Instructions to use SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent")
model = AutoModelForCausalLM.from_pretrained("SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent

SGLang

How to use SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent with Docker Model Runner:
```
docker model run hf.co/SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent
```

SZL-Forge-1.5B-ReceiptAgent

Commit History

docs: publish staged house card (SZL-Forge-1.5B-ReceiptAgent)

cb7e45f
verified

betterwithage commited on 4 days ago

card: estate header v2 (holographic banner + evidence links)

11786b8
verified

betterwithage commited on 4 days ago

card: link repair + provenance cross-links (wave 4)

4cc1fc1
verified

betterwithage commited on 4 days ago

card: add reciprocal sibling-forge link (BrainNavigator <-> ReceiptAgent)

0028826
verified

betterwithage commited on 5 days ago

Add explicit Apache-2.0 license text (#2)

e39923f

betterwithage commited on 5 days ago

docs: tighten ReceiptAgent evidence boundaries (#1)

759e990

betterwithage commited on 6 days ago

fix(card): render badge/link row inside HTML block as raw HTML

8da5e1e
verified

betterwithage commited on 6 days ago

docs: house-style upgrade — palette badge row, links row, canon footer (body content preserved)

4e6d765
verified

betterwithage commited on 6 days ago

Upload folder using huggingface_hub

73cef77
verified

betterwithage commited on 7 days ago

Upload folder using huggingface_hub

83af5d0
verified

betterwithage commited on 7 days ago

Add usage (transformers + PEFT adapter) section

11de28f
verified

betterwithage commited on 7 days ago

Correct provenance: weightsArtifactSha256 binds the merged *.safetensors, not the GGUF

0924e43
verified

betterwithage commited on 7 days ago

Fix model card: YAML front matter must lead the file so HF parses license/tags/base_model

bc0daad
verified

betterwithage commited on 7 days ago

Publish SZL-Forge-1.5B-ReceiptAgent: honest model card + owner-signed provenance (weights uploaded separately from metal)

28352d2
verified

betterwithage commited on 7 days ago

initial commit

2b70da2
verified

betterwithage commited on 7 days ago

Commit History

docs: publish staged house card (SZL-Forge-1.5B-ReceiptAgent) cb7e45f verified

card: estate header v2 (holographic banner + evidence links) 11786b8 verified

card: link repair + provenance cross-links (wave 4) 4cc1fc1 verified

card: add reciprocal sibling-forge link (BrainNavigator <-> ReceiptAgent) 0028826 verified

Add explicit Apache-2.0 license text (#2) e39923f

docs: tighten ReceiptAgent evidence boundaries (#1) 759e990

fix(card): render badge/link row inside HTML block as raw HTML 8da5e1e verified

docs: house-style upgrade — palette badge row, links row, canon footer (body content preserved) 4e6d765 verified

Upload folder using huggingface_hub 73cef77 verified

Upload folder using huggingface_hub 83af5d0 verified

Add usage (transformers + PEFT adapter) section 11de28f verified

Correct provenance: weightsArtifactSha256 binds the merged *.safetensors, not the GGUF 0924e43 verified

Fix model card: YAML front matter must lead the file so HF parses license/tags/base_model bc0daad verified

Publish SZL-Forge-1.5B-ReceiptAgent: honest model card + owner-signed provenance (weights uploaded separately from metal) 28352d2 verified

initial commit 2b70da2 verified

docs: publish staged house card (SZL-Forge-1.5B-ReceiptAgent)

cb7e45f
verified

card: estate header v2 (holographic banner + evidence links)

11786b8
verified

card: link repair + provenance cross-links (wave 4)

4cc1fc1
verified

card: add reciprocal sibling-forge link (BrainNavigator <-> ReceiptAgent)

0028826
verified

Add explicit Apache-2.0 license text (#2)

e39923f

docs: tighten ReceiptAgent evidence boundaries (#1)

759e990

fix(card): render badge/link row inside HTML block as raw HTML

8da5e1e
verified

docs: house-style upgrade — palette badge row, links row, canon footer (body content preserved)

4e6d765
verified

Upload folder using huggingface_hub

73cef77
verified

Upload folder using huggingface_hub

83af5d0
verified

Add usage (transformers + PEFT adapter) section

11de28f
verified

Correct provenance: weightsArtifactSha256 binds the merged *.safetensors, not the GGUF

0924e43
verified

Fix model card: YAML front matter must lead the file so HF parses license/tags/base_model

bc0daad
verified

Publish SZL-Forge-1.5B-ReceiptAgent: honest model card + owner-signed provenance (weights uploaded separately from metal)

28352d2
verified

initial commit

2b70da2
verified