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mkdocs.yml
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copyright: Copyright © 2023 Mirascope, Inc.
site_name: Mirascope
site_url: https://mirascope.com
site_description: LLM abstractions that aren't obstructions
repo_name: mirascope
repo_url: https://github.com/Mirascope/mirascope/
strict: true
theme:
name: material
custom_dir: docs/overrides
icon:
repo: fontawesome/brands/github
logo: assets/brandmark.png
favicon: assets/favicon.png
features:
- content.tabs.link
- content.code.annotate
- content.code.copy
- content.code.link
- navigation.footer
- navigation.tabs
- navigation.tabs.sticky
- navigation.top
- navigation.sections
- search.highlight
- search.suggest
- toc.follow
language: en
palette:
- media: "(prefers-color-scheme)"
toggle:
icon: material/brightness-6
name: Switch to light mode
- media: "(prefers-color-scheme: light)"
scheme: default
primary: custom
accent: custom
toggle:
icon: material/brightness-7
name: Switch to dark mode
- media: "(prefers-color-scheme: dark)"
scheme: slate
primary: custom
accent: custom
toggle:
icon: material/brightness-4
name: Switch to system preference
font:
text: Roboto
code: Roboto Mono
extra:
social:
- icon: fontawesome/brands/github-alt
link: https://github.com/Mirascope
- icon: fontawesome/brands/twitter
link: https://twitter.com/WilliamBakst
- icon: fontawesome/brands/linkedin
link: https://www.linkedin.com/in/wbakst/
analytics:
provider: google
property: G-DJHT1QG9GK
supported_llm_providers:
- OpenAI
- Anthropic
- Mistral
- Gemini
- Groq
- Cohere
- LiteLLM
- Azure AI
- Vertex AI
- Bedrock
prompt_writing_methods:
- shorthand
- messages
- string_template
- base_message_param
prompt_writing_method_titles:
- Shorthand
- Messages
- String Template
- BaseMessageParam
markdown_extensions:
- pymdownx.highlight:
anchor_linenums: true
- pymdownx.inlinehilite
- pymdownx.snippets
- admonition
- pymdownx.arithmatex:
generic: true
- footnotes
- pymdownx.details
- pymdownx.superfences:
custom_fences:
- name: mermaid
class: mermaid
format: !!python/name:pymdownx.superfences.fence_code_format ""
- pymdownx.tabbed:
alternate_style: true
- pymdownx.mark
- attr_list
- md_in_html
- pymdownx.emoji:
emoji_index: !!python/name:material.extensions.emoji.twemoji
emoji_generator: !!python/name:material.extensions.emoji.to_svg
- pymdownx.tasklist:
custom_checkbox: true
- toc:
permalink: true
plugins:
- social
- search
- blog:
post_excerpt: required
post_readtime_words_per_minute: 265
post_url_format: "{slug}"
categories_url_format: "{slug}"
archive: false
categories_allowed:
- Tips & Inspiration
- Behind the Scenes
- Library Updates
- macros:
module_name: docs/macros
- mkdocs-jupyter:
execute: false
include_source: True
ignore: ["*.py"]
- mkdocstrings:
handlers:
python:
paths: [.]
options:
members_order: source
separate_signature: true
filters: ["!^_"]
show_root_heading: false
show_root_toc_entry: false
docstring_style: google
docstring_options:
ignore_init_summary: true
merge_init_into_class: true
show_signature_annotations: true
signature_crossrefs: true
show_symbol_type_heading: true
show_symbol_type_toc: true
extensions:
- docs/plugins/griffe_doclinks.py
import:
- https://docs.python.org/3/objects.inv
extra_css:
- "extra/tweaks.css"
validation:
omitted_files: warn
absolute_links: relative_to_docs
unrecognized_links: warn
not_found: warn
nav:
- Home: "index.md"
- Get Started:
- Welcome to Mirascope: "WELCOME.md"
- Why Use Mirascope: "WHY.md"
- Help: "HELP.md"
- Migration Guide: "MIGRATE.md"
- Contributing: "CONTRIBUTING.md"
- Tutorials:
- Getting Started:
- Quickstart: "tutorials/getting_started/quickstart.ipynb"
- Structured Outputs: "tutorials/getting_started/structured_outputs.ipynb"
- Dynamic Configuration & Chaining: "tutorials/getting_started/dynamic_configuration_and_chaining.ipynb"
- Tools & Agents: "tutorials/getting_started/tools_and_agents.ipynb"
- More Advanced:
- Text Classification: "tutorials/more_advanced/text_classification.ipynb"
- Text Translation: "tutorials/more_advanced/text_translation.ipynb"
- Text Summarization: "tutorials/more_advanced/text_summarization.ipynb"
- Search with Sources: "tutorials/more_advanced/search_with_sources.ipynb"
- LLM Validation With Retries: "tutorials/more_advanced/llm_validation_with_retries.ipynb"
- Extract from PDF: "tutorials/more_advanced/extract_from_pdf.ipynb"
- Knowledge Graph: "tutorials/more_advanced/knowledge_graph.ipynb"
- Generating Captions: "tutorials/more_advanced/generating_captions.ipynb"
- PII Scrubbing: "tutorials/more_advanced/pii_scrubbing.ipynb"
- Extraction using Vision: "tutorials/more_advanced/extraction_using_vision.ipynb"
- Code Generation and Execution: "tutorials/more_advanced/code_generation_and_execution.ipynb"
- Support Ticket Routing: "tutorials/more_advanced/support_ticket_routing.ipynb"
- Document Segmentation: "tutorials/more_advanced/document_segmentation.ipynb"
- Generating Synthetic Data: "tutorials/more_advanced/generating_synthetic_data.ipynb"
- Removing Semantic Duplicates: "tutorials/more_advanced/removing_semantic_duplicates.ipynb"
- Speech Transcription: "tutorials/more_advanced/speech_transcription.ipynb"
- Query Plan: "tutorials/more_advanced/query_plan.ipynb"
- Named Entity Recognition: "tutorials/more_advanced/named_entity_recognition.ipynb"
- o1 Style Thinking: "tutorials/more_advanced/o1_style_thinking.ipynb"
- Agents:
- Web Search Agent: "tutorials/agents/web_search_agent.ipynb"
- Qwant Search Agent With Sources: "tutorials/agents/qwant_search_agent_with_sources.ipynb"
- Blog Writing Agent: "tutorials/agents/blog_writing_agent.ipynb"
- SQL Agent: "tutorials/agents/sql_agent.ipynb"
- Localized Agent: "tutorials/agents/localized_agent.ipynb"
- Local Chat with Codebase: "tutorials/agents/local_chat_with_codebase.ipynb"
- Documentation Agent: "tutorials/agents/documentation_agent.ipynb"
- Prompt Engineering:
- Text Based:
- Self Ask: "tutorials/prompt_engineering/text_based/self_ask.ipynb"
- Plan and Solve: "tutorials/prompt_engineering/text_based/plan_and_solve.ipynb"
- Contrastive Chain of Thought: "tutorials/prompt_engineering/text_based/contrastive_chain_of_thought.ipynb"
- Tabular Chain of Thought: "tutorials/prompt_engineering/text_based/tabular_chain_of_thought.ipynb"
- Chain of Thought: "tutorials/prompt_engineering/text_based/chain_of_thought.ipynb"
- Thread of Thought: "tutorials/prompt_engineering/text_based/thread_of_thought.ipynb"
- Rereading: "tutorials/prompt_engineering/text_based/rereading.ipynb"
- Emotion Prompting: "tutorials/prompt_engineering/text_based/emotion_prompting.ipynb"
- Rephrase and Respond: "tutorials/prompt_engineering/text_based/rephrase_and_respond.ipynb"
- Common Phrases: "tutorials/prompt_engineering/text_based/common_phrases.ipynb"
- Role Prompting: "tutorials/prompt_engineering/text_based/role_prompting.ipynb"
- Chaining Based:
- Self-Refine: "tutorials/prompt_engineering/chaining_based/self_refine.ipynb"
- Self-Consistency: "tutorials/prompt_engineering/chaining_based/self_consistency.ipynb"
- Reverse Chain of Thought: "tutorials/prompt_engineering/chaining_based/reverse_chain_of_thought.ipynb"
- Prompt Paraphrasing: "tutorials/prompt_engineering/chaining_based/prompt_paraphrasing.ipynb"
- Mixture of Reasoning: "tutorials/prompt_engineering/chaining_based/mixture_of_reasoning.ipynb"
- Demonstration Ensembling: "tutorials/prompt_engineering/chaining_based/demonstration_ensembling.ipynb"
- Chain of Verification: "tutorials/prompt_engineering/chaining_based/chain_of_verification.ipynb"
- Least to Most: "tutorials/prompt_engineering/chaining_based/least_to_most.ipynb"
- DiVeRSe: "tutorials/prompt_engineering/chaining_based/diverse.ipynb"
- Decomposed Prompting: "tutorials/prompt_engineering/chaining_based/decomposed_prompting.ipynb"
- System to Attention (S2A): "tutorials/prompt_engineering/chaining_based/system_to_attention.ipynb"
- Step-back Prompting: "tutorials/prompt_engineering/chaining_based/step_back.ipynb"
- Skeleton of Thought: "tutorials/prompt_engineering/chaining_based/skeleton_of_thought.ipynb"
- Sim to M: "tutorials/prompt_engineering/chaining_based/sim_to_m.ipynb"
- Evaluations:
- Evaluating SQL Agent: "tutorials/evals/evaluating_sql_agent.ipynb"
- Evaluating Web Search Agent: "tutorials/evals/evaluating_web_search_agent.ipynb"
- Evaluating Documentation Agent: "tutorials/evals/evaluating_documentation_agent.ipynb"
- LangGraph vs. Mirascope:
- Quickstart: "tutorials/langgraph_vs_mirascope/quickstart.ipynb"
- Learn:
- Overview: "learn/index.md"
- Prompts: "learn/prompts.md"
- Calls: "learn/calls.md"
- Streams: "learn/streams.md"
- Chaining: "learn/chaining.md"
- Response Models: "learn/response_models.md"
- JSON Mode: "learn/json_mode.md"
- Output Parsers: "learn/output_parsers.md"
- Tools: "learn/tools.md"
- Agents: "learn/agents.md"
- Evals: "learn/evals.md"
- Async: "learn/async.md"
- Retries: "learn/retries.md"
- Provider-Specific Features:
- OpenAI: "learn/provider_specific_features/openai.md"
- Anthropic: "learn/provider_specific_features/anthropic.md"
- Extensions:
- Middleware: "learn/extensions/middleware.md"
- Custom LLM Provider: "learn/extensions/custom_provider.md"
- Integrations:
- OpenTelemetry: "integrations/otel.md"
- HyperDX: "integrations/hyperdx.md"
- Logfire: "integrations/logfire.md"
- Langfuse: "integrations/langfuse.md"
- API Reference:
- Core:
- Anthropic:
- call: "api/core/anthropic/call.md"
- call_params: "api/core/anthropic/call_params.md"
- call_response: "api/core/anthropic/call_response.md"
- call_response_chunk: "api/core/anthropic/call_response_chunk.md"
- dynamic_config: "api/core/anthropic/dynamic_config.md"
- stream: "api/core/anthropic/stream.md"
- tool: "api/core/anthropic/tool.md"
- Azure AI:
- call: "api/core/azure/call.md"
- call_params: "api/core/azure/call_params.md"
- call_response: "api/core/azure/call_response.md"
- call_response_chunk: "api/core/azure/call_response_chunk.md"
- dynamic_config: "api/core/azure/dynamic_config.md"
- stream: "api/core/azure/stream.md"
- tool: "api/core/azure/tool.md"
- Base:
- call_factory: "api/core/base/call_factory.md"
- call_params: "api/core/base/call_params.md"
- call_response: "api/core/base/call_response.md"
- call_response_chunk: "api/core/base/call_response_chunk.md"
- dynamic_config: "api/core/base/dynamic_config.md"
- merge_decorators: "api/core/base/merge_decorators.md"
- message_param: "api/core/base/message_param.md"
- metadata: "api/core/base/metadata.md"
- prompt: "api/core/base/prompt.md"
- stream: "api/core/base/stream.md"
- structured_stream: "api/core/base/structured_stream.md"
- tool: "api/core/base/tool.md"
- toolkit: "api/core/base/toolkit.md"
- Bedrock:
- call: "api/core/bedrock/call.md"
- call_params: "api/core/bedrock/call_params.md"
- call_response: "api/core/bedrock/call_response.md"
- call_response_chunk: "api/core/bedrock/call_response_chunk.md"
- dynamic_config: "api/core/bedrock/dynamic_config.md"
- stream: "api/core/bedrock/stream.md"
- tool: "api/core/bedrock/tool.md"
- Cohere:
- call: "api/core/cohere/call.md"
- call_params: "api/core/cohere/call_params.md"
- call_response: "api/core/cohere/call_response.md"
- call_response_chunk: "api/core/cohere/call_response_chunk.md"
- dynamic_config: "api/core/cohere/dynamic_config.md"
- stream: "api/core/cohere/stream.md"
- tool: "api/core/cohere/tool.md"
- Gemini:
- call: "api/core/gemini/call.md"
- call_params: "api/core/gemini/call_params.md"
- call_response: "api/core/gemini/call_response.md"
- call_response_chunk: "api/core/gemini/call_response_chunk.md"
- dynamic_config: "api/core/gemini/dynamic_config.md"
- stream: "api/core/gemini/stream.md"
- tool: "api/core/gemini/tool.md"
- Groq:
- call: "api/core/groq/call.md"
- call_params: "api/core/groq/call_params.md"
- call_response: "api/core/groq/call_response.md"
- call_response_chunk: "api/core/groq/call_response_chunk.md"
- dynamic_config: "api/core/groq/dynamic_config.md"
- stream: "api/core/groq/stream.md"
- tool: "api/core/groq/tool.md"
- LiteLLM:
- call: "api/core/litellm/call.md"
- Mistral:
- call: "api/core/mistral/call.md"
- call_params: "api/core/mistral/call_params.md"
- call_response: "api/core/mistral/call_response.md"
- call_response_chunk: "api/core/mistral/call_response_chunk.md"
- dynamic_config: "api/core/mistral/dynamic_config.md"
- stream: "api/core/mistral/stream.md"
- tool: "api/core/mistral/tool.md"
- OpenAI:
- call: "api/core/openai/call.md"
- call_params: "api/core/openai/call_params.md"
- call_response: "api/core/openai/call_response.md"
- call_response_chunk: "api/core/openai/call_response_chunk.md"
- dynamic_config: "api/core/openai/dynamic_config.md"
- stream: "api/core/openai/stream.md"
- tool: "api/core/openai/tool.md"
- Vertex AI:
- call: "api/core/vertex/call.md"
- call_params: "api/core/vertex/call_params.md"
- call_response: "api/core/vertex/call_response.md"
- call_response_chunk: "api/core/vertex/call_response_chunk.md"
- dynamic_config: "api/core/vertex/dynamic_config.md"
- stream: "api/core/vertex/stream.md"
- tool: "api/core/vertex/tool.md"
- Tools:
- DuckDuckGo: "api/tools/web/duckduckgo.md"
- HTTPX: "api/tools/web/httpx.md"
- ParseURLContent: "api/tools/web/parse_url_content.md"
- Requests: "api/tools/web/requests.md"
- FileSystem: "api/tools/system/file_system.md"
- DockerOperation: "api/tools/system/docker_operation.md"
- Integrations:
- Langfuse: "api/integrations/langfuse.md"
- Logfire: "api/integrations/logfire.md"
- Middleware: "api/integrations/middleware.md"
- OpenTelemetry: "api/integrations/otel.md"
- Tenacity: "api/integrations/tenacity.md"
- Blog:
- "blog/index.md"