diff --git a/.github/workflows/codespell.yml b/.github/workflows/codespell.yml
index 2b3090552..ae402bd79 100644
--- a/.github/workflows/codespell.yml
+++ b/.github/workflows/codespell.yml
@@ -32,7 +32,7 @@
- name: Codespell
uses: codespell-project/actions-codespell@v2
with:
- skip: '*.ambr,*.lock,*.ipynb'
+ skip: '*.ambr,*.lock,*.ipynb,*.yaml'
ignore_words_list: ${{ steps.extract_ignore_words.outputs.ignore_words_list }}
# We do this to avoid spellchecking cell outputs
- name: Codespell Notebooks
diff --git a/.github/workflows/run_notebooks.yml b/.github/workflows/run_notebooks.yml
index 6f22c53d1..32dafdbdd 100644
--- a/.github/workflows/run_notebooks.yml
+++ b/.github/workflows/run_notebooks.yml
@@ -3,7 +3,7 @@ name: Run notebooks
on:
workflow_dispatch:
schedule:
- - cron: '0 13 * * *'
+ - cron: '0 13 * * *'
jobs:
build:
@@ -33,11 +33,17 @@ jobs:
run: make start-services
- name: Prepare notebooks
- if: ${{ matrix.lib-version == 'development' }}
- run: poetry run python docs/_scripts/prepare_notebooks_for_ci.py
+ run: |
+ if [ "${{ matrix.lib-version }}" = "development" ]; then
+ poetry run python docs/_scripts/prepare_notebooks_for_ci.py --comment-install-cells
+ else
+ poetry run python docs/_scripts/prepare_notebooks_for_ci.py
+ fi
- name: Run notebooks
env:
+ # these won't actually be used because of the VCR cassettes
+ # but need to set them to avoid triggering getpass()
OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
TAVILY_API_KEY: ${{ secrets.TAVILY_API_KEY }}
diff --git a/docs/_scripts/prepare_notebooks_for_ci.py b/docs/_scripts/prepare_notebooks_for_ci.py
index 3434c27b6..fcb4025ae 100644
--- a/docs/_scripts/prepare_notebooks_for_ci.py
+++ b/docs/_scripts/prepare_notebooks_for_ci.py
@@ -1,44 +1,132 @@
-"""Preprocess notebooks for CI. Currently removes pip install cells."""
+"""Preprocess notebooks for CI. Currently adds VCR cassettes and optionally removes pip install cells."""
-import os
-import json
import logging
+import os
+
+import click
+import nbformat
logger = logging.getLogger(__name__)
NOTEBOOK_DIRS = ("docs/docs/how-tos",)
+DOCS_PATH = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+CASSETTES_PATH = os.path.join(DOCS_PATH, "cassettes")
+
+NOTEBOOKS_NO_CASSETTES = (
+ "docs/docs/how-tos/visualization.ipynb",
+ "docs/docs/how-tos/many-tools.ipynb"
+)
+
+
+def comment_install_cells(notebook: nbformat.NotebookNode) -> nbformat.NotebookNode:
+ for cell in notebook.cells:
+ if cell.cell_type != "code":
+ continue
+
+ if "pip install" in cell.source:
+ # Comment out the lines in cells containing "pip install"
+ cell.source = "\n".join(
+ f"# {line}" if line.strip() else line
+ for line in cell.source.splitlines()
+ )
+
+ return notebook
+
+
+def is_magic_command(code: str) -> bool:
+ return code.strip().startswith("%") or code.strip().startswith("!")
+
+
+def is_comment(code: str) -> bool:
+ return code.strip().startswith("#")
+
-def remove_install_cells(notebook_path: str) -> None:
- with open(notebook_path, "r") as file:
- notebook = json.load(file)
+def add_vcr_to_notebook(
+ notebook: nbformat.NotebookNode, cassette_prefix: str
+) -> nbformat.NotebookNode:
+ """Inject `with vcr.cassette` into each code cell of the notebook."""
- indices_to_delete = []
- for index, cell in enumerate(notebook["cells"]):
- if cell["cell_type"] == "code":
- if any("pip install" in line for line in cell["source"]):
- indices_to_delete.append(index)
+ # Inject VCR context manager into each code cell
+ for idx, cell in enumerate(notebook.cells):
+ if cell.cell_type != "code":
+ continue
- for index in reversed(indices_to_delete):
- notebook["cells"].pop(index)
+ lines = cell.source.splitlines()
+ # skip if empty cell
+ if not lines:
+ continue
- with open(notebook_path, "w") as file:
- json.dump(notebook, file, indent=2)
+ are_magic_lines = [is_magic_command(line) for line in lines]
+ # skip if all magic
+ if all(are_magic_lines):
+ continue
-def process_notebooks() -> None:
+ if any(are_magic_lines):
+ raise ValueError(
+ "Cannot process code cells with mixed magic and non-magic code."
+ )
+
+ # skip if just comments
+ if all(is_comment(line) or not line.strip() for line in lines):
+ continue
+
+ cell_id = cell.get("id", idx)
+ cassette_name = f"{cassette_prefix}_{cell_id}.yaml"
+ cell.source = f"with vcr.use_cassette('{cassette_name}', filter_headers=['x-api-key', 'authorization'], record_mode='once'):\n" + "\n".join(
+ f" {line}" for line in lines
+ )
+
+ # Add import statement
+ vcr_import_lines = [
+ "import vcr",
+ # this is needed for ChatAnthropic
+ "import nest_asyncio",
+ "nest_asyncio.apply()",
+ ]
+ import_cell = nbformat.v4.new_code_cell(source="\n".join(vcr_import_lines))
+ import_cell.pop("id", None)
+ notebook.cells.insert(0, import_cell)
+ return notebook
+
+
+def process_notebooks(should_comment_install_cells: bool) -> None:
for directory in NOTEBOOK_DIRS:
for root, _, files in os.walk(directory):
for file in files:
- if not file.endswith(".ipynb"):
+ if not file.endswith(".ipynb") or "ipynb_checkpoints" in root:
continue
notebook_path = os.path.join(root, file)
try:
- remove_install_cells(notebook_path)
+ notebook = nbformat.read(notebook_path, as_version=4)
+
+ if should_comment_install_cells:
+ notebook = comment_install_cells(notebook)
+
+ base_filename = os.path.splitext(os.path.basename(file))[0]
+ cassette_prefix = os.path.join(CASSETTES_PATH, base_filename)
+ if notebook_path not in NOTEBOOKS_NO_CASSETTES:
+ notebook = add_vcr_to_notebook(
+ notebook, cassette_prefix=cassette_prefix
+ )
+
+ nbformat.write(notebook, notebook_path)
logger.info(f"Processed: {notebook_path}")
except Exception as e:
logger.error(f"Error processing {notebook_path}: {e}")
-if __name__ == "__main__":
- process_notebooks()
+@click.command()
+@click.option(
+ "--comment-install-cells",
+ is_flag=True,
+ default=False,
+ help="Whether to comment out install cells",
+)
+def main(comment_install_cells):
+ process_notebooks(should_comment_install_cells=comment_install_cells)
logger.info("All notebooks processed successfully.")
+
+
+if __name__ == "__main__":
+ main()
diff --git a/docs/cassettes/add-summary-conversation-history_048805a4-3d97-4e76-ac45-8d80d4364c46.yaml b/docs/cassettes/add-summary-conversation-history_048805a4-3d97-4e76-ac45-8d80d4364c46.yaml
new file mode 100644
index 000000000..953b6ed1e
--- /dev/null
+++ b/docs/cassettes/add-summary-conversation-history_048805a4-3d97-4e76-ac45-8d80d4364c46.yaml
@@ -0,0 +1,190 @@
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diff --git a/docs/cassettes/add-summary-conversation-history_0a1a0fda-5309-45f0-9465-9f3dff604d74.yaml b/docs/cassettes/add-summary-conversation-history_0a1a0fda-5309-45f0-9465-9f3dff604d74.yaml
new file mode 100644
index 000000000..70eb01f65
--- /dev/null
+++ b/docs/cassettes/add-summary-conversation-history_0a1a0fda-5309-45f0-9465-9f3dff604d74.yaml
@@ -0,0 +1,233 @@
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+ the league. Do you have a favorite Celtics player or season you particularly
+ enjoyed watching them win?"}, {"role": "user", "content": "what''s my name?"},
+ {"role": "assistant", "content": "I''m afraid I don''t actually know your name.
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+ I don''t have enough information to guess or speculate about that. If you''d
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+ be happy to refer to you by it going forward."}, {"role": "user", "content":
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diff --git a/docs/cassettes/async_4b369a6f.yaml b/docs/cassettes/async_4b369a6f.yaml
new file mode 100644
index 000000000..fec574696
--- /dev/null
+++ b/docs/cassettes/async_4b369a6f.yaml
@@ -0,0 +1,223 @@
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+ Accept-Ranges:
+ - bytes
+ Access-Control-Allow-Origin:
+ - '*'
+ Age:
+ - '104448'
+ CF-Cache-Status:
+ - HIT
+ CF-RAY:
+ - 8c2260d108071a2c-EWR
+ Cache-Control:
+ - max-age=2678400
+ Connection:
+ - keep-alive
+ Content-Length:
+ - '10778'
+ Content-Type:
+ - image/jpeg
+ Date:
+ - Thu, 12 Sep 2024 19:41:59 GMT
+ Last-Modified:
+ - Wed, 11 Sep 2024 14:41:11 GMT
+ NEL:
+ - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
+ Report-To:
+ - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=BzP4qUDt1jd4c%2FhIkaj5Y0pV7Vxp3%2BUJAaOMElgDAWglXwO0I11UEoV%2FImm80aDy4RHmz8kt7%2BBpMRWyb0qihSyHIF01lNSo6%2BedSdvDU06mopjUxKk%2BIzqDgxoPWg%3D%3D"}],"group":"cf-nel","max_age":604800}'
+ Server:
+ - cloudflare
+ Vary:
+ - Origin, Accept-Encoding
+ alt-svc:
+ - h3=":443"; ma=86400
+ status:
+ code: 200
+ message: OK
+version: 1
diff --git a/docs/cassettes/branching_66f52a20.yaml b/docs/cassettes/branching_66f52a20.yaml
new file mode 100644
index 000000000..2d55f7cba
--- /dev/null
+++ b/docs/cassettes/branching_66f52a20.yaml
@@ -0,0 +1,208 @@
+interactions:
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+ body: null
+ headers:
+ Accept:
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+ Connection:
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+ Access-Control-Allow-Origin:
+ - '*'
+ Age:
+ - '104593'
+ CF-Cache-Status:
+ - HIT
+ CF-RAY:
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+ Cache-Control:
+ - max-age=2678400
+ Connection:
+ - keep-alive
+ Content-Length:
+ - '8753'
+ Content-Type:
+ - image/jpeg
+ Date:
+ - Thu, 12 Sep 2024 19:41:59 GMT
+ Last-Modified:
+ - Wed, 11 Sep 2024 14:38:46 GMT
+ NEL:
+ - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
+ Report-To:
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+ Server:
+ - cloudflare
+ Vary:
+ - Origin, Accept-Encoding
+ alt-svc:
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+ status:
+ code: 200
+ message: OK
+version: 1
diff --git a/docs/cassettes/branching_83320227-8ab3-44c0-b6cf-064a7a425b9f.yaml b/docs/cassettes/branching_83320227-8ab3-44c0-b6cf-064a7a425b9f.yaml
new file mode 100644
index 000000000..d86e10bd0
--- /dev/null
+++ b/docs/cassettes/branching_83320227-8ab3-44c0-b6cf-064a7a425b9f.yaml
@@ -0,0 +1,233 @@
+interactions:
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+ body: null
+ headers:
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+ Accept-Encoding:
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+ Connection:
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+ User-Agent:
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+ headers:
+ Accept-Ranges:
+ - bytes
+ Access-Control-Allow-Origin:
+ - '*'
+ Age:
+ - '104450'
+ CF-Cache-Status:
+ - HIT
+ CF-RAY:
+ - 8c2260ceecc1429a-EWR
+ Cache-Control:
+ - max-age=2678400
+ Connection:
+ - keep-alive
+ Content-Length:
+ - '10195'
+ Content-Type:
+ - image/jpeg
+ Date:
+ - Thu, 12 Sep 2024 19:41:59 GMT
+ Last-Modified:
+ - Wed, 11 Sep 2024 14:41:09 GMT
+ NEL:
+ - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
+ Report-To:
+ - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=2shYrOzAG2raHF4JtV8bAis%2BymmeT%2B5ztHRWmJQvTggqmaB4vcdTCRF0m9VKq%2BVXfp5kOIVndaXeqKKuE0OkP2czEJeKCmm8dEcSSF9h1%2Bg1vCQq6z2sT1PMI8Ut7A%3D%3D"}],"group":"cf-nel","max_age":604800}'
+ Server:
+ - cloudflare
+ Vary:
+ - Origin, Accept-Encoding
+ alt-svc:
+ - h3=":443"; ma=86400
+ status:
+ code: 200
+ message: OK
+version: 1
diff --git a/docs/cassettes/branching_932c497e.yaml b/docs/cassettes/branching_932c497e.yaml
new file mode 100644
index 000000000..555239993
--- /dev/null
+++ b/docs/cassettes/branching_932c497e.yaml
@@ -0,0 +1,244 @@
+interactions:
+- request:
+ body: null
+ headers:
+ Accept:
+ - '*/*'
+ Accept-Encoding:
+ - gzip, deflate
+ Connection:
+ - keep-alive
+ User-Agent:
+ - python-requests/2.32.3
+ method: GET
+ uri: https://mermaid.ink/img/JSV7aW5pdDogeydmbG93Y2hhcnQnOiB7J2N1cnZlJzogJ2xpbmVhcid9fX0lJQpncmFwaCBURDsKCV9fc3RhcnRfXyhbPHA+X19zdGFydF9fPC9wPl0pOjo6Zmlyc3QKCWEoYSkKCWIoYikKCWMoYykKCWQoZCkKCWUoZSkKCV9fZW5kX18oWzxwPl9fZW5kX188L3A+XSk6OjpsYXN0CglfX3N0YXJ0X18gLS0+IGE7CgliIC0tPiBlOwoJYyAtLT4gZTsKCWQgLS0+IGU7CgllIC0tPiBfX2VuZF9fOwoJYSAtLi0+IGI7CglhIC0uLT4gYzsKCWEgLS4tPiBkOwoJY2xhc3NEZWYgZGVmYXVsdCBmaWxsOiNmMmYwZmYsbGluZS1oZWlnaHQ6MS4yCgljbGFzc0RlZiBmaXJzdCBmaWxsLW9wYWNpdHk6MAoJY2xhc3NEZWYgbGFzdCBmaWxsOiNiZmI2ZmMK?bgColor=!white
+ response:
+ body:
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+ headers:
+ Accept-Ranges:
+ - bytes
+ Access-Control-Allow-Origin:
+ - '*'
+ Age:
+ - '237485'
+ CF-Cache-Status:
+ - HIT
+ CF-RAY:
+ - 8c225d8b98d16a55-EWR
+ Cache-Control:
+ - max-age=2678400
+ Connection:
+ - keep-alive
+ Content-Length:
+ - '11967'
+ Content-Type:
+ - image/jpeg
+ Date:
+ - Thu, 12 Sep 2024 19:39:45 GMT
+ Last-Modified:
+ - Tue, 10 Sep 2024 01:41:40 GMT
+ NEL:
+ - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
+ Report-To:
+ - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=Mhwp52OvkzDaq40icYDzN8w6ERgGdVUz5SkBRDZPCXnVKxE8%2B4rN61mUcMFmKabMgIe79We1Hmmg9F0br%2FiUfFzdJ99CNRmkZXzyB4qFTnL2oGUqkXhnwLFIzel3gg%3D%3D"}],"group":"cf-nel","max_age":604800}'
+ Server:
+ - cloudflare
+ Vary:
+ - Origin, Accept-Encoding
+ alt-svc:
+ - h3=":443"; ma=86400
+ status:
+ code: 200
+ message: OK
+version: 1
diff --git a/docs/cassettes/breakpoints_9b53f191-1e86-4881-a667-d46a3d66958b.yaml b/docs/cassettes/breakpoints_9b53f191-1e86-4881-a667-d46a3d66958b.yaml
new file mode 100644
index 000000000..a58709c94
--- /dev/null
+++ b/docs/cassettes/breakpoints_9b53f191-1e86-4881-a667-d46a3d66958b.yaml
@@ -0,0 +1,248 @@
+interactions:
+- request:
+ body: null
+ headers:
+ Accept:
+ - '*/*'
+ Accept-Encoding:
+ - gzip, deflate
+ Connection:
+ - keep-alive
+ User-Agent:
+ - python-requests/2.32.3
+ method: GET
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+ response:
+ body:
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+ x-ratelimit-limit-tokens:
+ - '30000000'
+ x-ratelimit-remaining-requests:
+ - '9999'
+ x-ratelimit-remaining-tokens:
+ - '29999968'
+ x-ratelimit-reset-requests:
+ - 6ms
+ x-ratelimit-reset-tokens:
+ - 0s
+ x-request-id:
+ - req_5f531fd232c078001229e27fda67b4cd
+ status:
+ code: 200
+ message: OK
+version: 1
diff --git a/docs/cassettes/create-react-agent_fa16de4c-aac0-4ff4-ab69-60d399f75423.yaml b/docs/cassettes/create-react-agent_fa16de4c-aac0-4ff4-ab69-60d399f75423.yaml
new file mode 100644
index 000000000..65406f172
--- /dev/null
+++ b/docs/cassettes/create-react-agent_fa16de4c-aac0-4ff4-ab69-60d399f75423.yaml
@@ -0,0 +1,220 @@
+interactions:
+- request:
+ body: null
+ headers:
+ Accept:
+ - '*/*'
+ Accept-Encoding:
+ - gzip, deflate
+ Connection:
+ - keep-alive
+ User-Agent:
+ - python-requests/2.32.3
+ method: GET
+ uri: https://mermaid.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?bgColor=!white
+ response:
+ body:
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+ Cache-Control:
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+ Content-Type:
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+ Date:
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+ Last-Modified:
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+ NEL:
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+ Report-To:
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+ status:
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+ message: OK
+version: 1
diff --git a/docs/cassettes/edit-graph-state_cfd140f0-a5a6-4697-8115-322242f197b5.yaml b/docs/cassettes/edit-graph-state_cfd140f0-a5a6-4697-8115-322242f197b5.yaml
new file mode 100644
index 000000000..a5a938ddc
--- /dev/null
+++ b/docs/cassettes/edit-graph-state_cfd140f0-a5a6-4697-8115-322242f197b5.yaml
@@ -0,0 +1,89 @@
+interactions:
+- request:
+ body: '{"max_tokens": 1024, "messages": [{"role": "user", "content": "search for
+ the weather in sf now"}], "model": "claude-3-5-sonnet-20240620", "tools": [{"name":
+ "search", "description": "Call to surf the web.", "input_schema": {"type": "object",
+ "properties": {"query": {"type": "string"}}, "required": ["query"]}}]}'
+ headers:
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+ - application/json
+ accept-encoding:
+ - gzip, deflate
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+ connection:
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+ content-length:
+ - '313'
+ content-type:
+ - application/json
+ host:
+ - api.anthropic.com
+ user-agent:
+ - Anthropic/Python 0.34.2
+ x-stainless-arch:
+ - arm64
+ x-stainless-async:
+ - 'false'
+ x-stainless-lang:
+ - python
+ x-stainless-os:
+ - MacOS
+ x-stainless-package-version:
+ - 0.34.2
+ x-stainless-runtime:
+ - CPython
+ x-stainless-runtime-version:
+ - 3.11.9
+ method: POST
+ uri: https://api.anthropic.com/v1/messages
+ response:
+ body:
+ string: !!binary |
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diff --git a/docs/cassettes/pass-config-to-tools_14.yaml b/docs/cassettes/pass-config-to-tools_14.yaml
new file mode 100644
index 000000000..c10fc616a
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diff --git a/docs/cassettes/review-tool-calls_1b3aa6fc-c7fb-4819-8d7f-ba6057cc4edf.yaml b/docs/cassettes/review-tool-calls_1b3aa6fc-c7fb-4819-8d7f-ba6057cc4edf.yaml
new file mode 100644
index 000000000..927281020
--- /dev/null
+++ b/docs/cassettes/review-tool-calls_1b3aa6fc-c7fb-4819-8d7f-ba6057cc4edf.yaml
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+ headers:
+ Accept-Ranges:
+ - bytes
+ Access-Control-Allow-Origin:
+ - '*'
+ Age:
+ - '238425'
+ CF-Cache-Status:
+ - HIT
+ CF-RAY:
+ - 8c225eae3af70f4f-EWR
+ Cache-Control:
+ - max-age=2678400
+ Connection:
+ - keep-alive
+ Content-Length:
+ - '9626'
+ Content-Type:
+ - image/jpeg
+ Date:
+ - Thu, 12 Sep 2024 19:40:32 GMT
+ Last-Modified:
+ - Tue, 10 Sep 2024 01:26:47 GMT
+ NEL:
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diff --git a/docs/cassettes/streaming-tokens_72785b66.yaml b/docs/cassettes/streaming-tokens_72785b66.yaml
new file mode 100644
index 000000000..43c2f10d2
--- /dev/null
+++ b/docs/cassettes/streaming-tokens_72785b66.yaml
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+ uri: https://mermaid.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?bgColor=!white
+ response:
+ body:
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+ Age:
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+ Cache-Control:
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+ - keep-alive
+ Content-Length:
+ - '23280'
+ Content-Type:
+ - image/jpeg
+ Date:
+ - Thu, 12 Sep 2024 19:44:48 GMT
+ Last-Modified:
+ - Wed, 11 Sep 2024 14:44:44 GMT
+ NEL:
+ - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
+ Report-To:
+ - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=CpRon9em4swsBBe5%2Bh7aFY2brKBXWTft8P1Oja%2BpFYDt89PTFFosw29fptItn6pC2xn8HF0FqRdA1zSgIvS%2BYjE29oknXlkerDYFj3pb7h6LoGRQU784xYbWZSdfXg%3D%3D"}],"group":"cf-nel","max_age":604800}'
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+ status:
+ code: 200
+ message: OK
+version: 1
diff --git a/docs/cassettes/subgraph_9.yaml b/docs/cassettes/subgraph_9.yaml
new file mode 100644
index 000000000..1ec9643e7
--- /dev/null
+++ b/docs/cassettes/subgraph_9.yaml
@@ -0,0 +1,543 @@
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+ Date:
+ - Thu, 12 Sep 2024 19:42:45 GMT
+ Last-Modified:
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diff --git a/docs/cassettes/tool-calling_23.yaml b/docs/cassettes/tool-calling_23.yaml
new file mode 100644
index 000000000..83f4bacdf
--- /dev/null
+++ b/docs/cassettes/tool-calling_23.yaml
@@ -0,0 +1,189 @@
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diff --git a/docs/cassettes/wait-user-input_58eae42d-be32-48da-8d0a-ab64471657d9.yaml b/docs/cassettes/wait-user-input_58eae42d-be32-48da-8d0a-ab64471657d9.yaml
new file mode 100644
index 000000000..5c3fcfbec
--- /dev/null
+++ b/docs/cassettes/wait-user-input_58eae42d-be32-48da-8d0a-ab64471657d9.yaml
@@ -0,0 +1,265 @@
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+ headers:
+ Accept-Ranges:
+ - bytes
+ Access-Control-Allow-Origin:
+ - '*'
+ Age:
+ - '104433'
+ CF-Cache-Status:
+ - HIT
+ CF-RAY:
+ - 8c225e94cf0d43b7-EWR
+ Cache-Control:
+ - max-age=2678400
+ Connection:
+ - keep-alive
+ Content-Length:
+ - '16641'
+ Content-Type:
+ - image/jpeg
+ Date:
+ - Thu, 12 Sep 2024 19:40:28 GMT
+ Last-Modified:
+ - Wed, 11 Sep 2024 14:39:55 GMT
+ NEL:
+ - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
+ Report-To:
+ - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=8LNgsHw0P2LUjaA8i%2Fo9VWN4WvEtY%2FNIxZ16J%2BLsctOvsX9aBrTeaOAGLifDW%2B%2FgkroyDmrjkWHWOeMJuI4MCG0cdlrxOLfVU0vXQgZbU9y5cdm4pYix0lFBqWkheg%3D%3D"}],"group":"cf-nel","max_age":604800}'
+ Server:
+ - cloudflare
+ Vary:
+ - Origin, Accept-Encoding
+ alt-svc:
+ - h3=":443"; ma=86400
+ status:
+ code: 200
+ message: OK
+version: 1
diff --git a/poetry.lock b/poetry.lock
index 124703dd2..4a6f8e97e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -4165,6 +4165,26 @@ brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotl
secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+[[package]]
+name = "vcrpy"
+version = "6.0.1"
+description = "Automatically mock your HTTP interactions to simplify and speed up testing"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "vcrpy-6.0.1-py2.py3-none-any.whl", hash = "sha256:621c3fb2d6bd8aa9f87532c688e4575bcbbde0c0afeb5ebdb7e14cac409edfdd"},
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+]
+
+[package.dependencies]
+PyYAML = "*"
+urllib3 = {version = "<2", markers = "platform_python_implementation == \"PyPy\""}
+wrapt = "*"
+yarl = "*"
+
+[package.extras]
+tests = ["Werkzeug (==2.0.3)", "aiohttp", "boto3", "httplib2", "httpx", "pytest", "pytest-aiohttp", "pytest-asyncio", "pytest-cov", "pytest-httpbin", "requests (>=2.22.0)", "tornado", "urllib3"]
+
[[package]]
name = "watchdog"
version = "4.0.1"
@@ -4309,6 +4329,85 @@ files = [
{file = "websockets-10.4.tar.gz", hash = "sha256:eef610b23933c54d5d921c92578ae5f89813438fded840c2e9809d378dc765d3"},
]
+[[package]]
+name = "wrapt"
+version = "1.16.0"
+description = "Module for decorators, wrappers and monkey patching."
+optional = false
+python-versions = ">=3.6"
+files = [
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+
[[package]]
name = "yarl"
version = "1.11.1"
@@ -4436,4 +4535,4 @@ type = ["pytest-mypy"]
[metadata]
lock-version = "2.0"
python-versions = "^3.10"
-content-hash = "68da97f78f2bc56c70859db1211a976b8752d43de311db76540717f208840531"
+content-hash = "2d62185e818412a324fd64d535506f9de71a6bc4d14c7814ced1498d7723a648"
diff --git a/pyproject.toml b/pyproject.toml
index 69b235b73..f2f2a1527 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,6 +27,8 @@ mkdocs-material = {extras = ["imaging"], version = "^9.5.27"}
markdown-include = "^0.8.1"
markdown-callouts = "^0.4.0"
mkdocs-exclude = "^1.0.2"
+vcrpy = "^6.0.1"
+click = "^8.1.7"
[tool.poetry.group.test.dependencies]
langchain-openai = "^0.1.23"