├── .gitignore ├── Contribution.md ├── LICENSE ├── README.md ├── assets ├── fw-arcade.png ├── fw-klavis.png └── hero-dark.svg ├── experiments └── nvidia_nemotron │ ├── .gitignore │ ├── NVIDIA_Nemotron_Fireworks_Benchmark.ipynb │ └── benchmark │ └── README.md ├── integrations ├── AgentCore │ ├── Makefile │ ├── README.md │ ├── constants.py │ ├── images │ │ ├── architecture_runtime.png │ │ ├── code-interpreter.png │ │ ├── configure.png │ │ ├── invoke.png │ │ └── launch.png │ ├── requirements.txt │ ├── runtime_with_strands_and_fireworksai_models.ipynb │ ├── scripts │ │ ├── create_venv.sh │ │ └── install_uv.sh │ ├── strands-agent-advanced-data-analysis-code-interpreter.ipynb │ ├── strands_agents_fireworks_ai.py │ └── strands_agents_fireworks_ai_local.py ├── Arcade.dev │ └── Agents_Arcade.ipynb ├── Klavis │ └── Use_Klavis_with_Fireworks.ipynb ├── MongoDB │ └── project_rag_with_mongodb │ │ ├── README.md │ │ ├── assets │ │ ├── New Project.png │ │ ├── create_secret.png │ │ ├── create_trigger.png │ │ └── create_value.png │ │ ├── mongo_basic.ipynb │ │ ├── mongo_resize_embeddings.ipynb │ │ ├── mongodb_agent.ipynb │ │ ├── mongodb_koda_retriever.ipynb │ │ └── mongodb_triggers.ipynb ├── Portkey │ ├── README.md │ └── Use_Portkey_with_Fireworks.ipynb ├── SageMaker │ ├── README.md │ ├── deployment_scripts │ │ ├── deploy_multi_gpu_replicated.py │ │ ├── deploy_multi_gpu_sharded.py │ │ └── deploy_spec_decode.py │ ├── env_setup.sh │ └── testing_scripts │ │ └── test_endpoint.py ├── fireworks_partners.md └── template_integration_guide.md ├── learn ├── audio │ ├── audio_concurrent_streaming_speech_to_text │ │ └── python │ │ │ ├── README.md │ │ │ ├── main.py │ │ │ ├── requirements.txt │ │ │ ├── setup.bat │ │ │ └── setup.sh │ ├── audio_prerecorded_speech_to_text │ │ └── audio_prerecorded_speech_to_text.ipynb │ └── audio_streaming_speech_to_text │ │ ├── audio_streaming_speech_to_text.ipynb │ │ ├── nodejs │ │ ├── README.md │ │ ├── index.js │ │ ├── package-lock.json │ │ └── package.json │ │ └── python │ │ ├── README.md │ │ ├── main.py │ │ ├── requirements.txt │ │ ├── setup.bat │ │ └── setup.sh ├── batch-api │ └── batch_api.ipynb ├── building_with_fireworks.md ├── finetuning │ └── knowledge_distillation.ipynb ├── function-calling │ ├── notebooks_firefunction_openai │ │ ├── fireworks_firefunction_openai_qa.ipynb │ │ ├── fireworks_function_calling_demo.ipynb │ │ ├── fireworks_functions_information_extraction.ipynb │ │ └── fw_autogen_stock_chart.ipynb │ ├── notebooks_langchain │ │ ├── fireworks_langchain_tool_usage.ipynb │ │ └── fireworks_langgraph_tool_usage.ipynb │ ├── notebooks_toolhouse_tools │ │ └── search_and_generate_toolhouse.ipynb │ ├── project_functional_chat │ │ ├── .editorconfig │ │ ├── .eslintrc.json │ │ ├── .lintstagedrc.mjs │ │ ├── .nvm │ │ ├── .prettierignore │ │ ├── .prettierrc │ │ ├── README.md │ │ ├── app │ │ │ ├── (routes) │ │ │ │ ├── layout.tsx │ │ │ │ └── page.tsx │ │ │ ├── components │ │ │ │ ├── chat │ │ │ │ │ ├── ChatInferenceModule.tsx │ │ │ │ │ ├── ChatScrollAnchor.tsx │ │ │ │ │ ├── CodeBlock.tsx │ │ │ │ │ ├── chat-actions.tsx │ │ │ │ │ ├── chat-avatar.tsx │ │ │ │ │ ├── chat-input.tsx │ │ │ │ │ ├── chat-message.tsx │ │ │ │ │ ├── chat-messages.tsx │ │ │ │ │ ├── chat.interface.ts │ │ │ │ │ ├── empty-llm-state.tsx │ │ │ │ │ ├── index.ts │ │ │ │ │ ├── markdown.tsx │ │ │ │ │ ├── toggle.tsx │ │ │ │ │ └── use-copy-to-clipboard.tsx │ │ │ │ ├── common │ │ │ │ │ ├── CodeBlock.tsx │ │ │ │ │ ├── code.module.css │ │ │ │ │ ├── types.ts │ │ │ │ │ └── utils.ts │ │ │ │ └── ui │ │ │ │ │ ├── alert.tsx │ │ │ │ │ ├── button.tsx │ │ │ │ │ ├── card.tsx │ │ │ │ │ ├── form.tsx │ │ │ │ │ ├── input.tsx │ │ │ │ │ ├── label.tsx │ │ │ │ │ ├── select.tsx │ │ │ │ │ └── textarea.tsx │ │ │ ├── hooks │ │ │ │ ├── use-at-bottom.ts │ │ │ │ └── useAutosizeTextArea.ts │ │ │ └── styles │ │ │ │ ├── globals.css │ │ │ │ └── mdx.css │ │ ├── components.json │ │ ├── next-env.d.ts │ │ ├── next.config.js │ │ ├── package-lock.json │ │ ├── package.json │ │ ├── pages │ │ │ └── api │ │ │ │ ├── audio-transcription.ts │ │ │ │ ├── chatCompletion.ts │ │ │ │ ├── functionSpecs.ts │ │ │ │ └── functions │ │ │ │ ├── flightPrices.ts │ │ │ │ ├── generateImage.ts │ │ │ │ ├── newsSearch.ts │ │ │ │ ├── popularDestinations.ts │ │ │ │ ├── renderChart.ts │ │ │ │ ├── stockQuote.ts │ │ │ │ ├── weatherHistory.ts │ │ │ │ └── webSearch.ts │ │ ├── public │ │ │ ├── images │ │ │ │ ├── LogoWithName.svg │ │ │ │ ├── android-chrome-192x192.png │ │ │ │ ├── android-chrome-512x512.png │ │ │ │ ├── apple-touch-icon.png │ │ │ │ ├── favicon-16x16.png │ │ │ │ ├── favicon-32x32.png │ │ │ │ └── favicon.ico │ │ │ └── site.webmanifest │ │ ├── tailwind.config.js │ │ └── tsconfig.json │ └── project_using_firefunction_v1 │ │ ├── .gitignore │ │ ├── genai-functions │ │ └── main.py │ │ └── genai-ui │ │ ├── README.md │ │ ├── app │ │ ├── favicon.ico │ │ ├── globals.css │ │ ├── layout.tsx │ │ └── page.tsx │ │ ├── next.config.mjs │ │ ├── package-lock.json │ │ ├── package.json │ │ ├── postcss.config.mjs │ │ ├── public │ │ ├── next.svg │ │ └── vercel.svg │ │ ├── tailwind.config.ts │ │ └── tsconfig.json ├── inference │ ├── project_llm-as-a-judge-streamlit-dashboard │ │ ├── .env.template │ │ ├── README.md │ │ ├── home.py │ │ ├── img │ │ │ ├── ash.png │ │ │ ├── bulbasaur.png │ │ │ ├── charmander.png │ │ │ ├── fireworksai_logo.png │ │ │ ├── home_page_1.png │ │ │ ├── home_page_2.png │ │ │ ├── page_1_a.png │ │ │ ├── page_1_b.png │ │ │ ├── page_1_c.png │ │ │ ├── page_1_empty.png │ │ │ ├── page_2_a.png │ │ │ ├── page_2_b.png │ │ │ ├── page_2_c.png │ │ │ ├── page_2_empty.png │ │ │ └── squirtel.png │ │ ├── pages │ │ │ ├── 1_Comparing_LLMs.py │ │ │ └── 2_Parameter_Exploration_for_LLMs.py │ │ └── requirements.txt │ └── project_transcription_chat │ │ ├── .eslintrc.json │ │ ├── .gitignore │ │ ├── README.md │ │ ├── app │ │ ├── api │ │ │ └── qa │ │ │ │ └── route.ts │ │ ├── favicon.ico │ │ ├── globals.css │ │ ├── layout.tsx │ │ └── page.tsx │ │ ├── components.json │ │ ├── components │ │ ├── DocumentPicker.tsx │ │ ├── QASection.tsx │ │ └── ui │ │ │ ├── button.tsx │ │ │ ├── carousel.tsx │ │ │ └── input.tsx │ │ ├── next.config.mjs │ │ ├── package-lock.json │ │ ├── package.json │ │ ├── postcss.config.mjs │ │ ├── public │ │ ├── documents │ │ │ ├── MPRA-POA.pdf │ │ │ │ ├── 1.jpg │ │ │ │ └── 2.jpg │ │ │ ├── NY_State_DOH_1.pdf │ │ │ │ ├── 1.jpg │ │ │ │ ├── 10.jpg │ │ │ │ ├── 11.jpg │ │ │ │ ├── 12.jpg │ │ │ │ ├── 2.jpg │ │ │ │ ├── 3.jpg │ │ │ │ ├── 4.jpg │ │ │ │ ├── 5.jpg │ │ │ │ ├── 6.jpg │ │ │ │ ├── 7.jpg │ │ │ │ ├── 8.jpg │ │ │ │ └── 9.jpg │ │ │ └── brown-fd.pdf │ │ │ │ ├── 1.jpg │ │ │ │ ├── 10.jpg │ │ │ │ ├── 2.jpg │ │ │ │ ├── 3.jpg │ │ │ │ ├── 4.jpg │ │ │ │ ├── 5.jpg │ │ │ │ ├── 6.jpg │ │ │ │ ├── 7.jpg │ │ │ │ ├── 8.jpg │ │ │ │ └── 9.jpg │ │ ├── fireworks-logo.png │ │ ├── mongodb-logo.png │ │ ├── next.svg │ │ └── vercel.svg │ │ ├── tailwind.config.ts │ │ ├── tsconfig.json │ │ ├── utils │ │ └── api.ts │ │ └── yarn.lock ├── multi-lora │ └── Multi_LoRA_Demo.ipynb ├── rag │ ├── project_rag_with_surrealdb │ │ ├── README.md │ │ ├── chat-streaming │ │ │ └── main.py │ │ └── chat-ui │ │ │ ├── .gitignore │ │ │ ├── .vscode │ │ │ ├── extensions.json │ │ │ └── launch.json │ │ │ ├── README.md │ │ │ ├── astro.config.mjs │ │ │ ├── package-lock.json │ │ │ ├── package.json │ │ │ ├── public │ │ │ └── favicon.svg │ │ │ ├── src │ │ │ ├── Chat.jsx │ │ │ ├── Update.jsx │ │ │ ├── env.d.ts │ │ │ └── pages │ │ │ │ └── index.astro │ │ │ ├── tailwind.config.mjs │ │ │ └── tsconfig.json │ ├── project_simple-rag-with-chroma │ │ ├── RAG-with-Fireworks.ipynb │ │ ├── README.md │ │ ├── chromadb │ │ │ ├── 6f7dcc0e-206d-43bc-9829-a31d4f7d1254 │ │ │ │ ├── data_level0.bin │ │ │ │ ├── header.bin │ │ │ │ ├── length.bin │ │ │ │ └── link_lists.bin │ │ │ └── chroma.sqlite3 │ │ ├── data_lol │ │ │ ├── arcane_characters_data.json │ │ │ ├── combined_data_with_id.json │ │ │ ├── lol_champion_data.json │ │ │ └── lol_geography_data.json │ │ ├── requirements.txt │ │ └── scraping_misc │ │ │ ├── scrape_LoL_gameplay_characters.py │ │ │ ├── scrape_LoL_locations.py │ │ │ └── scrape_arcane_characters.py │ └── project_simple_rag_chroma_paper_titles │ │ └── rag-paper-titles.ipynb ├── response-api │ ├── fireworks_mcp_examples.ipynb │ ├── fireworks_mcp_with_streaming.ipynb │ ├── fireworks_previous_response_cookbook.ipynb │ ├── fireworks_streaming_example.ipynb │ ├── image.png │ └── mcp_server_with_store_false_argument.ipynb ├── rft │ ├── model_as_judge_evaluator.py │ └── prompts_and_responses.txt ├── structured_response │ ├── [external]_ComputerSpec_Generation_with_Reasoning_Mode_DeepSeek_(v3_&_R1).ipynb │ ├── [external]_Healthcare_Generation_with_Reasoning_Mode_DeepSeek_(v3_&_R1).ipynb │ └── structured_response_llama_3_1.ipynb ├── synthetic_data │ └── Llama_3_1_Synthetic_Data.ipynb ├── useful-presentations │ └── workshop_overview_of_fireworks_.pdf ├── vlm-finetuning │ ├── images │ │ └── icecream.jpeg │ └── utils │ │ └── download_images_and_encode_to_b64.py ├── vlm │ ├── nvidia-nemotron-vl │ │ └── NVIDIA-Nemotron-v2-VL-cookbook.ipynb │ ├── requirements.txt │ └── setup.sh └── voice-agent │ ├── README.md │ ├── main.py │ ├── requirements.txt │ ├── setup.bat │ └── setup.sh ├── old_cookbook ├── .github │ └── workflows │ │ └── docker.yml ├── .gitignore ├── README.md ├── VERSION ├── examples │ └── README.md └── recipes │ ├── common │ ├── batch_transform.py │ ├── conf │ │ └── model │ │ │ ├── README.md │ │ │ ├── codellama-13b-instruct.yaml │ │ │ ├── codellama-13b.yaml │ │ │ ├── codellama-34b-instruct.yaml │ │ │ ├── codellama-34b.yaml │ │ │ ├── codellama-7b-instruct.yaml │ │ │ ├── falcon-7b.yaml │ │ │ ├── llama2-13b-chat.yaml │ │ │ ├── llama2-13b.yaml │ │ │ ├── llama2-70.yaml │ │ │ ├── llama2-70b-chat.yaml │ │ │ ├── llama2-70b.yaml │ │ │ ├── llama2-7b-chat.yaml │ │ │ ├── llama2-7b.yaml │ │ │ └── mistral-7b.yaml │ ├── env.py │ ├── format.py │ ├── hf_data.py │ ├── llama_patch.py │ ├── peft.py │ └── tokenizer.py │ ├── data │ └── tools │ │ └── build_dataset.py │ ├── docker │ └── text │ │ ├── Dockerfile │ │ ├── README-dev.md │ │ └── README.md │ ├── eval │ ├── perplexity │ │ ├── conf │ │ │ ├── base.yaml │ │ │ ├── codellama-7b-the-stack-smol.yaml │ │ │ ├── dataset │ │ │ │ └── the-stack-smol.yaml │ │ │ └── model │ │ │ │ ├── codellama-7b.yaml │ │ │ │ └── llama2-7b.yaml │ │ ├── eval.py │ │ └── transform.py │ └── perplexity_rank │ │ ├── client.py │ │ ├── conf │ │ ├── base.yaml │ │ ├── dataset │ │ │ ├── msmarco_rank.yaml │ │ │ ├── natural_questions.yaml │ │ │ └── query_document.yaml │ │ ├── model │ │ │ ├── embedding.yaml │ │ │ ├── fw_llama2-7b.yaml │ │ │ ├── llama2-13b-chat-8k.yaml │ │ │ ├── llama2-7b-8k.yaml │ │ │ ├── llama2-7b-chat-8k.yaml │ │ │ ├── stablebeluga-13b.yaml │ │ │ ├── stablebeluga-7b.yaml │ │ │ ├── stablebeluga2.yaml │ │ │ └── vicuna-13b-v1_5-16k.yaml │ │ ├── msmarco_rank_p_d_q.yaml │ │ ├── msmarco_rank_p_q_d.yaml │ │ ├── msmarco_rank_text.yaml │ │ ├── natural_questions.yaml │ │ ├── query_document.yaml │ │ └── query_document_vicuna.yaml │ │ ├── data │ │ └── query_document.json │ │ ├── eval.py │ │ └── transform.py │ ├── generate │ ├── instruct_lora │ │ ├── conf │ │ │ ├── api.yaml │ │ │ ├── base.yaml │ │ │ ├── lucene_queries.yaml │ │ │ ├── model │ │ │ │ ├── falcon-7b.yaml │ │ │ │ ├── llama2-13b-8k.yaml │ │ │ │ ├── llama2-7b-8k.yaml │ │ │ │ ├── llama2-7b.yaml │ │ │ │ ├── mistral-7b.yaml │ │ │ │ ├── stablebeluga-13b.yaml │ │ │ │ ├── stablebeluga-7b.yaml │ │ │ │ └── stablebeluga2.yaml │ │ │ └── summarize.yaml │ │ └── generate.py │ └── jsonformer │ │ ├── README.md │ │ ├── conf │ │ ├── api.yaml │ │ ├── base.yaml │ │ └── model │ │ │ ├── llama2-13b-chat-8k.yaml │ │ │ ├── llama2-7b-8k.yaml │ │ │ ├── llama2-7b-chat-8k.yaml │ │ │ ├── stablebeluga-13b.yaml │ │ │ ├── stablebeluga-7b.yaml │ │ │ └── stablebeluga2.yaml │ │ └── generate.py │ ├── tools │ └── fireworks_config │ │ ├── gen │ │ ├── codellama-13b-instruct │ │ │ └── fireworks.json │ │ ├── codellama-13b │ │ │ └── fireworks.json │ │ ├── codellama-34b-instruct │ │ │ └── fireworks.json │ │ ├── codellama-34b │ │ │ └── fireworks.json │ │ ├── falcon-7b │ │ │ └── fireworks.json │ │ ├── llama2-13b-chat │ │ │ └── fireworks.json │ │ ├── llama2-13b │ │ │ └── fireworks.json │ │ ├── llama2-70 │ │ │ └── fireworks.json │ │ ├── llama2-70b-chat │ │ │ └── fireworks.json │ │ ├── llama2-7b-chat │ │ │ └── fireworks.json │ │ └── llama2-7b │ │ │ └── fireworks.json │ │ └── materialize.py │ └── tune │ ├── README.md │ ├── common │ └── trainer.py │ └── instruct_lora │ ├── README.md │ ├── colabtune.ipynb │ ├── conf │ ├── base.yaml │ ├── data │ │ ├── alpaca.yaml │ │ ├── cnn_dailymail-dialogsum-samsum.yaml │ │ ├── dataset │ │ │ ├── alpaca-cleaned.yaml │ │ │ ├── cnn_dailymail.yaml │ │ │ ├── dialogsum.yaml │ │ │ ├── gcloud-log-sample.yaml │ │ │ ├── openorca.yaml │ │ │ └── samsum.yaml │ │ ├── dialogsum-samsum.yaml │ │ ├── gcloud-log-sample.yaml │ │ └── openorca.yaml │ ├── instruct_alpaca.yaml │ ├── instruct_orca.yaml │ ├── lucene_queries.yaml │ ├── model │ │ ├── codellama-13b-instruct-gud.yaml │ │ ├── codellama-34b-instruct-gud.yaml │ │ ├── falcon-7b.yaml │ │ ├── llama2-13b-8k-qlora.yaml │ │ ├── llama2-13b-8k.yaml │ │ ├── llama2-13b-chat-qlora.yaml │ │ ├── llama2-70b-chat-qlora.yaml │ │ ├── llama2-7b-8k.yaml │ │ ├── llama2-7b-chat-colab.yaml │ │ ├── llama2-7b-chat-qlora.yaml │ │ ├── llama2-7b-chat.yaml │ │ ├── llama2-7b-gud.yaml │ │ ├── llama2-7b.yaml │ │ └── mistral-7b.yaml │ ├── summarize-mistral-7b.yaml │ └── summarize.yaml │ ├── data │ └── gcloud-log-sample.jsonl │ └── finetune.py ├── recipes ├── docker │ ├── Dockerfile │ └── README.md └── eval │ ├── arxivqa_judge │ ├── conf │ │ ├── download.yaml │ │ └── eval.yaml │ ├── download.py │ └── eval.py │ └── common │ ├── batch_transform.py │ ├── bq_data.py │ ├── format.py │ ├── hf_data.py │ ├── llm_client.py │ └── util.py ├── references └── get_started_with_Fireworks.md └── showcase ├── fireworks_in_action.md └── template_projectMDX.md /.gitignore: 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