Repository: traceloop/openllmetry (language: python)

Issue:
🚀 Feature: Support tool calling for Ollama
### Which component is this feature for?

Ollama Instrumentation

### 🔖 Feature description

Support tool calling in Ollama Instrumentation:
https://github.com/ollama/ollama/blob/main/docs/api.md#chat-request-with-tools

### 🎤 Why is this feature needed ?

-

### ✌️ How do you aim to achieve this?

-

### 🔄️ Additional Information

_No response_

### 👀 Have you spent some time to check if this feature request has been raised before?

- [X] I checked and didn't find similar issue

### Are you willing to submit PR?

None


Discussion / hints:
can i work on this? @nirga 
Yes @sathvikrav :)
is it still open for contribution?


Fix patch:
diff --git a/packages/opentelemetry-instrumentation-ollama/opentelemetry/instrumentation/ollama/__init__.py b/packages/opentelemetry-instrumentation-ollama/opentelemetry/instrumentation/ollama/__init__.py
index ef23ab711..488eed138 100644
--- a/packages/opentelemetry-instrumentation-ollama/opentelemetry/instrumentation/ollama/__init__.py
+++ b/packages/opentelemetry-instrumentation-ollama/opentelemetry/instrumentation/ollama/__init__.py
@@ -2,6 +2,7 @@
 
 import logging
 import os
+import json
 from typing import Collection
 from opentelemetry.instrumentation.ollama.config import Config
 from opentelemetry.instrumentation.ollama.utils import dont_throw
@@ -57,6 +58,61 @@ def _set_span_attribute(span, name, value):
     return
 
 
+def _set_prompts(span, messages):
+    if not span.is_recording() or messages is None:
+        return
+    for i, msg in enumerate(messages):
+        prefix = f"{SpanAttributes.LLM_PROMPTS}.{i}"
+
+        _set_span_attribute(span, f"{prefix}.role", msg.get("role"))
+        if msg.get("content"):
+            content = msg.get("content")
+            if isinstance(content, list):
+                content = json.dumps(content)
+            _set_span_attribute(span, f"{prefix}.content", content)
+        if msg.get("tool_call_id"):
+            _set_span_attribute(span, f"{prefix}.tool_call_id", msg.get("tool_call_id"))
+        tool_calls = msg.get("tool_calls")
+        if tool_calls:
+            for i, tool_call in enumerate(tool_calls):
+                function = tool_call.get("function")
+                _set_span_attribute(
+                    span,
+                    f"{prefix}.tool_calls.{i}.id",
+                    tool_call.get("id"),
+                )
+                _set_span_attribute(
+                    span,
+                    f"{prefix}.tool_calls.{i}.name",
+                    function.get("name"),
+                )
+                _set_span_attribute(
+                    span,
+                    f"{prefix}.tool_calls.{i}.arguments",
+                    function.get("arguments"),
+                )
+
+                if function.get("arguments"):
+                    function["arguments"] = json.loads(function.get("arguments"))
+
+
+def set_tools_attributes(span, tools):
+    if not tools:
+        return
+
+    for i, tool in enumerate(tools):
+        function = tool.get("function")
+        if not function:
+            continue
+
+        prefix = f"{SpanAttributes.LLM_REQUEST_FUNCTIONS}.{i}"
+        _set_span_attribute(span, f"{prefix}.name", function.get("name"))
+        _set_span_attribute(span, f"{prefix}.description", function.get("description"))
+        _set_span_attribute(
+            span, f"{prefix}.parameters", json.dumps(function.get("parameters"))
+        )
+
+
 @dont_throw
 def _set_input_attributes(span, llm_request_type, kwargs):
     _set_span_attribute(span, SpanAttributes.LLM_REQUEST_MODEL, kwargs.get("model"))
@@ -78,6 +134,9 @@ def _set_input_attributes(span, llm_request_type, kwargs):
                     f"{SpanAttributes.LLM_PROMPTS}.{index}.role",
                     message.get("role"),
                 )
+            _set_prompts(span, kwargs.get("messages"))
+            if kwargs.get("tools"):
+                set_tools_attributes(span, kwargs.get("tools"))
         else:
             _set_span_attribute(span, f"{SpanAttributes.LLM_PROMPTS}.0.role", "user")
             _set_span_attribute(
diff --git a/packages/opentelemetry-instrumentation-ollama/poetry.lock b/packages/opentelemetry-instrumentation-ollama/poetry.lock
index 7d2748970..042496013 100644
--- a/packages/opentelemetry-instrumentation-ollama/poetry.lock
+++ b/packages/opentelemetry-instrumentation-ollama/poetry.lock
@@ -2,13 +2,13 @@
 
 [[package]]
 name = "anyio"
-version = "4.4.0"
+version = "4.6.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
-    {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
+    {file = "anyio-4.6.0-py3-none-any.whl", hash = "sha256:c7d2e9d63e31599eeb636c8c5c03a7e108d73b345f064f1c19fdc87b79036a9a"},
+    {file = "anyio-4.6.0.tar.gz", hash = "sha256:137b4559cbb034c477165047febb6ff83f390fc3b20bf181c1fc0a728cb8beeb"},
 ]
 
 [package.dependencies]
@@ -18,9 +18,9 @@ sniffio = ">=1.1"
 typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (>=0.23)"]
+doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.21.0b1)"]
+trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "autopep8"
@@ -39,13 +39,13 @@ tomli = {version = "*", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
-    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
@@ -119,13 +119,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.5"
+version = "1.0.6"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpcore-1.0.5-py3-none-any.whl", hash = "sha256:421f18bac248b25d310f3cacd198d55b8e6125c107797b609ff9b7a6ba7991b5"},
-    {file = "httpcore-1.0.5.tar.gz", hash = "sha256:34a38e2f9291467ee3b44e89dd52615370e152954ba21721378a87b2960f7a61"},
+    {file = "httpcore-1.0.6-py3-none-any.whl", hash = "sha256:27b59625743b85577a8c0e10e55b50b5368a4f2cfe8cc7bcfa9cf00829c2682f"},
+    {file = "httpcore-1.0.6.tar.gz", hash = "sha256:73f6dbd6eb8c21bbf7ef8efad555481853f5f6acdeaff1edb0694289269ee17f"},
 ]
 
 [package.dependencies]
@@ -136,17 +136,17 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.26.0)"]
+trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.27.0"
+version = "0.27.2"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpx-0.27.0-py3-none-any.whl", hash = "sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5"},
-    {file = "httpx-0.27.0.tar.gz", hash = "sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5"},
+    {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
+    {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
 ]
 
 [package.dependencies]
@@ -161,36 +161,40 @@ brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
-    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
-    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "importlib-metadata"
-version = "7.1.0"
+version = "8.4.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
-    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
+    {file = "importlib_metadata-8.4.0-py3-none-any.whl", hash = "sha256:66f342cc6ac9818fc6ff340576acd24d65ba0b3efabb2b4ac08b598965a4a2f1"},
+    {file = "importlib_metadata-8.4.0.tar.gz", hash = "sha256:9a547d3bc3608b025f93d403fdd1aae741c24fbb8314df4b155675742ce303c5"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -216,112 +220,117 @@ files = [
 
 [[package]]
 name = "multidict"
-version = "6.0.5"
+version = "6.1.0"
 description = "multidict implementation"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+[package.dependencies]
+typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
+
 [[package]]
 name = "ollama"
-version = "0.2.1"
+version = "0.3.3"
 description = "The official Python client for Ollama."
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -450,13 +459,13 @@ files = [
 
 [[package]]
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-version = "8.2.2"
+version = "8.3.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
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 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.5,<2.0"
+pluggy = ">=1.5,<2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
@@ -528,79 +537,85 @@ dev = ["black", "flake8", "pre-commit"]
 
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+    {file = "yarl-1.13.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:576365c9f7469e1f6124d67b001639b77113cfd05e85ce0310f5f318fd02fe85"},
+    {file = "yarl-1.13.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:78f271722423b2d4851cf1f4fa1a1c4833a128d020062721ba35e1a87154a049"},
+    {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9d74f3c335cfe9c21ea78988e67f18eb9822f5d31f88b41aec3a1ec5ecd32da5"},
+    {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1891d69a6ba16e89473909665cd355d783a8a31bc84720902c5911dbb6373465"},
+    {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fb382fd7b4377363cc9f13ba7c819c3c78ed97c36a82f16f3f92f108c787cbbf"},
+    {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9c8854b9f80693d20cec797d8e48a848c2fb273eb6f2587b57763ccba3f3bd4b"},
+    {file = "yarl-1.13.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bbf2c3f04ff50f16404ce70f822cdc59760e5e2d7965905f0e700270feb2bbfc"},
+    {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:fb9f59f3848edf186a76446eb8bcf4c900fe147cb756fbbd730ef43b2e67c6a7"},
+    {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:ef9b85fa1bc91c4db24407e7c4da93a5822a73dd4513d67b454ca7064e8dc6a3"},
+    {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:098b870c18f1341786f290b4d699504e18f1cd050ed179af8123fd8232513424"},
+    {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:8c723c91c94a3bc8033dd2696a0f53e5d5f8496186013167bddc3fb5d9df46a3"},
+    {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:44a4c40a6f84e4d5955b63462a0e2a988f8982fba245cf885ce3be7618f6aa7d"},
+    {file = "yarl-1.13.1-cp39-cp39-win32.whl", hash = "sha256:84bbcdcf393139f0abc9f642bf03f00cac31010f3034faa03224a9ef0bb74323"},
+    {file = "yarl-1.13.1-cp39-cp39-win_amd64.whl", hash = "sha256:fc2931ac9ce9c61c9968989ec831d3a5e6fcaaff9474e7cfa8de80b7aff5a093"},
+    {file = "yarl-1.13.1-py3-none-any.whl", hash = "sha256:6a5185ad722ab4dd52d5fb1f30dcc73282eb1ed494906a92d1a228d3f89607b0"},
+    {file = "yarl-1.13.1.tar.gz", hash = "sha256:ec8cfe2295f3e5e44c51f57272afbd69414ae629ec7c6b27f5a410efc78b70a0"},
 ]
 
 [package.dependencies]
@@ -869,18 +886,22 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.19.2"
+version = "3.20.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
-    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
+    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
 ]
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [extras]
 instruments = ["ollama"]
@@ -888,4 +909,4 @@ instruments = ["ollama"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4"
-content-hash = "737a987a8eb508735c09ee64acc31544c6b4ff02ede10f575ee4598dd9c44d31"
+content-hash = "8ce5d5ca184a5c388fbd06b3c33b7814e278f783984b03f37b6a530a2485252f"
diff --git a/packages/opentelemetry-instrumentation-ollama/pyproject.toml b/packages/opentelemetry-instrumentation-ollama/pyproject.toml
index 3a9f9f11a..8deb5ecc5 100644
--- a/packages/opentelemetry-instrumentation-ollama/pyproject.toml
+++ b/packages/opentelemetry-instrumentation-ollama/pyproject.toml
@@ -28,7 +28,7 @@ opentelemetry-instrumentation = "^0.48b0"
 opentelemetry-semantic-conventions = "^0.48b0"
 opentelemetry-semantic-conventions-ai = "0.4.1"
 
-ollama = "^0.2.0"
+ollama = "^0.3.2"
 [tool.poetry.group.dev.dependencies]
 autopep8 = "^2.2.0"
 flake8 = "7.0.0"


Test patch:
diff --git a/packages/opentelemetry-instrumentation-ollama/tests/cassettes/test_chat/test_ollama_chat_tool_calls.yaml b/packages/opentelemetry-instrumentation-ollama/tests/cassettes/test_chat/test_ollama_chat_tool_calls.yaml
new file mode 100644
index 000000000..e5fde7fe8
--- /dev/null
+++ b/packages/opentelemetry-instrumentation-ollama/tests/cassettes/test_chat/test_ollama_chat_tool_calls.yaml
@@ -0,0 +1,45 @@
+interactions:
+- request:
+    body: '{"model": "llama3.1", "messages": [{"role": "assistant", "content": "",
+      "tool_calls": [{"function": {"name": "get_current_weather", "arguments": {"location":
+      "San Francisco"}}}]}, {"role": "tool", "content": "The weather in San Francisco
+      is 70 degrees and sunny."}], "tools": [], "stream": false, "format": "", "options":
+      {}, "keep_alive": null}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '345'
+      content-type:
+      - application/json
+      host:
+      - 127.0.0.1:11434
+      user-agent:
+      - ollama-python/0.3.2 (arm64 darwin) Python/3.12.4
+    method: POST
+    uri: http://127.0.0.1:11434/api/chat
+  response:
+    body:
+      string: '{"model":"llama3.1","created_at":"2024-09-16T02:41:57.128675Z","message":{"role":"assistant","content":"This
+        is a simple example, but in a real-world scenario, you would need to have
+        an API key to access the OpenWeatherMap API. You can get one for free on their
+        website. Also, this code should be placed in a file and run from there instead
+        of running it directly in the Python interpreter. \n\nNote: This is just a
+        simple example, in real-world scenarios, you would need to handle errors more
+        robustly and potentially add more features such as getting weather data for
+        multiple locations at once or handling different units (e.g., Celsius)."},"done_reason":"stop","done":true,"total_duration":6037504209,"load_duration":28126292,"prompt_eval_count":44,"prompt_eval_duration":182953000,"eval_count":113,"eval_duration":5825102000}'
+    headers:
+      Content-Length:
+      - '830'
+      Content-Type:
+      - application/json; charset=utf-8
+      Date:
+      - Mon, 16 Sep 2024 02:41:57 GMT
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/packages/opentelemetry-instrumentation-ollama/tests/test_chat.py b/packages/opentelemetry-instrumentation-ollama/tests/test_chat.py
index 19270441b..9d827c7f8 100644
--- a/packages/opentelemetry-instrumentation-ollama/tests/test_chat.py
+++ b/packages/opentelemetry-instrumentation-ollama/tests/test_chat.py
@@ -40,6 +40,54 @@ def test_ollama_chat(exporter):
     )
 
 
+@pytest.mark.vcr
+def test_ollama_chat_tool_calls(exporter):
+    ollama.chat(
+        model="llama3.1",
+        messages=[
+            {
+                'role': 'assistant',
+                'content': '',
+                'tool_calls': [{
+                    'function': {
+                        'name': 'get_current_weather',
+                        'arguments': '{"location": "San Francisco"}'
+                    }
+                }]
+            },
+            {
+                'role': 'tool',
+                'content': 'The weather in San Francisco is 70 degrees and sunny.'
+            }
+        ],
+    )
+
+    spans = exporter.get_finished_spans()
+    ollama_span = spans[0]
+
+    assert ollama_span.name == "ollama.chat"
+    assert ollama_span.attributes.get(f"{SpanAttributes.LLM_SYSTEM}") == "Ollama"
+    assert ollama_span.attributes.get(f"{SpanAttributes.LLM_REQUEST_TYPE}") == "chat"
+    assert not ollama_span.attributes.get(f"{SpanAttributes.LLM_IS_STREAMING}")
+    assert ollama_span.attributes.get(f"{SpanAttributes.LLM_REQUEST_MODEL}") == "llama3.1"
+    assert f"{SpanAttributes.LLM_REQUEST_FUNCTIONS}.0.content" not in ollama_span.attributes
+    assert (
+        ollama_span.attributes[f"{SpanAttributes.LLM_PROMPTS}.0.tool_calls.0.name"]
+        == "get_current_weather"
+    )
+    assert (
+        ollama_span.attributes[
+            f"{SpanAttributes.LLM_PROMPTS}.0.tool_calls.0.arguments"
+        ]
+        == '{"location": "San Francisco"}'
+    )
+
+    assert (
+        ollama_span.attributes[f"{SpanAttributes.LLM_PROMPTS}.1.content"]
+        == "The weather in San Francisco is 70 degrees and sunny."
+    )
+
+
 @pytest.mark.vcr
 def test_ollama_streaming_chat(exporter):
     gen = ollama.chat(