Text Generation
Transformers
Safetensors
GGUF
llama
chatbot
multilingual
arabic
french
tamazight
english
conversational
text-generation-inference
4-bit precision
bitsandbytes
Instructions to use kaisser/LLM-Maroc with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use kaisser/LLM-Maroc with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="kaisser/LLM-Maroc") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("kaisser/LLM-Maroc") model = AutoModelForCausalLM.from_pretrained("kaisser/LLM-Maroc") 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]:])) - llama-cpp-python
How to use kaisser/LLM-Maroc with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="kaisser/LLM-Maroc", filename="llama.cpp/models/ggml-vocab-aquila.gguf", )
llm.create_chat_completion( messages = [ { "role": "user", "content": "What is the capital of France?" } ] ) - Notebooks
- Google Colab
- Kaggle
- Local Apps
- llama.cpp
How to use kaisser/LLM-Maroc with llama.cpp:
Install from brew
brew install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama-server -hf kaisser/LLM-Maroc:BF16 # Run inference directly in the terminal: llama-cli -hf kaisser/LLM-Maroc:BF16
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama-server -hf kaisser/LLM-Maroc:BF16 # Run inference directly in the terminal: llama-cli -hf kaisser/LLM-Maroc:BF16
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 kaisser/LLM-Maroc:BF16 # Run inference directly in the terminal: ./llama-cli -hf kaisser/LLM-Maroc:BF16
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 kaisser/LLM-Maroc:BF16 # Run inference directly in the terminal: ./build/bin/llama-cli -hf kaisser/LLM-Maroc:BF16
Use Docker
docker model run hf.co/kaisser/LLM-Maroc:BF16
- LM Studio
- Jan
- vLLM
How to use kaisser/LLM-Maroc with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "kaisser/LLM-Maroc" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "kaisser/LLM-Maroc", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/kaisser/LLM-Maroc:BF16
- SGLang
How to use kaisser/LLM-Maroc 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 "kaisser/LLM-Maroc" \ --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": "kaisser/LLM-Maroc", "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 "kaisser/LLM-Maroc" \ --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": "kaisser/LLM-Maroc", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Ollama
How to use kaisser/LLM-Maroc with Ollama:
ollama run hf.co/kaisser/LLM-Maroc:BF16
- Unsloth Studio new
How to use kaisser/LLM-Maroc with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for kaisser/LLM-Maroc to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for kaisser/LLM-Maroc to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for kaisser/LLM-Maroc to start chatting
- Docker Model Runner
How to use kaisser/LLM-Maroc with Docker Model Runner:
docker model run hf.co/kaisser/LLM-Maroc:BF16
- Lemonade
How to use kaisser/LLM-Maroc with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull kaisser/LLM-Maroc:BF16
Run and chat with the model
lemonade run user.LLM-Maroc-BF16
List all available models
lemonade list
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| .PHONY : llama-cvector-generator | |
| # fast build rule for target. | |
| llama-cvector-generator/fast: | |
| $(MAKE) $(MAKESILENT) -f tools/cvector-generator/CMakeFiles/llama-cvector-generator.dir/build.make tools/cvector-generator/CMakeFiles/llama-cvector-generator.dir/build | |
| .PHONY : llama-cvector-generator/fast | |
| #============================================================================= | |
| # Target rules for targets named llama-export-lora | |
| # Build rule for target. | |
| llama-export-lora: cmake_check_build_system | |
| $(MAKE) $(MAKESILENT) -f CMakeFiles/Makefile2 llama-export-lora | |
| .PHONY : llama-export-lora | |
| # fast build rule for target. | |
| llama-export-lora/fast: | |
| $(MAKE) $(MAKESILENT) -f tools/export-lora/CMakeFiles/llama-export-lora.dir/build.make tools/export-lora/CMakeFiles/llama-export-lora.dir/build | |
| .PHONY : llama-export-lora/fast | |
| # Help Target | |
| help: | |
| @echo "The following are some of the valid targets for this Makefile:" | |
| @echo "... all (the default if no target is provided)" | |
| @echo "... clean" | |
| @echo "... depend" | |
| @echo "... edit_cache" | |
| @echo "... install" | |
| @echo "... install/local" | |
| @echo "... install/strip" | |
| @echo "... list_install_components" | |
| @echo "... rebuild_cache" | |
| @echo "... test" | |
| @echo "... Continuous" | |
| @echo "... ContinuousBuild" | |
| @echo "... ContinuousConfigure" | |
| @echo "... ContinuousCoverage" | |
| @echo "... ContinuousMemCheck" | |
| @echo "... ContinuousStart" | |
| @echo "... ContinuousSubmit" | |
| @echo "... ContinuousTest" | |
| @echo "... ContinuousUpdate" | |
| @echo "... Experimental" | |
| @echo "... ExperimentalBuild" | |
| @echo "... ExperimentalConfigure" | |
| @echo "... ExperimentalCoverage" | |
| @echo "... ExperimentalMemCheck" | |
| @echo "... ExperimentalStart" | |
| @echo "... ExperimentalSubmit" | |
| @echo "... ExperimentalTest" | |
| @echo "... ExperimentalUpdate" | |
| @echo "... Nightly" | |
| @echo "... NightlyBuild" | |
| @echo "... NightlyConfigure" | |
| @echo "... NightlyCoverage" | |
| @echo "... NightlyMemCheck" | |
| @echo "... NightlyMemoryCheck" | |
| @echo "... NightlyStart" | |
| @echo "... NightlySubmit" | |
| @echo "... NightlyTest" | |
| @echo "... NightlyUpdate" | |
| @echo "... build_info" | |
| @echo "... common" | |
| @echo "... ggml" | |
| @echo "... ggml-base" | |
| @echo "... ggml-cpu" | |
| @echo "... llama" | |
| @echo "... llama-batched" | |
| @echo "... llama-batched-bench" | |
| @echo "... llama-bench" | |
| @echo "... llama-cli" | |
| @echo "... llama-convert-llama2c-to-ggml" | |
| @echo "... llama-cvector-generator" | |
| @echo "... llama-diffusion-cli" | |
| @echo "... llama-embedding" | |
| @echo "... llama-eval-callback" | |
| @echo "... llama-export-lora" | |
| @echo "... llama-finetune" | |
| @echo "... llama-gemma3-cli" | |
| @echo "... llama-gen-docs" | |
| @echo "... llama-gguf" | |
| @echo "... llama-gguf-hash" | |
| @echo "... llama-gguf-split" | |
| @echo "... llama-gritlm" | |
| @echo "... llama-imatrix" | |
| @echo "... llama-llava-cli" | |
| @echo "... llama-lookahead" | |
| @echo "... llama-lookup" | |
| @echo "... llama-lookup-create" | |
| @echo "... llama-lookup-merge" | |
| @echo "... llama-lookup-stats" | |
| @echo "... llama-minicpmv-cli" | |
| @echo "... llama-mtmd-cli" | |
| @echo "... llama-parallel" | |
| @echo "... llama-passkey" | |
| @echo "... llama-perplexity" | |
| @echo "... llama-q8dot" | |
| @echo "... llama-quantize" | |
| @echo "... llama-qwen2vl-cli" | |
| @echo "... llama-retrieval" | |
| @echo "... llama-run" | |
| @echo "... llama-save-load-state" | |
| @echo "... llama-server" | |
| @echo "... llama-simple" | |
| @echo "... llama-simple-chat" | |
| @echo "... llama-speculative" | |
| @echo "... llama-speculative-simple" | |
| @echo "... llama-tokenize" | |
| @echo "... llama-tts" | |
| @echo "... llama-vdot" | |
| @echo "... mtmd" | |
| @echo "... sha1" | |
| @echo "... sha256" | |
| @echo "... test-arg-parser" | |
| @echo "... test-autorelease" | |
| @echo "... test-backend-ops" | |
| @echo "... test-barrier" | |
| @echo "... test-c" | |
| @echo "... test-chat" | |
| @echo "... test-chat-parser" | |
| @echo "... test-chat-template" | |
| @echo "... test-gbnf-validator" | |
| @echo "... test-gguf" | |
| @echo "... test-grammar-integration" | |
| @echo "... test-grammar-parser" | |
| @echo "... test-json-partial" | |
| @echo "... test-json-schema-to-grammar" | |
| @echo "... test-llama-grammar" | |
| @echo "... test-log" | |
| @echo "... test-model-load-cancel" | |
| @echo "... test-mtmd-c-api" | |
| @echo "... test-quantize-fns" | |
| @echo "... test-quantize-perf" | |
| @echo "... test-quantize-stats" | |
| @echo "... test-regex-partial" | |
| @echo "... test-rope" | |
| @echo "... test-sampling" | |
| @echo "... test-thread-safety" | |
| @echo "... test-tokenizer-0" | |
| @echo "... test-tokenizer-1-bpe" | |
| @echo "... test-tokenizer-1-spm" | |
| @echo "... xxhash" | |
| .PHONY : help | |
| #============================================================================= | |
| # Special targets to cleanup operation of make. | |
| # Special rule to run CMake to check the build system integrity. | |
| # No rule that depends on this can have commands that come from listfiles | |
| # because they might be regenerated. | |
| cmake_check_build_system: | |
| $(CMAKE_COMMAND) -S$(CMAKE_SOURCE_DIR) -B$(CMAKE_BINARY_DIR) --check-build-system CMakeFiles/Makefile.cmake 0 | |
| .PHONY : cmake_check_build_system | |