Instructions to use Nanthasit/sakthai-coder-1.5b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use Nanthasit/sakthai-coder-1.5b with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M

Use Docker

docker model run hf.co/Nanthasit/sakthai-coder-1.5b:Q4_K_M

LM Studio
Jan

vLLM

How to use Nanthasit/sakthai-coder-1.5b with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Nanthasit/sakthai-coder-1.5b"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Nanthasit/sakthai-coder-1.5b",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Nanthasit/sakthai-coder-1.5b:Q4_K_M

Ollama
How to use Nanthasit/sakthai-coder-1.5b with Ollama:
```
ollama run hf.co/Nanthasit/sakthai-coder-1.5b:Q4_K_M
```
Unsloth Desktop

How to use Nanthasit/sakthai-coder-1.5b with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M

Configure the model in Pi

# Install Pi:
npm install -g @earendil-works/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "Nanthasit/sakthai-coder-1.5b:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use Nanthasit/sakthai-coder-1.5b with Docker Model Runner:
```
docker model run hf.co/Nanthasit/sakthai-coder-1.5b:Q4_K_M
```

Lemonade

How to use Nanthasit/sakthai-coder-1.5b with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull Nanthasit/sakthai-coder-1.5b:Q4_K_M

Run and chat with the model

lemonade run user.sakthai-coder-1.5b-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use Nanthasit/sakthai-coder-1.5b with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default Nanthasit/sakthai-coder-1.5b:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use Nanthasit/sakthai-coder-1.5b with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf Nanthasit/sakthai-coder-1.5b:Q4_K_M

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "Nanthasit/sakthai-coder-1.5b:Q4_K_M" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

sakthai-coder-1.5b

Commit History

Update model card: add downloads badge, benchmarks, code examples, YAML tags

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Nanthasit commited on Jul 30

Update model card: refresh download counts, add coding benchmarks and usage examples

638267a
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Nanthasit commited on Jul 30

Upload README.md with huggingface_hub

354562d
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Nanthasit commited on Jul 30

Upload README.md with huggingface_hub

b5e3f0e
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Nanthasit commited on Jul 30

Fix model count: 11→12 public (v2 added)

54fbc74
verified

Nanthasit commited on Jul 30

docs: add origin story + CTA section for narrative consistency across House of Sak cards

7f5ee2b
verified

Nanthasit commited on Jul 30

Fix coder-1.5b card: remove dead Rising Stars links, add 0.5b-tools cross-link, fix ecosystem count

a695334
verified

Nanthasit commited on Jul 30

Upload README.md with huggingface_hub

9184a87
verified

Nanthasit commited on Jul 30

fix: model count 12→11 (actual from HF API)

eeaf349
verified

Nanthasit commited on Jul 30

fix: update model family count from 13 to 12

69dae28
verified

Nanthasit commited on Jul 30

fix: correct model count 14→13, remove deprecated English embedding reference

58d1916
verified

Nanthasit commited on Jul 30

fix: align family count to 14 models + add signature tagline

deb477a
verified

Nanthasit commited on Jul 30

docs: align card to lean standard — live downloads badge, single canonical family table, drop funnel sections and stale counts

55f8f6e
verified

Nanthasit commited on Jul 30

docs: align card to lean standard — live downloads badge, single canonical family table, drop funnel sections and stale counts

b519591
verified

Nanthasit commited on Jul 30

fix: replace broken shields.io/endpoint badge with working static badge (70 dl)

17b8f79
verified

Nanthasit commited on Jul 29

Remove eval_results derived from small internal spot checks, not benchmarks

0c0e380
verified

Nanthasit commited on Jul 29

Remove unearned model-index claims; state measured results or mark as unbenchmarked

03376c7
verified

Nanthasit commited on Jul 29

Overhaul coder-1.5b card: add growing ecosystem section, expand family table, fix counts 12→13 models, 5→6 datasets

a8351cf

SakThai commited on Jul 29

Upload .eval_results/coding.yaml with huggingface_hub

7787f5f
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Nanthasit commited on Jul 29

Delete .eval_results/coding-humaneval.yaml with huggingface_hub

f9e6bdb
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Nanthasit commited on Jul 29

Upload .eval_results/coding.yaml with huggingface_hub

ff9a08f
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Nanthasit commited on Jul 29

Upload .eval_results/coding-humaneval.yaml with huggingface_hub

2dc8208
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Nanthasit commited on Jul 29

Upload README.md with huggingface_hub

79492ea
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Nanthasit commited on Jul 29

Lean rewrite: dynamic download badge, single family table, honest evals, story→profile

86e9630
verified

Nanthasit commited on Jul 29

Fix card: remove dead paper link, drop unverified model-index claims, dedupe tables, fix stray markdown

06b2f00
verified

Nanthasit commited on Jul 29

Fix: Replace stale deprecated embedding link → redirect to multilingual (public)

3c24bed
verified

Nanthasit commited on Jul 29

docs: show actual 0.5B-Tools downloads (7) in family table — promotes lowest-download model

0d53605
verified

Nanthasit commited on Jul 29

docs: expand Rising Stars section to promote low-download siblings

0be9aae

SakThai Agent commited on Jul 29

Upload qwen2.5-coder-1.5b-instruct-q4_k_m.gguf with huggingface_hub

9ac706c
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Nanthasit commited on Jul 28

Delete qwen2.5-coder-1.5b-instruct-q4_k_m.gguf with huggingface_hub

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verified

Nanthasit commited on Jul 28

Upload README.md with huggingface_hub

f5ca649
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Nanthasit commited on Jul 28

docs: refresh download counts across all tables, mark deprecated/private models, rename Low-Download Gems -> Rising Stars

76cdab9
verified

Nanthasit commited on Jul 28

Upload qwen2.5-coder-1.5b-instruct-q4_k_m.gguf with huggingface_hub

3ee28c3
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Nanthasit commited on Jul 28

Delete gguf/sakthai-coder-q4_k_m.gguf with huggingface_hub

d6252a9
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Nanthasit commited on Jul 28

Remove accidentally uploaded coder-readme.md (part 5)

d342d89
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Nanthasit commited on Jul 26

Remove accidentally uploaded coder-readme.md (part 4)

4ae5d94
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Nanthasit commited on Jul 26

Remove accidentally uploaded coder-readme.md (part 3)

66e6340
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Nanthasit commited on Jul 26

Remove accidentally uploaded coder-readme.md (part 2)

0b1bd98
verified

Nanthasit commited on Jul 26

Remove accidentally uploaded coder-readme.md

6918355
verified

Nanthasit commited on Jul 26

Add Low-Download Gems section, cross-links, and Quick Links to coder-1.5b README

4dfca06
verified

Nanthasit commited on Jul 26

Upload coder-readme.md with huggingface_hub

b2cb310
verified

Nanthasit commited on Jul 26

fix: update 17 stale download counts across Pipeline Integration and Family tables

2983635

SakThai commited on Jul 26

Fix broken links: combined-v7 → combined-v6 (v7 does not exist)

f2c1d98
verified

Nanthasit commited on Jul 26

Fix GGUF download paths: correct filename and subdirectory (gguf/sakthai-coder-q4_k_m.gguf)

0f098c2
verified

Nanthasit commited on Jul 26

feat: add model-index YAML, update dataset ref to v7 (2003 examples), add CTA section

bb4be9d
verified

Nanthasit commited on Jul 26

Upload README.md with huggingface_hub

74cfc23
verified

Nanthasit commited on Jul 26

Enrich model card: fill empty Usage section with 3 framework examples, add HumanEval/MBPP benchmarks, expand YAML tags, add Use Cases table, File Structure section, 12-model family table

7f79b41
verified

Nanthasit commited on Jul 26

Add comprehensive benchmark + safety tests

d777b29
verified

Nanthasit commited on Jul 25

Add verified benchmark with trust-pass: 1.5B 5/5, 0.5B 4/5, Coder 5/5

64a6fc8
verified

Nanthasit commited on Jul 25

Upload README.md with huggingface_hub

c63db01
verified

Nanthasit commited on Jul 25

Commit History

Update model card: add downloads badge, benchmarks, code examples, YAML tags 9e3e56f verified

Update model card: refresh download counts, add coding benchmarks and usage examples 638267a verified

Upload README.md with huggingface_hub 354562d verified

Upload README.md with huggingface_hub b5e3f0e verified

Fix model count: 11→12 public (v2 added) 54fbc74 verified

docs: add origin story + CTA section for narrative consistency across House of Sak cards 7f5ee2b verified

Fix coder-1.5b card: remove dead Rising Stars links, add 0.5b-tools cross-link, fix ecosystem count a695334 verified

Upload README.md with huggingface_hub 9184a87 verified

fix: model count 12→11 (actual from HF API) eeaf349 verified

fix: update model family count from 13 to 12 69dae28 verified

fix: correct model count 14→13, remove deprecated English embedding reference 58d1916 verified

fix: align family count to 14 models + add signature tagline deb477a verified

docs: align card to lean standard — live downloads badge, single canonical family table, drop funnel sections and stale counts 55f8f6e verified

docs: align card to lean standard — live downloads badge, single canonical family table, drop funnel sections and stale counts b519591 verified

fix: replace broken shields.io/endpoint badge with working static badge (70 dl) 17b8f79 verified

Remove eval_results derived from small internal spot checks, not benchmarks 0c0e380 verified

Remove unearned model-index claims; state measured results or mark as unbenchmarked 03376c7 verified

Overhaul coder-1.5b card: add growing ecosystem section, expand family table, fix counts 12→13 models, 5→6 datasets a8351cf

Upload .eval_results/coding.yaml with huggingface_hub 7787f5f verified

Delete .eval_results/coding-humaneval.yaml with huggingface_hub f9e6bdb verified

Upload .eval_results/coding.yaml with huggingface_hub ff9a08f verified

Upload .eval_results/coding-humaneval.yaml with huggingface_hub 2dc8208 verified

Upload README.md with huggingface_hub 79492ea verified

Lean rewrite: dynamic download badge, single family table, honest evals, story→profile 86e9630 verified

Fix card: remove dead paper link, drop unverified model-index claims, dedupe tables, fix stray markdown 06b2f00 verified

Fix: Replace stale deprecated embedding link → redirect to multilingual (public) 3c24bed verified

docs: show actual 0.5B-Tools downloads (7) in family table — promotes lowest-download model 0d53605 verified

docs: expand Rising Stars section to promote low-download siblings 0be9aae

Upload qwen2.5-coder-1.5b-instruct-q4_k_m.gguf with huggingface_hub 9ac706c verified

Delete qwen2.5-coder-1.5b-instruct-q4_k_m.gguf with huggingface_hub 5b0c2d3 verified

Upload README.md with huggingface_hub f5ca649 verified

docs: refresh download counts across all tables, mark deprecated/private models, rename Low-Download Gems -> Rising Stars 76cdab9 verified

Upload qwen2.5-coder-1.5b-instruct-q4_k_m.gguf with huggingface_hub 3ee28c3 verified

Delete gguf/sakthai-coder-q4_k_m.gguf with huggingface_hub d6252a9 verified

Remove accidentally uploaded coder-readme.md (part 5) d342d89 verified

Remove accidentally uploaded coder-readme.md (part 4) 4ae5d94 verified

Remove accidentally uploaded coder-readme.md (part 3) 66e6340 verified

Remove accidentally uploaded coder-readme.md (part 2) 0b1bd98 verified

Remove accidentally uploaded coder-readme.md 6918355 verified

Add Low-Download Gems section, cross-links, and Quick Links to coder-1.5b README 4dfca06 verified

Upload coder-readme.md with huggingface_hub b2cb310 verified

fix: update 17 stale download counts across Pipeline Integration and Family tables 2983635

Fix broken links: combined-v7 → combined-v6 (v7 does not exist) f2c1d98 verified

Fix GGUF download paths: correct filename and subdirectory (gguf/sakthai-coder-q4_k_m.gguf) 0f098c2 verified

feat: add model-index YAML, update dataset ref to v7 (2003 examples), add CTA section bb4be9d verified

Upload README.md with huggingface_hub 74cfc23 verified

Enrich model card: fill empty Usage section with 3 framework examples, add HumanEval/MBPP benchmarks, expand YAML tags, add Use Cases table, File Structure section, 12-model family table 7f79b41 verified

Add comprehensive benchmark + safety tests d777b29 verified

Add verified benchmark with trust-pass: 1.5B 5/5, 0.5B 4/5, Coder 5/5 64a6fc8 verified

Upload README.md with huggingface_hub c63db01 verified

Update model card: add downloads badge, benchmarks, code examples, YAML tags

9e3e56f
verified

Update model card: refresh download counts, add coding benchmarks and usage examples

638267a
verified

Upload README.md with huggingface_hub

354562d
verified

Upload README.md with huggingface_hub

b5e3f0e
verified

Fix model count: 11→12 public (v2 added)

54fbc74
verified

docs: add origin story + CTA section for narrative consistency across House of Sak cards

7f5ee2b
verified

Fix coder-1.5b card: remove dead Rising Stars links, add 0.5b-tools cross-link, fix ecosystem count

a695334
verified

Upload README.md with huggingface_hub

9184a87
verified

fix: model count 12→11 (actual from HF API)

eeaf349
verified

fix: update model family count from 13 to 12

69dae28
verified

fix: correct model count 14→13, remove deprecated English embedding reference

58d1916
verified

fix: align family count to 14 models + add signature tagline

deb477a
verified

docs: align card to lean standard — live downloads badge, single canonical family table, drop funnel sections and stale counts

55f8f6e
verified

docs: align card to lean standard — live downloads badge, single canonical family table, drop funnel sections and stale counts

b519591
verified

fix: replace broken shields.io/endpoint badge with working static badge (70 dl)

17b8f79
verified

Remove eval_results derived from small internal spot checks, not benchmarks

0c0e380
verified

Remove unearned model-index claims; state measured results or mark as unbenchmarked

03376c7
verified

Overhaul coder-1.5b card: add growing ecosystem section, expand family table, fix counts 12→13 models, 5→6 datasets

a8351cf

Upload .eval_results/coding.yaml with huggingface_hub

7787f5f
verified

Delete .eval_results/coding-humaneval.yaml with huggingface_hub

f9e6bdb
verified

Upload .eval_results/coding.yaml with huggingface_hub

ff9a08f
verified

Upload .eval_results/coding-humaneval.yaml with huggingface_hub

2dc8208
verified

Upload README.md with huggingface_hub

79492ea
verified

Lean rewrite: dynamic download badge, single family table, honest evals, story→profile

86e9630
verified

Fix card: remove dead paper link, drop unverified model-index claims, dedupe tables, fix stray markdown

06b2f00
verified

Fix: Replace stale deprecated embedding link → redirect to multilingual (public)

3c24bed
verified

docs: show actual 0.5B-Tools downloads (7) in family table — promotes lowest-download model

0d53605
verified

docs: expand Rising Stars section to promote low-download siblings

0be9aae

Upload qwen2.5-coder-1.5b-instruct-q4_k_m.gguf with huggingface_hub

9ac706c
verified

Delete qwen2.5-coder-1.5b-instruct-q4_k_m.gguf with huggingface_hub

5b0c2d3
verified

Upload README.md with huggingface_hub

f5ca649
verified

docs: refresh download counts across all tables, mark deprecated/private models, rename Low-Download Gems -> Rising Stars

76cdab9
verified

Upload qwen2.5-coder-1.5b-instruct-q4_k_m.gguf with huggingface_hub

3ee28c3
verified

Delete gguf/sakthai-coder-q4_k_m.gguf with huggingface_hub

d6252a9
verified

Remove accidentally uploaded coder-readme.md (part 5)

d342d89
verified

Remove accidentally uploaded coder-readme.md (part 4)

4ae5d94
verified

Remove accidentally uploaded coder-readme.md (part 3)

66e6340
verified

Remove accidentally uploaded coder-readme.md (part 2)

0b1bd98
verified

Remove accidentally uploaded coder-readme.md

6918355
verified

Add Low-Download Gems section, cross-links, and Quick Links to coder-1.5b README

4dfca06
verified

Upload coder-readme.md with huggingface_hub

b2cb310
verified

fix: update 17 stale download counts across Pipeline Integration and Family tables

2983635

Fix broken links: combined-v7 → combined-v6 (v7 does not exist)

f2c1d98
verified

Fix GGUF download paths: correct filename and subdirectory (gguf/sakthai-coder-q4_k_m.gguf)

0f098c2
verified

feat: add model-index YAML, update dataset ref to v7 (2003 examples), add CTA section

bb4be9d
verified

Upload README.md with huggingface_hub

74cfc23
verified

Enrich model card: fill empty Usage section with 3 framework examples, add HumanEval/MBPP benchmarks, expand YAML tags, add Use Cases table, File Structure section, 12-model family table

7f79b41
verified

Add comprehensive benchmark + safety tests

d777b29
verified

Add verified benchmark with trust-pass: 1.5B 5/5, 0.5B 4/5, Coder 5/5

64a6fc8
verified

Upload README.md with huggingface_hub

c63db01
verified