{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceType":"competition","sourceId":64148,"databundleVersionId":7669720},{"sourceType":"datasetVersion","sourceId":7716500,"datasetId":9,"databundleVersionId":7815786},{"sourceType":"modelInstanceVersion","sourceId":11371,"databundleVersionId":7771674,"modelInstanceId":5171}],"dockerImageVersionId":30648,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Retrieval-Augmented Generation with Gemma hosted on HuggingFace and Weaviate in DSPy\n\nThis Notebook shows you the basic steps to build a minimal Retrieval-Augmented Generation (RAG) pipeline using the following building blocks:\n* Google's open source large language model (LLM), [Gemma](https://www.kaggle.com/models/google/gemma) model hosted on [Hugging Face](https://huggingface.co/).\n* [Hugging Face](https://huggingface.co/)'s open source[`sentence-transformers/all-MiniLM-L6-v2`](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) embedding model.\n* [Weaviate](weaviate.io)'s open source vector datbase for external context.\n* [DSPy](https://github.com/stanfordnlp/dspy) for orchestration.\n\n![image.png](attachment:f724e734-c955-4bc8-a6c6-ff27db495f5e.png)\n\n# What is Retrieval-Augmented Generation?\n\n**Retrieval-Augmented Generation (RAG)** is technique proposed Lewis et al. in 2020 [1] to provide LLMs with additional contenxt to reduce hallcinations and increase accuracy, similarly to traditional fine-tuning.\n\nBelow, you can see the fundamental workflow of a naive RAG pipeline:\n1. **Retrieval:** The user's query is used to retrieve additional context from an external knowledge source. The external knowledge source stores pieces of information and their vector embeddings. At query time, the user query is embedded into the same vector space and used to retrieve similar context by calculating the closest data points.\n2. **Augmentation:** The user query and retrieved additional context are then used to augment a prompt template.\n3. **Generation:** The augmented prompt is used to generate a more factually accurate answer than the user query alone.\n\n![image.png](attachment:74b55cf2-97ae-4f01-831b-f1454738fb84.png)\n\n*(Image by the author, [Leonie](https://www.kaggle.com/iamleonie), originally published in [Retrieval-Augmented Generation (RAG): From Theory to LangChain Implementation](https://towardsdatascience.com/retrieval-augmented-generation-rag-from-theory-to-langchain-implementation-4e9bd5f6a4f2))*\n\n# What is DSPy?\n\n[DSPy](https://github.com/stanfordnlp/dspy) [2] is a framework that helps developers build pipelines using language models (LMs) like Gemma, similar to [LangChain](https://www.langchain.com/) or [LlamaIndex](https://www.llamaindex.ai/). \n\nHowever, currently developing LM-based systems can be brittle: For example, if you change the used LLM, you will most likely face performance losses if you don't also adapt the prompt. DSPy aims to solve this issue by enabling developers to \"recompile\" their program after changing components in their program, which will optimize the internal parameters.\n\nDSPy introduces *signatures* and *modules* to enable developers to define LM-based programs similarly to neural network architectures in PyTorch. After you have defined your DSPy program, you can use some sample data, an optimizer (called *teleprompter* in DSPy), a metric, and a DSPy compiler to optimize your DSPy program, similarly to how you would train a neural network with training data, an optimizer, and a metric.\n\nFor a more detailed introduction to DSPy you can read my latest blog post outlining its concepts here: [Intro to DSPy: Goodbye Prompting, Hello Programming!](https://medium.com/towards-data-science/intro-to-dspy-goodbye-prompting-hello-programming-4ca1c6ce3eb9?sk=9c65441028a96a8f7e8eac9ed6ba4347) 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"}}},{"cell_type":"markdown","source":"# Prerequisites\n\nTo follow this tutorial, you will need to fulfill the following prerequisites:\n1. Enable GPU in the Notebook\n2. Install the following packages:","metadata":{}},{"cell_type":"code","source":"!pip install -U transformers\n!pip install dspy-ai\n!pip install weaviate-client","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-02-28T11:00:15.287603Z","iopub.execute_input":"2024-02-28T11:00:15.288006Z","iopub.status.idle":"2024-02-28T11:01:12.485433Z","shell.execute_reply.started":"2024-02-28T11:00:15.287969Z","shell.execute_reply":"2024-02-28T11:01:12.484241Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"3. [Request access to the Gemma model family on Hugging Face](https://huggingface.co/google/gemma-7b-it) to be able to use Gemma via DSPy.\n4. Set your Hugging Face token and your OpenAI API key in the Kaggle secrets: You will need to have an Hugging Face API key (Gemma can be used for free without a Pro account). To obtain a Hugging Face API key, you will need to register with Hugging Face and then create a token under your profile via *Settings > Access tokens*. Use Kaggle secrets to use your Hugging Face API key in this Kaggle Notebook without sharing it with others. (Adds-ons > Secrets)","metadata":{}},{"cell_type":"code","source":"from kaggle_secrets import UserSecretsClient\nfrom huggingface_hub import login\n\nuser_secrets = UserSecretsClient()\nhf_token = user_secrets.get_secret(\"HF_API_KEY\")\n\n# Login to Hugging Face\nlogin(hf_token)","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:03:34.408685Z","iopub.execute_input":"2024-02-28T11:03:34.409072Z","iopub.status.idle":"2024-02-28T11:03:35.437392Z","shell.execute_reply.started":"2024-02-28T11:03:34.409040Z","shell.execute_reply":"2024-02-28T11:03:35.436284Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Step 1: Load Data\n\nIn this Notebook, we will use the title and the descriptions of the last 100 featured Kaggle competitions from the [Meta Kaggle dataset](https://www.kaggle.com/datasets/kaggle/meta-kaggle), as this will require no data processing, such as chunking, so we can focus on the overall flow of the RAG technique in DSPy.","metadata":{}},{"cell_type":"code","source":"import pandas as pd\npd.set_option('display.max_colwidth', None)\n\ndf = pd.read_csv(\"/kaggle/input/meta-kaggle/Competitions.csv\")\n\n# Let's only index 100 data points for this example\ndf = df[(df.HostSegmentTitle == \"Featured\") & (df.Subtitle.notna())][-100:]\ndf[['Title', 'Subtitle']].head()","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:03:37.704455Z","iopub.execute_input":"2024-02-28T11:03:37.705356Z","iopub.status.idle":"2024-02-28T11:03:38.157123Z","shell.execute_reply.started":"2024-02-28T11:03:37.705316Z","shell.execute_reply":"2024-02-28T11:03:38.156095Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Step 2: Populate Vector Database\n\nNext, you will need to define a **retriever model (RM)**. I will be using [Weaviate](weaviate.io), an [open source vector database](https://github.com/weaviate/weaviate), for this.\n\nAs this Notebook is intended to show case a simple walk through, we will be using [Weaviate embedded](https://weaviate.io/developers/weaviate/installation/embedded), which is a local instance inside the lifecycle of the Notebook and doesn't require any registration for an API key and free to use. \n\n**Disclaimer:** At the time of writing I am a Developer Advocate at Weaviate.\n\nBefore populating the vector database, you will need to define the schema of your data collection. DSPy expects a property field named `\"content\"` to use Weaviate as RM. Additionally, we will define a vectorizer module, which is an embedding model that automatically generates the vector embeddings of the data at import and query time. We will configure [`sentence-transformers/all-MiniLM-L6-v2` from Hugging Face](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) for this.","metadata":{}},{"cell_type":"code","source":"import weaviate\nfrom weaviate.embedded import EmbeddedOptions\nimport re\n\n# Connect to Weaviate client in embedded mode\nclient = weaviate.Client(embedded_options=EmbeddedOptions(),\n                             additional_headers={\n                                \"X-Huggingface-Api-Key\": hf_token,\n                             }\n                         )\n\n# Create Weaviate schema\nschema = {\n   \"classes\": [\n       {\n           \"class\": \"MyExampleIndex\",\n           \"vectorizer\": \"text2vec-huggingface\",\n            \"moduleConfig\": {\n                \"text2vec-huggingface\": {\n                    \"model\": \"sentence-transformers/all-MiniLM-L6-v2\",\n                }\n            },\n           \"properties\": [\n               {\n                   \"name\": \"content\", # This is a required property name to be able to use Weaviate as RM with DSPy\n                   \"dataType\": [\"text\"]\n               }\n           ]\n       }      \n   ]\n}\n\n# Delete existing data collection if it already exists from a previous run\nif client.schema.exists(\"MyExampleIndex\"):\n    client.schema.delete_class(\"MyExampleIndex\")\nclient.schema.create(schema)\n\n# Populate vector database in batches\nclient.batch.configure(batch_size=100)  # Configure batch (for only 100 data points this is not really necessary...)\n\nwith client.batch as batch:  # Initialize a batch process\n    for _, row in df.iterrows():\n        properties = {\n            \"content\": row['Title'] + ' Kaggle Competition: ' + row['Subtitle']\n        }\n        batch.add_data_object(\n            data_object=properties,\n            class_name=\"MyExampleIndex\"\n        )","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-02-28T11:04:02.290097Z","iopub.execute_input":"2024-02-28T11:04:02.290895Z","iopub.status.idle":"2024-02-28T11:04:04.564430Z","shell.execute_reply.started":"2024-02-28T11:04:02.290866Z","shell.execute_reply":"2024-02-28T11:04:04.563554Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Check how many data objects were inserted:","metadata":{}},{"cell_type":"code","source":"client.query.aggregate(\"MyExampleIndex\").with_meta_count().do()","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:05:51.454094Z","iopub.execute_input":"2024-02-28T11:05:51.454707Z","iopub.status.idle":"2024-02-28T11:05:51.466166Z","shell.execute_reply.started":"2024-02-28T11:05:51.454674Z","shell.execute_reply":"2024-02-28T11:05:51.465167Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Retrieve some example data points for sanity check. The method `.with_limit(n)` controls how many data points are retrieved.","metadata":{}},{"cell_type":"code","source":"import json\n\nresponse = (\n    client.query\n    .get(\"MyExampleIndex\", [\"content\"])\n    .with_limit(2)\n    .do()\n)\n\nprint(json.dumps(response, indent=4))","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:05:53.439652Z","iopub.execute_input":"2024-02-28T11:05:53.440349Z","iopub.status.idle":"2024-02-28T11:05:53.449408Z","shell.execute_reply.started":"2024-02-28T11:05:53.440320Z","shell.execute_reply":"2024-02-28T11:05:53.448539Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's run an example vector search/similarity search query. The query is defined as the value for the `\"concepts\"` key in the `.with_near_text()` method.","metadata":{}},{"cell_type":"code","source":"response = (\n    client.query\n    .get(\"MyExampleIndex\", [\"content\"])\n    .with_near_text({\"concepts\": [\"Medical\"]})\n    .with_limit(3)\n    .do()\n)\n\nprint(json.dumps(response, indent=4))","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:06:02.834827Z","iopub.execute_input":"2024-02-28T11:06:02.835178Z","iopub.status.idle":"2024-02-28T11:06:03.115093Z","shell.execute_reply.started":"2024-02-28T11:06:02.835149Z","shell.execute_reply":"2024-02-28T11:06:03.114164Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Step 3: Configure DSPy Settings\nNext, you will configure the language model (LM) and the retriever model (RM) in the global settings for DSPy.","metadata":{}},{"cell_type":"code","source":"import dspy","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:06:54.795516Z","iopub.execute_input":"2024-02-28T11:06:54.796295Z","iopub.status.idle":"2024-02-28T11:06:56.145613Z","shell.execute_reply.started":"2024-02-28T11:06:54.796255Z","shell.execute_reply":"2024-02-28T11:06:56.144645Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Language Model: Google Gemma\n\nThere are currently four versions of [Gemma](https://www.kaggle.com/models/google/gemma) available:\n* `gemma_2b_en`\n* `gemma_7b_en`\n* `gemma_instruct_2b_en`\n* `gemma_instruct_7b_en`\n\nThe `2b` and `7b` variants can be differentiated by their [intended platforms](https://ai.google.dev/gemma/docs):\n* `2b`: Intended platforms are mobile devices and laptops\n* `7b`: Intended platforms are desktop computers and small servers\n\nThe pretrained and instruction tuned variants can be differentiated by [their training](https://ai.google.dev/gemma/docs):\n* **Pretrained:** not trained on any specific tasks. It is not recommended to deploy these models without additional tuning.\n* **Instruction tuned:** trained with human language interactions and can respond to conversational input, similar to a chat bot.","metadata":{}},{"cell_type":"code","source":"# Configure language model\nllm = dspy.HFModel(model = 'google/gemma-2b')","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:06:59.199998Z","iopub.execute_input":"2024-02-28T11:06:59.201084Z","iopub.status.idle":"2024-02-28T11:07:34.762976Z","shell.execute_reply.started":"2024-02-28T11:06:59.201049Z","shell.execute_reply":"2024-02-28T11:07:34.762264Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's invoke Gemma with a sample query:","metadata":{}},{"cell_type":"code","source":"example_query = \"Which Kaggle competition should I look at to learn more about recommender systems in e-commerce?\"\n\n#\"Which Kaggle competition should I look at to learn more about recommender systems in e-commerce?\"\n#\"You might be interested in the H&M Personalized Fashion Recommendations or Elo Merchant Category Recommendation Kaggle Competition competition,\"\n\nresponse = llm(example_query)\n\nprint(response)","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:44:55.659735Z","iopub.execute_input":"2024-02-28T11:44:55.660114Z","iopub.status.idle":"2024-02-28T11:46:49.888502Z","shell.execute_reply.started":"2024-02-28T11:44:55.660084Z","shell.execute_reply":"2024-02-28T11:46:49.887414Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"It seems like Gemma isn't able to answer the example query without any additional context. This is why, we will implement a RAG pipeline in the following code.","metadata":{}},{"cell_type":"markdown","source":"## Retriever Model: Weaviate\nNext, you will need to configure your Weaviate instance from earlier in the `WeaviateRM` retriever model from DSPy.","metadata":{}},{"cell_type":"code","source":"from dspy.retrieve.weaviate_rm import WeaviateRM\n\n# Configure retriever model\nrm = WeaviateRM(\"MyExampleIndex\", \n                weaviate_client = client)","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:07:42.776464Z","iopub.execute_input":"2024-02-28T11:07:42.777708Z","iopub.status.idle":"2024-02-28T11:07:42.783528Z","shell.execute_reply.started":"2024-02-28T11:07:42.777660Z","shell.execute_reply":"2024-02-28T11:07:42.782537Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now, configure the LM and the RM in the overall DSPy settings.","metadata":{}},{"cell_type":"code","source":"# Configure DSPy to use the following language model and retrieval model by default\ndspy.settings.configure(lm = llm, \n                        rm = rm)","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:07:45.874598Z","iopub.execute_input":"2024-02-28T11:07:45.875317Z","iopub.status.idle":"2024-02-28T11:07:46.450150Z","shell.execute_reply.started":"2024-02-28T11:07:45.875287Z","shell.execute_reply":"2024-02-28T11:07:46.449189Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Step 4: Write DSPy Program\n\nNow, we can write a simple DSPy program for our RAG pipeline.\n\nThis is similar to defining a neural network architecture in PyTorch:\n* In the `__init__()` method define your modules. We will use a `Retrieve` module to retrieve additional context from the vector database and a `ChainOfThought` module to prompt Gemma with a chain of thought (\"Let's think step by step\") prompting technique\n* In the `forward()` method, you will define the flow of information among the defined modules.","metadata":{}},{"cell_type":"code","source":"class RAG(dspy.Module):\n    def __init__(self, num_passages=3):\n        super().__init__()\n\n        self.retrieve = dspy.Retrieve(k=num_passages)\n        self.generate_answer = dspy.ChainOfThought(\"context, question -> answer\")\n    \n    def forward(self, question):\n        context = self.retrieve(question).passages\n        prediction = self.generate_answer(context=context, question=question)\n        return dspy.Prediction(context=context, answer=prediction.answer)","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:07:57.657917Z","iopub.execute_input":"2024-02-28T11:07:57.658271Z","iopub.status.idle":"2024-02-28T11:07:57.664891Z","shell.execute_reply.started":"2024-02-28T11:07:57.658244Z","shell.execute_reply":"2024-02-28T11:07:57.663651Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The above code will create the following flow of information among the `Retrieve` and the `ChainOfThought` modules.\n\n![image.png](attachment:4a7a5a40-bd56-493b-9e96-56287285e297.png)\n\n*(Image by the author, [Leonie](https://www.kaggle.com/iamleonie), originally published in [Intro to DSPy: Goodbye Prompting, Hello Programming!](https://medium.com/towards-data-science/intro-to-dspy-goodbye-prompting-hello-programming-4ca1c6ce3eb9?sk=9c65441028a96a8f7e8eac9ed6ba4347))*","metadata":{},"attachments":{"4a7a5a40-bd56-493b-9e96-56287285e297.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"Let's see what the uncompiled RAG pipeline outputs for an example query:","metadata":{}},{"cell_type":"code","source":"uncompiled_rag = RAG()\n\nresponse = uncompiled_rag(example_query)\n\nprint(response.answer)","metadata":{"_kg_hide-output":false,"execution":{"iopub.status.busy":"2024-02-28T11:48:18.193111Z","iopub.execute_input":"2024-02-28T11:48:18.193828Z","iopub.status.idle":"2024-02-28T11:50:14.129667Z","shell.execute_reply.started":"2024-02-28T11:48:18.193795Z","shell.execute_reply":"2024-02-28T11:50:14.128662Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As you can see, the initial response is not very good. To improve the pipeline, we can compile the DSPy program, as shown in the next step.\n\nWith th following code snippet, you can inspect the last prompt that was used (unhide output to see full prompt).","metadata":{}},{"cell_type":"code","source":"llm.inspect_history(n=1)","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-02-28T10:13:02.202235Z","iopub.execute_input":"2024-02-28T10:13:02.203071Z","iopub.status.idle":"2024-02-28T10:13:02.208057Z","shell.execute_reply.started":"2024-02-28T10:13:02.203041Z","shell.execute_reply":"2024-02-28T10:13:02.206970Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Step 5: Compile DSPy Program\n\nTo compile (optimize) a DSPy program, you will need the following ingredients (similarly to training a neural network):\n* training data\n* metric to optimize\n* optimizer (called teleprompter in DSPy)\n* DSPy compiler\n\nLet's begin with creating a sample training set. In contrast to training a neural network, you don't need a lot of training samples. Of course, the more the better but you can start with only a few.\n\nHere we are going to start with only three small examples. You will see that this number is not sufficient to produce high quality results but it is sufficient to showcase how compiling works in DSPy. I recommend to increase the number and quality of examples if you fork this Notebook.","metadata":{}},{"cell_type":"code","source":"example_question1 = \"Has there been Kaggle competition about cute animals and if yes, which one?\"\nexample_answer1 = \"You might be interested in the PetFinder.my Adoption Prediction competition.\"\n\nexample_question2 = \"I'm interested in autonomous driving. What Kaggle competition can you recommend?\"\nexample_answer2 =\"You might be interested in the Lyft Motion Prediction for Autonomous Vehicles or Lyft 3D Object Detection for Autonomous Vehicles competition,\"\n\nexample_question3 = \"What Kaggle competitions should I look at to learn more about predicting the stock market?\"\nexample_answer3 = \"You might be interested in the JPX Tokyo Stock Exchange Prediction or Jane Street Market Prediction or Ubiquant Market Prediction competition.\"","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:51:02.327030Z","iopub.execute_input":"2024-02-28T11:51:02.327404Z","iopub.status.idle":"2024-02-28T11:51:02.332497Z","shell.execute_reply.started":"2024-02-28T11:51:02.327373Z","shell.execute_reply":"2024-02-28T11:51:02.331554Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Small training set with question and answer pairs\ntrainset = [dspy.Example(question=example_question1, \n                         answer=example_answer1).with_inputs('question'),\n            dspy.Example(question=example_question2, \n                         answer=example_answer2).with_inputs('question'),\n           dspy.Example(question=example_question3, \n                         answer=example_answer3).with_inputs('question'),]","metadata":{"execution":{"iopub.status.busy":"2024-02-28T11:51:06.490313Z","iopub.execute_input":"2024-02-28T11:51:06.490988Z","iopub.status.idle":"2024-02-28T11:51:06.496175Z","shell.execute_reply.started":"2024-02-28T11:51:06.490956Z","shell.execute_reply":"2024-02-28T11:51:06.495248Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from dspy.teleprompt import BootstrapFewShot\n\n# The teleprompter will bootstrap missing labels: reasoning chains and retrieval contexts\nteleprompter = BootstrapFewShot(metric=dspy.evaluate.answer_exact_match)\ncompiled_rag = teleprompter.compile(RAG(), trainset=trainset)","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-02-28T11:51:10.275870Z","iopub.execute_input":"2024-02-28T11:51:10.276219Z","iopub.status.idle":"2024-02-28T11:55:02.022660Z","shell.execute_reply.started":"2024-02-28T11:51:10.276193Z","shell.execute_reply":"2024-02-28T11:55:02.021611Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now, let's run the example query from before again with the compiled RAG pipeline:","metadata":{}},{"cell_type":"code","source":"response = compiled_rag(example_query)\n\nprint(response.answer)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Check last prompt with the following code (unhide output to see full prompt).","metadata":{}},{"cell_type":"code","source":"llm.inspect_history(n=1)","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-02-27T20:01:39.085721Z","iopub.execute_input":"2024-02-27T20:01:39.086079Z","iopub.status.idle":"2024-02-27T20:01:39.091854Z","shell.execute_reply.started":"2024-02-27T20:01:39.086048Z","shell.execute_reply":"2024-02-27T20:01:39.090855Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Summary\n\nThis Notebook gave you a brief introduction of how to build a naive RAG pipeline using DSPy with Gemma hosted on Hugging Face and a Weaviate vector database. As this is only a simple example, there are many things you can do to improve this pipeline.\n\nHere are a few ideas to improve this Notebook:\n* Improve examples in training dataset\n* Try a different embedding model\n* Try this pipeline on a different dataset for a different use case\n* Add proper evaluation (similarly to how you would evaluate a neural network after training). You can find good examples of RAG evaluation with DSPy in the [official DSPy Starter Notebook](https://github.com/stanfordnlp/dspy/blob/main/intro.ipynb) in DSPy GitHub or the [Getting Started with RAG in DSPy Notebook](https://github.com/weaviate/recipes/blob/main/integrations/dspy/1.Getting-Started-with-RAG-in-DSPy.ipynb) from the Weaviate GitHub.\n\n# References and Resources\n\n## Literature\n\n[1] Lewis, P., et al. (2020). Retrieval-augmented generation for knowledge-intensive NLP tasks. Advances in Neural Information Processing Systems, 33, 9459–9474.\n \n[2] Khattab, O., Singhvi, A., Maheshwari, P., Zhang, Z., Santhanam, K., Vardhamanan, S., … & Potts, C. (2023). Dspy: Compiling declarative language model calls into self-improving pipelines. arXiv preprint arXiv:2310.03714.\n \n## Additional Helpful Resources\n\n* [DSPy Explained!](https://www.youtube.com/watch?v=41EfOY0Ldkc) video by [Connor Shorten](https://twitter.com/CShorten30)\n* [Official DSPy Starter Notebook](https://github.com/stanfordnlp/dspy/blob/main/intro.ipynb) in DSPy GitHub\n* [Getting Started with RAG in DSPy Notebook](https://github.com/weaviate/recipes/blob/main/integrations/dspy/1.Getting-Started-with-RAG-in-DSPy.ipynb) in Weaviate GitHub\n* [RAG using Llama 2, Langchain and ChromaDB](https://www.kaggle.com/code/gpreda/rag-using-llama-2-langchain-and-chromadb) Kaggle Notebook by [Gabriel Preda](https://www.kaggle.com/gpreda)\n","metadata":{}}]}