Instructions to use Amirhossein75/Text-Classification-Instrunction-Tuning-Llama with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Amirhossein75/Text-Classification-Instrunction-Tuning-Llama with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("meta-llama/Llama-3.2-1B")
model = PeftModel.from_pretrained(base_model, "Amirhossein75/Text-Classification-Instrunction-Tuning-Llama")

Transformers

How to use Amirhossein75/Text-Classification-Instrunction-Tuning-Llama with Transformers:

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

pipe = pipeline("text-generation", model="Amirhossein75/Text-Classification-Instrunction-Tuning-Llama")

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("Amirhossein75/Text-Classification-Instrunction-Tuning-Llama", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use Amirhossein75/Text-Classification-Instrunction-Tuning-Llama with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Amirhossein75/Text-Classification-Instrunction-Tuning-Llama"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Amirhossein75/Text-Classification-Instrunction-Tuning-Llama",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/Amirhossein75/Text-Classification-Instrunction-Tuning-Llama

SGLang

How to use Amirhossein75/Text-Classification-Instrunction-Tuning-Llama 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 "Amirhossein75/Text-Classification-Instrunction-Tuning-Llama" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Amirhossein75/Text-Classification-Instrunction-Tuning-Llama",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "Amirhossein75/Text-Classification-Instrunction-Tuning-Llama" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Amirhossein75/Text-Classification-Instrunction-Tuning-Llama",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use Amirhossein75/Text-Classification-Instrunction-Tuning-Llama with Docker Model Runner:
```
docker model run hf.co/Amirhossein75/Text-Classification-Instrunction-Tuning-Llama
```

Amirhossein75 commited on Sep 14, 2025

Commit

f30de5d

1 Parent(s): 536df93

First model version

Browse files

Files changed (6) hide show

.idea/.gitignore +3 -0
.idea/Text-Classification-Instrunction-Tuning-Llama-HF.iml +8 -0
.idea/inspectionProfiles/profiles_settings.xml +6 -0
.idea/misc.xml +4 -0
.idea/modules.xml +8 -0
.idea/vcs.xml +6 -0

.idea/.gitignore ADDED Viewed

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+# Default ignored files
+/shelf/
+/workspace.xml

.idea/Text-Classification-Instrunction-Tuning-Llama-HF.iml ADDED Viewed

	@@ -0,0 +1,8 @@

+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="jdk" jdkName="Python 3.13 (Sequence2Sequence-Transformer-Translation-Opus-MT-HF)" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>

.idea/inspectionProfiles/profiles_settings.xml ADDED Viewed

	@@ -0,0 +1,6 @@

+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>

.idea/misc.xml ADDED Viewed

	@@ -0,0 +1,4 @@

+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.13 (Sequence2Sequence-Transformer-Translation-Opus-MT-HF)" project-jdk-type="Python SDK" />
+</project>

.idea/modules.xml ADDED Viewed

	@@ -0,0 +1,8 @@

+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/Text-Classification-Instrunction-Tuning-Llama-HF.iml" filepath="$PROJECT_DIR$/.idea/Text-Classification-Instrunction-Tuning-Llama-HF.iml" />
+    </modules>
+  </component>
+</project>

.idea/vcs.xml ADDED Viewed

	@@ -0,0 +1,6 @@

+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>