From a885064ceb37e2060f7db67f8127b6755dd05e86 Mon Sep 17 00:00:00 2001 From: Andrew Huang Date: Fri, 15 Mar 2024 19:45:58 -0700 Subject: [PATCH] Revamp docs --- .devcontainer/devcontainer.json | 2 +- .gitignore | 1 - DEVELOPER_GUIDE.md | 9 +- README.md | 21 +- .../thumbnails/feature_chained_response.png | Bin 102903 -> 65630 bytes .../feature_control_callback_response.png | Bin 0 -> 59727 bytes .../feature_custom_input_widgets.png | Bin 0 -> 52434 bytes .../feature_delayed_placeholder.png | Bin 89555 -> 41488 bytes docs/assets/thumbnails/feature_echo_chat.png | Bin 0 -> 42035 bytes .../thumbnails/feature_slim_interface.png | Bin 72201 -> 33366 bytes .../thumbnails/feature_stream_echo_chat.png | Bin 0 -> 42509 bytes .../videos/feature_chained_response.mp4 | Bin 65343 -> 56222 bytes .../feature_control_callback_response.mp4 | Bin 0 -> 69865 bytes .../videos/feature_custom_input_widgets.mp4 | Bin 0 -> 33003 bytes .../videos/feature_delayed_placeholder.mp4 | Bin 74055 -> 43333 bytes docs/assets/videos/feature_echo_chat.mp4 | Bin 0 -> 20780 bytes docs/assets/videos/feature_slim_interface.mp4 | Bin 30689 -> 31415 bytes .../videos/feature_stream_echo_chat.mp4 | Bin 0 -> 33112 bytes docs/examples/basics/basic_chat.py | 23 - docs/examples/basics/basic_custom_widgets.py | 32 - .../components/component_chat_input.py | 24 - .../component_environment_widget.py | 38 - docs/examples/components/component_status.py | 36 - .../feature/feature_chained_response.py | 51 + .../feature_control_callback_response.py | 58 + .../feature/feature_custom_input_widgets.py | 36 + .../feature_delayed_placeholder.py | 6 + docs/examples/feature/feature_echo_chat.py | 25 + .../feature/feature_slim_interface.py | 58 + .../feature_stream_echo_chat.py} | 8 +- .../features/feature_chained_response.py | 36 - .../features/feature_replace_response.py | 43 - .../features/feature_slim_interface.py | 34 - docs/examples/langchain/example.pdf | Bin 183386 -> 0 bytes .../langchain/langchain_chat_pandas_df.py | 206 --- .../langchain/langchain_llama_and_mistral.py | 75 - .../langchain/langchain_math_assistant.py | 28 - .../langchain/langchain_pdf_assistant.py | 184 --- .../langchain/langchain_with_memory.py | 27 - docs/examples/mistral/mistral_and_llama.py | 46 - docs/examples/mistral/mistral_api_chat.py | 28 - docs/examples/mistral/mistral_chat.py | 52 - docs/examples/mistral/mistral_with_memory.py | 62 - docs/examples/openai/ABC.csv | 1260 ----------------- docs/examples/openai/openai_async_chat.py | 31 - docs/examples/openai/openai_authentication.py | 68 - docs/examples/openai/openai_chat.py | 31 - .../openai/openai_chat_with_hvplot.py | 253 ---- docs/examples/openai/openai_hvplot.py | 98 -- .../openai/openai_image_generation.py | 25 - docs/examples/openai/openai_two_bots.py | 54 - docs/examples/openai/openai_with_memory.py | 32 - docs/examples/openai/tool_hvplot.json | 275 ---- docs/examples/openai/tool_renderer.json | 21 - docs/feature.md | 506 +++++++ docs/llama_index.md | 19 - mkdocs.yml | 12 +- panel_chat_examples/__init__.py | 7 - panel_chat_examples/_environment_widget.py | 144 -- panel_chat_examples/components/__init__.py | 7 - panel_chat_examples/components/chat_input.py | 74 - panel_chat_examples/components/status.py | 152 -- pyproject.toml | 20 +- scripts/generate_gallery.py | 11 +- tests/examples/__init__.py | 0 tests/examples/test_environment_widget.py | 53 - tests/ui/inputs.py | 224 +++ tests/ui/test_all.py | 4 +- 68 files changed, 985 insertions(+), 3645 deletions(-) create mode 100644 docs/assets/thumbnails/feature_control_callback_response.png create mode 100644 docs/assets/thumbnails/feature_custom_input_widgets.png create mode 100644 docs/assets/thumbnails/feature_echo_chat.png create mode 100644 docs/assets/thumbnails/feature_stream_echo_chat.png create mode 100644 docs/assets/videos/feature_control_callback_response.mp4 create mode 100644 docs/assets/videos/feature_custom_input_widgets.mp4 create mode 100644 docs/assets/videos/feature_echo_chat.mp4 create mode 100644 docs/assets/videos/feature_stream_echo_chat.mp4 delete mode 100644 docs/examples/basics/basic_chat.py delete mode 100644 docs/examples/basics/basic_custom_widgets.py delete mode 100644 docs/examples/components/component_chat_input.py delete mode 100644 docs/examples/components/component_environment_widget.py delete mode 100644 docs/examples/components/component_status.py create mode 100644 docs/examples/feature/feature_chained_response.py create mode 100644 docs/examples/feature/feature_control_callback_response.py create mode 100644 docs/examples/feature/feature_custom_input_widgets.py rename docs/examples/{features => feature}/feature_delayed_placeholder.py (74%) create mode 100644 docs/examples/feature/feature_echo_chat.py create mode 100644 docs/examples/feature/feature_slim_interface.py rename docs/examples/{basics/basic_streaming_chat_async.py => feature/feature_stream_echo_chat.py} (69%) delete mode 100644 docs/examples/features/feature_chained_response.py delete mode 100644 docs/examples/features/feature_replace_response.py delete mode 100644 docs/examples/features/feature_slim_interface.py delete mode 100644 docs/examples/langchain/example.pdf delete mode 100644 docs/examples/langchain/langchain_chat_pandas_df.py delete mode 100644 docs/examples/langchain/langchain_llama_and_mistral.py delete mode 100644 docs/examples/langchain/langchain_math_assistant.py delete mode 100644 docs/examples/langchain/langchain_pdf_assistant.py delete mode 100644 docs/examples/langchain/langchain_with_memory.py delete mode 100644 docs/examples/mistral/mistral_and_llama.py delete mode 100644 docs/examples/mistral/mistral_api_chat.py delete mode 100644 docs/examples/mistral/mistral_chat.py delete mode 100644 docs/examples/mistral/mistral_with_memory.py delete mode 100644 docs/examples/openai/ABC.csv delete mode 100644 docs/examples/openai/openai_async_chat.py delete mode 100644 docs/examples/openai/openai_authentication.py delete mode 100644 docs/examples/openai/openai_chat.py delete mode 100644 docs/examples/openai/openai_chat_with_hvplot.py delete mode 100644 docs/examples/openai/openai_hvplot.py delete mode 100644 docs/examples/openai/openai_image_generation.py delete mode 100644 docs/examples/openai/openai_two_bots.py delete mode 100644 docs/examples/openai/openai_with_memory.py delete mode 100644 docs/examples/openai/tool_hvplot.json delete mode 100644 docs/examples/openai/tool_renderer.json create mode 100644 docs/feature.md delete mode 100644 docs/llama_index.md delete mode 100644 panel_chat_examples/__init__.py delete mode 100644 panel_chat_examples/_environment_widget.py delete mode 100644 panel_chat_examples/components/__init__.py delete mode 100644 panel_chat_examples/components/chat_input.py delete mode 100644 panel_chat_examples/components/status.py delete mode 100644 tests/examples/__init__.py delete mode 100644 tests/examples/test_environment_widget.py create mode 100644 tests/ui/inputs.py diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json index 1bd1e50..6c61895 100644 --- a/.devcontainer/devcontainer.json +++ b/.devcontainer/devcontainer.json @@ -6,7 +6,7 @@ "codespaces": { "openFiles": [ "README.md", - "docs/examples/basics/basic_chat.py", + "docs/examples/features/feature_chat.py", "docs/examples/openai/openai_chat.py" ] }, diff --git a/.gitignore b/.gitignore index 8592da1..c7807b9 100644 --- a/.gitignore +++ b/.gitignore @@ -166,7 +166,6 @@ test-results/ cache/ .DS_STORE -docs/basics.md docs/components.md docs/features.md docs/langchain.md diff --git a/DEVELOPER_GUIDE.md b/DEVELOPER_GUIDE.md index 4571b97..698d3a2 100644 --- a/DEVELOPER_GUIDE.md +++ b/DEVELOPER_GUIDE.md @@ -37,7 +37,6 @@ On contribution: ```bash hatch run pytest -s -m ui --screenshot on --video on --headed -k -hatch run python scripts/postprocess_videos.py hatch run docs-build git checkout -b git add commit @@ -63,7 +62,7 @@ Please ensure it's installed on your system with pip install hatch ``` -Please ensure [Playwright](https://playwright.dev/python/) browsers are installed +Please ensure [Playwright](https://playwright.dev/python/) browsers are installed. ```bash hatch run playwright install chromium @@ -71,13 +70,13 @@ hatch run playwright install chromium The first time `hatch run ...` is run, it will install the required dependencies. -Please ensure `pre-commit` is installed by running +Please ensure `pre-commit` is installed by running: ```bash hatch run pre-commit install ``` -You will also need to set the below environment variables +You will also need to set the below environment variables if it's not already in your environment. ```bash export OPENAI_API_KEY=... @@ -103,7 +102,7 @@ hatch run test ## Run UI tests -To run the Playwright tests in *headed* mode (i.e. show the browser) you can run +To run the Playwright tests in *headed* mode (i.e. show the browser) you can run: ```bash hatch run pytest -s -m ui --headed diff --git a/README.md b/README.md index 873405b..abafb9e 100644 --- a/README.md +++ b/README.md @@ -8,7 +8,7 @@ Examples using [Panel](https://panel.holoviz.org/) and its [Chat Components](htt https://github.com/holoviz-topics/panel-chat-examples/assets/42288570/cdb78a39-b98c-44e3-886e-29de6a079bde -Panels Chat Components are available from Panel v1.3.0. +Panels Chat Components are available with `pip install "panel>=1.3.0"`; some examples require `pip install "panel>=1.4.0"`. ## Exploration @@ -21,8 +21,6 @@ To install and serve all examples: ```bash git clone https://github.com/holoviz-topics/panel-chat-examples cd panel-chat-examples -# Optionally create a new virtual environment with conda, venv, etc. -pip install . # Optionally set the OPENAI_API_KEY environment variable panel serve docs/examples/**/*.py --static-dirs thumbnails=docs/assets/thumbnails --autoreload ``` @@ -31,23 +29,6 @@ Then open [http://localhost:5006](http://localhost:5006) in your browser. ![Panel Index Page](https://raw.githubusercontent.com/holoviz-topics/panel-chat-examples/main/assets/images/panel-chat-examples-index-page.png) -### GPU Usage - -Note the default installation is not optimized for GPU usage. To enable GPU support for local -models (i.e. not OpenAI), install `ctransformers` with the [proper backend](https://github.com/marella/ctransformers#gpu) and modify the scripts configs' accordingly, e.g. `n_gpu_layers=1` for a single GPU. - -CUDA: - -```bash -pip install ctransformers[cuda] --no-binary ctransformers --no-cache --no-binary ctransformers --force -``` - -Mac M1/2: - -```bash -CT_METAL=1 hatch run pip install ctransformers --no-binary ctransformers --no-cache --no-binary ctransformers --force # for m1 -``` - ## Contributing We would ❤️ to collaborate with you. 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pn.chat.ChatInterface): - message = f"Echoing {user}: {contents}" - return message - - -chat_interface = pn.chat.ChatInterface(callback=callback) -chat_interface.send( - "Enter a message in the TextInput below and receive an echo!", - user="System", - respond=False, -) -chat_interface.servable() diff --git a/docs/examples/basics/basic_custom_widgets.py b/docs/examples/basics/basic_custom_widgets.py deleted file mode 100644 index b5cb8af..0000000 --- a/docs/examples/basics/basic_custom_widgets.py +++ /dev/null @@ -1,32 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` and custom widgets, -like `TextAreaInput` and `FileInput`, to create a chatbot that counts -the number of lines in a message or file. -""" - -import panel as pn - -pn.extension() - - -def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - lines = contents.strip().count("\n") - message = f"This snippet has {lines + 1} lines." - return message - - -text_input = pn.widgets.TextInput(placeholder="Send a message") -text_area_input = pn.widgets.TextAreaInput( - auto_grow=True, placeholder="Click Send to count lines." -) -file_input = pn.widgets.FileInput() -chat_interface = pn.chat.ChatInterface( - callback=callback, widgets=[text_input, text_area_input, file_input] -) -chat_interface.send( - "Enter a message in the TextAreaInput below to count how many lines there is, " - "or upload a file to count the number of lines in the file.", - user="System", - respond=False, -) -chat_interface.servable() diff --git a/docs/examples/components/component_chat_input.py b/docs/examples/components/component_chat_input.py deleted file mode 100644 index 11f7cc4..0000000 --- a/docs/examples/components/component_chat_input.py +++ /dev/null @@ -1,24 +0,0 @@ -""" -The `ChatInput` widget is a combination of a `TextInput` widget and a `Button`. -When the input is submitted the `TextInput` widget is cleared and ready to accept -a new input. - -If you need a `ChatInput` widget you can copy the code from -[here](https://github.com/holoviz-topics/panel-chat-examples/blob/main/panel_chat_examples/components/chat_input.py). -""" -import panel as pn - -from panel_chat_examples.components import ChatInput - -pn.extension() - -chat_input = ChatInput(placeholder="Say something") - - -def message(prompt): - if not prompt: - return "" - return f"User has sent the following prompt: **{prompt}**" - - -pn.Column(pn.bind(message, chat_input.param.value), chat_input, margin=25).servable() diff --git a/docs/examples/components/component_environment_widget.py b/docs/examples/components/component_environment_widget.py deleted file mode 100644 index e1a0473..0000000 --- a/docs/examples/components/component_environment_widget.py +++ /dev/null @@ -1,38 +0,0 @@ -""" -The [`EnvironmentWidgetBase`](https://github.com/holoviz-topics/panel-chat-examples/blob/main/panel_chat_examples/_environment_widget.py) -class enables you to manage variable values from a combination of custom values, -environment variables and user input. - -Its very useful when you don't have the resources to provide API keys for services -like OpenAI. It will determine which variables have not been set as environment -variables and ask the user for them. -""" -# Longer term we should try to get this widget included in Panel -import panel as pn -import param - -from panel_chat_examples import EnvironmentWidgetBase - -pn.extension() - - -class EnvironmentWidget(EnvironmentWidgetBase): - """An example Environment Widget for managing environment variables""" - - OPENAI_API_KEY = param.String(doc="A key for the OpenAI api") - WEAVIATE_API_KEY = param.String(doc="A key for the Weaviate api") - LANGCHAIN_API_KEY = param.String(doc="A key for the LangChain api") - - -environment = EnvironmentWidget(max_width=1000) -pn.template.FastListTemplate( - title="Environment Widget", - sidebar=[environment], - main=[ - __doc__, - pn.Column( - environment.param.variables_set, - environment.param.variables_not_set, - ), - ], -).servable() diff --git a/docs/examples/components/component_status.py b/docs/examples/components/component_status.py deleted file mode 100644 index 9b6255e..0000000 --- a/docs/examples/components/component_status.py +++ /dev/null @@ -1,36 +0,0 @@ -""" -The `Status` *indicator* can report progress in steps and with -detailed context. - -If you need a `Status` widget you can copy the code from -[here](https://github.com/holoviz-topics/panel-chat-examples/blob/main/panel_chat_examples/components/chat_input/components/status.py). -""" -import time - -import panel as pn - -from panel_chat_examples.components import Status - -status = Status("Downloading data...", sizing_mode="stretch_width") - - -def run(_): - with status.report() as progress: - status.collapsed = False - progress("Searching for data...") - time.sleep(1.5) - progress("Downloading data...") - time.sleep(1.5) - progress("Validating data...") - time.sleep(1.5) - status.collapsed = True - - -run_button = pn.widgets.Button( - name="Run", on_click=run, button_type="primary", button_style="outline" -) - -pn.Column( - status, - run_button, -).servable() diff --git a/docs/examples/feature/feature_chained_response.py b/docs/examples/feature/feature_chained_response.py new file mode 100644 index 0000000..eac00dd --- /dev/null +++ b/docs/examples/feature/feature_chained_response.py @@ -0,0 +1,51 @@ +""" +Demonstrates how to chain responses from a single message in the callback. + +Highlight: + +- The `respond` parameter in the `send` method is used to chain responses. +- It's also possible to use `respond` as a method to chain responses. +""" + +from asyncio import sleep + +import panel as pn + +pn.extension() + +PERSON_1 = "Happy User" +PERSON_2 = "Excited User" +PERSON_3 = "Passionate User" + + +async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + await sleep(2) + if user == "User": + instance.send( + f"Hey, {PERSON_2}! Did you hear the user?", + user=PERSON_1, + avatar="😊", + respond=True, # This is the default, but it's here for clarity + ) + elif user == PERSON_1: + user_message = instance.objects[-2] + user_contents = user_message.object + yield pn.chat.ChatMessage( + f'Yeah, they said "{user_contents}"! Did you also hear {PERSON_3}?', + user=PERSON_2, + avatar="😄", + ) + instance.respond() + elif user == PERSON_2: + instance.send( + f"Yup, I heard!", + user=PERSON_3, + avatar="😆", + respond=False, + ) + + +chat_interface = pn.chat.ChatInterface( + help_text="Send a message to start the conversation!", callback=callback +) +chat_interface.servable() diff --git a/docs/examples/feature/feature_control_callback_response.py b/docs/examples/feature/feature_control_callback_response.py new file mode 100644 index 0000000..a2ef65b --- /dev/null +++ b/docs/examples/feature/feature_control_callback_response.py @@ -0,0 +1,58 @@ +""" +Demonstrates how to precisely control the callback response. + +Highlights: + +- Use a placeholder text to display a message while waiting for the response. +- Use a placeholder threshold to control when the placeholder text is displayed. +- Use send instead of stream/yield/return to keep the placeholder text while still sending a message, ensuring respond=False to avoid a recursive loop. +- Use yield to continuously update the response message. +- Use pn.chat.ChatMessage or dict to send a message with a custom user and avatar. +""" + +from asyncio import sleep +from random import choice + +import panel as pn + +pn.extension() + + +async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + await sleep(0.5) + # use send instead of stream/yield/return to keep the placeholder text + # while still sending a message; ensure respond=False to avoid a recursive loop + instance.send( + "Let me flip the coin for you...", user="Game Master", avatar="🎲", respond=False + ) + await sleep(1) + + characters = "/|\\_" + index = 0 + for _ in range(0, 28): + index = (index + 1) % len(characters) + # use yield to continuously update the response message + # use pn.chat.ChatMessage to send a message with a custom user and avatar + yield pn.chat.ChatMessage("\r" + characters[index], user="Coin", avatar="🪙") + await sleep(0.005) + + result = choice(["heads", "tails"]) + if result in contents.lower(): + # equivalently, use a dict instead of a pn.chat.ChatMessage + yield {"object": f"Woohoo, {result}! You win!", "user": "Coin", "avatar": "🎲"} + else: + yield {"object": f"Aw, got {result}. Try again!", "user": "Coin", "avatar": "🎲"} + + +chat_interface = pn.chat.ChatInterface( + widgets=[ + pn.widgets.RadioButtonGroup( + options=["Heads!", "Tails!"], button_type="primary", button_style="outline" + ) + ], + callback=callback, + help_text="Select heads or tails, then click send!", + placeholder_text="Waiting for the result...", + placeholder_threshold=0.1, +) +chat_interface.servable() diff --git a/docs/examples/feature/feature_custom_input_widgets.py b/docs/examples/feature/feature_custom_input_widgets.py new file mode 100644 index 0000000..a0c415f --- /dev/null +++ b/docs/examples/feature/feature_custom_input_widgets.py @@ -0,0 +1,36 @@ +""" +Demonstrates how to use the `ChatInterface` and custom widgets, +like `ChatAreaInput` and `FileInput`, to create a chatbot that counts +the number of lines in a message or file. + +Highlights: + +- The `ChatAreaInput` and `FileInput` widgets are used to create a custom + chatbot that counts the number of lines in a message or file. +- The `callback` function is used to count the number of lines in the message + or file and return the result to the User. +""" + +import panel as pn + +pn.extension() + + +def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + lines = contents.strip().count("\n") + message = f"This snippet has {lines + 1} lines." + return message + + +chat_input = pn.chat.ChatAreaInput(placeholder="Send a message") +file_input = pn.widgets.FileInput(accept=".py") +chat_interface = pn.chat.ChatInterface( + callback=callback, widgets=[chat_input, file_input] +) +chat_interface.send( + "Enter a message in the ChatAreaInput below to count how many lines there is, " + "or upload a Python file to count the number of lines in the file.", + user="System", + respond=False, +) +chat_interface.servable() diff --git a/docs/examples/features/feature_delayed_placeholder.py b/docs/examples/feature/feature_delayed_placeholder.py similarity index 74% rename from docs/examples/features/feature_delayed_placeholder.py rename to docs/examples/feature/feature_delayed_placeholder.py index eaac1ec..fe05f1a 100644 --- a/docs/examples/features/feature_delayed_placeholder.py +++ b/docs/examples/feature/feature_delayed_placeholder.py @@ -1,5 +1,11 @@ """ Demonstrates how to delay the display of the placeholder. + +Highlights: + +- The `placeholder_threshold` parameter is used to delay the display of the placeholder. + If the response time is less than the threshold, the placeholder will not be displayed. +- The `placeholder_text` parameter is used to customize the placeholder text. """ from asyncio import sleep diff --git a/docs/examples/feature/feature_echo_chat.py b/docs/examples/feature/feature_echo_chat.py new file mode 100644 index 0000000..596b2a2 --- /dev/null +++ b/docs/examples/feature/feature_echo_chat.py @@ -0,0 +1,25 @@ +""" +Demonstrates how to use the `ChatInterface` and a `callback` function to respond. + +Highlights: + +- The `ChatInterface` and a `callback` function are used to create a + chatbot that echoes back the message entered by the User. +- The `help_text` parameter is used to provide instructions to the User. +""" + +import panel as pn + +pn.extension() + + +def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + message = f"Echoing {user}: {contents}" + return message + + +chat_interface = pn.chat.ChatInterface( + callback=callback, + help_text="Enter a message in the TextInput below and receive an echo!", +) +chat_interface.servable() diff --git a/docs/examples/feature/feature_slim_interface.py b/docs/examples/feature/feature_slim_interface.py new file mode 100644 index 0000000..6824b66 --- /dev/null +++ b/docs/examples/feature/feature_slim_interface.py @@ -0,0 +1,58 @@ +""" +Demonstrates how to create a slim `ChatInterface` that fits in the sidebar. + +Highlights: + +- The `ChatInterface` is placed in the sidebar. +- Set `show_*` parameters to `False` to hide the respective buttons. +- Use `message_params` to customize the appearance of each chat messages. +""" +import panel as pn + +pn.extension() + + +async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + message = f"Echoing {user}: {contents}" + return message + + +chat_interface = pn.chat.ChatInterface( + callback=callback, + show_send=False, + show_rerun=False, + show_undo=False, + show_clear=False, + show_avatar=False, + show_timestamp=False, + show_button_name=False, + show_reaction_icons=False, + sizing_mode="stretch_width", + height=700, + message_params={ + "stylesheets": [ + """ + .message { + font-size: 1em; + } + .name { + font-size: 0.9em; + } + .timestamp { + font-size: 0.9em; + } + """ + ] + }, +) + +main = """ +We've put a *slim* `ChatInterface` in the sidebar. In the main area you +could add the object you are chatting about +""" + +pn.template.FastListTemplate( + main=[main], + sidebar=[chat_interface], + sidebar_width=500, +).servable() diff --git a/docs/examples/basics/basic_streaming_chat_async.py b/docs/examples/feature/feature_stream_echo_chat.py similarity index 69% rename from docs/examples/basics/basic_streaming_chat_async.py rename to docs/examples/feature/feature_stream_echo_chat.py index 14ae119..f8166b5 100644 --- a/docs/examples/basics/basic_streaming_chat_async.py +++ b/docs/examples/feature/feature_stream_echo_chat.py @@ -4,6 +4,12 @@ The chatbot Assistant echoes back the message entered by the User in an *async streaming* fashion. + +Highlights: + +- The function is defined as `async` and uses `yield` to stream back responses. +- Initialize `message` first to gather the characters and then `yield` it; + without it, only one letter would be displayed at a time. """ @@ -25,7 +31,7 @@ async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): chat_interface = pn.chat.ChatInterface(callback=callback) chat_interface.send( - "Enter a message in the TextInput below and receive an echo!", + "Enter a message below and receive an echo!", user="System", respond=False, ) diff --git a/docs/examples/features/feature_chained_response.py b/docs/examples/features/feature_chained_response.py deleted file mode 100644 index 739b054..0000000 --- a/docs/examples/features/feature_chained_response.py +++ /dev/null @@ -1,36 +0,0 @@ -""" -Demonstrates how to chain responses in a `ChatInterface`. -""" - -from time import sleep - -import panel as pn - -pn.extension() - -ARM_BOT = "Arm Bot" -LEG_BOT = "Leg Bot" - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - sleep(1) - if user == "User": - yield { - "user": ARM_BOT, - "avatar": "🦾", - "object": f"Hey, {LEG_BOT}! Did you hear the user?", - } - instance.respond() - elif user == ARM_BOT: - user_message = instance.objects[-2] - user_contents = user_message.object - yield { - "user": LEG_BOT, - "avatar": "🦿", - "object": f'Yeah! They said "{user_contents}".', - } - - -chat_interface = pn.chat.ChatInterface(callback=callback) -chat_interface.send("Send a message!", user="System", respond=False) -chat_interface.servable() diff --git a/docs/examples/features/feature_replace_response.py b/docs/examples/features/feature_replace_response.py deleted file mode 100644 index eba9569..0000000 --- a/docs/examples/features/feature_replace_response.py +++ /dev/null @@ -1,43 +0,0 @@ -""" -Demonstrates how to update the response of the `ChatInterface`. -""" - -from asyncio import sleep -from random import choice - -import panel as pn - -pn.extension() - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - yield "Let me flip the coin for you..." - await sleep(1) - - characters = "/|\\_" - index = 0 - for _ in range(0, 28): - index = (index + 1) % len(characters) - yield "\r" + characters[index] - await sleep(0.005) - - result = choice(["heads", "tails"]) - if result in contents.lower(): - yield f"Woohoo, {result}! You win!" - else: - yield f"Aw, got {result}. Try again!" - - -chat_interface = pn.chat.ChatInterface( - widgets=[ - pn.widgets.RadioButtonGroup( - options=["Heads!", "Tails!"], button_type="primary", button_style="outline" - ) - ], - callback=callback, - callback_user="Game Master", -) -chat_interface.send( - "Select heads or tails, then click send!", user="System", respond=False -) -chat_interface.servable() diff --git a/docs/examples/features/feature_slim_interface.py b/docs/examples/features/feature_slim_interface.py deleted file mode 100644 index 58de363..0000000 --- a/docs/examples/features/feature_slim_interface.py +++ /dev/null @@ -1,34 +0,0 @@ -""" -Demonstrates how to create a slim `ChatInterface` that fits in the sidebar. -""" -import panel as pn - -pn.extension() - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - message = f"Echoing {user}: {contents}" - return message - - -chat_interface = pn.chat.ChatInterface( - callback=callback, - show_send=False, - show_rerun=False, - show_undo=False, - show_clear=False, - show_button_name=False, - sizing_mode="stretch_both", - min_height=200, - width=475, -) -chat_interface.send("Send a message and hear an echo!", user="System", respond=False) - -pn.template.FastListTemplate( - main=[ - """We've put a *slim* `ChatInterface` in the sidebar. In the main area you \ -could add the object you are chatting about""" - ], - sidebar=[chat_interface], - sidebar_width=500, -).servable() diff --git a/docs/examples/langchain/example.pdf b/docs/examples/langchain/example.pdf deleted file mode 100644 index 166071a3b506282bcc7f2cb83b06f9bd74615bcf..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 183386 zcmce-1yq#n+Al63D2O1^B_o}~^b8%+9n#$(-5@C-(jnc_DIL-vNH-`Uozj9dg8zB< z+26N4=iBdDYoGUBe-?}N%y2*RT)+FO-*w&BFe!;iaDjm^Jf_Lr?G-#Q00gi%eu2l& z&;88F%*e&w3BdZy(#hV|%GH()k6X#f-qh8^4E?66wUrS!`d)x77z{`M=O3%B?Cr#i zT+9HhV!RL#1PTU$K_Cbm27_^cKrHBA^g4Na)BpPtK|wq-JJUa8fc{Gs6C(f^k6Tn8 zz^!2KWNT#euSM{GEqdDLm8h}85xC;8YRxZv;W=_xS zZ5{0G%>EwQ07vneMq;F9H$ulFrxj2iw){6N&oE_#?)GV~1BU>)f8sA5>Z4R)x!( z$Hr(;fdVoev$ma+p(c+EsplvnuzgdbAN?3@Q4@JCVXCe!Q~Xx!Rxy(|zig;4q|acn z<=otq^=aqi$MLJv-BMRL0@2e9%;ay(Vb^;l{I0tCaR=6EYHF&7#*5C9ydM&d)2BJ* z*4TQ}$9%VMryb!HH%c+@R#MJE-z$#uM_5@I4-I7lbp^iYq#$9 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zo;VP-{Bv&r4CGG(+yQu)*zEwdk41j~X91CAtad=Q2U{-yObNrLApiz&Fjij#5Uj^K z4*>B%(iOWMplh+$hX5ROEZP7L1Bh^7^+f`qDlEDJf^{Id2Eb6*F(@ct`(X1Rkkf=< z$D07yA8}w0H#0j2E4ND`A_AIr_pN?^ukDfmP*=zUs9gzc_xCL!1t)7~W&j=kxgp^0 YVdm!XpZft&6d;t~m)O{3RAn#ye}J$^Z2$lO diff --git a/docs/examples/langchain/langchain_chat_pandas_df.py b/docs/examples/langchain/langchain_chat_pandas_df.py deleted file mode 100644 index 041374a..0000000 --- a/docs/examples/langchain/langchain_chat_pandas_df.py +++ /dev/null @@ -1,206 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` and `PanelCallbackHandler` to create a -chatbot to talk to your Pandas DataFrame. This is heavily inspired by the -[LangChain `chat_pandas_df` Reference Example](https://github.com/langchain-ai/streamlit-agent/blob/main/streamlit_agent/chat_pandas_df.py). -""" -from __future__ import annotations - -from pathlib import Path -from textwrap import dedent - -import pandas as pd -import panel as pn -import param -import requests -from langchain.agents import AgentType -from langchain.chat_models import ChatOpenAI -from langchain_experimental.agents.agent_toolkits import create_pandas_dataframe_agent - -from panel_chat_examples import EnvironmentWidgetBase - -pn.extension("perspective") - -PENGUINS_URL = ( - "https://raw.githubusercontent.com/mwaskom/seaborn-data/master/penguins.csv" -) -PENGUINS_PATH = Path(__file__).parent / "penguins.csv" -if not PENGUINS_PATH.exists(): - response = requests.get(PENGUINS_URL) - PENGUINS_PATH.write_text(response.text) - -FILE_DOWNLOAD_STYLE = """ -.bk-btn a { - padding: 0px; -} -.bk-btn-group > button, .bk-input-group > button { - font-size: small; -} -""" - - -class Environment(EnvironmentWidgetBase): - """Will be asking the user for the API Key if not set as environment variable""" - - OPENAI_API_KEY = param.String() - - -class AgentConfig(param.Parameterized): - """Configuration used for the Pandas Agent""" - - user = param.String("Pandas Agent") - avatar = param.String("🐼") - - show_chain_of_thought = param.Boolean(default=False) - - def _get_agent_message(self, message: str) -> pn.chat.ChatMessage: - return pn.chat.ChatMessage(message, user=self.user, avatar=self.avatar) - - -class AppState(param.Parameterized): - data = param.DataFrame() - - llm = param.Parameter(constant=True) - pandas_df_agent = param.Parameter(constant=True) - - config: AgentConfig = param.ClassSelector(class_=AgentConfig) - environ: Environment = param.ClassSelector(class_=Environment, constant=True) - - def __init__( - self, config: AgentConfig | None = None, environ: Environment | None = None - ): - if not config: - config = AgentConfig() - if not environ: - environ = Environment() - super().__init__(config=config, environ=environ) - - @param.depends("environ.OPENAI_API_KEY", on_init=True, watch=True) - def _reset_llm(self): - with param.edit_constant(self): - if self.environ.OPENAI_API_KEY: - self.llm = ChatOpenAI( - temperature=0, - model="gpt-3.5-turbo-0613", - api_key=self.environ.OPENAI_API_KEY, - streaming=True, - ) - else: - self.llm = None - - @param.depends("llm", "data", on_init=True, watch=True) - def _reset_pandas_df_agent(self): - with param.edit_constant(self): - if not self.error_message: - self.pandas_df_agent = create_pandas_dataframe_agent( - self.llm, - self.data, - verbose=True, - agent_type=AgentType.OPENAI_FUNCTIONS, - handle_parsing_errors=True, - ) - else: - self.pandas_df_agent = None - - @property - def error_message(self): - if not self.llm and self.data is None: - return dedent( - """\ - Please provide your `OPENAI_API_KEY`, **upload a `.csv` file** - and click the **send** button.""" - ) - if not self.llm: - return "Please provide your `OPENAI_API_KEY`." - if self.data is None: - return "Please **upload a `.csv` file** and click the **send** button." - return "" - - @property - def welcome_message(self): - return dedent( - f""" - I'm your LangChain Pandas DataFrame Agent. - - I execute LLM generated Python code under the hood - this can be bad if - the `llm` generated Python code is harmful. Use cautiously! - - {self.error_message}""" - ).strip() - - async def callback(self, contents, user, instance): - if isinstance(contents, pd.DataFrame): - self.data = contents - instance.active = 1 - message = self.config._get_agent_message( - dedent( - """You can ask me anything about the data. For example 'how many - species are there?'""" - ) - ) - return message - - if self.error_message: - message = self.config._get_agent_message(self.error_message) - return message - - if self.config.show_chain_of_thought: - langchain_callbacks = [ - pn.chat.langchain.PanelCallbackHandler(instance=instance) - ] - else: - langchain_callbacks = [] - - response = await self.pandas_df_agent.arun( - contents, callbacks=langchain_callbacks - ) - message = self.config._get_agent_message(response) - return message - - -state = AppState() - -chat_interface = pn.chat.ChatInterface( - widgets=[ - pn.widgets.FileInput(name="Upload"), - pn.widgets.TextInput(name="Message", placeholder="Send a message"), - ], - renderers=pn.pane.Perspective, - callback=state.callback, - callback_exception="verbose", - show_rerun=False, - show_undo=False, - show_clear=False, - min_height=400, -) -chat_interface.send( - state.welcome_message, - user=state.config.user, - avatar=state.config.avatar, - respond=False, -) - -download_button = pn.widgets.FileDownload( - PENGUINS_PATH, - button_type="primary", - button_style="outline", - height=30, - width=335, - stylesheets=[FILE_DOWNLOAD_STYLE], -) - -layout = pn.template.MaterialTemplate( - title="🦜 LangChain - Chat with Pandas DataFrame", - main=[chat_interface], - sidebar=[ - download_button, - "#### Agent Settings", - state.config.param.show_chain_of_thought, - ], -) - -if state.environ.variables_not_set: - layout.sidebar.append(state.environ) - -layout.servable() diff --git a/docs/examples/langchain/langchain_llama_and_mistral.py b/docs/examples/langchain/langchain_llama_and_mistral.py deleted file mode 100644 index d1dbdb6..0000000 --- a/docs/examples/langchain/langchain_llama_and_mistral.py +++ /dev/null @@ -1,75 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create a chatbot using -[Llama2](https://ai.meta.com/llama/) and [Mistral](https://docs.mistral.ai). -""" - -import panel as pn -from langchain.chains import LLMChain -from langchain.llms import CTransformers -from langchain.prompts import PromptTemplate - -pn.extension() - -MODEL_KWARGS = { - "llama": { - "model": "TheBloke/Llama-2-7b-Chat-GGUF", - "model_file": "llama-2-7b-chat.Q5_K_M.gguf", - }, - "mistral": { - "model": "TheBloke/Mistral-7B-Instruct-v0.1-GGUF", - "model_file": "mistral-7b-instruct-v0.1.Q4_K_M.gguf", - }, -} - -# We cache the chains and responses to speed up things -llm_chains = pn.state.cache["llm_chains"] = pn.state.cache.get("llm_chains", {}) -responses = pn.state.cache["responses"] = pn.state.cache.get("responses", {}) - -TEMPLATE = """[INST] You are a friendly chat bot who's willing to help answer the -user: -{user_input} [/INST] -""" - -CONFIG = {"max_new_tokens": 256, "temperature": 0.5} - - -def _get_llm_chain(model, template=TEMPLATE, config=CONFIG): - llm = CTransformers(**MODEL_KWARGS[model], config=config, streaming=True) - prompt = PromptTemplate(template=template, input_variables=["user_input"]) - llm_chain = LLMChain(prompt=prompt, llm=llm) - return llm_chain - - -# Cannot use pn.cache due to https://github.com/holoviz/panel/issues/4236 -async def _get_response(contents: str, model: str) -> str: - key = (contents, model) - if key in responses: - return responses[key] - - llm_chain = llm_chains[model] - response = responses[key] = await llm_chain.apredict(user_input=contents) - return response - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - for model in MODEL_KWARGS: - if model not in llm_chains: - instance.placeholder_text = ( - f"Downloading {model}, this may take a few minutes, " - f"or longer, depending on your internet connection." - ) - llm_chains[model] = _get_llm_chain(model) - - message = None - response = await _get_response(contents, model) - for chunk in response: - message = instance.stream(chunk, user=model.title(), message=message) - - -chat_interface = pn.chat.ChatInterface(callback=callback, placeholder_threshold=0.1) -chat_interface.send( - "Send a message to get a reply from both Llama 2 and Mistral (7B)!", - user="System", - respond=False, -) -chat_interface.servable() diff --git a/docs/examples/langchain/langchain_math_assistant.py b/docs/examples/langchain/langchain_math_assistant.py deleted file mode 100644 index 90efacd..0000000 --- a/docs/examples/langchain/langchain_math_assistant.py +++ /dev/null @@ -1,28 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create -a math chatbot using OpenAI and the `PanelCallbackHandler` for -[LangChain](https://python.langchain.com/docs/get_started/introduction). See -[LangChain Callbacks](https://python.langchain.com/docs/modules/callbacks/). -""" - -import panel as pn -from langchain.chains import LLMMathChain -from langchain.llms import OpenAI - -pn.extension() - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - final_answer = await llm_math.arun(question=contents) - instance.stream(final_answer, message=instance.objects[-1]) - - -chat_interface = pn.chat.ChatInterface(callback=callback, callback_user="Langchain") -chat_interface.send( - "Send a math question to get an answer from MathGPT!", user="System", respond=False -) - -callback_handler = pn.chat.langchain.PanelCallbackHandler(chat_interface) -llm = OpenAI(streaming=True, callbacks=[callback_handler]) -llm_math = LLMMathChain.from_llm(llm, verbose=True) -chat_interface.servable() diff --git a/docs/examples/langchain/langchain_pdf_assistant.py b/docs/examples/langchain/langchain_pdf_assistant.py deleted file mode 100644 index c34043f..0000000 --- a/docs/examples/langchain/langchain_pdf_assistant.py +++ /dev/null @@ -1,184 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to chat about a PDF using -OpenAI, [LangChain](https://python.langchain.com/docs/get_started/introduction) and -[Chroma](https://docs.trychroma.com/). -""" - -import tempfile -from pathlib import Path - -import panel as pn -import param -from langchain.chains import RetrievalQA -from langchain.document_loaders import PyPDFLoader -from langchain.embeddings import OpenAIEmbeddings -from langchain.llms import OpenAI -from langchain.text_splitter import CharacterTextSplitter -from langchain.vectorstores import Chroma - -from panel_chat_examples import EnvironmentWidgetBase - -EXAMPLE_PDF = Path(__file__).parent / "example.pdf" -TTL = 1800 # 30 minutes - -pn.extension() - -# Define the Retrieval Question/ Answer Chain -# We use caching to speed things up - - -@pn.cache(ttl=TTL) -def _get_texts(pdf): - # load documents - with tempfile.NamedTemporaryFile("wb", delete=False) as f: - f.write(pdf) - file_name = f.name - loader = PyPDFLoader(file_name) - documents = loader.load() - - # split the documents into chunks - text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0) - return text_splitter.split_documents(documents) - - -@pn.cache(ttl=TTL) -def _get_vector_db(pdf, openai_api_key): - texts = _get_texts(pdf) - # select which embeddings we want to use - embeddings = OpenAIEmbeddings(openai_api_key=openai_api_key) - # create the vectorestore to use as the index - return Chroma.from_documents(texts, embeddings) - - -@pn.cache(ttl=TTL) -def _get_retriever(pdf, openai_api_key: str, number_of_chunks: int): - db = _get_vector_db(pdf, openai_api_key) - return db.as_retriever( - search_type="similarity", search_kwargs={"k": number_of_chunks} - ) - - -@pn.cache(ttl=TTL) -def _get_retrieval_qa( - pdf: bytes, number_of_chunks: int, chain_type: str, openai_api_key: str -): - retriever = _get_retriever(pdf, openai_api_key, number_of_chunks) - return RetrievalQA.from_chain_type( - llm=OpenAI(openai_api_key=openai_api_key), - chain_type=chain_type, - retriever=retriever, - return_source_documents=True, - verbose=True, - ) - - -def _get_response(contents): - qa = _get_retrieval_qa( - state.pdf, state.number_of_chunks, state.chain_type, environ.OPENAI_API_KEY - ) - response = qa({"query": contents}) - chunks = [] - - for chunk in response["source_documents"][::-1]: - name = f"Chunk {chunk.metadata['page']}" - content = chunk.page_content - chunks.insert(0, (name, content)) - return response, chunks - - -# Define the Application State -class EnvironmentWidget(EnvironmentWidgetBase): - OPENAI_API_KEY: str = param.String() - - -class State(param.Parameterized): - pdf: bytes = param.Bytes() - number_of_chunks: int = param.Integer(default=2, bounds=(1, 5), step=1) - chain_type: str = param.Selector( - objects=["stuff", "map_reduce", "refine", "map_rerank"] - ) - - -environ = EnvironmentWidget() -state = State() - -# Define the widgets -pdf_input = pn.widgets.FileInput.from_param(state.param.pdf, accept=".pdf", height=50) -text_input = pn.widgets.TextInput(placeholder="First, upload a PDF!") -chain_type_input = pn.widgets.RadioButtonGroup.from_param( - state.param.chain_type, - orientation="vertical", - sizing_mode="stretch_width", - button_type="primary", - button_style="outline", -) - -# Define and configure the ChatInterface - - -def _get_validation_message(): - pdf = state.pdf - openai_api_key = environ.OPENAI_API_KEY - if not pdf and not openai_api_key: - return "Please first enter an OpenAI Api key and upload a PDF!" - if not pdf: - return "Please first upload a PDF!" - if not openai_api_key: - return "Please first enter an OpenAI Api key!" - return "" - - -def _send_not_ready_message(chat_interface) -> bool: - message = _get_validation_message() - - if message: - chat_interface.send({"user": "System", "object": message}, respond=False) - return bool(message) - - -async def respond(contents, user, chat_interface): - if _send_not_ready_message(chat_interface): - return - if chat_interface.active == 0: - chat_interface.active = 1 - chat_interface.active_widget.placeholder = "Ask questions here!" - yield {"user": "OpenAI", "object": "Let's chat about the PDF!"} - return - - response, documents = _get_response(contents) - pages_layout = pn.Accordion(*documents, sizing_mode="stretch_width", max_width=800) - answers = pn.Column(response["result"], pages_layout) - - yield {"user": "OpenAI", "object": answers} - - -chat_interface = pn.chat.ChatInterface( - callback=respond, - sizing_mode="stretch_width", - widgets=[pdf_input, text_input], - disabled=True, -) - - -@pn.depends(state.param.pdf, environ.param.OPENAI_API_KEY, watch=True) -def _enable_chat_interface(pdf, openai_api_key): - if pdf and openai_api_key: - chat_interface.disabled = False - else: - chat_interface.disabled = True - - -_send_not_ready_message(chat_interface) - -## Wrap the app in a nice template - -template = pn.template.BootstrapTemplate( - sidebar=[ - environ, - state.param.number_of_chunks, - "Chain Type:", - chain_type_input, - ], - main=[chat_interface], -) -template.servable() diff --git a/docs/examples/langchain/langchain_with_memory.py b/docs/examples/langchain/langchain_with_memory.py deleted file mode 100644 index 86dd9ee..0000000 --- a/docs/examples/langchain/langchain_with_memory.py +++ /dev/null @@ -1,27 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create a chatbot with memory using -OpenAI and [LangChain](https://python.langchain.com/docs/get_started/introduction). -""" - -import panel as pn -from langchain.chains import ConversationChain -from langchain.chat_models import ChatOpenAI -from langchain.memory import ConversationBufferMemory - -pn.extension() - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - await chain.apredict(input=contents) - - -chat_interface = pn.chat.ChatInterface(callback=callback, callback_user="ChatGPT") -chat_interface.send( - "Send a message to get a reply from ChatGPT!", user="System", respond=False -) - -callback_handler = pn.chat.langchain.PanelCallbackHandler(chat_interface) -llm = ChatOpenAI(streaming=True, callbacks=[callback_handler]) -memory = ConversationBufferMemory() -chain = ConversationChain(llm=llm, memory=memory) -chat_interface.servable() diff --git a/docs/examples/mistral/mistral_and_llama.py b/docs/examples/mistral/mistral_and_llama.py deleted file mode 100644 index 5a459e3..0000000 --- a/docs/examples/mistral/mistral_and_llama.py +++ /dev/null @@ -1,46 +0,0 @@ -""" -Demonstrates how to use the ChatInterface widget to create a chatbot using -Llama2 and Mistral. -""" - -import panel as pn -from ctransformers import AutoModelForCausalLM - -pn.extension() - -MODEL_ARGUMENTS = { - "llama": { - "args": ["TheBloke/Llama-2-7b-Chat-GGUF"], - "kwargs": {"model_file": "llama-2-7b-chat.Q5_K_M.gguf"}, - }, - "mistral": { - "args": ["TheBloke/Mistral-7B-Instruct-v0.1-GGUF"], - "kwargs": {"model_file": "mistral-7b-instruct-v0.1.Q4_K_M.gguf"}, - }, -} - - -def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - for model in MODEL_ARGUMENTS: - if model not in pn.state.cache: - pn.state.cache[model] = AutoModelForCausalLM.from_pretrained( - *MODEL_ARGUMENTS[model]["args"], - **MODEL_ARGUMENTS[model]["kwargs"], - gpu_layers=1, - ) - - llm = pn.state.cache[model] - response = llm(contents, max_new_tokens=512, stream=True) - - message = None - for chunk in response: - message = instance.stream(chunk, user=model.title(), message=message) - - -chat_interface = pn.chat.ChatInterface(callback=callback) -chat_interface.send( - "Send a message to get a reply from both Llama 2 and Mistral (7B)!", - user="System", - respond=False, -) -chat_interface.servable() diff --git a/docs/examples/mistral/mistral_api_chat.py b/docs/examples/mistral/mistral_api_chat.py deleted file mode 100644 index b06ef22..0000000 --- a/docs/examples/mistral/mistral_api_chat.py +++ /dev/null @@ -1,28 +0,0 @@ -import panel as pn -from mistralai.client import MistralClient -from mistralai.models.chat_completion import ChatMessage - -pn.extension() - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - messages.append(ChatMessage(role="user", content=contents)) - - mistral_response = "" - for chunk in client.chat_stream(model="mistral-tiny", messages=messages): - response = chunk.choices[0].delta.content - if response is not None: - mistral_response += response - yield mistral_response - - if mistral_response: - messages.append(ChatMessage(role="assistant", content=mistral_response)) - - -messages = [] -client = MistralClient() # api_key=os.environ.get("MISTRAL_API_KEY", None) -chat_interface = pn.chat.ChatInterface(callback=callback, callback_user="Mistral AI") -chat_interface.send( - "Send a message to get a reply from Mistral AI!", user="System", respond=False -) -chat_interface.servable() diff --git a/docs/examples/mistral/mistral_chat.py b/docs/examples/mistral/mistral_chat.py deleted file mode 100644 index 6557eb8..0000000 --- a/docs/examples/mistral/mistral_chat.py +++ /dev/null @@ -1,52 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create a chatbot using -[Mistral](https://docs.mistral.ai) through -[CTransformers](https://github.com/marella/ctransformers). -""" - -import panel as pn -from ctransformers import AutoConfig, AutoModelForCausalLM, Config - -pn.extension() - -llms = pn.state.cache["llms"] = pn.state.cache.get("llms", {}) - -INSTRUCTIONS = "You are a friendly chat bot willing to help out the user." - - -def apply_template(instructions, contents): - text_row = f"""[INST]{instructions} {contents}[/INST]""" - return text_row - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - if "mistral" not in llms: - instance.placeholder_text = "Downloading model; please wait..." - config = AutoConfig( - config=Config( - temperature=0.5, max_new_tokens=2048, context_length=2048, gpu_layers=1 - ), - ) - llms["mistral"] = AutoModelForCausalLM.from_pretrained( - "TheBloke/Mistral-7B-Instruct-v0.1-GGUF", - model_file="mistral-7b-instruct-v0.1.Q4_K_M.gguf", - config=config, - ) - - llm = llms["mistral"] - response = llm(apply_template(INSTRUCTIONS, contents), stream=True) - message = "" - for token in response: - message += token - yield message - - -chat_interface = pn.chat.ChatInterface( - callback=callback, - callback_user="Mistral", - reset_on_send=True, -) -chat_interface.send( - "Send a message to get a reply from Mistral!", user="System", respond=False -) -chat_interface.servable() diff --git a/docs/examples/mistral/mistral_with_memory.py b/docs/examples/mistral/mistral_with_memory.py deleted file mode 100644 index d4b1fa9..0000000 --- a/docs/examples/mistral/mistral_with_memory.py +++ /dev/null @@ -1,62 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create a chatbot using -[Mistral](https://docs.mistral.ai) through -[CTransformers](https://github.com/marella/ctransformers). The chatbot includes a -memory of the conversation history. -""" - -import panel as pn -from ctransformers import AutoConfig, AutoModelForCausalLM, Config - -pn.extension() - -SYSTEM_INSTRUCTIONS = "Do what the user requests." - - -def apply_template(history): - history = [message for message in history if message.user != "System"] - prompt = "" - for i, message in enumerate(history): - if i == 0: - prompt += f"[INST]{SYSTEM_INSTRUCTIONS} {message.object}[/INST]" - else: - if message.user == "Mistral": - prompt += f"{message.object}" - else: - prompt += f"""[INST]{message.object}[/INST]""" - return prompt - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - if "mistral" not in llms: - instance.placeholder_text = "Downloading model; please wait..." - config = AutoConfig( - config=Config( - temperature=0.5, max_new_tokens=2048, context_length=2048, gpu_layers=1 - ), - ) - llms["mistral"] = AutoModelForCausalLM.from_pretrained( - "TheBloke/Mistral-7B-Instruct-v0.1-GGUF", - model_file="mistral-7b-instruct-v0.1.Q4_K_M.gguf", - config=config, - ) - - llm = llms["mistral"] - history = [message for message in instance.objects] - prompt = apply_template(history) - response = llm(prompt, stream=True) - message = "" - for token in response: - message += token - yield message - - -llms = {} -chat_interface = pn.chat.ChatInterface( - callback=callback, - callback_user="Mistral", -) -chat_interface.send( - "Send a message to get a reply from Mistral!", user="System", respond=False -) -chat_interface.servable() diff --git a/docs/examples/openai/ABC.csv b/docs/examples/openai/ABC.csv deleted file mode 100644 index 3f01efd..0000000 --- a/docs/examples/openai/ABC.csv +++ /dev/null @@ -1,1260 +0,0 @@ -date,open,high,low,close,volume,Name -2013-02-08,46.52,46.895,46.46,46.89,1232802,ABC -2013-02-11,46.85,47.0,46.5,46.76,1115888,ABC -2013-02-12,46.7,47.05,46.6,46.96,1318773,ABC -2013-02-13,46.74,46.9,46.6,46.64,2645247,ABC 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-2013-06-12,55.02,55.35,54.72,54.75,3673417,ABC -2013-06-13,54.61,54.69,54.04,54.56,2551371,ABC -2013-06-14,54.44,55.21,54.4,54.93,1985238,ABC -2013-06-17,55.13,55.68,55.05,55.66,2929391,ABC -2013-06-18,55.68,55.98,55.39,55.86,1806538,ABC -2013-06-19,55.78,56.39,55.39,55.56,2227143,ABC -2013-06-20,55.47,55.61,54.01,54.14,3015735,ABC -2013-06-21,54.24,54.93,54.15,54.34,2668410,ABC -2013-06-24,54.02,54.31,53.25,53.61,2936736,ABC -2013-06-25,53.74,53.77,53.06,53.55,2846521,ABC -2013-06-26,53.78,55.29,53.78,55.04,2503943,ABC -2013-06-27,55.37,55.76,55.1,55.31,2448161,ABC -2013-06-28,55.5,56.33,55.03,55.83,3351287,ABC -2013-07-01,56.11,56.23,54.97,55.01,2845774,ABC -2013-07-02,55.04,55.32,54.66,54.83,2008657,ABC -2013-07-03,54.5,55.235,54.4,55.09,1156975,ABC -2013-07-05,55.51,55.66,54.9,55.56,1630043,ABC -2013-07-08,55.83,56.3,55.59,56.28,1482479,ABC -2013-07-09,56.47,56.84,55.81,55.91,2100957,ABC -2013-07-10,55.95,56.6,55.91,56.55,1551751,ABC -2013-07-11,57.08,58.15,57.08,58.1,2337368,ABC -2013-07-12,58.02,58.42,57.68,58.39,1359201,ABC -2013-07-15,58.57,58.82,58.07,58.24,1693790,ABC -2013-07-16,58.33,58.61,58.14,58.28,2045875,ABC -2013-07-17,58.38,58.68,58.17,58.47,1138580,ABC -2013-07-18,58.58,58.95,58.04,58.31,2058792,ABC -2013-07-19,58.25,58.905,58.13,58.81,1552845,ABC -2013-07-22,58.74,59.1,58.6,58.99,1239347,ABC -2013-07-23,58.97,59.0,57.595,57.63,4015305,ABC -2013-07-24,58.32,59.3,56.575,56.77,3089498,ABC -2013-07-25,56.2,57.69,55.8,57.61,2869105,ABC -2013-07-26,57.41,58.58,57.28,58.47,1714280,ABC -2013-07-29,58.37,58.78,58.17,58.39,1440888,ABC -2013-07-30,58.84,58.89,58.09,58.23,2487475,ABC -2013-07-31,58.54,58.97,58.0,58.27,1848612,ABC -2013-08-01,58.39,59.115,58.37,58.8,1752703,ABC -2013-08-02,58.75,58.8,58.25,58.48,1560080,ABC -2013-08-05,58.38,59.095,58.29,59.03,1129256,ABC -2013-08-06,59.03,59.03,58.36,58.66,1060763,ABC -2013-08-07,58.31,59.17,58.21,58.74,1414342,ABC -2013-08-08,59.36,59.67,58.89,59.61,1578868,ABC -2013-08-09,59.46,59.75,59.24,59.49,1223240,ABC -2013-08-12,58.9,59.24,58.45,58.67,1544117,ABC -2013-08-13,58.7,58.97,57.98,58.14,2300108,ABC -2013-08-14,58.14,58.59,58.0,58.03,1784627,ABC -2013-08-15,57.71,57.78,56.79,57.27,2153188,ABC -2013-08-16,57.0,57.19,56.53,56.53,2227189,ABC -2013-08-19,56.54,57.095,56.5,56.85,2008063,ABC -2013-08-20,56.92,57.61,56.79,57.45,1888047,ABC -2013-08-21,57.26,57.54,56.94,57.07,1515690,ABC -2013-08-22,57.22,57.66,57.14,57.43,1602558,ABC -2013-08-23,57.41,57.63,57.1,57.45,1494975,ABC -2013-08-26,57.41,57.78,57.32,57.44,822346,ABC -2013-08-27,57.04,57.12,56.592,56.87,1372183,ABC -2013-08-28,56.82,57.135,56.24,56.96,1282693,ABC -2013-08-29,56.87,57.33,56.66,57.15,766779,ABC -2013-08-30,57.19,57.39,56.643,56.92,871662,ABC -2013-09-03,57.46,57.88,57.21,57.39,1054457,ABC -2013-09-04,57.63,58.3,57.592,58.13,981132,ABC -2013-09-05,58.0,58.33,57.88,58.15,879974,ABC -2013-09-06,58.2,58.625,57.47,58.24,885756,ABC -2013-09-09,58.31,58.79,58.15,58.66,941107,ABC -2013-09-10,59.0,59.5,58.89,59.37,1080266,ABC -2013-09-11,59.43,60.49,59.41,60.49,2026184,ABC -2013-09-12,60.42,61.02,60.37,60.46,1430892,ABC -2013-09-13,60.63,60.78,60.09,60.28,1274072,ABC -2013-09-16,60.8,61.26,60.66,60.95,1018103,ABC -2013-09-17,61.0,61.59,60.93,61.59,933056,ABC -2013-09-18,61.63,61.71,60.815,61.49,1137242,ABC -2013-09-19,61.85,62.44,61.78,62.23,1150681,ABC -2013-09-20,62.23,62.3,61.48,61.65,1631014,ABC -2013-09-23,61.68,61.83,61.281,61.57,813104,ABC -2013-09-24,61.73,61.9,60.84,60.91,1320506,ABC -2013-09-25,60.83,61.33,60.83,61.01,1044880,ABC -2013-09-26,60.97,61.44,60.69,61.16,869633,ABC -2013-09-27,60.91,61.35,60.73,61.28,688318,ABC -2013-09-30,60.9,61.27,60.69,61.1,1040175,ABC -2013-10-01,61.18,62.5,61.1,62.48,1117749,ABC -2013-10-02,62.18,62.3,61.58,62.2,1186699,ABC -2013-10-03,62.06,62.34,61.18,61.42,2007948,ABC -2013-10-04,61.59,62.54,61.415,62.47,1327444,ABC -2013-10-07,62.27,62.36,61.88,61.97,742524,ABC -2013-10-08,61.98,62.445,61.07,61.19,1782527,ABC -2013-10-09,61.29,61.475,60.78,61.27,1638446,ABC -2013-10-10,61.8,62.48,61.64,62.43,1209144,ABC -2013-10-11,62.48,62.8791,62.38,62.65,1234458,ABC -2013-10-14,62.46,63.14,62.18,63.11,1068126,ABC -2013-10-15,63.05,63.28,62.6303,62.81,855621,ABC -2013-10-16,63.03,63.76,62.94,63.75,1016124,ABC -2013-10-17,63.77,64.8,63.65,64.62,1674889,ABC -2013-10-18,64.98,65.06,64.33,64.61,1112038,ABC -2013-10-21,64.57,64.64,63.62,63.87,1819767,ABC -2013-10-22,64.18,64.5599,63.53,63.76,1581978,ABC -2013-10-23,63.63,64.0,63.24,63.83,1229867,ABC -2013-10-24,64.2,64.94,64.2,64.64,1090638,ABC -2013-10-25,64.84,65.31,64.55,65.24,1073977,ABC -2013-10-28,65.16,65.38,64.525,65.2,1429321,ABC -2013-10-29,65.38,65.8,65.105,65.8,1334070,ABC -2013-10-30,65.95,65.96,64.87,65.22,1677780,ABC -2013-10-31,65.05,65.98,64.62,65.33,1838205,ABC -2013-11-01,65.55,66.38,65.16,66.38,2300910,ABC -2013-11-04,66.5,67.1,66.25,67.09,2724446,ABC -2013-11-05,67.09,67.79,66.795,66.87,2041563,ABC -2013-11-06,67.17,67.4,66.56,67.16,1410545,ABC -2013-11-07,67.41,67.48,66.59,66.73,1523597,ABC -2013-11-08,66.92,68.02,66.75,68.0,1504484,ABC -2013-11-11,68.08,68.35,67.66,68.11,1020369,ABC -2013-11-12,68.18,68.44,67.82,68.29,1347315,ABC -2013-11-13,67.9,68.49,67.72,68.49,1245785,ABC -2013-11-14,68.34,69.36,68.261,69.22,1378096,ABC -2013-11-15,69.12,69.6135,68.8997,69.5,1407972,ABC -2013-11-18,69.99,70.0,68.94,69.15,1464287,ABC -2013-11-19,69.01,69.49,68.67,68.87,1513335,ABC -2013-11-20,68.88,69.62,68.8,69.34,1294326,ABC -2013-11-21,69.3,70.04,69.28,69.79,1137123,ABC -2013-11-22,69.81,70.19,69.79,70.02,1310264,ABC -2013-11-25,69.8,70.75,69.8,70.42,1077743,ABC -2013-11-26,70.77,71.16,70.29,70.61,1528461,ABC -2013-11-27,70.59,70.91,70.16,70.5,862630,ABC -2013-11-29,70.7,70.88,70.39,70.53,396085,ABC -2013-12-02,70.79,71.38,70.63,70.89,1091839,ABC -2013-12-03,70.54,70.724,70.0303,70.57,1787944,ABC -2013-12-04,70.35,70.82,68.78,69.46,2574896,ABC -2013-12-05,69.24,69.61,68.88,69.14,2130270,ABC -2013-12-06,69.88,70.36,69.6,70.29,1299096,ABC -2013-12-09,70.47,71.21,70.25,70.63,1460386,ABC -2013-12-10,70.11,70.14,68.75,69.77,3159702,ABC -2013-12-11,69.67,69.98,68.74,68.8,1978217,ABC -2013-12-12,69.2,69.56,68.69,68.77,2192591,ABC -2013-12-13,68.81,68.96,67.74,68.45,1849354,ABC -2013-12-16,68.84,69.14,68.14,68.45,1753762,ABC -2013-12-17,68.72,68.76,68.04,68.35,1702097,ABC -2013-12-18,68.6,69.67,68.16,69.61,1727133,ABC -2013-12-19,69.37,69.75,69.17,69.63,1964894,ABC -2013-12-20,69.61,70.2399,69.5601,69.82,2221099,ABC -2013-12-23,70.13,70.27,69.7674,70.03,1124655,ABC -2013-12-24,70.01,70.42,69.94,70.14,417914,ABC -2013-12-26,70.25,70.63,70.01,70.3,640499,ABC -2013-12-27,70.45,70.45,69.825,70.21,897665,ABC -2013-12-30,70.25,70.52,70.01,70.38,642199,ABC -2013-12-31,70.52,70.6401,70.09,70.31,627061,ABC -2014-01-02,70.11,70.23,69.48,69.89,1148391,ABC -2014-01-03,69.89,70.21,69.81,69.94,1101319,ABC -2014-01-06,70.34,70.54,69.35,69.69,1301393,ABC -2014-01-07,69.82,70.92,69.82,70.45,1531604,ABC -2014-01-08,70.33,71.412,70.28,71.14,2084010,ABC -2014-01-09,71.45,71.92,71.1,71.38,1610010,ABC -2014-01-10,71.49,71.55,71.0401,71.34,1582552,ABC -2014-01-13,71.42,71.75,70.38,70.61,1806518,ABC -2014-01-14,70.66,70.96,69.61,70.54,2427311,ABC -2014-01-15,70.74,70.74,70.03,70.55,1251473,ABC -2014-01-16,70.6,70.68,70.26,70.5,1082158,ABC -2014-01-17,70.68,70.94,70.32,70.53,1545181,ABC -2014-01-21,70.88,71.17,70.27,70.52,1368005,ABC -2014-01-22,70.8,70.87,69.8,70.28,1845447,ABC -2014-01-23,70.0,70.88,69.22,69.64,2110899,ABC -2014-01-24,69.27,69.83,67.25,67.25,3487005,ABC -2014-01-27,67.04,67.51,66.641,66.81,2836226,ABC -2014-01-28,66.74,67.89,66.69,67.72,1897287,ABC -2014-01-29,66.67,67.92,66.67,67.26,1906893,ABC -2014-01-30,67.65,68.145,67.65,67.77,1437156,ABC -2014-01-31,66.6,67.49,66.13,67.22,3733492,ABC -2014-02-03,67.13,67.13,65.1,65.17,3542201,ABC -2014-02-04,65.38,65.68,64.86,65.01,1864987,ABC -2014-02-05,64.82,65.12,64.28,64.72,2421358,ABC -2014-02-06,64.86,65.61,64.4,65.51,1553872,ABC -2014-02-07,65.88,66.59,65.7,66.54,1563424,ABC -2014-02-10,66.46,66.48,65.72,66.37,2913611,ABC -2014-02-11,66.23,67.89,66.19,67.56,2487869,ABC -2014-02-12,67.81,68.82,67.58,67.74,1965422,ABC -2014-02-13,67.37,68.19,66.88,67.89,1286198,ABC -2014-02-14,67.73,68.355,67.6,68.0,1117831,ABC -2014-02-18,68.06,68.96,67.99,68.5,1544778,ABC -2014-02-19,68.12,69.02,67.98,68.11,1937429,ABC -2014-02-20,68.4,68.65,67.57,68.39,1469772,ABC -2014-02-21,68.42,69.15,68.16,68.4,1113125,ABC -2014-02-24,68.31,69.22,68.31,68.58,1363080,ABC -2014-02-25,68.39,68.99,68.24,68.72,1497215,ABC -2014-02-26,68.87,69.165,67.96,68.26,1539103,ABC -2014-02-27,68.01,68.31,67.65,68.01,1401629,ABC -2014-02-28,68.17,68.38,67.475,67.85,1681819,ABC -2014-03-03,67.11,67.69,66.965,67.5,1389799,ABC -2014-03-04,68.03,68.94,67.97,68.76,2309079,ABC -2014-03-05,69.0,69.15,68.7,68.89,1427189,ABC -2014-03-06,69.0,69.45,68.75,68.75,1495323,ABC -2014-03-07,69.25,69.27,68.56,68.94,1783383,ABC -2014-03-10,68.91,69.65,68.75,69.1,1232134,ABC -2014-03-11,69.11,69.47,68.171,68.34,1562662,ABC -2014-03-12,67.76,67.85,66.97,67.68,1944473,ABC -2014-03-13,68.01,68.21,67.55,67.79,1897421,ABC -2014-03-14,67.66,67.95,67.4032,67.57,1672775,ABC -2014-03-17,67.73,68.18,67.64,68.08,1444639,ABC -2014-03-18,68.08,68.43,67.775,67.85,1604609,ABC -2014-03-19,68.05,68.1,66.59,66.87,1337650,ABC -2014-03-20,66.74,66.9,66.26,66.48,1526286,ABC -2014-03-21,66.55,66.63,64.56,64.82,3534843,ABC -2014-03-24,65.29,65.4899,63.5299,64.32,2792905,ABC -2014-03-25,64.61,65.31,63.98,64.56,1948609,ABC -2014-03-26,64.92,65.59,64.7799,64.85,2186674,ABC -2014-03-27,64.81,64.82,63.72,64.11,2193227,ABC -2014-03-28,64.25,65.03,64.2,64.82,1672045,ABC -2014-03-31,65.3,65.64,65.06,65.59,1479290,ABC -2014-04-01,65.6,65.92,65.32,65.91,1747343,ABC -2014-04-02,65.75,66.37,65.55,65.58,1836208,ABC -2014-04-03,65.81,65.91,65.38,65.8,2173432,ABC -2014-04-04,65.99,66.34,64.85,65.05,1965787,ABC -2014-04-07,64.94,65.08,63.61,64.18,3037875,ABC -2014-04-08,64.14,64.48,63.4,64.17,1907337,ABC -2014-04-09,64.77,65.71,64.64,65.64,2409056,ABC -2014-04-10,65.91,66.18,64.74,65.0,2105725,ABC -2014-04-11,64.53,65.25,63.86,64.17,2587358,ABC -2014-04-14,64.44,64.68,63.85,64.51,1432207,ABC -2014-04-15,64.56,64.91,63.23,64.22,2011115,ABC -2014-04-16,64.87,65.14,64.3,64.95,1392865,ABC -2014-04-17,64.75,65.09,64.48,64.68,1049588,ABC -2014-04-21,64.21,65.15,64.21,64.8,1224743,ABC -2014-04-22,64.8,65.49,64.66,64.68,1602811,ABC -2014-04-23,64.8,65.19,64.5,64.84,1399772,ABC -2014-04-24,66.0,66.81,63.76,64.89,3612731,ABC -2014-04-25,64.53,64.79,62.55,62.83,2935598,ABC -2014-04-28,63.25,63.68,62.69,63.45,1666982,ABC -2014-04-29,63.7,64.3,63.558,63.99,1758493,ABC -2014-04-30,63.75,65.29,63.59,65.18,3099892,ABC -2014-05-01,64.76,65.17,63.85,64.87,2151107,ABC -2014-05-02,64.89,64.89,64.15,64.27,1796969,ABC -2014-05-05,64.0,65.3,63.88,65.1,1767273,ABC -2014-05-06,64.71,65.0,64.57,64.77,1445797,ABC -2014-05-07,64.87,64.96,64.26,64.54,1946748,ABC -2014-05-08,64.39,65.255,64.195,64.4,1586471,ABC -2014-05-09,64.52,65.75,64.02,65.58,2715846,ABC -2014-05-12,65.98,66.72,65.87,66.67,1719577,ABC -2014-05-13,66.55,67.0,66.05,66.85,2622451,ABC -2014-05-14,66.86,67.42,66.7,67.3,1976824,ABC -2014-05-15,66.89,67.51,66.69,67.5,1934871,ABC -2014-05-16,67.36,68.34,67.31,68.31,2558250,ABC -2014-05-19,68.53,69.5,68.31,69.42,3277747,ABC -2014-05-20,69.41,69.88,68.79,69.79,1907659,ABC -2014-05-21,69.79,70.81,69.79,70.71,2327406,ABC -2014-05-22,70.78,71.66,70.58,71.35,1772193,ABC -2014-05-23,71.55,71.71,71.1518,71.64,1155062,ABC -2014-05-27,71.76,72.41,71.71,72.4,1521070,ABC -2014-05-28,72.36,72.84,72.09,72.68,2384825,ABC -2014-05-29,72.69,73.42,72.69,73.28,1611723,ABC -2014-05-30,73.34,73.57,72.72,73.18,3909596,ABC -2014-06-02,73.31,73.79,73.08,73.21,1602057,ABC -2014-06-03,72.95,73.2,72.67,73.09,1717742,ABC -2014-06-04,73.11,73.67,72.85,73.66,1734230,ABC -2014-06-05,73.51,73.81,72.53,72.79,2691569,ABC -2014-06-06,72.96,72.96,72.05,72.5,2388418,ABC -2014-06-09,72.4,72.84,72.11,72.34,1581366,ABC -2014-06-10,72.17,72.57,71.68,72.01,1796736,ABC -2014-06-11,71.88,72.06,71.47,71.92,1323978,ABC -2014-06-12,71.79,72.05,71.1,71.46,1509338,ABC -2014-06-13,71.45,71.9,71.0,71.78,1269685,ABC -2014-06-16,71.61,72.1,71.23,71.52,1259561,ABC -2014-06-17,71.37,71.93,71.18,71.74,951616,ABC -2014-06-18,71.65,72.24,71.18,72.1,1052417,ABC -2014-06-19,72.18,72.42,71.64,71.93,1256916,ABC -2014-06-20,72.17,72.46,71.91,72.26,2560137,ABC -2014-06-23,72.47,72.77,72.27,72.48,969644,ABC -2014-06-24,72.18,72.74,71.91,72.55,1413799,ABC -2014-06-25,72.58,73.11,72.4,72.74,1029354,ABC -2014-06-26,72.74,72.85,72.39,72.72,931745,ABC -2014-06-27,72.59,73.25,72.43,72.87,1121183,ABC -2014-06-30,72.99,72.99,72.4,72.66,1105872,ABC -2014-07-01,72.67,73.26,72.59,72.98,1096350,ABC -2014-07-02,72.83,73.18,72.72,73.05,1272892,ABC -2014-07-03,73.33,73.42,73.05,73.23,943930,ABC -2014-07-07,73.2,73.23,72.6601,73.01,892266,ABC -2014-07-08,73.0,73.07,72.6,72.87,1273330,ABC -2014-07-09,73.1,73.26,72.67,72.98,729488,ABC -2014-07-10,72.54,73.14,72.011,72.92,764149,ABC -2014-07-11,72.94,73.1,72.43,72.98,527146,ABC -2014-07-14,73.32,73.5,72.85,73.1,664817,ABC -2014-07-15,72.8,73.09,72.45,72.7,1672248,ABC -2014-07-16,72.99,72.99,72.4,72.97,1446615,ABC -2014-07-17,72.78,73.55,72.49,72.7,1274324,ABC -2014-07-18,72.85,73.3,72.56,73.06,1431481,ABC -2014-07-21,72.92,73.0,72.38,72.74,1055071,ABC -2014-07-22,73.06,73.88,73.02,73.72,1257019,ABC -2014-07-23,73.74,74.28,73.62,74.06,1931615,ABC -2014-07-24,77.05,79.13,75.62,76.37,4459397,ABC -2014-07-25,76.41,77.06,76.21,76.79,2049734,ABC -2014-07-28,76.75,77.72,76.565,77.4,3131747,ABC -2014-07-29,77.39,77.99,77.25,77.62,1533998,ABC -2014-07-30,77.99,78.46,77.693,77.95,1270841,ABC -2014-07-31,77.67,78.04,76.72,76.91,2099234,ABC -2014-08-01,77.28,77.92,76.54,77.79,3296305,ABC -2014-08-04,77.28,77.92,76.54,77.79,3296305,ABC -2014-08-05,77.27,77.78,76.84,77.05,1668612,ABC -2014-08-06,76.67,76.87,75.4901,76.03,2228307,ABC -2014-08-07,76.37,76.4577,74.86,74.96,2009757,ABC -2014-08-08,75.0,75.57,74.66,75.43,1353122,ABC -2014-08-11,75.77,76.39,75.53,75.89,1267074,ABC -2014-08-12,75.94,76.12,75.6,75.82,1084400,ABC -2014-08-13,76.17,76.49,75.94,76.14,1170230,ABC -2014-08-14,76.06,76.64,76.044,76.62,1044199,ABC -2014-08-15,76.79,77.0,76.1,76.33,1594725,ABC -2014-08-18,76.53,76.99,76.36,76.6,698416,ABC -2014-08-19,76.68,77.1,76.63,76.93,715761,ABC -2014-08-20,76.93,77.02,76.58,76.86,718598,ABC -2014-08-21,77.06,77.37,76.88,76.93,758924,ABC -2014-08-22,77.05,77.285,76.43,76.6,681067,ABC -2014-08-25,77.03,77.29,76.67,76.92,454559,ABC -2014-08-26,76.85,76.91,76.35,76.72,615982,ABC -2014-08-27,76.97,76.97,76.001,76.37,774424,ABC -2014-08-28,76.31,76.92,76.09,76.72,580792,ABC -2014-08-29,77.0,77.41,76.8,77.39,992147,ABC -2014-09-02,77.51,77.69,77.05,77.15,1112317,ABC -2014-09-03,77.51,77.65,77.19,77.36,665290,ABC -2014-09-04,77.32,77.94,77.08,77.35,840115,ABC -2014-09-05,77.18,78.26,76.98,78.14,1240679,ABC -2014-09-08,77.92,78.5992,77.82,78.33,1086239,ABC -2014-09-09,78.22,78.33,77.83,78.0,1084259,ABC -2014-09-10,78.15,78.34,77.82,77.96,913905,ABC -2014-09-11,77.52,77.725,76.73,77.35,1787043,ABC -2014-09-12,77.35,77.6,76.61,77.1,1329951,ABC -2014-09-15,76.99,77.1025,76.55,76.84,994352,ABC -2014-09-16,76.47,77.44,75.71,77.11,1988534,ABC -2014-09-17,77.25,77.29,76.19,76.53,1691112,ABC -2014-09-18,76.81,77.23,76.7,77.13,1121072,ABC -2014-09-19,77.47,78.12,77.32,77.33,3064569,ABC -2014-09-22,77.35,77.56,76.75,77.18,1283503,ABC -2014-09-23,76.72,77.15,76.43,76.79,1196226,ABC -2014-09-24,76.92,78.12,76.682,78.04,1749773,ABC -2014-09-25,77.71,78.02,77.09,77.49,1738180,ABC -2014-09-26,77.41,77.67,76.86,77.42,910138,ABC -2014-09-29,77.05,77.84,76.95,77.63,973068,ABC -2014-09-30,77.65,78.02,77.19,77.3,1373497,ABC -2014-10-01,78.21,78.21,76.44,76.69,1491693,ABC -2014-10-02,76.61,77.25,76.365,76.87,1470542,ABC -2014-10-03,77.11,78.21,77.11,77.89,1578682,ABC -2014-10-06,78.07,78.58,77.02,77.52,1328932,ABC -2014-10-07,77.2,77.24,76.48,76.5,1070363,ABC -2014-10-08,76.37,77.98,76.33,77.89,1419595,ABC -2014-10-09,77.89,78.46,77.14,77.2,1498999,ABC -2014-10-10,77.35,78.11,76.86,76.9,1407495,ABC -2014-10-13,76.94,77.19,75.75,75.84,1534841,ABC -2014-10-14,76.25,77.34,75.66,76.63,1645429,ABC -2014-10-15,75.79,76.41,74.51,76.02,2385579,ABC -2014-10-16,75.38,75.8699,74.32,75.02,2415304,ABC -2014-10-17,75.47,76.18,75.32,75.84,1590322,ABC -2014-10-20,75.87,76.02,75.11,75.49,2599298,ABC -2014-10-21,76.2,76.86,76.02,76.62,3045483,ABC -2014-10-22,76.9,77.2,76.59,76.63,1946443,ABC -2014-10-23,77.32,77.9,77.18,77.44,1979067,ABC -2014-10-24,77.71,78.33,77.43,78.28,1425460,ABC -2014-10-27,78.34,79.99,78.29,79.45,3261053,ABC -2014-10-28,79.98,79.99,78.935,79.65,2253399,ABC -2014-10-29,79.58,80.19,79.26,79.74,2529790,ABC -2014-10-30,87.95,88.78,87.54,88.71,1323449,ABC -2014-10-31,85.06,85.99,84.77,85.41,3248353,ABC -2014-11-03,85.81,86.96,85.58,86.9,2569215,ABC -2014-11-04,86.63,88.215,86.495,88.19,2796558,ABC -2014-11-05,88.83,89.23,87.61,87.81,2050282,ABC -2014-11-06,87.96,88.11,86.82,87.4,2317247,ABC -2014-11-07,87.8,87.8,86.485,86.73,2199257,ABC -2014-11-10,87.02,87.863,86.52,87.71,1297153,ABC -2014-11-11,87.71,88.44,87.64,87.93,1214458,ABC -2014-11-12,87.95,88.78,87.54,88.71,1323449,ABC -2014-11-13,88.54,89.48,88.54,89.08,1563532,ABC -2014-11-14,88.87,89.24,88.34,88.83,1635048,ABC -2014-11-17,88.83,89.7,88.57,89.01,1624510,ABC -2014-11-18,89.0,89.97,88.67,89.76,1611233,ABC -2014-11-19,89.44,89.9399,88.89,89.32,2207291,ABC -2014-11-20,89.19,89.305,88.34,88.9,1411695,ABC -2014-11-21,89.0,89.03,88.1,88.74,1635722,ABC -2014-11-24,89.21,90.1,89.21,90.04,1309498,ABC -2014-11-25,90.04,90.45,89.51,90.32,1205405,ABC -2014-11-26,90.22,90.7999,89.5,90.09,974913,ABC -2014-11-28,90.49,91.59,90.46,91.05,758326,ABC -2014-12-01,90.64,91.4,90.28,90.84,1586399,ABC -2014-12-02,90.93,92.51,90.87,92.04,1769841,ABC -2014-12-03,91.99,92.39,91.715,91.99,1533075,ABC -2014-12-04,91.87,92.645,91.68,91.95,1444872,ABC -2014-12-05,92.38,92.56,91.86,92.21,740071,ABC -2014-12-08,92.01,92.84,91.97,92.56,1507429,ABC -2014-12-09,91.45,92.25,90.77,92.09,1409215,ABC -2014-12-10,91.92,92.28,90.81,90.92,1244290,ABC -2014-12-11,91.93,92.84,91.52,92.55,1767694,ABC -2014-12-12,91.88,92.53,90.92,90.98,1691484,ABC -2014-12-15,91.55,91.72,89.98,90.69,2359807,ABC -2014-12-16,90.19,91.15,89.255,89.43,2243390,ABC -2014-12-17,89.82,91.02,89.485,90.56,1958540,ABC -2014-12-18,91.12,91.39,90.43,91.28,2160743,ABC -2014-12-19,92.04,92.56,91.12,91.68,2886939,ABC -2014-12-22,92.26,92.56,91.48,91.94,1576047,ABC -2014-12-23,92.4,92.65,90.69,91.42,1175836,ABC -2014-12-24,91.65,92.26,91.46,91.6,436029,ABC -2014-12-26,91.54,92.21,91.3,91.51,393279,ABC -2014-12-29,91.26,91.89,91.18,91.63,752672,ABC -2014-12-30,91.47,91.67,91.08,91.28,1088552,ABC -2014-12-31,91.57,91.93,90.09,90.16,978958,ABC -2015-01-02,90.61,91.32,89.82,90.46,1124780,ABC -2015-01-05,90.07,90.74,89.64,89.69,1631322,ABC -2015-01-06,90.14,91.42,89.52,90.18,1761559,ABC -2015-01-07,90.98,92.4,90.43,91.98,1608941,ABC -2015-01-08,91.74,92.77,91.16,92.19,2399882,ABC -2015-01-09,92.44,93.27,92.32,93.0,1553653,ABC -2015-01-12,93.77,94.35,90.55,90.93,3524557,ABC -2015-01-13,91.87,93.42,90.933,91.64,3463946,ABC -2015-01-14,91.42,92.87,90.59,92.1,1999984,ABC -2015-01-15,92.15,92.4,91.1,91.4,1362570,ABC -2015-01-16,91.14,92.46,90.35,92.42,1541666,ABC -2015-01-20,93.01,93.42,91.39,92.44,1179964,ABC -2015-01-21,92.38,93.0,91.8995,92.78,1531623,ABC -2015-01-22,93.23,94.225,91.95,94.15,1641097,ABC -2015-01-23,94.38,95.16,94.3,94.73,1854808,ABC -2015-01-26,94.85,95.87,94.3,95.85,2097471,ABC -2015-01-27,95.17,96.49,94.705,95.92,2734029,ABC -2015-01-28,98.8,100.2,95.26,96.37,5425090,ABC -2015-01-29,96.87,97.13,94.89,96.34,3327407,ABC -2015-01-30,96.18,96.5,94.98,95.05,2346798,ABC -2015-02-02,95.57,95.77,93.6,95.15,1697600,ABC -2015-02-03,95.67,95.83,94.27,95.64,2081342,ABC -2015-02-04,95.62,96.454,95.2315,95.87,1777618,ABC -2015-02-05,96.27,96.67,95.98,96.34,1055712,ABC -2015-02-06,96.95,98.23,96.59,97.04,2015514,ABC -2015-02-09,96.97,96.97,95.075,95.56,1645220,ABC -2015-02-10,96.34,97.01,95.77,96.91,2248000,ABC -2015-02-11,97.01,99.08,96.93,98.74,3137776,ABC -2015-02-12,98.83,99.85,98.23,99.83,2224613,ABC -2015-02-13,99.68,100.36,99.0117,100.34,2064418,ABC -2015-02-17,100.21,100.85,99.68,100.6,2196913,ABC -2015-02-18,100.21,100.92,99.61,100.66,1680401,ABC -2015-02-19,100.52,101.03,100.09,101.01,1421490,ABC -2015-02-20,101.02,102.0,100.18,101.98,1442607,ABC -2015-02-23,101.98,102.89,101.79,102.76,1107836,ABC -2015-02-24,102.76,103.14,102.29,102.97,1169184,ABC -2015-02-25,102.97,103.705,102.75,103.29,1064949,ABC -2015-02-26,102.93,103.64,102.62,102.98,1711928,ABC -2015-02-27,103.08,103.31,102.49,102.76,1329252,ABC -2015-03-02,102.57,103.25,102.44,103.1,1948322,ABC -2015-03-03,103.41,103.97,102.5,103.04,1995403,ABC -2015-03-04,102.53,103.65,102.13,103.48,1832610,ABC -2015-03-05,103.74,103.9199,103.17,103.64,1208409,ABC -2015-03-06,103.19,103.59,102.0,102.26,1549308,ABC -2015-03-09,102.47,103.58,102.01,103.34,1295312,ABC -2015-03-10,102.62,103.52,102.22,102.93,1912149,ABC -2015-03-11,103.4,104.1,102.95,103.84,1719937,ABC -2015-03-12,104.0,105.515,103.95,105.38,1448166,ABC -2015-03-13,105.26,106.38,105.12,106.15,1746949,ABC -2015-03-16,108.13,110.2,106.971,110.13,3548820,ABC -2015-03-17,109.94,110.71,109.27,110.36,1787818,ABC -2015-03-18,110.45,112.28,109.82,111.7,2043999,ABC -2015-03-19,111.88,112.5,111.07,112.37,1422235,ABC -2015-03-20,112.98,114.5,112.84,113.46,4380904,ABC -2015-03-23,113.74,114.53,113.13,113.64,1921339,ABC -2015-03-24,113.64,114.73,113.36,113.89,1913505,ABC -2015-03-25,113.9,114.6,111.8,112.14,2066891,ABC -2015-03-26,111.5,113.05,110.54,112.09,2411776,ABC -2015-03-27,112.33,113.58,112.2128,113.19,1881946,ABC -2015-03-30,113.7,114.0,113.37,113.49,2180388,ABC -2015-03-31,113.42,114.27,113.42,113.67,2254190,ABC -2015-04-01,113.93,113.93,111.41,112.03,2171922,ABC -2015-04-02,112.16,112.59,111.58,112.39,2049432,ABC -2015-04-06,111.99,113.13,111.79,112.54,1869191,ABC -2015-04-07,112.91,113.49,112.45,112.68,1189853,ABC -2015-04-08,112.77,113.5,112.43,113.24,2048854,ABC -2015-04-09,113.31,114.28,112.64,113.5,2425708,ABC -2015-04-10,113.4,115.55,113.2244,115.35,1879608,ABC -2015-04-13,115.31,115.8799,113.66,113.99,1826936,ABC -2015-04-14,114.34,114.45,112.7,114.0,1032017,ABC -2015-04-15,114.2,114.33,112.78,113.62,1327992,ABC -2015-04-16,113.41,114.06,112.525,113.83,1055597,ABC -2015-04-17,113.21,113.71,112.05,112.61,2297916,ABC -2015-04-20,112.96,113.56,112.89,113.19,1412978,ABC -2015-04-21,113.89,114.49,113.24,113.89,1176767,ABC -2015-04-22,113.85,114.41,113.37,113.81,1145338,ABC -2015-04-23,113.81,116.18,113.57,115.2,2152201,ABC -2015-04-24,115.1,115.98,114.19,115.48,850348,ABC -2015-04-27,115.88,115.88,113.854,114.11,1563069,ABC -2015-04-28,114.0,114.62,112.61,113.96,1339922,ABC -2015-04-29,113.69,113.99,112.12,112.44,2201106,ABC -2015-04-30,117.39,120.68,113.03,114.3,5198131,ABC -2015-05-01,115.12,115.32,113.83,114.61,2903843,ABC -2015-05-04,114.67,116.28,114.51,115.25,2195218,ABC -2015-05-05,115.62,115.75,114.4,114.7,1843962,ABC -2015-05-06,114.9,115.13,113.507,114.06,1703618,ABC -2015-05-07,114.28,115.07,113.79,114.07,1707853,ABC -2015-05-08,114.54,116.0,114.53,115.3,2486790,ABC -2015-05-11,115.14,115.81,114.75,114.91,1592279,ABC -2015-05-12,114.5,115.4497,114.265,115.05,1988941,ABC -2015-05-13,115.47,115.85,114.17,114.3,1533445,ABC -2015-05-14,114.4,114.84,114.0,114.66,2416767,ABC -2015-05-15,114.86,115.07,113.75,114.18,1947754,ABC -2015-05-18,113.36,113.62,112.56,113.31,2804059,ABC -2015-05-19,113.54,115.58,113.42,115.11,1902393,ABC -2015-05-20,115.1,115.51,114.7,114.71,1885274,ABC -2015-05-21,114.5,114.81,113.87,113.94,2319280,ABC -2015-05-22,113.76,114.335,113.53,113.8,1498427,ABC -2015-05-26,113.88,114.45,112.805,113.0,1559989,ABC -2015-05-27,112.91,113.82,112.77,113.59,1250265,ABC -2015-05-28,113.15,114.06,112.93,113.1,1360766,ABC -2015-05-29,113.22,114.4,112.56,112.56,4702561,ABC -2015-06-01,112.81,113.76,111.83,113.26,1360577,ABC -2015-06-02,112.55,113.34,112.01,112.48,1403071,ABC -2015-06-03,112.35,113.16,112.19,112.38,1452942,ABC -2015-06-04,111.47,112.6,111.1,111.49,1562458,ABC -2015-06-05,111.21,111.65,110.25,111.5,1382007,ABC -2015-06-08,111.31,111.81,110.21,110.22,1335504,ABC -2015-06-09,110.74,110.74,108.61,109.12,1917939,ABC -2015-06-10,109.04,109.185,108.28,108.75,1980546,ABC -2015-06-11,108.92,111.1396,108.8,110.41,1906301,ABC -2015-06-12,111.0,111.0,109.81,110.15,1163105,ABC -2015-06-15,109.77,112.33,109.0,110.63,2277562,ABC -2015-06-16,110.68,112.09,110.17,111.18,1671152,ABC -2015-06-17,111.38,112.13,110.87,111.51,1597613,ABC -2015-06-18,111.5,112.63,110.72,111.92,1329971,ABC -2015-06-19,111.72,112.31,111.3375,111.47,4169750,ABC -2015-06-22,112.58,113.19,111.65,111.79,902844,ABC -2015-06-23,112.18,112.47,111.58,111.81,1035572,ABC -2015-06-24,111.5,111.6,109.57,109.6,1558230,ABC -2015-06-25,109.49,109.7,107.3101,107.61,3239384,ABC -2015-06-26,108.07,108.56,107.32,107.84,1622856,ABC -2015-06-29,106.81,107.62,105.78,106.1,1730588,ABC -2015-06-30,106.3,107.31,106.15,106.34,1958595,ABC -2015-07-01,107.17,108.07,106.87,107.71,1897518,ABC -2015-07-02,107.71,108.32,107.03,107.1,1269020,ABC -2015-07-06,106.47,108.57,106.0,108.03,1634585,ABC -2015-07-07,108.74,108.79,107.01,108.63,1298465,ABC -2015-07-08,107.54,108.56,107.39,107.83,1174182,ABC -2015-07-09,108.97,109.15,108.08,108.86,2158668,ABC -2015-07-10,109.74,109.98,109.27,109.46,1170511,ABC -2015-07-13,110.52,110.65,109.36,110.07,1010223,ABC -2015-07-14,109.99,110.69,109.23,110.4,1505721,ABC -2015-07-15,110.67,110.93,109.496,110.53,947175,ABC -2015-07-16,111.0,111.93,109.93,111.88,1736320,ABC -2015-07-17,111.85,113.66,111.1,113.2,1932064,ABC -2015-07-20,113.23,115.0,113.18,114.76,1976118,ABC -2015-07-21,114.65,114.94,113.5,114.1,1466030,ABC -2015-07-22,114.01,115.41,113.8706,114.95,2397182,ABC -2015-07-23,110.62,114.02,109.52,110.12,4172044,ABC -2015-07-24,109.77,110.144,108.45,108.73,2145338,ABC -2015-07-27,108.13,108.2917,106.8,107.37,2689998,ABC -2015-07-28,107.8,108.22,106.77,108.0,1796630,ABC -2015-07-29,107.79,109.08,107.07,107.78,2402743,ABC -2015-07-30,107.49,107.49,104.31,104.47,3974168,ABC -2015-07-31,104.58,106.25,104.1333,105.75,2718811,ABC -2015-08-03,105.75,106.65,105.14,105.82,1741467,ABC -2015-08-04,106.16,106.96,105.77,106.21,2189909,ABC -2015-08-05,106.65,107.5,106.42,107.25,1667823,ABC -2015-08-06,107.37,107.85,104.56,104.75,1776170,ABC -2015-08-07,104.51,104.65,102.88,104.36,2696148,ABC -2015-08-10,105.04,106.26,104.45,104.65,1423005,ABC -2015-08-11,104.24,105.0,103.475,104.51,1647051,ABC -2015-08-12,104.19,105.84,102.45,104.38,1905030,ABC -2015-08-13,104.73,105.294,102.291,103.88,1666982,ABC -2015-08-14,103.98,104.19,103.41,103.94,1040572,ABC -2015-08-17,103.75,104.68,102.79,104.62,987897,ABC -2015-08-18,104.36,105.87,104.36,104.95,1091105,ABC -2015-08-19,104.52,107.02,103.85,106.14,2161891,ABC -2015-08-20,105.1,105.7,103.34,103.37,1792888,ABC -2015-08-21,102.48,103.49,101.34,101.8,2746232,ABC -2015-08-24,93.0,100.85,91.48,98.53,4569825,ABC -2015-08-25,100.62,100.88,97.32,97.41,2699862,ABC -2015-08-26,99.39,100.86,97.05,100.61,2741311,ABC -2015-08-27,101.47,101.785,99.4,101.15,4173816,ABC -2015-08-28,101.34,101.49,100.31,100.87,1693468,ABC -2015-08-31,100.87,101.84,95.61,100.04,1496300,ABC -2015-09-01,97.55,100.86,97.55,99.27,2533578,ABC -2015-09-02,100.51,101.77,99.1,100.28,1695578,ABC -2015-09-03,100.9,101.49,99.62,100.0,1580082,ABC -2015-09-04,100.66,101.4,98.36,98.99,2526560,ABC -2015-09-08,100.8,101.18,99.79,101.05,1844782,ABC -2015-09-09,101.14,103.46,100.55,100.75,1588412,ABC -2015-09-10,100.65,102.88,100.36,102.03,1782336,ABC -2015-09-11,101.88,104.4,101.82,104.34,1994741,ABC -2015-09-14,104.82,105.48,103.79,104.62,1762397,ABC -2015-09-15,104.72,105.81,104.21,105.56,1481576,ABC -2015-09-16,105.51,106.45,104.82,106.29,1538946,ABC -2015-09-17,106.44,108.18,105.63,106.78,1631793,ABC -2015-09-18,105.91,106.915,105.296,106.1,2222304,ABC -2015-09-21,106.58,107.36,104.76,105.28,1460542,ABC -2015-09-22,104.34,104.5,102.66,103.27,2487104,ABC -2015-09-23,103.2,103.67,102.28,102.82,2217843,ABC -2015-09-24,102.43,102.57,100.59,101.97,1616047,ABC -2015-09-25,102.39,102.465,99.39,99.84,1768355,ABC -2015-09-28,99.34,99.65,96.11,96.19,3379058,ABC -2015-09-29,96.19,96.81,94.41,95.05,2988453,ABC -2015-09-30,96.08,96.68,94.07,94.99,2381231,ABC -2015-10-01,94.99,95.11,93.2,94.51,3193091,ABC -2015-10-02,92.34,94.98,90.82,94.91,3488852,ABC -2015-10-05,95.34,95.83,94.01,94.99,2541998,ABC -2015-10-06,95.47,95.9,92.27,93.03,3778003,ABC -2015-10-07,93.35,93.73,92.26,92.94,2858779,ABC -2015-10-08,93.06,93.88,91.77,93.54,2198667,ABC -2015-10-09,93.23,93.69,92.33,92.84,2815940,ABC -2015-10-12,93.02,93.75,92.8,93.72,1920539,ABC -2015-10-13,93.88,95.19,93.8,94.15,3040779,ABC -2015-10-14,94.0,94.98,92.74,93.03,2191237,ABC -2015-10-15,93.16,94.3,92.11,94.07,2959624,ABC -2015-10-16,94.62,95.32,94.34,95.06,1680239,ABC -2015-10-19,94.97,95.54,94.17,94.79,1561168,ABC -2015-10-20,94.62,95.05,92.87,93.18,2668072,ABC -2015-10-21,93.45,93.83,91.69,92.71,2795542,ABC -2015-10-22,92.88,93.69,91.79,92.8,3423227,ABC -2015-10-23,93.65,94.29,92.4,93.13,2596971,ABC -2015-10-26,93.06,94.16,92.84,93.63,2502124,ABC -2015-10-27,93.93,102.64,92.99,97.54,9731262,ABC -2015-10-28,97.68,98.18,96.21,97.5,3478482,ABC -2015-10-29,97.27,97.538,93.02,96.82,5179667,ABC -2015-10-30,97.27,98.49,96.4,96.51,3115065,ABC -2015-11-02,97.51,98.05,96.56,97.83,2434245,ABC -2015-11-03,97.44,98.17,96.77,97.67,1670818,ABC -2015-11-04,97.67,97.95,96.69,97.47,1871021,ABC -2015-11-05,97.8,98.41,97.38,97.89,2012510,ABC -2015-11-06,98.01,98.71,96.53,97.61,1601353,ABC -2015-11-09,97.33,97.905,96.38,97.4,1699133,ABC -2015-11-10,97.5,99.05,97.18,98.87,1815344,ABC -2015-11-11,99.41,99.64,98.15,98.24,1515599,ABC -2015-11-12,96.29,98.38,96.29,96.91,1914257,ABC -2015-11-13,96.59,97.63,96.22,96.59,1728151,ABC -2015-11-16,96.86,98.07,96.54,97.3,1829729,ABC -2015-11-17,97.73,99.53,97.33,99.17,2315615,ABC -2015-11-18,99.07,100.44,98.87,100.31,1988706,ABC -2015-11-19,100.33,100.86,99.04,99.19,2044635,ABC -2015-11-20,99.6,99.92,98.64,99.1,2299651,ABC -2015-11-23,99.0,99.0,98.4697,98.73,1062448,ABC -2015-11-24,98.16,98.62,97.75,98.5,1628614,ABC -2015-11-25,99.0,99.22,97.83,98.93,2091253,ABC -2015-11-27,99.02,99.7,98.47,98.99,775378,ABC -2015-11-30,99.08,99.49,98.63,98.64,1579810,ABC -2015-12-01,98.84,99.828,98.81,99.5,1823844,ABC -2015-12-02,99.83,100.01,98.51,98.85,1467961,ABC -2015-12-03,99.01,99.21,98.03,98.71,2629090,ABC -2015-12-04,99.12,100.4,98.54,99.89,1697308,ABC -2015-12-07,99.92,100.4,99.34,99.98,1265135,ABC -2015-12-08,99.65,100.58,99.33,100.47,1716788,ABC -2015-12-09,99.53,101.01,99.37,100.67,3365962,ABC -2015-12-10,100.93,102.42,100.62,101.95,2678670,ABC -2015-12-11,101.49,102.81,101.29,102.08,2028321,ABC -2015-12-14,102.2,102.75,101.33,102.53,2361560,ABC -2015-12-15,103.02,103.49,101.34,101.69,2229678,ABC -2015-12-16,102.1,102.44,100.44,101.59,1993677,ABC -2015-12-17,101.69,102.89,101.44,102.34,2791828,ABC -2015-12-18,102.13,102.61,101.24,101.88,4466683,ABC -2015-12-21,102.17,102.92,101.61,102.89,1669306,ABC -2015-12-22,103.0,103.44,102.2,103.16,1087925,ABC -2015-12-23,103.15,104.24,102.8001,103.94,1244544,ABC -2015-12-24,103.71,104.19,103.52,103.95,435407,ABC -2015-12-28,103.85,104.57,103.48,104.19,804389,ABC -2015-12-29,104.69,105.35,104.2795,104.77,828491,ABC -2015-12-30,104.94,105.807,104.79,105.02,1043943,ABC -2015-12-31,104.47,105.12,103.68,103.71,1107637,ABC -2016-01-04,102.31,102.64,101.29,101.87,2326986,ABC -2016-01-05,102.2,103.4,101.59,103.36,2049940,ABC -2016-01-06,101.46,102.64,101.31,101.78,2267322,ABC -2016-01-07,100.87,101.15,98.49,98.53,3658651,ABC -2016-01-08,99.16,99.51,97.8,97.96,1837547,ABC -2016-01-11,95.51,96.0,93.81,94.06,5985830,ABC -2016-01-12,94.45,95.51,93.78,94.18,3620742,ABC -2016-01-13,94.31,94.85,92.94,93.14,4002668,ABC -2016-01-14,92.79,94.2431,92.42,93.72,2789404,ABC -2016-01-15,93.24,93.53,91.43,92.77,3212381,ABC -2016-01-19,93.29,93.341,91.59,92.54,3424171,ABC -2016-01-20,91.79,92.25,89.68,90.9,4490406,ABC -2016-01-21,90.9,91.83,89.79,90.57,2196707,ABC -2016-01-22,91.89,92.08,90.84,91.0,1985773,ABC -2016-01-25,91.99,92.23,91.05,91.27,2439425,ABC -2016-01-26,91.41,91.59,90.61,91.26,1327540,ABC -2016-01-27,91.29,91.52,89.73,90.18,2844540,ABC -2016-01-28,90.5,90.73,87.09,87.29,6053374,ABC -2016-01-29,87.55,89.6,87.28,89.56,3764840,ABC -2016-02-01,89.11,89.38,87.66,89.0,3036577,ABC -2016-02-02,88.6,89.89,87.95,88.14,2849591,ABC -2016-02-03,88.34,88.545,86.87,87.99,3998001,ABC -2016-02-04,80.51,87.97,80.5,84.4,8039420,ABC -2016-02-05,84.0,86.13,82.66,84.7,4853507,ABC -2016-02-08,83.89,84.24,82.72,83.62,4596574,ABC -2016-02-09,82.69,85.04,82.62,84.75,2808974,ABC -2016-02-10,85.44,86.35,85.22,85.6,2708381,ABC -2016-02-11,84.25,85.09,84.19,84.55,2758391,ABC -2016-02-12,84.6,85.61,84.49,85.61,1880401,ABC -2016-02-16,86.11,86.23,85.0,85.61,2234449,ABC -2016-02-17,86.06,87.83,85.72,87.49,3574732,ABC -2016-02-18,87.03,87.49,86.59,86.69,2225791,ABC -2016-02-19,86.74,87.05,86.28,86.84,1653572,ABC -2016-02-22,86.86,87.89,86.83,87.7,2193821,ABC -2016-02-23,87.69,88.1899,86.86,87.35,1675813,ABC -2016-02-24,86.52,87.28,85.8,87.08,2737266,ABC -2016-02-25,87.55,88.03,86.88,87.6,1264526,ABC -2016-02-26,87.85,88.57,87.47,87.54,1160721,ABC -2016-02-29,87.27,87.51,86.435,86.62,2595945,ABC -2016-03-01,86.8,87.73,86.47,87.43,1942517,ABC -2016-03-02,87.43,87.96,87.04,87.63,1628516,ABC -2016-03-03,87.63,88.34,87.13,88.22,1908021,ABC -2016-03-04,88.17,88.47,87.781,88.0,1667303,ABC -2016-03-07,87.36,88.25,87.19,88.1,1757279,ABC -2016-03-08,88.33,88.34,87.14,87.82,1834779,ABC -2016-03-09,87.79,88.01,87.37,87.57,1817730,ABC -2016-03-10,88.01,88.16,85.81,86.18,3419134,ABC -2016-03-11,87.02,89.64,86.56,89.55,3536540,ABC -2016-03-14,89.06,89.77,87.88,87.96,1454111,ABC -2016-03-15,87.5,88.13,86.11,86.3,2220405,ABC -2016-03-16,86.29,87.34,85.94,87.07,1399232,ABC -2016-03-17,87.07,87.47,85.73,85.88,3023176,ABC -2016-03-18,86.12,87.78,85.41,87.48,3675972,ABC -2016-03-21,87.58,87.84,86.8,87.13,1627142,ABC -2016-03-22,87.27,87.5315,86.62,87.16,1687835,ABC -2016-03-23,87.5,87.84,87.09,87.27,1327800,ABC -2016-03-24,86.86,87.23,85.9499,86.17,2449692,ABC -2016-03-28,87.04,87.4,85.71,86.48,1463831,ABC -2016-03-29,86.55,86.86,85.73,86.42,1413437,ABC -2016-03-30,86.5,87.445,86.42,87.09,1659918,ABC -2016-03-31,87.13,87.74,86.3,86.55,1716159,ABC -2016-04-01,86.61,86.85,85.995,86.51,2033286,ABC -2016-04-04,86.74,88.1,86.61,87.16,2271630,ABC -2016-04-05,86.37,87.01,85.58,85.69,2548841,ABC -2016-04-06,85.76,87.6,85.72,87.54,2816776,ABC -2016-04-07,87.3,88.0,86.6,86.66,2218686,ABC -2016-04-08,86.75,86.89,85.12,85.31,2483797,ABC -2016-04-11,85.16,85.535,84.36,84.44,1869825,ABC -2016-04-12,84.61,85.15,84.0499,84.9,1735067,ABC -2016-04-13,85.33,85.78,84.65,85.17,1930230,ABC -2016-04-14,84.7,87.14,84.63,86.7,2126537,ABC -2016-04-15,86.6,87.88,86.49,87.83,2362427,ABC -2016-04-18,88.04,88.72,87.64,88.66,1746813,ABC -2016-04-19,89.41,90.24,89.22,89.49,2041505,ABC -2016-04-20,89.92,91.97,89.64,91.86,3145279,ABC -2016-04-21,91.63,92.48,91.52,91.83,2346406,ABC -2016-04-22,92.03,92.42,91.15,91.89,1941408,ABC -2016-04-25,91.75,91.99,90.98,91.51,2236917,ABC -2016-04-26,91.73,92.0,91.13,91.28,1126704,ABC -2016-04-27,91.32,91.65,90.29,90.64,1708393,ABC -2016-04-28,89.61,89.61,86.18,86.42,5342208,ABC -2016-04-29,86.13,86.49,84.37,85.1,3905081,ABC -2016-05-02,85.19,85.37,84.51,85.23,1621893,ABC -2016-05-03,84.93,86.07,84.43,85.48,1950918,ABC -2016-05-04,84.98,85.3,84.0,84.29,2256078,ABC -2016-05-05,77.95,79.68,76.82,78.0,11878192,ABC -2016-05-06,77.96,78.15,75.35,76.52,6821324,ABC -2016-05-09,76.43,78.48,76.27,77.37,3961434,ABC -2016-05-10,77.78,78.2887,76.4,76.68,3683560,ABC -2016-05-11,76.48,76.82,75.5,75.76,3441066,ABC -2016-05-12,75.92,75.92,74.63,74.78,3469278,ABC -2016-05-13,74.71,75.07,73.54,73.66,2377477,ABC -2016-05-16,73.76,74.67,73.73,74.59,2991684,ABC -2016-05-17,74.4,75.06,74.06,74.53,2971403,ABC -2016-05-18,74.2,75.27,74.08,75.16,3253704,ABC -2016-05-19,74.46,75.31,74.34,75.05,3019081,ABC -2016-05-20,75.14,75.33,74.36,74.82,2544887,ABC -2016-05-23,75.0,75.05,73.91,73.94,1730530,ABC -2016-05-24,74.37,74.59,73.89,74.34,1949125,ABC -2016-05-25,74.59,74.75,73.87,74.04,1666428,ABC -2016-05-26,74.04,74.07,73.31,73.69,1460585,ABC -2016-05-27,73.78,74.11,73.62,74.03,1945946,ABC -2016-05-31,74.2,75.05,73.89,74.98,4431248,ABC -2016-06-01,74.76,75.94,74.59,75.64,2851495,ABC -2016-06-02,75.81,77.23,75.66,77.08,3043678,ABC -2016-06-03,76.7,77.0,76.27,76.54,1912637,ABC -2016-06-06,76.3,76.645,75.95,76.45,1492281,ABC -2016-06-07,76.39,76.54,75.92,76.22,1679403,ABC -2016-06-08,76.31,76.64,75.87,76.25,2048296,ABC -2016-06-09,76.22,76.42,75.9,76.17,3146459,ABC -2016-06-10,75.87,77.24,75.37,76.46,2818140,ABC -2016-06-13,76.44,77.18,76.21,76.41,2860557,ABC -2016-06-14,76.08,76.45,74.96,75.51,2961488,ABC -2016-06-15,75.95,76.73,75.87,76.12,2394921,ABC -2016-06-16,75.67,76.25,75.05,76.0,2112075,ABC -2016-06-17,76.01,76.33,75.16,75.7,3056969,ABC -2016-06-20,76.25,77.22,76.13,76.37,2448138,ABC -2016-06-21,76.49,76.7805,76.05,76.57,1277332,ABC -2016-06-22,76.57,77.48,76.07,77.13,1935264,ABC 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-2018-02-07,91.6,95.34,91.1,94.22,2509484,ABC diff --git a/docs/examples/openai/openai_async_chat.py b/docs/examples/openai/openai_async_chat.py deleted file mode 100644 index 50d81de..0000000 --- a/docs/examples/openai/openai_async_chat.py +++ /dev/null @@ -1,31 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create a chatbot using -OpenAI's with async/await. -""" - -import panel as pn -from openai import AsyncOpenAI - -pn.extension() - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - response = await aclient.chat.completions.create( - model="gpt-3.5-turbo", - messages=[{"role": "user", "content": contents}], - stream=True, - ) - message = "" - async for chunk in response: - part = chunk.choices[0].delta.content - if part is not None: - message += part - yield message - - -aclient = AsyncOpenAI() -chat_interface = pn.chat.ChatInterface(callback=callback, callback_user="ChatGPT") -chat_interface.send( - "Send a message to get a reply from ChatGPT!", user="System", respond=False -) -chat_interface.servable() diff --git a/docs/examples/openai/openai_authentication.py b/docs/examples/openai/openai_authentication.py deleted file mode 100644 index 39bb2fd..0000000 --- a/docs/examples/openai/openai_authentication.py +++ /dev/null @@ -1,68 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` widget with authentication for -OpenAI's API. -""" - -import os - -import panel as pn -from openai import AsyncOpenAI - -SYSTEM_KWARGS = dict( - user="System", - respond=False, -) - -pn.extension() - - -def add_key_to_env(key): - if not key.startswith("sk-"): - chat_interface.send("Please enter a valid OpenAI key!", **SYSTEM_KWARGS) - return - - chat_interface.send( - "Your OpenAI key has been set. Feel free to minimize the sidebar.", - **SYSTEM_KWARGS, - ) - chat_interface.disabled = False - - -key_input = pn.widgets.PasswordInput(placeholder="sk-...", name="OpenAI Key") -pn.bind(add_key_to_env, key=key_input, watch=True) - - -async def callback( - contents: str, - user: str, - instance: pn.chat.ChatInterface, -): - if "OPENAI_API_KEY" not in os.environ: - yield "Please first set your OpenAI key in the sidebar!" - return - - response = await aclient.chat.completions.create( - model="gpt-3.5-turbo", - messages=[{"role": "user", "content": contents}], - stream=True, - api_key=key_input.value, - ) - message = "" - async for chunk in response: - part = chunk.choices[0].delta.content - if part is not None: - message += part - yield message - - -aclient = AsyncOpenAI() -chat_interface = pn.chat.ChatInterface(callback=callback, disabled=True) -chat_interface.send( - "First enter your OpenAI key in the sidebar, then send a message!", **SYSTEM_KWARGS -) - -pn.template.MaterialTemplate( - title="OpenAI ChatInterface with authentication", - sidebar=[key_input], - main=[chat_interface], -).servable() diff --git a/docs/examples/openai/openai_chat.py b/docs/examples/openai/openai_chat.py deleted file mode 100644 index 75357dd..0000000 --- a/docs/examples/openai/openai_chat.py +++ /dev/null @@ -1,31 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create a chatbot using -OpenAI's API. -""" - -import panel as pn -from openai import OpenAI - -pn.extension() - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - response = client.chat.completions.create( - model="gpt-3.5-turbo", - messages=[{"role": "user", "content": contents}], - stream=True, - ) - message = "" - for chunk in response: - part = chunk.choices[0].delta.content - if part is not None: - message += part - yield message - - -client = OpenAI() -chat_interface = pn.chat.ChatInterface(callback=callback, callback_user="ChatGPT") -chat_interface.send( - "Send a message to get a reply from ChatGPT!", user="System", respond=False -) -chat_interface.servable() diff --git a/docs/examples/openai/openai_chat_with_hvplot.py b/docs/examples/openai/openai_chat_with_hvplot.py deleted file mode 100644 index 5378c3f..0000000 --- a/docs/examples/openai/openai_chat_with_hvplot.py +++ /dev/null @@ -1,253 +0,0 @@ -""" -We use [OpenAI *Function Calling*](https://platform.openai.com/docs/guides/function-calling) and -[hvPlot](https://hvplot.holoviz.org/) to create an **advanced chatbot** that can create plots. -""" -import json -from pathlib import Path - -import hvplot.pandas # noqa -import matplotlib.pyplot as plt -import pandas as pd -import panel as pn -import plotly.io as pio -from openai import AsyncOpenAI - -ROOT = Path(__file__).parent - -ACCENT = "#00A67E" -THEME = pn.config.theme -CSS_TO_BE_UPSTREAMED_TO_PANEL = """ -a {color: var(--accent-fill-rest) !important;} -a:hover {color: var(--accent-fill-hover) !important;} -div.pn-wrapper{height: calc(100% - 25px)} -#sidebar {padding-left: 5px;background: var(--neutral-fill-active)} -""" - -JSON_THEME = "light" - -MODEL = "gpt-3.5-turbo-1106" -CHAT_GPT_LOGO = "https://upload.wikimedia.org/wikipedia/commons/thumb/0/04/ChatGPT_logo.svg/512px-ChatGPT_logo.svg.png" -CHAT_GPT_URL = "https://chat.openai.com/" -HVPLOT_LOGO = "https://holoviz.org/assets/hvplot.png" -PANEL_LOGO = { - "default": "https://panel.holoviz.org/_static/logo_horizontal_light_theme.png", - "dark": "https://panel.holoviz.org/_static/logo_horizontal_dark_theme.png", -} -PANEL_URL = "https://panel.holoviz.org/index.html" - -pn.chat.message.DEFAULT_AVATARS["assistant"] = HVPLOT_LOGO -pn.chat.ChatMessage.show_reaction_icons = False - - -@pn.cache -def _read_data(): - return ( - pd.read_csv(ROOT / "ABC.csv", parse_dates=["date"]) - .sort_values(by="date", ascending=False) - .head(100) - ) - - -DATA = _read_data() - - -@pn.cache -def _read_tool(name: str) -> dict: - # See https://json-schema.org/learn/glossary - with open(ROOT / f"tool_{name}.json", encoding="utf8") as file: - return json.load(file) - - -TOOLS_MAP = {"hvplot": _read_tool("hvplot"), "renderer": _read_tool("renderer")} -TOOLS = list(TOOLS_MAP.values()) - -HVPLOT_ARGUMENTS = ( - "`" - + "`, `".join(sorted(TOOLS_MAP["hvplot"]["function"]["parameters"]["properties"])) - + "`" -) -EXPLANATION = f""" -## hvPlot by HoloViz ---- - -`hvPlot` is a high-level plotting library that that works almost in the same way as \ -the well known `Pandas` `.plot` method. - -The `.hvplot` method supports more data backends, plotting backends and provides more \ -features than the `.plot` method. - -## OpenAI GPT with Tools ---- - -We are using the OpenAI `{MODEL}` model with the `hvplot` and `renderer` *tools*. - -You can refer to the following `hvplot` arguments - -- {HVPLOT_ARGUMENTS} - -and `renderer` arguments - -- `backend` -""" - -SYSTEM_PROMPT = """\ -You are now a **Plotting Assistant** that helps users plot their data using `hvPlot` \ -by `HoloViz`.\ -""" - -DATA_PROMPT = f"""\ -Hi. Here is a description of your `data`. - -The type is `{DATA.__class__.__name__}`. The `dtypes` are - -```bash -{DATA.dtypes} -```""" - -pn.extension( - "plotly", - raw_css=[CSS_TO_BE_UPSTREAMED_TO_PANEL], -) - -tools_pane = pn.pane.JSON( - object=TOOLS, depth=6, theme=JSON_THEME, name="Tools", sizing_mode="stretch_both" -) -tabs_layout = pn.Tabs( - pn.Column(name="Plot"), - tools_pane, - pn.Column(name="Arguments"), - sizing_mode="stretch_both", - styles={"border-left": "2px solid var(--neutral-fill-active)"}, -) - - -def _powered_by(): - """Returns a component describing the frameworks powering the chat ui""" - params = {"height": 50, "sizing_mode": "fixed", "margin": (10, 10)} - return pn.Column( - pn.Row( - pn.pane.Image(CHAT_GPT_LOGO, **params), - pn.pane.Image(HVPLOT_LOGO, **params), - ), - sizing_mode="stretch_width", - ) - - -def _to_code(kwargs): - """Returns the .hvplot code corresponding to the kwargs""" - code = "data.hvplot(" - if kwargs: - code += "\n" - for key, value in kwargs.items(): - code += f" {key}={repr(value)},\n" - code += ")" - return code - - -def _update_tool_kwargs(tool_calls, original_kwargs): - if tool_calls: - for tool_call in tool_calls: - name = tool_call.function.name - kwargs = json.loads(tool_call.function.arguments) - if kwargs: - # the llm does not always specify both the hvplot and renderer args - # if not is specified its most natural to assume we continue with the - # same args as before - original_kwargs[name] = kwargs - - -def _clean_tool_kwargs(kwargs): - # Sometimes the llm adds the backend argument to the hvplot arguments - backend = kwargs["hvplot"].pop("backend", None) - if backend and "backend" not in kwargs["renderer"]: - # We add the backend argument to the renderer if none is specified - kwargs["renderer"]["backend"] = backend - # Use responsive by default - if "responsive" not in kwargs: - kwargs["hvplot"]["responsive"] = True - - -def _set_theme(): - if THEME == "dark": - pio.templates.default = "plotly_dark" - plt.style.use(["default", "dark_background"]) - else: - pio.templates.default = "plotly" - plt.style.use(["default", "seaborn-v0_8"]) - - -client = AsyncOpenAI() -tool_kwargs = {"hvplot": {}, "renderer": {}} - - -async def callback( - contents: str, user: str, instance -): # pylint: disable=unused-argument - """Responds to a task""" - messages = instance.serialize() - response = await client.chat.completions.create( - model=MODEL, - messages=messages, - tools=TOOLS, - tool_choice="auto", - ) - response_message = response.choices[0].message - tool_calls = response_message.tool_calls - - _update_tool_kwargs(tool_calls, tool_kwargs) - _clean_tool_kwargs(tool_kwargs) - code = _to_code(tool_kwargs["hvplot"]) - - response = f""" -Try running - -```python -{code} -```""" - chat_interface.send(response, user="Assistant", respond=False) - plot = DATA.hvplot(**tool_kwargs["hvplot"]) - _set_theme() - pane = pn.pane.HoloViews( - object=plot, sizing_mode="stretch_both", name="Plot", **tool_kwargs["renderer"] - ) - arguments = pn.pane.JSON( - tool_kwargs, - sizing_mode="stretch_both", - depth=3, - theme=JSON_THEME, - name="Arguments", - ) - tabs_layout[:] = [pane, tools_pane, arguments] - - -chat_interface = pn.chat.ChatInterface( - callback=callback, - show_rerun=False, - show_undo=False, - show_clear=False, - callback_exception="verbose", -) -chat_interface.send( - SYSTEM_PROMPT, - user="System", - respond=False, -) -chat_interface.send( - DATA_PROMPT, - user="Assistant", - respond=False, -) - - -component = pn.Row(chat_interface, tabs_layout, sizing_mode="stretch_both") - -pn.template.FastListTemplate( - title="Chat with hvPlot", - sidebar=[ - _powered_by(), - EXPLANATION, - ], - main=[component], - main_layout=None, - accent=ACCENT, -).servable() diff --git a/docs/examples/openai/openai_hvplot.py b/docs/examples/openai/openai_hvplot.py deleted file mode 100644 index c1e99f2..0000000 --- a/docs/examples/openai/openai_hvplot.py +++ /dev/null @@ -1,98 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create a **simple chatbot** -that can generate plots of your data using [hvPlot](https://hvplot.holoviz.org/). -""" - -import re -from typing import Union - -import pandas as pd -import panel as pn -from openai import AsyncOpenAI -from panel.io.mime_render import exec_with_return - -DATAFRAME_PROMPT = """ - Here are the columns in your DataFrame: {columns}. - Create a plot with hvplot that highlights an interesting - relationship between the columns with hvplot groupby kwarg. -""" - -CODE_REGEX = re.compile(r"```\s?python(.*?)```", re.DOTALL) - - -def _clean(df: pd.DataFrame): - df.columns = [column.strip() for column in df.columns] - df = df.head(100) - return df - - -async def respond_with_openai(contents: Union[pd.DataFrame, str]): - # extract the DataFrame - if isinstance(contents, pd.DataFrame): - global df - df = _clean(contents) - columns = contents.columns - message = DATAFRAME_PROMPT.format(columns=columns) - else: - message = contents - - response = await aclient.chat.completions.create( - model="gpt-3.5-turbo", - messages=[{"role": "user", "content": message}], - temperature=0, - max_tokens=500, - stream=True, - ) - message = "" - async for chunk in response: - part = chunk.choices[0].delta.content - if part is not None: - message += part - yield {"user": "ChatGPT", "object": message} - - -async def respond_with_executor(code: str): - code_block = f"```python\n{code}\n```" - global df - context = {"df": df} - plot = exec_with_return(code=code, global_context=context) - return { - "user": "Executor", - "object": pn.Tabs( - ("Plot", plot), - ("Code", code_block), - ), - } - - -async def callback( - contents: Union[str, pd.DataFrame], - name: str, - instance: pn.chat.ChatInterface, -): - if not isinstance(contents, (str, pd.DataFrame)): - return - - if name == "User": - async for chunk in respond_with_openai(contents): - yield chunk - instance.respond() - elif CODE_REGEX.search(contents): - yield await respond_with_executor(CODE_REGEX.search(contents).group(1)) - - -aclient = AsyncOpenAI() -chat_interface = pn.chat.ChatInterface( - widgets=[pn.widgets.FileInput(name="Upload"), pn.widgets.TextInput(name="Message")], - callback=callback, -) -# ruff: noqa: E501 -chat_interface.send( - """Send a message to ChatGPT or upload a small CSV file to get started! - -example.csv -""", - user="System", - respond=False, -) -chat_interface.servable() diff --git a/docs/examples/openai/openai_image_generation.py b/docs/examples/openai/openai_image_generation.py deleted file mode 100644 index 3ac943a..0000000 --- a/docs/examples/openai/openai_image_generation.py +++ /dev/null @@ -1,25 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create images using -OpenAI's [DALL-E API](https://platform.openai.com/docs/guides/images/image-generation). -""" - -import panel as pn -from openai import OpenAI - -pn.extension() - - -def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - response = client.images.generate(prompt=contents, n=1, size="256x256") - image_url = response.data[0].url - return pn.pane.Image(image_url, width=256, height=256) - - -client = OpenAI() -chat_interface = pn.chat.ChatInterface( - callback=callback, callback_user="DALL-E", placeholder_text="Generating..." -) -chat_interface.send( - "Create an image by providing a prompt!", user="System", respond=False -) -chat_interface.servable() diff --git a/docs/examples/openai/openai_two_bots.py b/docs/examples/openai/openai_two_bots.py deleted file mode 100644 index f839194..0000000 --- a/docs/examples/openai/openai_two_bots.py +++ /dev/null @@ -1,54 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create two bots that chat with each -other. -""" - -import panel as pn -from openai import AsyncOpenAI - -pn.extension() - - -async def callback( - contents: str, - user: str, - instance: pn.chat.ChatInterface, -): - if user in ["User", "Happy Bot"]: - callback_user = "Nerd Bot" - callback_avatar = "🤓" - elif user == "Nerd Bot": - callback_user = "Happy Bot" - callback_avatar = "😃" - - prompt = f"Think profoundly about {contents}, then ask a question." - response = await aclient.chat.completions.create( - model="gpt-3.5-turbo", - messages=[{"role": "user", "content": prompt}], - stream=True, - max_tokens=250, - temperature=0.1, - ) - message = "" - async for chunk in response: - part = chunk.choices[0].delta.content - if part is not None: - message += part - yield {"user": callback_user, "avatar": callback_avatar, "object": message} - - if len(instance.objects) % 6 == 0: # stop at every 6 messages - instance.send( - "That's it for now! Thanks for chatting!", user="System", respond=False - ) - return - instance.respond() - - -aclient = AsyncOpenAI() -chat_interface = pn.chat.ChatInterface(callback=callback) -chat_interface.send( - "Enter a topic for the bots to discuss! Beware the token usage!", - user="System", - respond=False, -) -chat_interface.servable() diff --git a/docs/examples/openai/openai_with_memory.py b/docs/examples/openai/openai_with_memory.py deleted file mode 100644 index 738366d..0000000 --- a/docs/examples/openai/openai_with_memory.py +++ /dev/null @@ -1,32 +0,0 @@ -""" -Demonstrates how to use the `ChatInterface` to create a chatbot using -OpenAI's with async/await. -""" - -import panel as pn -from openai import AsyncOpenAI - -pn.extension() - - -async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): - messages = instance.serialize()[1:] - response = await aclient.chat.completions.create( - model="gpt-3.5-turbo", - messages=messages, - stream=True, - ) - message = "" - async for chunk in response: - part = chunk.choices[0].delta.content - if part is not None: - message += part - yield message - - -aclient = AsyncOpenAI() -chat_interface = pn.chat.ChatInterface(callback=callback, callback_user="ChatGPT") -chat_interface.send( - "Send a message to get a reply from ChatGPT!", user="System", respond=False -) -chat_interface.servable() diff --git a/docs/examples/openai/tool_hvplot.json b/docs/examples/openai/tool_hvplot.json deleted file mode 100644 index a624580..0000000 --- a/docs/examples/openai/tool_hvplot.json +++ /dev/null @@ -1,275 +0,0 @@ -{ - "type": "function", - "function": { - "name": "hvplot", - "description": "Creates a plot using the `.hvplot` method on the data.", - "parameters": { - "type": "object", - "properties": { - "cnorm": { - "type": "string", - "enum": ["linear", "log", "eq_hist"], - "default": "linear", - "description": "Color scaling which must be one of 'linear', 'log' or 'eq_hist'" - }, - "colorbar": { - "type": "boolean", - "default": "False", - "description": "Whether or not to enable the colorbar. False means not enabled." - }, - "fontscale": { - "type": "number", - "default": 1.0, - "min": 0.01, - "description": "Scales the size of all fonts by the same amount." - }, - "fontsize": { - "type": "number", - "default": 12.0, - "min": 1.0, - "description": "Set title, label and legend text to this fontsize.." - }, - "flip_xaxis": { - "type": "boolean", - "default": "False", - "description": "If True then the x-axis is flipped left to right. Otherwise not." - }, - "flip_yaxis": { - "type": "boolean", - "default": "False", - "description": "If True then the y-axis is flipped left to right. Otherwise not" - }, - "grid": { - "type": "boolean", - "default": "False", - "description": "If True a grid is shown. Otherwise not." - }, - "hover": { - "type": "boolean", - "default": "True", - "description": "If True, then tooltips are shown. Otherwise not." - }, - "hover_cols": { - "oneOf": [ - { - "type": "string", - "description": "The name of the column to add to the hover tool/ tooltips" - }, - { - "type": "array", - "items": { - "type": "string" - }, - "description": "An array of column names to add to the hover tool/ tooltips" - } - ] - }, - "invert": { - "type": "boolean", - "default": "False", - "description": "If True, then the x- and y-axis are swapped" - }, - "frame_width": { - "type": "integer", - "default": 800, - "min": 1, - "description": "The width in pixels of the data area of the plot" - }, - "frame_height": { - "type": "integer", - "default": 600, - "min": 1, - "description": "The height in pixels of the data area of the plot" - }, - "logx": { - "type": "boolean", - "default": false, - "description": "Whether or not to enable logarithmic x-axis" - }, - "logy": { - "type": "boolean", - "default": false, - "description": "Whether or not to enable logarithmic y-axis" - }, - "logz": { - "type": "boolean", - "default": false, - "description": "Whether or not to enable logarithmic z-axis" - }, - "loglog": { - "type": "boolean", - "default": false, - "description": "If True, then logarithmic x- and y-axis is enabled" - }, - "max_width": { - "type": "integer", - "default": 800, - "min": 1, - "description": "The maximum width of the plot for responsive modes" - }, - "max_height": { - "type": "integer", - "default": 600, - "min": 1, - "description": "The maximum height of the plot for responsive modes" - }, - "min_width": { - "type": "integer", - "default": 300, - "min": 1, - "description": "The minimum width of the plot for responsive modes" - }, - "min_height": { - "type": "integer", - "default": 300, - "min": 1, - "description": "The minimum height of the plot for responsive modes" - }, - "rescale_discrete_levels": { - "type": "boolean", - "default": true, - "description": "If cnorm='eq_hist' and there are only a few discrete values, then rescale_discrete_levels=True" - }, - "responsive": { - "type": "boolean", - "default": true, - "description": "Whether the plot should responsively resize depending on the size of the browser" - }, - "tools": { - "type": "array", - "default": ["save", "pan", "wheel_zoom", "box_zoom", "reset"], - "items": { - "type": "string", - "enum": [ - "box_select", - "box_zoom", - "lasso_select", - "pan", - "pan", - "reset", - "save", - "tap", - "wheel_pan", - "wheel_zoom", - "xpan", - "xwheel_pan", - "xwheel_zoom", - "xzoom_in", - "xzoom_out", - "ypan", - "ywheel_pan", - "ywheel_zoom", - "yzoom_in", - "yzoom_out", - "zoom_in", - "zoom_out" - ] - } - }, - "xaxis": { - "oneOf": [ - { - "type": "boolean", - "default": true, - "description": "Whether or not to show the x-axis" - }, - { - "type": "string", - "enum": ["top", "bottom", "left", "right"], - "description": "Whether to place the x-axis at the 'top' or 'bottom'." - } - ] - }, - "yaxis": { - "oneOf": [ - { - "type": "boolean", - "default": true, - "description": "Whether or not to show the y-axis" - }, - { - "type": "string", - "enum": ["left", "right"], - "description": "Whether to place the y-axis at the 'left' or 'right'." - } - ] - }, - "x": { - "type": "string", - "description": "The series to plot on the x-axis" - }, - "y": { - "oneOf": [ - { - "type": "string", - "description": "A single series to be plotted on the y-axis" - }, - { - "type": "array", - "items": { - "type": "string" - }, - "description": "An array of series to be plotted on the y-axis" - } - ] - }, - "size": { - "type": "integer", - "description": "The size of the marker" - }, - "color": { - "oneOf": [ - { - "type": "string", - "description": "A single named or hex color to use for plotting" - }, - { - "type": "array", - "items": { - "type": "string" - }, - "description": "An array of named or hex colors to use for plotting" - } - ] - }, - "kind": { - "type": "string", - "default": "scatter", - "description": "The kind of plot. One of 'area', 'bar', 'barh', 'bivariate', 'box', 'contour', 'contourf', 'dataset', 'density', 'errorbars', 'hist', 'image', 'kde', 'labels', 'line', 'scatter', 'heatmap', 'hexbin', 'ohlc', 'paths', 'points', 'polygons', 'quadmesh', 'rgb', 'step', 'table', 'vectorfield', 'violin'" - }, - "title": { - "type": "string", - "default": "", - "description": "The title of the plot" - }, - "alpha": { - "type": "number", - "default": 1.0, - "min": 0.0, - "max": 1.0, - "description": "The alpha value of the color." - }, - "xlabel": { - "type": "string", - "default": "", - "description": "The text of the x-axis label" - }, - "ylabel": { - "type": "string", - "default": "", - "description": "The text of the y-axis label" - }, - "clabel": { - "type": "string", - "default": "", - "description": "The text of the colorbar label" - }, - "rot": { - "type": "number", - "default": 0.0, - "description": "Rotates the axis ticks along the x-axis by the specified number of degrees." - } - } - } - } -} diff --git a/docs/examples/openai/tool_renderer.json b/docs/examples/openai/tool_renderer.json deleted file mode 100644 index cc8cc4f..0000000 --- a/docs/examples/openai/tool_renderer.json +++ /dev/null @@ -1,21 +0,0 @@ -{ - "type": "function", - "function": { - "name": "renderer", - "description": "Renders a plot using a named backend like 'bokeh', 'matplotlib' or 'plotly'", - "parameters": { - "type": "object", - "properties": { - "backend": { - "type": "string", - "enum": ["bokeh", "matplotlib", "bokeh"], - "default": "bokeh", - "description": "The name of the backend to render the plot with. One of 'bokeh', 'matplotlib' or 'plotly'" - } - }, - "required": [ - "backend" - ] - } - } -} diff --git a/docs/feature.md b/docs/feature.md new file mode 100644 index 0000000..fa420c4 --- /dev/null +++ b/docs/feature.md @@ -0,0 +1,506 @@ +# Feature + +## Feature Chained Response + +Demonstrates how to chain responses from a single message in the callback. + +Highlight: + +- The `respond` parameter in the `send` method is used to chain responses. +- It's also possible to use `respond` as a method to chain responses. + + + + + +

+ +Source code for feature_chained_response.py + +```python +""" +Demonstrates how to chain responses from a single message in the callback. + +Highlight: + +- The `respond` parameter in the `send` method is used to chain responses. +- It's also possible to use `respond` as a method to chain responses. +""" + +from asyncio import sleep + +import panel as pn + +pn.extension() + +PERSON_1 = "Happy User" +PERSON_2 = "Excited User" +PERSON_3 = "Passionate User" + + +async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + await sleep(2) + if user == "User": + instance.send( + f"Hey, {PERSON_2}! Did you hear the user?", + user=PERSON_1, + avatar="😊", + respond=True, # This is the default, but it's here for clarity + ) + elif user == PERSON_1: + user_message = instance.objects[-2] + user_contents = user_message.object + yield pn.chat.ChatMessage( + f'Yeah, they said "{user_contents}"! Did you also hear {PERSON_3}?', + user=PERSON_2, + avatar="😄", + ) + instance.respond() + elif user == PERSON_2: + instance.send( + f"Yup, I heard!", + user=PERSON_3, + avatar="😆", + respond=False, + ) + + +chat_interface = pn.chat.ChatInterface( + help_text="Send a message to start the conversation!", callback=callback +) +chat_interface.servable() +``` +
+ +Live Apps: Pyodide + +## Feature Control Callback Response + +Demonstrates how to precisely control the callback response. + +Highlights: + +- Use a placeholder text to display a message while waiting for the response. +- Use a placeholder threshold to control when the placeholder text is displayed. +- Use send instead of stream/yield/return to keep the placeholder text while still sending a message, ensuring respond=False to avoid a recursive loop. +- Use yield to continuously update the response message. +- Use pn.chat.ChatMessage or dict to send a message with a custom user and avatar. + + + + + +
+ +Source code for feature_control_callback_response.py + +```python +""" +Demonstrates how to precisely control the callback response. + +Highlights: + +- Use a placeholder text to display a message while waiting for the response. +- Use a placeholder threshold to control when the placeholder text is displayed. +- Use send instead of stream/yield/return to keep the placeholder text while still sending a message, ensuring respond=False to avoid a recursive loop. +- Use yield to continuously update the response message. +- Use pn.chat.ChatMessage or dict to send a message with a custom user and avatar. +""" + +from asyncio import sleep +from random import choice + +import panel as pn + +pn.extension() + + +async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + await sleep(0.5) + # use send instead of stream/yield/return to keep the placeholder text + # while still sending a message; ensure respond=False to avoid a recursive loop + instance.send( + "Let me flip the coin for you...", user="Game Master", avatar="🎲", respond=False + ) + await sleep(1) + + characters = "/|\\_" + index = 0 + for _ in range(0, 28): + index = (index + 1) % len(characters) + # use yield to continuously update the response message + # use pn.chat.ChatMessage to send a message with a custom user and avatar + yield pn.chat.ChatMessage("\r" + characters[index], user="Coin", avatar="🪙") + await sleep(0.005) + + result = choice(["heads", "tails"]) + if result in contents.lower(): + # equivalently, use a dict instead of a pn.chat.ChatMessage + yield {"object": f"Woohoo, {result}! You win!", "user": "Coin", "avatar": "🎲"} + else: + yield {"object": f"Aw, got {result}. Try again!", "user": "Coin", "avatar": "🎲"} + + +chat_interface = pn.chat.ChatInterface( + widgets=[ + pn.widgets.RadioButtonGroup( + options=["Heads!", "Tails!"], button_type="primary", button_style="outline" + ) + ], + callback=callback, + help_text="Select heads or tails, then click send!", + placeholder_text="Waiting for the result...", + placeholder_threshold=0.1, +) +chat_interface.servable() +``` +
+ + +## Feature Custom Input Widgets + +Demonstrates how to use the `ChatInterface` and custom widgets, +like `ChatAreaInput` and `FileInput`, to create a chatbot that counts +the number of lines in a message or file. + +Highlights: + +- The `ChatAreaInput` and `FileInput` widgets are used to create a custom +chatbot that counts the number of lines in a message or file. +- The `callback` function is used to count the number of lines in the message +or file and return the result to the User. + + + + + +
+ +Source code for feature_custom_input_widgets.py + +```python +""" +Demonstrates how to use the `ChatInterface` and custom widgets, +like `ChatAreaInput` and `FileInput`, to create a chatbot that counts +the number of lines in a message or file. + +Highlights: + +- The `ChatAreaInput` and `FileInput` widgets are used to create a custom + chatbot that counts the number of lines in a message or file. +- The `callback` function is used to count the number of lines in the message + or file and return the result to the User. +""" + +import panel as pn + +pn.extension() + + +def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + lines = contents.strip().count("\n") + message = f"This snippet has {lines + 1} lines." + return message + + +chat_input = pn.chat.ChatAreaInput(placeholder="Send a message") +file_input = pn.widgets.FileInput(accept=".py") +chat_interface = pn.chat.ChatInterface( + callback=callback, widgets=[chat_input, file_input] +) +chat_interface.send( + "Enter a message in the ChatAreaInput below to count how many lines there is, " + "or upload a Python file to count the number of lines in the file.", + user="System", + respond=False, +) +chat_interface.servable() +``` +
+ + +## Feature Delayed Placeholder + +Demonstrates how to delay the display of the placeholder. + +Highlights: + +- The `placeholder_threshold` parameter is used to delay the display of the placeholder. +If the response time is less than the threshold, the placeholder will not be displayed. +- The `placeholder_text` parameter is used to customize the placeholder text. + + + + + +
+ +Source code for feature_delayed_placeholder.py + +```python +""" +Demonstrates how to delay the display of the placeholder. + +Highlights: + +- The `placeholder_threshold` parameter is used to delay the display of the placeholder. + If the response time is less than the threshold, the placeholder will not be displayed. +- The `placeholder_text` parameter is used to customize the placeholder text. +""" + +from asyncio import sleep + +import panel as pn + +pn.extension() + + +async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + try: + seconds = float(contents) + if 0 < seconds < 10: + await sleep(seconds) + return f"Slept {contents} seconds!" + else: + return "Please enter a number between 1 and 9!" + except ValueError: + return "Please enter a number!" + + +chat_interface = pn.chat.ChatInterface( + callback=callback, + placeholder_threshold=2, + placeholder_text="Waiting for reply...", +) +chat_interface.send( + "Send a number to make the system sleep between 1 and 9 seconds!", + user="System", + respond=False, +) +chat_interface.servable() +``` +
+ +Live Apps: Pyodide + +## Feature Echo Chat + +Demonstrates how to use the `ChatInterface` and a `callback` function to respond. + +Highlights: + +- The `ChatInterface` and a `callback` function are used to create a +chatbot that echoes back the message entered by the User. +- The `help_text` parameter is used to provide instructions to the User. + + + + + +
+ +Source code for feature_echo_chat.py + +```python +""" +Demonstrates how to use the `ChatInterface` and a `callback` function to respond. + +Highlights: + +- The `ChatInterface` and a `callback` function are used to create a + chatbot that echoes back the message entered by the User. +- The `help_text` parameter is used to provide instructions to the User. +""" + +import panel as pn + +pn.extension() + + +def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + message = f"Echoing {user}: {contents}" + return message + + +chat_interface = pn.chat.ChatInterface( + callback=callback, + help_text="Enter a message in the TextInput below and receive an echo!", +) +chat_interface.servable() +``` +
+ + +## Feature Slim Interface + +Demonstrates how to create a slim `ChatInterface` that fits in the sidebar. + +Highlights: + +- The `ChatInterface` is placed in the sidebar. +- Set `show_*` parameters to `False` to hide the respective buttons. +- Use `message_params` to customize the appearance of each chat messages. + + + + + +
+ +Source code for feature_slim_interface.py + +```python +""" +Demonstrates how to create a slim `ChatInterface` that fits in the sidebar. + +Highlights: + +- The `ChatInterface` is placed in the sidebar. +- Set `show_*` parameters to `False` to hide the respective buttons. +- Use `message_params` to customize the appearance of each chat messages. +""" +import panel as pn + +pn.extension() + + +async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + message = f"Echoing {user}: {contents}" + return message + + +chat_interface = pn.chat.ChatInterface( + callback=callback, + show_send=False, + show_rerun=False, + show_undo=False, + show_clear=False, + show_avatar=False, + show_timestamp=False, + show_button_name=False, + show_reaction_icons=False, + sizing_mode="stretch_width", + height=700, + message_params={ + "stylesheets": [ + """ + .message { + font-size: 1em; + } + .name { + font-size: 0.9em; + } + .timestamp { + font-size: 0.9em; + } + """ + ] + }, +) + +main = """ +We've put a *slim* `ChatInterface` in the sidebar. In the main area you +could add the object you are chatting about +""" + +pn.template.FastListTemplate( + main=[main], + sidebar=[chat_interface], + sidebar_width=500, +).servable() +``` +
+ +Live Apps: Pyodide + +## Feature Stream Echo Chat + +Demonstrates how to use the `ChatInterface` and a `callback` function to +stream back responses. + +The chatbot Assistant echoes back the message entered by the User in an +*async streaming* fashion. + +Highlights: + +- The function is defined as `async` and uses `yield` to stream back responses. +- Initialize `message` first to gather the characters and then `yield` it; +without it, only one letter would be displayed at a time. + + + + + +
+ +Source code for feature_stream_echo_chat.py + +```python +""" +Demonstrates how to use the `ChatInterface` and a `callback` function to +stream back responses. + +The chatbot Assistant echoes back the message entered by the User in an +*async streaming* fashion. + +Highlights: + +- The function is defined as `async` and uses `yield` to stream back responses. +- Initialize `message` first to gather the characters and then `yield` it; + without it, only one letter would be displayed at a time. +""" + + +from asyncio import sleep + +import panel as pn + +pn.extension() + + +async def callback(contents: str, user: str, instance: pn.chat.ChatInterface): + await sleep(1) + message = "" + for char in "Echoing User: " + contents: + await sleep(0.05) + message += char + yield message + + +chat_interface = pn.chat.ChatInterface(callback=callback) +chat_interface.send( + "Enter a message below and receive an echo!", + user="System", + respond=False, +) +chat_interface.servable() +``` +
diff --git a/docs/llama_index.md b/docs/llama_index.md deleted file mode 100644 index daa78ec..0000000 --- a/docs/llama_index.md +++ /dev/null @@ -1,19 +0,0 @@ -# LlamaIndex - -Our examples for [LlamaIndex](https://www.llamaindex.ai/) are available as the -[`panel_chatbot`](https://llamahub.ai/l/llama_packs-panel_chatbot) pack on -LlamaHub. - -Please [give it a ⭐](https://llamahub.ai/l/llama_packs-panel_chatbot) if you like it. - -## Talk to Github - -Demonstrates how to create a chat bot to talk to any GitHub Repository. - - - -Source: Talk to Github diff --git a/mkdocs.yml b/mkdocs.yml index 50e32e1..ab92948 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -55,15 +55,9 @@ plugins: watch: - docs - - panel_chat_examples nav: - Home: index.md - - Basics: basics.md - - Components: components.md - - Features: features.md - - Langchain: langchain.md - - LlamaIndex: llama_index.md - - Mistral: mistral.md - - OpenAI: openai.md - - External: external_resources.md + - Features: feature.md + - Applications: application.md + - Links: links.md diff --git a/panel_chat_examples/__init__.py b/panel_chat_examples/__init__.py deleted file mode 100644 index c61296a..0000000 --- a/panel_chat_examples/__init__.py +++ /dev/null @@ -1,7 +0,0 @@ -"""Shared functionality for Panel Chat Examples.""" -from panel_chat_examples._environment_widget import EnvironmentWidgetBase - -__version__ = "0.0.0" - - -__all__ = ["EnvironmentWidgetBase"] diff --git a/panel_chat_examples/_environment_widget.py b/panel_chat_examples/_environment_widget.py deleted file mode 100644 index de06cb4..0000000 --- a/panel_chat_examples/_environment_widget.py +++ /dev/null @@ -1,144 +0,0 @@ -"""The `EnvironmentWidgetBase` class enables you to manage variable values from a -combination of - -- custom variable values -- environment variables -- user input. - -(listed by order of precedence) - -You can use it as a drop in replacement for `os.environ`. - -For example you might not have the resources to provide an `OPENAI_API_KEY`, -`WEAVIATE_API_KEY` or `LANGCHAIN_API_KEY`. In that case you would would like to ask the -user for it. - -Inherit from this widget to create your own custom `EnvironmentWidget`. -""" -# Longer term we should try to get this widget included in Panel -# But for now it can help us deploy applications to Hugging Face etc without paying for -# api keys -import os - -import panel as pn -import param - -WIDGET_MAX_WIDTH = 600 - - -class VariableNotFound(Exception): - def __init__(self, key: str) -> None: - super().__init__(f"The __key '{key}' is not a supported variable!") - - -class EnvironmentWidgetBase(pn.viewable.Viewer): - """The `EnvironmentWidgetBase` class enables you to manage variable values from a - combination of - - - custom variable values - - environment variables - - user input. - - (listed by order of precedence) - - You can use it as a drop in replacement for `os.environ`. - - For example you might not have the resources to provide an `OPENAI_API_KEY`, - `WEAVIATE_API_KEY` or `LANGCHAIN_API_KEY`. In that case you would would like to ask - the user for it. - - >>> class EnvironmentWidget(EnvironmentWidgetBase): - ... OPENAI_API_KEY = param.String(doc="A key for the OpenAI api") - ... WEAVIATE_API_KEY = param.String(doc="A key for the Weaviate api") - ... LANGCHAIN_API_KEY = param.String(doc="A key for the LangChain api")""" - - message_alert: str = param.String( - ( - "**Protect your secrets!** Make sure you trust " - "the publisher of this app before entering your secrets." - ), - doc="""An Alert message to display to the user to make them handle their secrets - securely. If not set, then no Alert is displayed""", - ) - - variables_not_set = param.List( - constant=True, doc="A list of the variables with no value" - ) - variables_set = param.List( - constant=True, doc="A list of the variables with a value" - ) - - def __init__(self, **params): - self._variables = self._get_variables() - - for variable in self._variables: - params[variable] = params.get(variable, os.environ.get(variable, "")) - - layout_params = {} - for variable, value in params.items(): - if variable in pn.Column.param: - layout_params[variable] = value - for variable in layout_params: - params.pop(variable) - - super().__init__(**params) - - self._layout = self._create_layout(**layout_params) - - def __panel__(self): - return self._layout - - def _get_variables(self): - return tuple( - key for key in self.param if key not in EnvironmentWidgetBase.param - ) - - def _create_layout(self, **params): - self._update_missing_variables(None) - if not self.variables_not_set: - return pn.Column(height=0, width=0, margin=0, sizing_mode="fixed") - - layout = pn.Column(**params) - if self.message_alert: - alert = pn.pane.Alert( - self.message_alert, - alert_type="danger", - sizing_mode="stretch_width", - ) - layout.append(alert) - - for key in self.variables_not_set: - parameter = self.param[key] - input_widget = pn.widgets.PasswordInput.from_param( - parameter, - max_width=WIDGET_MAX_WIDTH, - sizing_mode="stretch_width", - align="center", - ) - - pn.bind(self._update_missing_variables, input_widget, watch=True) - layout.append(input_widget) - return layout - - def _update_missing_variables(self, _): - missing = [] - not_missing = [] - for key in self._variables: - if not getattr(self, key): - missing.append(key) - else: - not_missing.append(key) - with param.edit_constant(self): - self.variables_not_set = sorted(missing) - self.variables_set = sorted(not_missing) - - def get(self, __key: str, default: str) -> str: - if __key not in self._variables: - raise VariableNotFound(key=__key) - return getattr(self, __key) or default - - def __getitem__(self, key): - value = self.get(key, "") - if not value: - raise VariableNotFound(key=key) - return value diff --git a/panel_chat_examples/components/__init__.py b/panel_chat_examples/components/__init__.py deleted file mode 100644 index 042a779..0000000 --- a/panel_chat_examples/components/__init__.py +++ /dev/null @@ -1,7 +0,0 @@ -from panel_chat_examples.components.chat_input import ChatInput -from panel_chat_examples.components.status import Status - -__all__ = [ - "ChatInput", - "Status", -] diff --git a/panel_chat_examples/components/chat_input.py b/panel_chat_examples/components/chat_input.py deleted file mode 100644 index aaa3cc8..0000000 --- a/panel_chat_examples/components/chat_input.py +++ /dev/null @@ -1,74 +0,0 @@ -"""The `ChatInput` widget is a combination of a `TextInput` widget and a `Button`. -When the input is submitted the `TextInput` widget is cleared and ready to accept -a new input.""" -import panel as pn -import param - - -class ChatInput(pn.viewable.Viewer): - """The `ChatInput` widget is a combination of a `TextInput` widget and a `Button`. - When the input is submitted the `TextInput` widget is cleared and ready to accept - a new input.""" - - value: str = param.String(doc="""The text value""") - - disabled: bool = param.Boolean( - doc=""" - Whether or not the widget is disabled. Default is False""" - ) - max_length = param.Integer( - default=5000, - doc=""" - The max_length of the text input""", - ) - placeholder = param.String( - "Send a message", - doc=""" - An initial placeholder to display in the TextInput""", - ) - - def __init__(self, **params): - layout_params = { - key: value - for key, value in params.items() - if key not in ["value", "placeholder", "disabled", "max_length"] - } - params = { - key: value for key, value in params.items() if key not in layout_params - } - - super().__init__(**params) - - self._text_input = pn.widgets.TextInput( - align="center", - disabled=self.param.disabled, - max_length=self.param.max_length, - name="Message", - placeholder=self.param.placeholder, - sizing_mode="stretch_width", - ) - self._submit_button = pn.widgets.Button( - align="center", - disabled=self.param.disabled, - icon="send", - margin=(18, 5, 10, 0), - name="", - sizing_mode="fixed", - ) - pn.bind( - self._update_value, - value=self._text_input, - event=self._submit_button, - watch=True, - ) - - self._layout = pn.Row( - self._text_input, self._submit_button, align="center", **layout_params - ) - - def __panel__(self): - return self._layout - - def _update_value(self, value, event): - self.value = value or self.value - self._text_input.value = "" diff --git a/panel_chat_examples/components/status.py b/panel_chat_examples/components/status.py deleted file mode 100644 index 2c862c1..0000000 --- a/panel_chat_examples/components/status.py +++ /dev/null @@ -1,152 +0,0 @@ -""" -The `Status` *indicator* can report progress in steps and with -detailed context.""" -from contextlib import contextmanager - -import panel as pn -import param -from panel.widgets.indicators import LoadingSpinner - -COLORS = { - "running": "green", - "complete": "black", - "error": "red", - "next": "lightgray", -} -STATUS_PARAMETERS = ["value", "title", "collapsed", "bgcolor", "color", "steps", "step"] - - -class Status(pn.viewable.Viewer): - """The `Status` *indicator* can report progress in steps and with - detailed context.""" - - value = param.Selector( - default="complete", - objects=["complete", "running", "error"], - doc=""" - The current state of the Status indicator. One of 'complete', - 'running' or 'error'""", - ) - title = param.String(doc="The title shown in the card header") - - bgcolor = param.ObjectSelector( - default=LoadingSpinner.param.bgcolor.default, - objects=LoadingSpinner.param.bgcolor.objects, - doc="""The background color of the LoadingSpinner""", - ) - color = param.ObjectSelector( - default="success", - objects=LoadingSpinner.param.color.objects, - doc="""The color of the LoadingSpinner""", - ) - collapsed = param.Boolean( - default=True, doc="""Whether or not the Card is collapsed""" - ) - - steps = param.List(constant=False, doc="""A list of (markdown) string steps""") - step = param.Parameter(constant=True, doc="""The current step""") - - def __init__(self, title: str, **params): - params["title"] = title - params["steps"] = params.get("steps", []) - layout_params = { - key: value for key, value in params.items() if key not in STATUS_PARAMETERS - } - params = { - key: value for key, value in params.items() if key not in layout_params - } - super().__init__(**params) - - self._indicators = { - "running": pn.indicators.LoadingSpinner( - value=True, - color=self.param.color, - bgcolor=self.param.bgcolor, - size=25, - # margin=(15, 0, 0, 0), - ), - "complete": "✔️", - "error": "❌", - } - - self._title_pane = pn.pane.Markdown(self.param.title, align="center") - self._header_row = pn.Row( - pn.panel(self._indicator, sizing_mode="fixed", width=40, align="center"), - self._title_pane, - sizing_mode="stretch_width", - margin=(0, 5), - ) - self._details_pane = pn.pane.HTML( - self._details, margin=(10, 5, 10, 55), sizing_mode="stretch_width" - ) - self._layout = pn.Card( - self._details_pane, - header=self._header_row, - collapsed=self.param.collapsed, - **layout_params, - ) - - def __panel__(self): - return self._layout - - @param.depends("value") - def _indicator(self): - return self._indicators[self.value] - - @property - def _step_color(self): - return COLORS[self.value] - - def _step_index(self): - if self.step not in self.steps: - return 0 - return self.steps.index(self.step) - - @param.depends("step", "value") - def _details(self): - steps = self.steps - - if not steps: - return "" - - index = self._step_index() - - html = "" - for step in steps[:index]: - html += f"
{step}
" - step = steps[index] - html += f"
{step}
" - for step in steps[index + 1 :]: - html += f"
{step}
" - - return html - - def progress(self, step: str): - with param.edit_constant(self): - self.value = "running" - if step not in self.steps: - self.steps = self.steps + [step] - self.step = step - - def reset(self): - with param.edit_constant(self): - self.steps = [] - self.value = self.param.value.default - - def start(self): - with param.edit_constant(self): - self.step = None - self.value = "running" - - def complete(self): - self.value = "complete" - - @contextmanager - def report(self): - self.start() - try: - yield self.progress - except Exception: - self.value = "error" - else: - self.complete() diff --git a/pyproject.toml b/pyproject.toml index 8348985..42068af 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -47,16 +47,14 @@ lint = [ "isort .", "black .", "ruff --fix .", - "mypy panel_chat_examples/", ] lint-check = [ "isort . --check-only", "black --check .", "ruff .", - "mypy panel_chat_examples/", ] docs-serve = "python scripts/generate_gallery.py;mkdocs serve" -docs-build = "python scripts/generate_gallery.py;mkdocs build" +docs-build = "python scripts/postprocess_videos.py;python scripts/generate_gallery.py;mkdocs build" panel-serve = "panel serve docs/examples/**/*.py --static-dirs thumbnails=docs/assets/thumbnails --autoreload" panel-convert = "python scripts/convert_apps.py" docs-record = "pytest -s -m ui --screenshot on --video on --headed && python scripts/postprocess_videos.py" @@ -85,21 +83,7 @@ classifiers = [ ] requires-python = ">=3.9" dependencies = [ - "chromadb", - "ctransformers", - "hvplot", - "langchain-experimental", - "langchain", - "matplotlib", - "numexpr", - "openai>1.0.0", - "panel>=1.3.0", - "plotly", - "pypdf", - "tabulate", - "tiktoken", - "mistralai", - "langchain-openai", + "panel>=1.4.0rc" ] [project.urls] diff --git a/scripts/generate_gallery.py b/scripts/generate_gallery.py index 882d4a5..ca5ff5f 100644 --- a/scripts/generate_gallery.py +++ b/scripts/generate_gallery.py @@ -12,7 +12,6 @@ INDEX_MD_PATH = DOCS_PATH / "index.md" THUMBNAILS_PATH = DOCS_PATH / "assets" / "thumbnails" VIDEOS_PATH = DOCS_PATH / "assets" / "videos" -PREFIX = {"basics": "basic", "components": "component", "features": "feature"} # ruff: noqa: E501 VIDEO_URL = "https://github.com/holoviz-topics/panel-chat-examples/assets/42288570/cdb78a39-b98c-44e3-886e-29de6a079bde" VIDEO_TAG = """\ @@ -47,15 +46,7 @@ def run(): text = f"\n# {folder.name.title()}\n" for file in sorted(folder.glob("*.py")): - prefix = PREFIX.get(folder.name, folder.name) - - title = ( - file.name.replace(".py", "") - .replace("_", " ") - .replace(prefix, "") - .strip() - .title() - ) + title = file.name.replace(".py", "").replace("_", " ").strip().title() parent_path = Path("..") source_path = parent_path / file.relative_to(EXAMPLES_PATH.parent) text += f"\n## {title}\n" diff --git a/tests/examples/__init__.py b/tests/examples/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/tests/examples/test_environment_widget.py b/tests/examples/test_environment_widget.py deleted file mode 100644 index 5cd1e99..0000000 --- a/tests/examples/test_environment_widget.py +++ /dev/null @@ -1,53 +0,0 @@ -"""Tests the EnvironmentWidgetBase""" -import os - -import param -import pytest - -from panel_chat_examples import EnvironmentWidgetBase -from panel_chat_examples._environment_widget import VariableNotFound - -os.environ["SOME_VALUE"] = "SOME_VALUE" - - -class EnvironmentWidget(EnvironmentWidgetBase): - """An example Environment Widget for testing""" - - SOME_VALUE = param.String(doc="A key for the OpenAI api") - ANOTHER_VALUE = param.String(doc="A key for the Weaviate api") - - -def test_construct_from_os_environ(): - """Test that it takes environment variable in constructor""" - environ = EnvironmentWidget() - assert environ.SOME_VALUE == "SOME_VALUE" - assert not environ.ANOTHER_VALUE - assert environ.variables_set == ["SOME_VALUE"] - assert environ.variables_not_set == ["ANOTHER_VALUE"] - - -def test_construct_from_custom_values(): - """Test that custom values takes precedence over environment variables""" - environ = EnvironmentWidget(SOME_VALUE="NEW_VALUE", ANOTHER_VALUE="ANOTHER_VALUE") - assert environ.SOME_VALUE == "NEW_VALUE" - assert environ.ANOTHER_VALUE == "ANOTHER_VALUE" - assert environ.variables_set == [ - "ANOTHER_VALUE", - "SOME_VALUE", - ] # Sorted alphabetically! - assert environ.variables_not_set == [] - - -def test_get(): - """Test the we can .get like os.environ""" - environ = EnvironmentWidget() - assert environ.get("SOME_VALUE", "A") == environ.SOME_VALUE - assert environ.get("ANOTHER_VALUE", "B") == "B" - - -def test_indexing(): - """Test the we can [] like os.environ""" - environ = EnvironmentWidget() - assert environ["SOME_VALUE"] == environ.SOME_VALUE - with pytest.raises(VariableNotFound): - environ["ANOTHER_VALUE"] # pylint: disable=pointless-statement diff --git a/tests/ui/inputs.py b/tests/ui/inputs.py new file mode 100644 index 0000000..42c0bb6 --- /dev/null +++ b/tests/ui/inputs.py @@ -0,0 +1,224 @@ +import os +import re +from pathlib import Path + +from playwright.sync_api import Page + +# Please note Playwright .click() does not work with Panel buttons +# Luckily .dispatch_event("click") does + +TIMEOUT = 350 + +EXAMPLE_PDF = str((Path.cwd() / "docs/examples/langchain/example.pdf").absolute()) +EXAMPLE_CSV = str((Path.cwd() / "tests/ui/example.csv").absolute()) +PENGUINS_CSV = str((Path.cwd() / "tests/ui/penguins.csv").absolute()) + + +class ChatInterface: + def __init__(self, page: Page): + self.page = page + + def send(self, value): + text_input = self.page.get_by_placeholder("Send a message") + self.page.wait_for_timeout(TIMEOUT) + text_input.fill(value) + self.page.wait_for_timeout(TIMEOUT) + text_input.press("Enter") + + def button_click(self, name): + self.page.get_by_role("button", name=name).dispatch_event("click") + self.page.wait_for_timeout(TIMEOUT) + + def send_click(self): + self.button_click(" Send") + + +def default_chat(page: Page): + chat = ChatInterface(page) + chat.send("Hello World") + page.get_by_text("Echoing User: Hello World").inner_text() + page.wait_for_timeout(TIMEOUT * 3) + + +def feature_custom_input_widgets(page: Page): + chat = ChatInterface(page) + chat.send("How many\nlines\nhere?") + page.get_by_text("This snippet has 3 lines.").inner_text() + page.wait_for_timeout(TIMEOUT * 3) + + +def feature_control_callback_response(page: Page): + chat = ChatInterface(page) + chat.button_click(name="Tails!") + chat.send_click() + page.wait_for_timeout(TIMEOUT * 5) + chat.button_click(name="Heads!") + chat.send_click() + page.wait_for_timeout(TIMEOUT * 5) + + +def feature_chained_response(page: Page): + chat = ChatInterface(page) + chat.send("Hello World") + page.get_by_text("Yup").inner_text() + page.wait_for_timeout(TIMEOUT * 3) + + +def feature_delayed_placeholder(page: Page): + chat = ChatInterface(page) + chat.send("4") + page.get_by_text("Slept 4 seconds!").inner_text() + page.wait_for_timeout(TIMEOUT * 3) + + +# def langchain_llama_and_mistral(page: Page): +# # Needs some finetuning +# # Could not get this working as it always starts by downloading models +# chat = ChatInterface(page) +# chat.send("Please explain what kind of model you are in one sentence") +# page.wait_for_timeout(15000) + + +# def langchain_chat_pandas_df(page: Page): +# chat = ChatInterface(page) +# page.get_by_role("textbox").set_input_files(PENGUINS_CSV) +# page.wait_for_timeout(333) +# chat.button_click(" Send") +# page.get_by_text("For example 'how many species are there?'").wait_for() +# chat.send("What are the species?") +# page.get_by_text("The species in the dataframe are").wait_for() +# page.wait_for_timeout(100) +# chat.send("What is the average bill length per species?") +# page.get_by_text("The average bill length per species is as follows").wait_for() +# page.wait_for_timeout(2500) + + +# def langchain_with_memory(page: Page): +# chat = ChatInterface(page) +# chat.send("Tell me what HoloViz Panel is in one sentence") +# page.wait_for_timeout(4 * TIMEOUT) +# chat.send("Tell me more") +# page.wait_for_timeout(6 * TIMEOUT) + + +# def langchain_math_assistant(page: Page): +# chat = ChatInterface(page) +# chat.send("What is the square root of 9?") +# page.get_by_text("Answer:").wait_for() +# page.wait_for_timeout(3000) + + +# def langchain_pdf_assistant(page: Page): +# chat = ChatInterface(page) +# page.get_by_role("textbox").set_input_files(EXAMPLE_PDF) +# page.wait_for_timeout(1000) +# chat.send_click() +# page.get_by_text("Let's chat about the PDF!").wait_for() +# page.wait_for_timeout(500) +# # chat.send("What assets does the PSF own?") +# page.get_by_placeholder("Ask questions here!").fill("What assets does the PSF own?") +# page.get_by_placeholder("Ask questions here!").press("Enter") +# page.wait_for_timeout(10000) + + +# def mistral_and_llama(page: Page): +# chat = ChatInterface(page) +# chat.send("What do you think about HoloViz in a single sentence?") +# page.wait_for_timeout(15000) + + +# def mistral_chat(page: Page): +# chat = ChatInterface(page) +# chat.send("What is HoloViz Panel in one sentence") +# page.wait_for_timeout(4000) + + +# def mistral_with_memory(page: Page): +# chat = ChatInterface(page) +# chat.send("Tell me what HoloViz Panel is in one sentence") +# page.wait_for_timeout(3000) +# chat.send("Tell me more") +# page.wait_for_timeout(3000) + + +# def mistral_api_chat(page: Page): +# chat = ChatInterface(page) +# chat.send("What is HoloViz Panel in one sentence") +# page.wait_for_timeout(4000) + + +# def openai_async_chat(page: Page): +# chat = ChatInterface(page) +# chat.send("What is HoloViz Panel in one sentence") +# page.wait_for_timeout(4000) + + +# def openai_authentication(page: Page): +# chat = ChatInterface(page) +# page.get_by_placeholder("sk-...").fill(os.environ["OPENAI_API_KEY"]) +# page.get_by_placeholder("sk-...").press("Enter") +# page.get_by_text( +# "Your OpenAI key has been set. Feel free to minimize the sidebar." +# ).wait_for() +# page.wait_for_timeout(1000) +# chat.send("Explain who you are in one sentence") +# page.wait_for_timeout(3000) + + +# def openai_chat(page: Page): +# chat = ChatInterface(page) +# chat.send("What is HoloViz Panel") +# page.locator("div").filter(has_text=re.compile(r"^ChatGPT$")).first.dispatch_event( +# "click" +# ) +# page.wait_for_timeout(2000) + + +# def openai_with_memory(page: Page): +# chat = ChatInterface(page) +# chat.send("Remember this number 8") +# page.locator("div").filter(has_text=re.compile(r"^ChatGPT$")).first.dispatch_event( +# "click" +# ) +# page.wait_for_timeout(1500) +# chat.send("What number did I just ask you to remember?") +# page.wait_for_timeout(1000) + + +# def openai_chat_with_hvplot(page: Page): +# chat = ChatInterface(page) +# chat.send("Plot the prices using distinct shades of pink") +# page.wait_for_timeout(4000) +# chat.send("Create an ohlc plot. Give it the title 'OHLC Plot'") +# page.wait_for_timeout(4000) + + +# def openai_hvplot(page: Page): +# chat = ChatInterface(page) +# page.get_by_role("textbox").set_input_files(EXAMPLE_CSV) +# page.wait_for_timeout(1000) +# chat.button_click(" Send") +# page.get_by_role("combobox").select_option("clothing") +# page.wait_for_timeout(1000) + + +# def openai_image_generation(page: Page): +# chat = ChatInterface(page) +# chat.send("Two people on a beach in the style of Carl Barks") +# page.get_by_text("DALL-E").wait_for() +# page.locator("img").nth(1).wait_for() +# page.wait_for_timeout(1000) + + +# def openai_two_bots(page: Page): +# chat = ChatInterface(page) +# chat.send("HoloViz Panel") +# page.wait_for_timeout(10000) + + +# get all the local functions here +# and put them in a dict +# so we can call them by name like {"openai_two_bots.py": openai_two_bots} +ACTION = {f"{func.__name__}.py": func for func in locals().values() if callable(func)} +ACTION["default_chat"] = default_chat +ZOOM = {} diff --git a/tests/ui/test_all.py b/tests/ui/test_all.py index e948cf6..7cff605 100644 --- a/tests/ui/test_all.py +++ b/tests/ui/test_all.py @@ -8,7 +8,7 @@ from panel.io.server import serve from playwright.sync_api import expect -from .user import ACTION, TIMEOUT, ZOOM +from .inputs import ACTION, TIMEOUT, ZOOM pytestmark = pytest.mark.ui @@ -74,7 +74,7 @@ def test_app(server, app_path, port, page): print(f"\n\nRunning {app_path} on http://localhost:{port}\n\n") # zoom and run should be defined for all examples # even if we don't run the video - run = ACTION[name] + run = ACTION.get(name, ACTION["default_chat"]) zoom = ZOOM.get(name, 1) # We cannot run these tests in pipelines etc. as they require models downloaded,