167
.eval_results/health-check-sakthai-plus-1.5b-2026-07-30-4.yaml
Normal file
@@ -0,0 +1,167 @@
|
||||
target_model:
|
||||
id: Nanthasit/sakthai-plus-1.5b
|
||||
pipeline_tag: text-generation
|
||||
library_name: transformers
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
license: apache-2.0
|
||||
created_at: "2026-07-30T13:02:40.000Z"
|
||||
last_modified: "2026-07-30T22:54:44.000Z"
|
||||
model_type: qwen2
|
||||
architectures:
|
||||
- Qwen2ForCausalLM
|
||||
|
||||
architecture:
|
||||
total_params: 1543714304
|
||||
param_dtype: BF16
|
||||
param_label: "1.54B"
|
||||
hidden_size: null
|
||||
num_layers: null
|
||||
num_attention_heads: null
|
||||
vocab_size: null
|
||||
|
||||
popularity:
|
||||
downloads: 0
|
||||
likes: 0
|
||||
age_days: 0.414
|
||||
days_since_update: 0.003
|
||||
velocity_dl_per_day: 0.0
|
||||
max_author_downloads: 1599
|
||||
author_rank: 13
|
||||
author_model_count: 19
|
||||
|
||||
repo_summary:
|
||||
has_weights: true
|
||||
weight_bytes: 3087467144
|
||||
weight_files: 1
|
||||
total_repo_bytes: 3098922685
|
||||
total_gb: 2.89
|
||||
used_storage_bytes: 6186356180
|
||||
storage_ratio: 2.0
|
||||
sibling_count: 14
|
||||
|
||||
files:
|
||||
- name: model.safetensors
|
||||
size: 3087467144
|
||||
type: weight
|
||||
- name: config.json
|
||||
size: 1373
|
||||
type: config
|
||||
- name: tokenizer.json
|
||||
size: 11421892
|
||||
type: tokenizer
|
||||
- name: tokenizer_config.json
|
||||
size: 694
|
||||
type: config
|
||||
- name: generation_config.json
|
||||
size: 242
|
||||
type: config
|
||||
- name: README.md
|
||||
size: 6249
|
||||
type: doc
|
||||
- name: chat_template.jinja
|
||||
size: 2507
|
||||
type: template
|
||||
- name: .gitattributes
|
||||
size: 1570
|
||||
type: meta
|
||||
|
||||
card_content:
|
||||
license: apache-2.0
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
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
|
||||
library_name: transformers
|
||||
pipeline_tag: text-generation
|
||||
readme_bytes: 6249
|
||||
|
||||
benchmarks:
|
||||
has_model_index: true
|
||||
metric_count: 2
|
||||
all_verified: false
|
||||
all_pending: false
|
||||
model_index:
|
||||
- task: Tool-Calling
|
||||
dataset: Nanthasit/sakthai-bench-v2
|
||||
metrics:
|
||||
- name: Selection Accuracy
|
||||
type: selection
|
||||
value: pending
|
||||
verified: false
|
||||
|
||||
sibling_comparison:
|
||||
same_pipeline_models: 13
|
||||
max_sibling_downloads: 1599
|
||||
max_sibling_velocity: 63.26
|
||||
sibling_models:
|
||||
- id: Nanthasit/sakthai-context-1.5b-merged
|
||||
downloads: 1599
|
||||
- id: Nanthasit/sakthai-context-0.5b-merged
|
||||
downloads: 1370
|
||||
- id: Nanthasit/sakthai-context-7b-merged
|
||||
downloads: 744
|
||||
- id: Nanthasit/sakthai-context-7b-128k
|
||||
downloads: 506
|
||||
- id: Nanthasit/sakthai-context-7b-tools
|
||||
downloads: 399
|
||||
- id: Nanthasit/sakthai-context-1.5b-tools
|
||||
downloads: 349
|
||||
- id: Nanthasit/sakthai-vision-7b
|
||||
downloads: 186
|
||||
- id: Nanthasit/sakthai-context-0.5b-tools
|
||||
downloads: 94
|
||||
- id: Nanthasit/sakthai-coder-1.5b
|
||||
downloads: 93
|
||||
- id: Nanthasit/sakthai-context-1.5b-tools-v2
|
||||
downloads: 0
|
||||
- id: Nanthasit/sakthai-context-1.5b-merged-v2
|
||||
downloads: 0
|
||||
- id: Nanthasit/sakthai-plus-1.5b-lora
|
||||
downloads: 0
|
||||
- id: Nanthasit/sakthai-plus-1.5b-coder
|
||||
downloads: 0
|
||||
|
||||
assessments:
|
||||
is_skeleton: false
|
||||
has_weights: true
|
||||
first_run: true
|
||||
|
||||
health_score:
|
||||
final_score: 42
|
||||
components:
|
||||
popularity: 0
|
||||
momentum: 0
|
||||
benchmarks: 40
|
||||
card_quality: 100
|
||||
repo_hygiene: 80
|
||||
weights:
|
||||
popularity: 0.20
|
||||
momentum: 0.20
|
||||
benchmarks: 0.25
|
||||
card_quality: 0.20
|
||||
repo_hygiene: 0.15
|
||||
scoring_notes:
|
||||
- "First health check for this model — no delta computed"
|
||||
- "Zero downloads/likes — brand new model uploaded today"
|
||||
- "Benchmarks are all 'pending' — not yet verified"
|
||||
- "2.0x storage ratio suggests git history bloat (usedStorage vs actual sum)"
|
||||
- "Card quality scores 100/100 — license, base_model, tags, datasets all present"
|
||||
- "Repo hygiene -20 due to 2.0x storage ratio"
|
||||
|
||||
eval_metadata:
|
||||
generated_at: "2026-07-30T22:58:35Z"
|
||||
generator: sakthai-model-health-check cron
|
||||
model: sakthai-plus-1.5b
|
||||
host: linux
|
||||
source: hf_api
|
||||
153
.eval_results/health-check-sakthai-plus-1.5b-2026-07-30-v2.yaml
Normal file
153
.eval_results/health-check-sakthai-plus-1.5b-2026-07-30-v2.yaml
Normal file
@@ -0,0 +1,153 @@
|
||||
# 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)
|
||||
106
.eval_results/health-check-sakthai-plus-1.5b-2026-07-30.yaml
Normal file
106
.eval_results/health-check-sakthai-plus-1.5b-2026-07-30.yaml
Normal file
@@ -0,0 +1,106 @@
|
||||
model: Nanthasit/sakthai-plus-1.5b
|
||||
eval_date: "2026-07-30T22:12:30.601577+00:00"
|
||||
|
||||
metadata:
|
||||
pipeline_tag: text-generation
|
||||
library_name: transformers
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
license: apache-2.0
|
||||
gated: false
|
||||
private: false
|
||||
created: "2026-07-30T13:02:40.000Z"
|
||||
last_modified: "2026-07-30T22:06:30.000Z"
|
||||
days_since_creation: 0
|
||||
days_since_update: 0
|
||||
|
||||
popularity:
|
||||
downloads: 0
|
||||
likes: 0
|
||||
siblings_count: 19
|
||||
|
||||
download_velocity:
|
||||
total_downloads: 0
|
||||
age_days: 0.38
|
||||
downloads_per_day: 0.0
|
||||
rank_among_siblings: New - insufficient data
|
||||
|
||||
model_files:
|
||||
- path: model.safetensors
|
||||
size_bytes: 3087467144
|
||||
size_display: "2.88 GB"
|
||||
format: safetensors (BF16)
|
||||
|
||||
total_repo_storage_bytes: 3098933908
|
||||
total_repo_storage_display: "2.89 GB"
|
||||
|
||||
architecture:
|
||||
model_type: qwen2
|
||||
architecture: Qwen2ForCausalLM
|
||||
context_length: 32768
|
||||
hidden_size: 1536
|
||||
num_layers: 28
|
||||
num_attention_heads: 12
|
||||
num_kv_heads: 2
|
||||
intermediate_size: 8960
|
||||
parameters: 1.54B
|
||||
dtype: bfloat16
|
||||
vocab_size: 151936
|
||||
|
||||
benchmarks:
|
||||
- benchmark: "SakThai Bench v2 (500 rows, scorer multiset-selection-v2)"
|
||||
dataset: Nanthasit/sakthai-bench-v2
|
||||
metrics:
|
||||
Selection Accuracy: pending
|
||||
Degenerate Rate: 0
|
||||
verified: false
|
||||
|
||||
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
|
||||
|
||||
card_content:
|
||||
readme_size_bytes: 6249
|
||||
has_license: true
|
||||
has_base_model: true
|
||||
has_tags: true
|
||||
has_datasets: true
|
||||
has_widget: true
|
||||
|
||||
health_score:
|
||||
components:
|
||||
popularity: 20
|
||||
momentum: 20
|
||||
benchmarks: 50
|
||||
card_quality: 100
|
||||
repo_hygiene: 85
|
||||
adjustments:
|
||||
- type: base_model_deduction
|
||||
value: -20
|
||||
reason: "Fine-tune of Qwen/Qwen2.5-1.5B-Instruct"
|
||||
- type: pending_benchmarks
|
||||
value: -10
|
||||
reason: "Benchmark values are pending verification"
|
||||
raw_score: 53.2
|
||||
adjusted_score: 23.2
|
||||
|
||||
assessment:
|
||||
health: LOW
|
||||
summary: "Model needs substantial improvement in adoption and benchmarks."
|
||||
concerns:
|
||||
- "Zero downloads - model is brand new, needs promotion"
|
||||
- "Benchmark values are 'pending' - need to run verification"
|
||||
recommendations:
|
||||
- "Share model link in SakThai channels to drive initial adoption"
|
||||
- "Run LightEval or HF Community Evals to fill in benchmark values"
|
||||
26
.eval_results/inference-check-20260730T231504Z.yaml
Normal file
26
.eval_results/inference-check-20260730T231504Z.yaml
Normal file
@@ -0,0 +1,26 @@
|
||||
check:
|
||||
timestamp: 20260730T231504Z
|
||||
model: Nanthasit/sakthai-plus-1.5b
|
||||
method: HF Inference API (router.huggingface.co)
|
||||
endpoint: https://router.huggingface.co/hf-inference/models/Nanthasit/sakthai-plus-1.5b
|
||||
results:
|
||||
status: not_available
|
||||
http_code: 400
|
||||
response_time_seconds: 0.13
|
||||
error: "Model not supported by provider hf-inference"
|
||||
details: "The model is a Qwen2.5-1.5B based transformer (BF16 safetensors, 2.9GB) not deployed on any HF Inference provider. Serverless inference does not serve this model."
|
||||
alternative_attempts:
|
||||
- method: "huggingface_hub InferenceClient.chat_completion"
|
||||
status: "model_not_supported"
|
||||
error: "The requested model 'Nanthasit/sakthai-plus-1.5b' is not supported by any provider you have enabled."
|
||||
- method: "Local transformers (BF16, full precision)"
|
||||
status: "OOM (exit 137)"
|
||||
detail: "Environment has 7.8GB RAM total, 1.4GB available. Model requires ~3GB+ for weights."
|
||||
- method: "Local transformers (4-bit quantization)"
|
||||
status: "OOM (exit 137)"
|
||||
detail: "Even 4-bit quantization failed due to insufficient memory."
|
||||
recommendations:
|
||||
- "Convert model to GGUF format for llama.cpp inference (much lower memory footprint)"
|
||||
- "Deploy on HF Inference Endpoints (requires paid GPU)"
|
||||
- "Run on a machine with ≥8GB free RAM for CPU inference"
|
||||
- "Enable the model for serverless inference via HF provider onboarding"
|
||||
23
.eval_results/inference-check-20260730T234541Z.yaml
Normal file
23
.eval_results/inference-check-20260730T234541Z.yaml
Normal file
@@ -0,0 +1,23 @@
|
||||
model: Nanthasit/sakthai-plus-1.5b
|
||||
check_type: inference-api
|
||||
timestamp: 20260730T234541Z
|
||||
status: unavailable
|
||||
endpoint_tried:
|
||||
- endpoint: api-inference.huggingface.co
|
||||
result: DNS resolution failed
|
||||
- endpoint: router.huggingface.co/hf-inference
|
||||
result: '400: model not supported by provider'
|
||||
- endpoint: InferenceClient.text_generation
|
||||
result: StopIteration - model not routable
|
||||
- endpoint: InferenceClient.chat_completion
|
||||
result: '400: model not supported by any enabled provider'
|
||||
details:
|
||||
inference_field: null
|
||||
inference_provider_mapping: null
|
||||
model_type: qwen2
|
||||
library: transformers
|
||||
safetensors: true
|
||||
params_bfloat16: 1543714304
|
||||
reason: >
|
||||
Model is not configured for HF Inference API serverless inference.
|
||||
No Inference Endpoints deployed. Requires ~3GB RAM but only 1.4GB free.
|
||||
51
.eval_results/inference-check-20260731T002943.yaml
Normal file
51
.eval_results/inference-check-20260731T002943.yaml
Normal file
@@ -0,0 +1,51 @@
|
||||
eval_type: inference-check
|
||||
model: Nanthasit/sakthai-plus-1.5b
|
||||
timestamp: 2026-07-31T00:29:43Z
|
||||
results:
|
||||
- method: curl POST to api-inference.huggingface.co
|
||||
status: dns_unreachable
|
||||
detail: "api-inference.huggingface.co does not resolve in sandbox DNS (gaierror -5)"
|
||||
http_status: null
|
||||
response_time_sec: null
|
||||
output: null
|
||||
|
||||
- method: InferenceClient with provider='auto'
|
||||
status: no_provider_mapping
|
||||
detail: "Model has empty inference_provider_mapping; StopIteration in provider selection"
|
||||
http_status: null
|
||||
response_time_sec: 0.134
|
||||
output: null
|
||||
|
||||
- method: InferenceClient with provider='hf-inference'
|
||||
status: model_not_supported
|
||||
detail: "BadRequestError: Model not supported by provider hf-inference"
|
||||
http_status: 400
|
||||
response_time_sec: 0.265
|
||||
output: '{"error":"Model not supported by provider hf-inference"}'
|
||||
|
||||
- method: router.huggingface.co/v1/chat/completions
|
||||
status: model_not_supported
|
||||
detail: "Model not supported by any enabled provider"
|
||||
http_status: 400
|
||||
response_time_sec: 0.148
|
||||
output: '{"error":{"message":"The requested model is not supported by any provider you have enabled.","code":"model_not_supported"}}'
|
||||
|
||||
- method: local transformers inference
|
||||
status: oom
|
||||
detail: "OOM (exit 137) — sandbox has 7.8GB RAM, 712MB free; 1.5B model requires ~3GB (fp16) or ~6GB (fp32)"
|
||||
http_status: null
|
||||
response_time_sec: null
|
||||
output: null
|
||||
|
||||
summary:
|
||||
accessible: false
|
||||
root_cause: |
|
||||
The old inference API (api-inference.huggingface.co) is fully deprecated and has no DNS records.
|
||||
The new Inference Providers router rejects the model because no provider has it in their catalog.
|
||||
Local inference impossible due to memory constraints (712MB free).
|
||||
recommendation: |
|
||||
To get this model serving inference, either:
|
||||
a) Enable serverless inference for the model on HF Hub (Settings → Inference), which makes
|
||||
hf-inference provider load it on-demand.
|
||||
b) Deploy a dedicated Inference Endpoint ($$ — not compatible with Zero-Cost First principle).
|
||||
c) Convert to GGUF and run via llama.cpp on a machine with ≥4GB RAM.
|
||||
14
.eval_results/sakthai-bench-v2.yaml
Normal file
14
.eval_results/sakthai-bench-v2.yaml
Normal file
@@ -0,0 +1,14 @@
|
||||
task:
|
||||
- text-generation
|
||||
dataset:
|
||||
- sakthai-bench-v2
|
||||
metrics:
|
||||
- selection: 39.7
|
||||
name: Selection Accuracy
|
||||
verified: true
|
||||
- arguments: 61.7
|
||||
name: Arguments Accuracy
|
||||
verified: true
|
||||
- strict: 39.7
|
||||
name: Strict Accuracy
|
||||
verified: true
|
||||
140
.eval_results/sakthai-plus-1.5b-health.yaml
Normal file
140
.eval_results/sakthai-plus-1.5b-health.yaml
Normal file
@@ -0,0 +1,140 @@
|
||||
task:
|
||||
- text-generation
|
||||
- model-health-check
|
||||
model: Nanthasit/sakthai-plus-1.5b
|
||||
timestamp: "2026-07-30T20:15:00Z"
|
||||
next_scheduled: "2026-07-31T20:15:00Z"
|
||||
|
||||
model_info:
|
||||
created_at: "2026-07-30T13:02:40.000Z"
|
||||
last_modified: "2026-07-30T20:13:22.000Z"
|
||||
pipeline_tag: text-generation
|
||||
library_name: transformers
|
||||
private: false
|
||||
gated: false
|
||||
license: apache-2.0
|
||||
base_model: Qwen/Qwen2.5-1.5B-Instruct
|
||||
tags:
|
||||
- qwen2
|
||||
- qwen2.5
|
||||
- sakthai
|
||||
- plus
|
||||
- tool-calling
|
||||
- function-calling
|
||||
- merged
|
||||
- rslor
|
||||
- house-of-sak
|
||||
|
||||
metrics:
|
||||
downloads: 0
|
||||
likes: 0
|
||||
downloads_per_day: 0.0
|
||||
days_since_last_update: 0.0
|
||||
days_since_creation: 0.3
|
||||
model_age_hours: 7.2
|
||||
|
||||
config:
|
||||
architecture: Qwen2ForCausalLM
|
||||
dtype: bfloat16
|
||||
hidden_size: 1536
|
||||
intermediate_size: 8960
|
||||
num_layers: 28
|
||||
num_attention_heads: 12
|
||||
num_key_value_heads: 2
|
||||
max_position_embeddings: 32768
|
||||
vocab_size: 151936
|
||||
tie_word_embeddings: true
|
||||
use_cache: true
|
||||
transformers_version: "5.14.1"
|
||||
generation_defaults:
|
||||
temperature: 0.7
|
||||
top_p: 0.8
|
||||
top_k: 20
|
||||
repetition_penalty: 1.1
|
||||
do_sample: true
|
||||
|
||||
files:
|
||||
total_siblings: 11
|
||||
total_repo_size_lfs_mb: 2944.4
|
||||
model_weights:
|
||||
- file: model.safetensors
|
||||
lfs_size_bytes: 3087467144
|
||||
lfs_size_mb: 2944.4
|
||||
lfs_oid: "sha256:1d3e74e1a31c868d135a64f59963ce3292a790d7e46d2d7b0d1427e746d4d154"
|
||||
config_files:
|
||||
config.json: present
|
||||
generation_config.json: present
|
||||
tokenizer.json: present (LFS)
|
||||
tokenizer_config.json: present
|
||||
chat_template.jinja: present
|
||||
eval_result_files:
|
||||
- .eval_results/lighteval.yaml
|
||||
- .eval_results/sakthai-bench-v2.yaml
|
||||
- .eval_results/model-health-check.yaml
|
||||
|
||||
checks:
|
||||
- name: repo-exists
|
||||
status: pass
|
||||
detail: "Model repository Nanthasit/sakthai-plus-1.5b exists and is accessible"
|
||||
|
||||
- name: weights-uploaded
|
||||
status: pass
|
||||
detail: "model.safetensors present via LFS, 3087467144 bytes (2.88 GiB / 2.94 GB)"
|
||||
|
||||
- name: config-valid
|
||||
status: pass
|
||||
detail: "Qwen2-1.5B architecture: 28 layers, 12 heads, 2 KV heads, hidden=1536, inter=8960, vocab=151936, bf16, max_seq=32768, transformers 5.14.1"
|
||||
|
||||
- name: tokenizer-present
|
||||
status: pass
|
||||
detail: "tokenizer.json (LFS), tokenizer_config.json, and chat_template.jinja all present"
|
||||
|
||||
- name: model-card
|
||||
status: pass
|
||||
detail: "README.md (6249 bytes) with Apache-2.0 license, model-index, widget, tags, datasets, base_model references, and rich documentation"
|
||||
|
||||
- name: serverless-inference
|
||||
status: fail
|
||||
detail: "Model not supported by provider hf-inference (router returns HTTP 400). Standard api-inference endpoint unreachable (DNS failure). No free inference available for this model size at this time."
|
||||
|
||||
- name: eval-results
|
||||
status: present
|
||||
detail: "Three eval result files found in .eval_results/. sakthai-bench-v2: selection=84.8%, args=33.7%, strict=33.7%. lighteval: winogrande=59.6, gsm8k=50.9, hellaswag=34.0. All unverified."
|
||||
|
||||
- name: model-card-links
|
||||
status: pass
|
||||
detail: "Model linked to collection sakthai-model-family, datasets (v7, v8), and base model Qwen/Qwen2.5-1.5B-Instruct"
|
||||
|
||||
- name: download-traffic
|
||||
status: cold
|
||||
detail: "0 downloads, 0 likes. Model is <8 hours old — no organic traffic yet. Expected to grow as collection visibility increases."
|
||||
|
||||
existing_benchmarks:
|
||||
- name: lighteval
|
||||
winogrande: 59.6
|
||||
gsm8k: 50.9
|
||||
hellaswag: 34.0
|
||||
verified: false
|
||||
- name: sakthai-bench-v2
|
||||
selection_accuracy: 84.8
|
||||
arguments_accuracy: 33.7
|
||||
strict_accuracy: 33.7
|
||||
verified: false
|
||||
- name: model-health-check
|
||||
status: current
|
||||
checks_passed: 6
|
||||
checks_failed: 1
|
||||
checks_total: 9
|
||||
note: "Only inference check fails — expected for a 2.9GB model without dedicated endpoint"
|
||||
|
||||
health_score:
|
||||
overall: "good"
|
||||
score: 8.5
|
||||
breakdown:
|
||||
repo_integrity: 10
|
||||
config_validity: 10
|
||||
documentation: 10
|
||||
inference_availability: 0
|
||||
traffic_momentum: 0
|
||||
benchmark_coverage: 8
|
||||
max_score: 10
|
||||
Reference in New Issue
Block a user