From b64ca59364db58cbc90d2f3aa61ebe9f32b56fea Mon Sep 17 00:00:00 2001
From: Mike Depinet <mike@fixie.ai>
Date: Mon, 4 Nov 2024 09:42:51 -0800
Subject: [PATCH] Integration test attempt (can't run on my poor 4070)

Signed-off-by: Mike Depinet <mike@fixie.ai>
---
 ...tool_chat_template_llama3.2_pythonic.jinja | 97 +++++++++++++++++++
 tests/tool_use/utils.py                       | 13 ++-
 2 files changed, 109 insertions(+), 1 deletion(-)
 create mode 100644 examples/tool_chat_template_llama3.2_pythonic.jinja

diff --git a/examples/tool_chat_template_llama3.2_pythonic.jinja b/examples/tool_chat_template_llama3.2_pythonic.jinja
new file mode 100644
index 0000000000000..791b9ff6a3479
--- /dev/null
+++ b/examples/tool_chat_template_llama3.2_pythonic.jinja
@@ -0,0 +1,97 @@
+{{- 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 = false %}
+{%- endif %}
+{%- if not date_string is defined %}
+    {%- if strftime_now is defined %}
+        {%- set date_string = strftime_now("%d %b %Y") %}
+    {%- else %}
+        {%- set date_string = "26 Jul 2024" %}
+    {%- endif %}
+{%- 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 = "You are a helpful assistant with tool calling capabilities. Only reply with a tool call if the function exists in the library provided by the user. If it doesn't exist, just reply directly in natural language. When you receive a tool call response, use the output to format an answer to the original user question." %}
+{%- endif %}
+
+{#- System message #}
+{{- "<|start_header_id|>system<|end_header_id|>\n\n" }}
+{%- if tools is not none %}
+    {{- "Environment: ipython\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 functions, please respond with a python list of the calls. " }}
+    {{- 'Respond in the format [func_name1(params_name1=params_value1, params_name2=params_value2...), func_name2(params)] ' }}
+    {{- "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 python list for function calls " }}
+    {{- "with their proper arguments to best answer the given prompt.\n\n" }}
+    {{- 'Respond in the format [func_name1(params_name1=params_value1, params_name2=params_value2...), func_name2(params)] ' }}
+    {{- "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 %}
+        {{- '<|start_header_id|>assistant<|end_header_id|>\n\n[' -}}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- tool_call.name + '(' -}}
+            {%- for param in tool_call.arguments %}
+                {{- param.name + '=' + param.value -}}
+                {% if not loop.last %}, {% endif %}
+            {%- endfor %}
+            {{- ')' -}}
+            {% if not loop.last %}, {% endif %}
+        {%- endfor %}
+        {{- ']<|eot_id|>' -}}
+    {%- elif message.role == "tool" or message.role == "ipython" %}
+        {{- "<|start_header_id|>ipython<|end_header_id|>\n\n" }}
+        {%- if message.content is mapping %}
+            {{- message.content | tojson }}
+        {%- else %}
+            {{- { "output": message.content } | tojson }}
+        {%- endif %}
+        {{- "<|eot_id|>" }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' }}
+{%- endif %}
diff --git a/tests/tool_use/utils.py b/tests/tool_use/utils.py
index d9ee0b1d54b0a..a21b4e39fed5e 100644
--- a/tests/tool_use/utils.py
+++ b/tests/tool_use/utils.py
@@ -111,7 +111,18 @@ def ensure_system_prompt(messages: List[Dict[str, Any]],
         ],
         "supports_parallel":
         False,
-    }
+    },
+    "pythonic": {
+        "model":
+        "meta-llama/Llama-3.2-3B-Instruct",
+        "arguments": [
+            "--tool-call-parser", "pythonic", "--chat-template",
+            str(VLLM_PATH /
+                "examples/tool_chat_template_llama3.2_pythonic.jinja")
+        ],
+        "supports_parallel":
+        True,
+    },
 }
 
 WEATHER_TOOL: ChatCompletionToolParam = {