Instructions to use MuazTPM/defender-model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MuazTPM/defender-model with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("MuazTPM/defender-model", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- Unsloth Studio new
How to use MuazTPM/defender-model 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 MuazTPM/defender-model 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 MuazTPM/defender-model to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for MuazTPM/defender-model to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="MuazTPM/defender-model", max_seq_length=2048, )
| {{- bos_token }} | |
| {%- if custom_tools is defined %} | |
| {%- set tools = custom_tools %} | |
| {%- endif %} | |
| {%- if not tools_in_user_message is defined %} | |
| {%- set tools_in_user_message = true %} | |
| {%- endif %} | |
| {%- if not date_string is defined %} | |
| {%- set date_string = "26 Jul 2024" %} | |
| {%- endif %} | |
| {%- if not tools is defined %} | |
| {%- set tools = none %} | |
| {%- endif %} | |
| {#- This block extracts the system message, so we can slot it into the right place. #} | |
| {%- if messages[0]['role'] == 'system' %} | |
| {%- set system_message = messages[0]['content']|trim %} | |
| {%- set messages = messages[1:] %} | |
| {%- else %} | |
| {%- set system_message = "" %} | |
| {%- endif %} | |
| {#- System message + builtin tools #} | |
| {{- "<|start_header_id|>system<|end_header_id|>\n\n" }} | |
| {%- if builtin_tools is defined or tools is not none %} | |
| {{- "Environment: ipython\n" }} | |
| {%- endif %} | |
| {%- if builtin_tools is defined %} | |
| {{- "Tools: " + builtin_tools | reject('equalto', 'code_interpreter') | join(", ") + "\n\n"}} | |
| {%- endif %} | |
| {{- "Cutting Knowledge Date: December 2023\n" }} | |
| {{- "Today Date: " + date_string + "\n\n" }} | |
| {%- if tools is not none and not tools_in_user_message %} | |
| {{- "You have access to the following functions. To call a function, please respond with JSON for a function call." }} | |
| {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }} | |
| {{- "Do not use variables.\n\n" }} | |
| {%- for t in tools %} | |
| {{- t | tojson(indent=4) }} | |
| {{- "\n\n" }} | |
| {%- endfor %} | |
| {%- endif %} | |
| {{- system_message }} | |
| {{- "<|eot_id|>" }} | |
| {#- Custom tools are passed in a user message with some extra guidance #} | |
| {%- if tools_in_user_message and not tools is none %} | |
| {#- Extract the first user message so we can plug it in here #} | |
| {%- if messages | length != 0 %} | |
| {%- set first_user_message = messages[0]['content']|trim %} | |
| {%- set messages = messages[1:] %} | |
| {%- else %} | |
| {{- raise_exception("Cannot put tools in the first user message when there's no first user message!") }} | |
| {%- endif %} | |
| {{- '<|start_header_id|>user<|end_header_id|>\n\n' -}} | |
| {{- "Given the following functions, please respond with a JSON for a function call " }} | |
| {{- "with its proper arguments that best answers the given prompt.\n\n" }} | |
| {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }} | |
| {{- "Do not use variables.\n\n" }} | |
| {%- for t in tools %} | |
| {{- t | tojson(indent=4) }} | |
| {{- "\n\n" }} | |
| {%- endfor %} | |
| {{- first_user_message + "<|eot_id|>"}} | |
| {%- endif %} | |
| {%- for message in messages %} | |
| {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %} | |
| {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' }} | |
| {%- elif 'tool_calls' in message %} | |
| {%- if not message.tool_calls|length == 1 %} | |
| {{- raise_exception("This model only supports single tool-calls at once!") }} | |
| {%- endif %} | |
| {%- set tool_call = message.tool_calls[0].function %} | |
| {%- if builtin_tools is defined and tool_call.name in builtin_tools %} | |
| {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' -}} | |
| {{- "<|python_tag|>" + tool_call.name + ".call(" }} | |
| {%- for arg_name, arg_val in tool_call.arguments | items %} | |
| {{- arg_name + '="' + arg_val + '"' }} | |
| {%- if not loop.last %} | |
| {{- ", " }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {{- ")" }} | |
| {%- else %} | |
| {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' -}} | |
| {{- '{"name": "' + tool_call.name + '", ' }} | |
| {{- '"parameters": ' }} | |
| {{- tool_call.arguments | tojson }} | |
| {{- "}" }} | |
| {%- endif %} | |
| {%- if builtin_tools is defined %} | |
| {#- This means we're in ipython mode #} | |
| {{- "<|eom_id|>" }} | |
| {%- else %} | |
| {{- "<|eot_id|>" }} | |
| {%- endif %} | |
| {%- elif message.role == "tool" or message.role == "ipython" %} | |
| {{- "<|start_header_id|>ipython<|end_header_id|>\n\n" }} | |
| {%- if message.content is mapping or message.content is iterable %} | |
| {{- message.content | tojson }} | |
| {%- else %} | |
| {{- message.content }} | |
| {%- endif %} | |
| {{- "<|eot_id|>" }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- if add_generation_prompt %} | |
| {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' }} | |
| {%- endif %} | |