From 70dbe306f7b2c72621c0e946012a3daa53416c66 Mon Sep 17 00:00:00 2001
From: Matthias Richter <matthias.r1092@gmail.com>
Date: Tue, 6 Feb 2024 15:17:16 +0100
Subject: [PATCH] fix notebook

---
 src/components/aggregrate_eval_results.py |    6 +-
 src/components/retrieve_from_weaviate.py  |   11 +-
 src/evaluation.ipynb                      | 1755 +--------------------
 src/indexing.ipynb                        |  952 +----------
 4 files changed, 64 insertions(+), 2660 deletions(-)

diff --git a/src/components/aggregrate_eval_results.py b/src/components/aggregrate_eval_results.py
index 5a40b8d..e78e8ef 100644
--- a/src/components/aggregrate_eval_results.py
+++ b/src/components/aggregrate_eval_results.py
@@ -5,14 +5,16 @@
 
 
 @lightweight_component(
+    consumes={
+    "context_precision": pa.float32(),
+    "context_relevancy": pa.float32(),
+    },
     produces={
         "metric": pa.string(),
         "score": pa.float32()
     }
 )
 class AggregateResults(DaskTransformComponent):
-    def __init__(self, consumes: dict, **kwargs):
-        self.consumes = consumes
 
     def transform(self, dataframe: dd.DataFrame) -> dd.DataFrame:
         metrics = list(self.consumes.keys())
diff --git a/src/components/retrieve_from_weaviate.py b/src/components/retrieve_from_weaviate.py
index 6454477..4d53593 100644
--- a/src/components/retrieve_from_weaviate.py
+++ b/src/components/retrieve_from_weaviate.py
@@ -56,9 +56,8 @@ def retrieve_chunks_from_embeddings(self, vector_query: list):
         )
 
         result = query.do()
-        if "data" in result:
-            result_dict = result["data"]["Get"][self.class_name]
-            return [retrieved_chunk["passage"] for retrieved_chunk in result_dict]
+        result_dict = result["data"]["Get"][self.class_name]
+        return [retrieved_chunk["passage"] for retrieved_chunk in result_dict]
 
     def transform(self, dataframe: pd.DataFrame) -> pd.DataFrame:
 
@@ -67,12 +66,8 @@ def transform(self, dataframe: pd.DataFrame) -> pd.DataFrame:
                 self.retrieve_chunks_from_embeddings,
             )
 
-        elif "prompt" in dataframe.columns:
-            dataframe["retrieved_chunks"] = dataframe["prompt"].apply(
-                self.retrieve_chunks_from_prompts,
-            )
         else:
-            msg = "Dataframe must contain either an 'embedding' column or a 'prompt' column."
+            msg = "Dataframe must contain an 'embedding' column"
             raise ValueError(
                 msg,
             )
diff --git a/src/evaluation.ipynb b/src/evaluation.ipynb
index b272a4d..96489d9 100644
--- a/src/evaluation.ipynb
+++ b/src/evaluation.ipynb
@@ -58,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -76,17 +76,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Docker Compose version v2.19.1\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!docker compose version"
    ]
@@ -100,19 +92,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
-      "datasets 2.16.1 requires fsspec[http]<=2023.10.0,>=2023.1.0, but you have fsspec 2023.12.2 which is incompatible.\u001b[0m\u001b[31m\n",
-      "\u001b[0mSuccess\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!pip install -q -r ../requirements.txt --disable-pip-version-check && echo \"Success\""
    ]
@@ -126,17 +108,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING:root:We recommend to run this pipeline on a GPU, but none could be found, using CPU instead\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import logging\n",
     "import subprocess\n",
@@ -178,20 +152,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[1A\u001b[1B\u001b[0G\u001b[?25l[+] Running 2/0\n",
-      " \u001b[32m✔\u001b[0m Container weaviate_service-weaviate-1       \u001b[32mRunning\u001b[0m                     \u001b[34m0.0s \u001b[0m\n",
-      " \u001b[32m✔\u001b[0m Container weaviate_service-contextionary-1  \u001b[32mRunning\u001b[0m                     \u001b[34m0.0s \u001b[0m\n",
-      "\u001b[?25h"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!docker compose -f weaviate_service/docker-compose.yaml up --detach"
    ]
@@ -212,19 +175,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/matthias/projects/fondant/fondant-usecase-RAG/.venv/lib/python3.10/site-packages/weaviate/warnings.py:121: DeprecationWarning: Dep005: You are using weaviate-client version 3.25.3. The latest version is 4.4.2.\n",
-      "            Please consider upgrading to the latest version. See https://weaviate.io/developers/weaviate/client-libraries/python for details.\n",
-      "  warnings.warn(\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import logging\n",
     "import weaviate\n",
@@ -282,7 +235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -324,1021 +277,11 @@
     "#### Run the indexing pipeline"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "> 💡 The first time you run a pipeline, you need to **download a docker image for each component** which may take a minute.\n",
-    "\n",
-    "> 💡 Use a **GPU** or an external API to speed up the embedding step\n",
-    "\n",
-    "> 💡 Steps that have been processed before are **cached** and will be skipped in subsequent runs which speeds up processing."
-   ]
-  },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:root:Found reference to un-compiled pipeline... compiling\n",
-      "INFO:fondant.pipeline.compiler:Compiling indexing-pipeline to .fondant/compose.yaml\n",
-      "INFO:fondant.pipeline.compiler:Base path found on local system, setting up ./data as mount volume\n",
-      "INFO:fondant.pipeline.pipeline:Sorting pipeline component graph topologically.\n",
-      "INFO:fondant.pipeline.pipeline:All pipeline component specifications match.\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for load_from_hugging_face_hub\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for chunktextcomponent\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for embed_text\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for index_weaviate\n",
-      "INFO:fondant.pipeline.compiler:Successfully compiled to .fondant/compose.yaml\n",
-      " load_from_hugging_face_hub Pulling \n",
-      " embed_text Pulling \n",
-      " index_weaviate Pulling \n",
-      " chunktextcomponent Pulling \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Starting pipeline run...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      " load_from_hugging_face_hub Pulled \n",
-      " chunktextcomponent Pulled \n",
-      " embed_text Pulled \n",
-      " index_weaviate Pulled \n",
-      " Container indexing-pipeline-load_from_hugging_face_hub-1  Recreate\n",
-      " Container indexing-pipeline-load_from_hugging_face_hub-1  Recreated\n",
-      " Container indexing-pipeline-chunktextcomponent-1  Recreate\n",
-      " Container indexing-pipeline-chunktextcomponent-1  Recreated\n",
-      " Container indexing-pipeline-embed_text-1  Recreate\n",
-      " Container indexing-pipeline-embed_text-1  Recreated\n",
-      " Container indexing-pipeline-index_weaviate-1  Recreate\n",
-      " Container indexing-pipeline-index_weaviate-1  Recreated\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Attaching to indexing-pipeline-chunktextcomponent-1, indexing-pipeline-embed_text-1, indexing-pipeline-index_weaviate-1, indexing-pipeline-load_from_hugging_face_hub-1\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "indexing-pipeline-load_from_hugging_face_hub-1  | [2024-02-06 12:18:43,582 | fondant.cli | INFO] Component `LoadFromHubComponent` found in module main\n",
-      "indexing-pipeline-load_from_hugging_face_hub-1  | [2024-02-06 12:18:43,588 | fondant.component.executor | INFO] Dask default local mode will be used for further executions.Our current supported options are limited to 'local' and 'default'.\n",
-      "indexing-pipeline-load_from_hugging_face_hub-1  | [2024-02-06 12:18:43,592 | fondant.component.executor | INFO] Skipping component execution\n",
-      "indexing-pipeline-load_from_hugging_face_hub-1  | [2024-02-06 12:18:43,594 | fondant.component.executor | INFO] Matching execution detected for component. The last execution of the component originated from `indexing-pipeline-20240206095839`.\n",
-      "indexing-pipeline-load_from_hugging_face_hub-1  | [2024-02-06 12:18:43,599 | fondant.component.executor | INFO] Saving output manifest to /data/indexing-pipeline/indexing-pipeline-20240206131838/load_from_hugging_face_hub/manifest.json\n",
-      "indexing-pipeline-load_from_hugging_face_hub-1  | [2024-02-06 12:18:43,600 | fondant.component.executor | INFO] Writing cache key with manifest reference to /data/indexing-pipeline/cache/05c1b2d296cf3d6eb306576302b85e86.txt\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "indexing-pipeline-load_from_hugging_face_hub-1 exited with code 0\n",
-      "indexing-pipeline-chunktextcomponent-1          | Collecting langchain==0.0.329 (from -r requirements.txt (line 1))\n",
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-      "indexing-pipeline-chunktextcomponent-1          | WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\n",
-      "indexing-pipeline-chunktextcomponent-1          | \n",
-      "indexing-pipeline-chunktextcomponent-1          | [notice] A new release of pip is available: 23.2.1 -> 24.0\n",
-      "indexing-pipeline-chunktextcomponent-1          | [notice] To update, run: pip install --upgrade pip\n",
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-      "[########                                ] | 20% Completed | 21.82 s\n",
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-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "indexing-pipeline-embed_text-1                  | \n",
-      "indexing-pipeline-embed_text-1                  | \n",
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-     ]
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-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
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-     ]
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-      "[########################                ] | 60% Completed | 23.67 s\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "indexing-pipeline-embed_text-1                  | \n",
-      "indexing-pipeline-embed_text-1                  | \n",
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-      "indexing-pipeline-embed_text-1                  | [2024-02-06 12:19:44,047 | fondant.component.executor | INFO] Saving output manifest to /data/indexing-pipeline/indexing-pipeline-20240206131838/embed_text/manifest.json\n",
-      "indexing-pipeline-embed_text-1                  | [2024-02-06 12:19:44,048 | fondant.component.executor | INFO] Writing cache key with manifest reference to /data/indexing-pipeline/cache/dd31849c92bae5c6f64b2cca40426e9f.txt\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[########################                ] | 60% Completed | 23.78 s\n",
-      "[########################################] | 100% Completed | 23.88 s\n",
-      "indexing-pipeline-embed_text-1 exited with code 0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "indexing-pipeline-index_weaviate-1              | [2024-02-06 12:19:48,587 | fondant.cli | INFO] Component `IndexWeaviateComponent` found in module main\n",
-      "indexing-pipeline-index_weaviate-1              | [2024-02-06 12:19:48,598 | fondant.component.executor | INFO] Dask default local mode will be used for further executions.Our current supported options are limited to 'local' and 'default'.\n",
-      "indexing-pipeline-index_weaviate-1              | [2024-02-06 12:19:48,623 | fondant.component.executor | INFO] Previous component `embed_text` is not cached. Invalidating cache for current and subsequent components\n",
-      "indexing-pipeline-index_weaviate-1              | [2024-02-06 12:19:48,623 | fondant.component.executor | INFO] Caching disabled for the component\n",
-      "indexing-pipeline-index_weaviate-1              | [2024-02-06 12:19:48,624 | root | INFO] Executing component\n",
-      "indexing-pipeline-index_weaviate-1              | /usr/local/lib/python3.8/site-packages/weaviate/warnings.py:121: DeprecationWarning: Dep005: You are using weaviate-client version 3.24.2. The latest version is 4.4.2.\n",
-      "indexing-pipeline-index_weaviate-1              |             Please consider upgrading to the latest version. See https://weaviate.io/developers/weaviate/client-libraries/python for details.\n",
-      "indexing-pipeline-index_weaviate-1              |   warnings.warn(\n",
-      "indexing-pipeline-index_weaviate-1              | [2024-02-06 12:19:49,368 | root | INFO] Columns of dataframe: ['embedding', 'text']\n",
-      "Processing partitions:   0%|          | 0/4 [00:00<?, ?it/s]\n",
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-      "Processing partitions: 100%|██████████| 4/4 [00:01<00:00,  2.09it/s]\n",
-      "Processing partitions: 100%|██████████| 4/4 [00:01<00:00,  2.26it/s]\n",
-      "indexing-pipeline-index_weaviate-1              | \n",
-      "indexing-pipeline-index_weaviate-1              | [2024-02-06 12:19:51,340 | fondant.component.executor | INFO] Writing cache key with manifest reference to /data/indexing-pipeline/cache/cc1762c2e0adbff0afeaab36442ac500.txt\n",
-      "indexing-pipeline-index_weaviate-1              | \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "indexing-pipeline-index_weaviate-1 exited with code 0\n",
-      "Finished pipeline run.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from fondant.pipeline.runner import DockerRunner\n",
     "\n",
@@ -1388,7 +331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1397,20 +340,13 @@
     "    \"llm_module_name\": \"langchain.chat_models\",\n",
     "    \"llm_class_name\": \"ChatOpenAI\",\n",
     "    \"llm_kwargs\": {\n",
-    "      \"openai_api_key\":\"\" ,   # TODO: Update with your key or use a different model\n",
+    "      \"openai_api_key\": \"\" ,   # TODO: Update with your key or use a different model\n",
     "      \"model_name\" : \"gpt-3.5-turbo\"\n",
     "    },\n",
     "    \"evaluation_metrics\": [\"context_precision\", \"context_relevancy\"]\n",
     "}"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1420,7 +356,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1443,7 +379,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1471,7 +407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1502,30 +438,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING:fondant.pipeline.lightweight_component:No consumes defined. Consumes will be inferred from the dataset. All field will be consumed which may lead to additional computation, Consider defining consumes in the component.\n",
-      " Consumes: {'question': {'type': 'string'}, 'embedding': {'type': 'array', 'items': {'type': 'float32'}}}\n",
-      "WARNING:fondant.pipeline.lightweight_component:No consumes defined. Consumes will be inferred from the dataset. All field will be consumed which may lead to additional computation, Consider defining consumes in the component.\n",
-      " Consumes: {'question': {'type': 'string'}, 'embedding': {'type': 'array', 'items': {'type': 'float32'}}, 'retrieved_chunks': {'type': 'array', 'items': {'type': 'string'}}, 'context_precision': {'type': 'float32'}, 'context_relevancy': {'type': 'float32'}}\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<fondant.pipeline.pipeline.Dataset at 0x1370e6ad0>"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from components.retrieve_from_weaviate import RetrieveFromWeaviateComponent\n",
     "from components.evaluate_ragas import RagasEvaluator\n",
@@ -1535,10 +450,9 @@
     "    RetrieveFromWeaviateComponent,\n",
     "    arguments={\n",
     "        \"weaviate_url\": shared_args[\"weaviate_url\"],\n",
-    "        \"class_name\": shared_args[\"weaviate_url\"],\n",
-    "        \"top_k\": 2\n",
+    "        \"class_name\": shared_args[\"weaviate_class\"],\n",
+    "        \"top_k\": 5\n",
     "    },\n",
-    "    cache=False,\n",
     ")\n",
     "\n",
     "retriever_eval = retrieve_chunks.apply(\n",
@@ -1551,7 +465,11 @@
     ")\n",
     "\n",
     "retriever_eval.apply(\n",
-    "    AggregateResults\n",
+    "    AggregateResults, \n",
+    "    consumes={\n",
+    "        \"context_precision\": \"context_precision\",\n",
+    "        \"context_relevancy\": \"context_relevancy\"\n",
+    "    }\n",
     ")"
    ]
   },
@@ -1564,612 +482,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:root:Class Pipeline1 exists in Weaviate.\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:root:Found reference to un-compiled pipeline... compiling\n",
-      "INFO:fondant.pipeline.compiler:Compiling evaluation-pipeline to .fondant/compose.yaml\n",
-      "INFO:fondant.pipeline.compiler:Base path found on local system, setting up ./data as mount volume\n",
-      "INFO:fondant.pipeline.pipeline:Sorting pipeline component graph topologically.\n",
-      "INFO:fondant.pipeline.pipeline:All pipeline component specifications match.\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for load_from_csv\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for embed_text\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for retrievefromweaviatecomponent\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for ragasevaluator\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for aggregateresults\n",
-      "INFO:fondant.pipeline.compiler:Successfully compiled to .fondant/compose.yaml\n",
-      " retrievefromweaviatecomponent Pulling \n",
-      " embed_text Pulling \n",
-      " load_from_csv Pulling \n",
-      " aggregateresults Pulling \n",
-      " ragasevaluator Pulling \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Starting pipeline run...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      " ragasevaluator Pulled \n",
-      " embed_text Pulled \n",
-      " load_from_csv Pulled \n",
-      " aggregateresults Pulled \n",
-      " retrievefromweaviatecomponent Pulled \n",
-      " Container evaluation-pipeline-load_from_csv-1  Recreate\n",
-      " Container evaluation-pipeline-load_from_csv-1  Recreated\n",
-      " Container evaluation-pipeline-embed_text-1  Recreate\n",
-      " Container evaluation-pipeline-embed_text-1  Recreated\n",
-      " Container evaluation-pipeline-retrievefromweaviatecomponent-1  Recreate\n",
-      " Container evaluation-pipeline-retrievefromweaviatecomponent-1  Recreated\n",
-      " Container evaluation-pipeline-ragasevaluator-1  Recreate\n",
-      " Container evaluation-pipeline-ragasevaluator-1  Recreated\n",
-      " Container evaluation-pipeline-aggregateresults-1  Recreate\n",
-      " Container evaluation-pipeline-aggregateresults-1  Recreated\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Attaching to evaluation-pipeline-aggregateresults-1, evaluation-pipeline-embed_text-1, evaluation-pipeline-load_from_csv-1, evaluation-pipeline-ragasevaluator-1, evaluation-pipeline-retrievefromweaviatecomponent-1\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "evaluation-pipeline-load_from_csv-1                  | [2024-02-06 12:29:18,986 | fondant.cli | INFO] Component `CSVReader` found in module main\n",
-      "evaluation-pipeline-load_from_csv-1                  | [2024-02-06 12:29:18,991 | fondant.component.executor | INFO] Dask default local mode will be used for further executions.Our current supported options are limited to 'local' and 'default'.\n",
-      "evaluation-pipeline-load_from_csv-1                  | [2024-02-06 12:29:18,994 | fondant.component.executor | INFO] Skipping component execution\n",
-      "evaluation-pipeline-load_from_csv-1                  | [2024-02-06 12:29:18,996 | fondant.component.executor | INFO] Matching execution detected for component. The last execution of the component originated from `evaluation-pipeline-20240206105318`.\n",
-      "evaluation-pipeline-load_from_csv-1                  | [2024-02-06 12:29:19,002 | fondant.component.executor | INFO] Saving output manifest to /data/evaluation-pipeline/evaluation-pipeline-20240206132913/load_from_csv/manifest.json\n",
-      "evaluation-pipeline-load_from_csv-1                  | [2024-02-06 12:29:19,002 | fondant.component.executor | INFO] Writing cache key with manifest reference to /data/evaluation-pipeline/cache/f12e1430da7973c18de35ecf782d313d.txt\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "evaluation-pipeline-load_from_csv-1 exited with code 0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "evaluation-pipeline-embed_text-1                     | [2024-02-06 12:29:22,282 | fondant.cli | INFO] Component `EmbedTextComponent` found in module main\n",
-      "evaluation-pipeline-embed_text-1                     | [2024-02-06 12:29:22,287 | fondant.component.executor | INFO] Dask default local mode will be used for further executions.Our current supported options are limited to 'local' and 'default'.\n",
-      "evaluation-pipeline-embed_text-1                     | [2024-02-06 12:29:22,290 | fondant.component.executor | INFO] Previous component `load_from_csv` run was cached. Cached pipeline id: evaluation-pipeline-20240206105318\n",
-      "evaluation-pipeline-embed_text-1                     | [2024-02-06 12:29:22,292 | fondant.component.executor | INFO] Skipping component execution\n",
-      "evaluation-pipeline-embed_text-1                     | [2024-02-06 12:29:22,293 | fondant.component.executor | INFO] Matching execution detected for component. The last execution of the component originated from `evaluation-pipeline-20240206105318`.\n",
-      "evaluation-pipeline-embed_text-1                     | [2024-02-06 12:29:22,297 | fondant.component.executor | INFO] Saving output manifest to /data/evaluation-pipeline/evaluation-pipeline-20240206132913/embed_text/manifest.json\n",
-      "evaluation-pipeline-embed_text-1                     | [2024-02-06 12:29:22,297 | fondant.component.executor | INFO] Writing cache key with manifest reference to /data/evaluation-pipeline/cache/325492fed9dd081a79c7a2afef9cee0c.txt\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "evaluation-pipeline-embed_text-1 exited with code 0\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | Collecting weaviate-client==3.24.1 (from -r requirements.txt (line 1))\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  |   Obtaining dependency information for weaviate-client==3.24.1 from https://files.pythonhosted.org/packages/59/8f/44d164ed990f7c6faf28125925160af9004595020aeaaf01e94462e3bf8e/weaviate_client-3.24.1-py3-none-any.whl.metadata\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  |   Downloading weaviate_client-3.24.1-py3-none-any.whl.metadata (3.3 kB)\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | Requirement already satisfied: requests<3.0.0,>=2.30.0 in /usr/local/lib/python3.11/site-packages (from weaviate-client==3.24.1->-r requirements.txt (line 1)) (2.31.0)\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | Collecting validators<1.0.0,>=0.21.2 (from weaviate-client==3.24.1->-r requirements.txt (line 1))\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  |   Obtaining dependency information for validators<1.0.0,>=0.21.2 from https://files.pythonhosted.org/packages/3a/0c/785d317eea99c3739821718f118c70537639aa43f96bfa1d83a71f68eaf6/validators-0.22.0-py3-none-any.whl.metadata\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  |   Downloading validators-0.22.0-py3-none-any.whl.metadata (4.7 kB)\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | Collecting authlib<2.0.0,>=1.2.1 (from weaviate-client==3.24.1->-r requirements.txt (line 1))\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  |   Obtaining dependency information for authlib<2.0.0,>=1.2.1 from https://files.pythonhosted.org/packages/25/65/b78eb948b71ab232d08b30c38a2e3b69e6e50c6e166863a0068c877155b9/Authlib-1.3.0-py2.py3-none-any.whl.metadata\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  |   Downloading Authlib-1.3.0-py2.py3-none-any.whl.metadata (3.8 kB)\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | Requirement already satisfied: cryptography in /usr/local/lib/python3.11/site-packages (from authlib<2.0.0,>=1.2.1->weaviate-client==3.24.1->-r requirements.txt (line 1)) (42.0.2)\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/site-packages (from requests<3.0.0,>=2.30.0->weaviate-client==3.24.1->-r requirements.txt (line 1)) (3.3.2)\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/site-packages (from requests<3.0.0,>=2.30.0->weaviate-client==3.24.1->-r requirements.txt (line 1)) (3.6)\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/site-packages (from requests<3.0.0,>=2.30.0->weaviate-client==3.24.1->-r requirements.txt (line 1)) (2.0.7)\n",
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-     ]
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-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | \n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | [notice] A new release of pip is available: 23.2.1 -> 24.0\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | [notice] To update, run: pip install --upgrade pip\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | \n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | [2024-02-06 12:29:27,117 | fondant.cli | INFO] Component `RetrieveFromWeaviateComponent` found in module main\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | [2024-02-06 12:29:27,122 | fondant.component.executor | INFO] Dask default local mode will be used for further executions.Our current supported options are limited to 'local' and 'default'.\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | [2024-02-06 12:29:27,124 | fondant.component.executor | INFO] Caching disabled for the component\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | [2024-02-06 12:29:27,125 | root | INFO] Executing component\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | /usr/local/lib/python3.11/site-packages/weaviate/warnings.py:121: DeprecationWarning: Dep005: You are using weaviate-client version 3.24.1. The latest version is 4.4.2.\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  |             Please consider upgrading to the latest version. See https://weaviate.io/developers/weaviate/client-libraries/python for details.\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  |   warnings.warn(\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | [2024-02-06 12:29:27,640 | root | INFO] Columns of dataframe: ['embedding', 'question']\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | [2024-02-06 12:29:27,673 | root | INFO] Creating write task for: /data/evaluation-pipeline/evaluation-pipeline-20240206132913/retrievefromweaviatecomponent\n",
-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | [2024-02-06 12:29:27,673 | root | INFO] Writing data...\n"
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-      "[                                        ] | 0% Completed | 625.37 us\n",
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-      "evaluation-pipeline-retrievefromweaviatecomponent-1  | [2024-02-06 12:29:27,982 | fondant.component.executor | INFO] Saving output manifest to /data/evaluation-pipeline/evaluation-pipeline-20240206132913/retrievefromweaviatecomponent/manifest.json\n",
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-      "evaluation-pipeline-ragasevaluator-1                 | Installing collected packages: xxhash, tqdm, tenacity, sniffio, regex, pysbd, pydantic-core, pyarrow-hotfix, nest-asyncio, mypy-extensions, marshmallow, jsonpointer, h11, greenlet, fsspec, filelock, distro, dill, annotated-types, typing-inspect, tiktoken, SQLAlchemy, pydantic, multiprocess, jsonpatch, huggingface-hub, httpcore, anyio, langsmith, httpx, dataclasses-json, openai, langchain-core, datasets, langchain-community, langchain, ragas\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   Attempting uninstall: fsspec\n",
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-      "evaluation-pipeline-ragasevaluator-1                 | ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | gcsfs 2023.12.2.post1 requires fsspec==2023.12.2, but you have fsspec 2023.10.0 which is incompatible.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | adlfs 2024.1.0 requires fsspec>=2023.12.0, but you have fsspec 2023.10.0 which is incompatible.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | s3fs 2023.12.2 requires fsspec==2023.12.2, but you have fsspec 2023.10.0 which is incompatible.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | [notice] A new release of pip is available: 23.2.1 -> 24.0\n",
-      "evaluation-pipeline-ragasevaluator-1                 | [notice] To update, run: pip install --upgrade pip\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "evaluation-pipeline-ragasevaluator-1                 | Successfully installed SQLAlchemy-2.0.25 annotated-types-0.6.0 anyio-4.2.0 dataclasses-json-0.6.4 datasets-2.16.1 dill-0.3.7 distro-1.9.0 filelock-3.13.1 fsspec-2023.10.0 greenlet-3.0.3 h11-0.14.0 httpcore-1.0.2 httpx-0.26.0 huggingface-hub-0.20.3 jsonpatch-1.33 jsonpointer-2.4 langchain-0.1.5 langchain-community-0.0.17 langchain-core-0.1.18 langsmith-0.0.86 marshmallow-3.20.2 multiprocess-0.70.15 mypy-extensions-1.0.0 nest-asyncio-1.6.0 openai-1.11.1 pyarrow-hotfix-0.6 pydantic-2.6.1 pydantic-core-2.16.2 pysbd-0.3.4 ragas-0.0.21 regex-2023.12.25 sniffio-1.3.0 tenacity-8.2.3 tiktoken-0.5.2 tqdm-4.66.1 typing-inspect-0.9.0 xxhash-3.4.1\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "evaluation-pipeline-ragasevaluator-1                 | [2024-02-06 12:29:49,340 | fondant.cli | INFO] Component `RagasEvaluator` found in module main\n",
-      "evaluation-pipeline-ragasevaluator-1                 | [2024-02-06 12:29:49,344 | fondant.component.executor | INFO] Dask default local mode will be used for further executions.Our current supported options are limited to 'local' and 'default'.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | [2024-02-06 12:29:49,349 | fondant.component.executor | INFO] Previous component `retrievefromweaviatecomponent` is not cached. Invalidating cache for current and subsequent components\n",
-      "evaluation-pipeline-ragasevaluator-1                 | [2024-02-06 12:29:49,349 | fondant.component.executor | INFO] Caching disabled for the component\n",
-      "evaluation-pipeline-ragasevaluator-1                 | [2024-02-06 12:29:49,349 | root | INFO] Executing component\n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/chat_models/__init__.py:31: LangChainDeprecationWarning: Importing chat models from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.chat_models import ChatOpenAI`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain_core/_api/deprecation.py:117: LangChainDeprecationWarning: The class `langchain_community.chat_models.openai.ChatOpenAI` was deprecated in langchain-community 0.0.10 and will be removed in 0.2.0. An updated version of the class exists in the langchain-openai package and should be used instead. To use it run `pip install -U langchain-openai` and import as `from langchain_openai import ChatOpenAI`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warn_deprecated(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/embeddings/__init__.py:29: LangChainDeprecationWarning: Importing embeddings from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.embeddings import AzureOpenAIEmbeddings`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/embeddings/__init__.py:29: LangChainDeprecationWarning: Importing embeddings from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.embeddings import OpenAIEmbeddings`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/chat_models/__init__.py:31: LangChainDeprecationWarning: Importing chat models from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.chat_models import AzureChatOpenAI`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/chat_models/__init__.py:31: LangChainDeprecationWarning: Importing chat models from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.chat_models import BedrockChat`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/chat_models/__init__.py:31: LangChainDeprecationWarning: Importing chat models from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.chat_models import ChatOpenAI`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/chat_models/__init__.py:31: LangChainDeprecationWarning: Importing chat models from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.chat_models import ChatVertexAI`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/llms/__init__.py:548: LangChainDeprecationWarning: Importing LLMs from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.llms import AzureOpenAI`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/llms/__init__.py:548: LangChainDeprecationWarning: Importing LLMs from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.llms import Bedrock`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/llms/__init__.py:548: LangChainDeprecationWarning: Importing LLMs from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.llms import OpenAI`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | /usr/local/lib/python3.11/site-packages/langchain/llms/__init__.py:548: LangChainDeprecationWarning: Importing LLMs from langchain is deprecated. Importing from langchain will no longer be supported as of langchain==0.2.0. Please import from langchain-community instead:\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | `from langchain_community.llms import VertexAI`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | To install langchain-community run `pip install -U langchain-community`.\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   warnings.warn(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | \n",
-      "evaluation-pipeline-ragasevaluator-1                 | [2024-02-06 12:29:51,392 | root | INFO] Columns of dataframe: ['retrieved_chunks', 'question']\n",
-      "evaluation-pipeline-ragasevaluator-1                 | [2024-02-06 12:29:51,425 | root | INFO] Creating write task for: /data/evaluation-pipeline/evaluation-pipeline-20240206132913/ragasevaluator\n",
-      "evaluation-pipeline-ragasevaluator-1                 | [2024-02-06 12:29:51,425 | root | INFO] Writing data...\n"
-     ]
-    },
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-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[                                        ] | 0% Completed | 629.17 us\n",
-      "[                                        ] | 0% Completed | 101.66 ms\n",
-      "[                                        ] | 0% Completed | 202.07 ms\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "evaluation-pipeline-ragasevaluator-1                 | Traceback (most recent call last):\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/bin/fondant\", line 8, in <module>\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     sys.exit(entrypoint())\n",
-      "evaluation-pipeline-ragasevaluator-1                 |              ^^^^^^^^^^^^\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/lib/python3.11/site-packages/fondant/cli.py\", line 89, in entrypoint\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     args.func(args)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/lib/python3.11/site-packages/fondant/cli.py\", line 711, in execute\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     executor.execute(component)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/lib/python3.11/site-packages/fondant/component/executor.py\", line 383, in execute\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     output_manifest = self._run_execution(component_cls, input_manifest)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/lib/python3.11/site-packages/fondant/component/executor.py\", line 345, in _run_execution\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     self._write_data(dataframe=output_df, manifest=output_manifest)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/lib/python3.11/site-packages/fondant/component/executor.py\", line 265, in _write_data\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     data_writer.write_dataframe(dataframe, self.client)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/lib/python3.11/site-packages/fondant/component/data_io.py\", line 179, in write_dataframe\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     dd.compute(write_task, scheduler=dask_client)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/lib/python3.11/site-packages/dask/base.py\", line 665, in compute\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     results = schedule(dsk, keys, **kwargs)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/lib/python3.11/site-packages/fondant/component/executor.py\", line 539, in wrapped_transform\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     dataframe = transform(dataframe)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |                 ^^^^^^^^^^^^^^^^^^^^\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/main.py\", line 83, in transform\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     result = self.ragas_eval(dataset=hf_dataset)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/main.py\", line 74, in ragas_eval\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     return evaluate(dataset=dataset, metrics=self.metric_functions)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/lib/python3.11/site-packages/ragas/evaluation.py\", line 93, in evaluate\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     validate_column_dtypes(dataset)\n",
-      "evaluation-pipeline-ragasevaluator-1                 |   File \"/usr/local/lib/python3.11/site-packages/ragas/validation.py\", line 33, in validate_column_dtypes\n",
-      "evaluation-pipeline-ragasevaluator-1                 |     raise ValueError(\n",
-      "evaluation-pipeline-ragasevaluator-1                 | ValueError: Dataset feature \"contexts\" should be of type Sequence[string], got <class 'datasets.features.features.Value'>\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Finished pipeline run.\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "service \"ragasevaluator\" didn't complete successfully: exit 1\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import os\n",
     "if utils.check_weaviate_class_exists(\n",
@@ -2215,6 +530,16 @@
     "Press the ◼️ in the notebook toolbar to **stop the explorer**."
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "os.environ[\"DOCKER_DEFAULT_PLATFORM\"] = \"linux/amd64\""
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/src/indexing.ipynb b/src/indexing.ipynb
index c6655c2..ef61dc6 100644
--- a/src/indexing.ipynb
+++ b/src/indexing.ipynb
@@ -44,7 +44,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -62,22 +62,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Docker Compose version v2.19.1\n",
-      "CONTAINER ID   IMAGE                                            COMMAND                  CREATED          STATUS          PORTS                    NAMES\n",
-      "9b2a794da86c   fndnt/data_explorer:0.10.1                       \"streamlit run /app/…\"   13 minutes ago   Up 13 minutes   0.0.0.0:8501->8501/tcp   explorer_app-data_explorer-1\n",
-      "a69dfc883937   semitechnologies/weaviate:1.20.5                 \"/bin/weaviate --hos…\"   3 hours ago      Up 3 hours      0.0.0.0:8081->8080/tcp   weaviate_service-weaviate-1\n",
-      "1dd4925470fb   semitechnologies/contextionary:en0.16.0-v1.2.1   \"/contextionary-serv…\"   3 hours ago      Up 3 hours                               weaviate_service-contextionary-1\n",
-      "Docker running\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!docker compose version\n",
     "!docker ps && echo \"Docker running\""
@@ -92,17 +79,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING:root:We recommend to run this pipeline on a GPU, but none could be found, using CPU instead\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import logging\n",
     "import subprocess\n",
@@ -127,17 +106,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Success\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!pip install -q -r ../requirements.txt --disable-pip-version-check && echo \"Success\""
    ]
@@ -153,7 +124,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -179,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -213,7 +184,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -294,7 +265,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -357,20 +328,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[1A\u001b[1B\u001b[0G\u001b[?25l[+] Running 2/0\n",
-      " \u001b[32m✔\u001b[0m Container weaviate_service-weaviate-1       \u001b[32mRunning\u001b[0m                     \u001b[34m0.0s \u001b[0m\n",
-      " \u001b[32m✔\u001b[0m Container weaviate_service-contextionary-1  \u001b[32mRunning\u001b[0m                     \u001b[34m0.0s \u001b[0m\n",
-      "\u001b[?25h"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!docker compose -f weaviate_service/docker-compose.yaml up --detach --quiet-pull"
    ]
@@ -393,384 +353,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:root:Found reference to un-compiled pipeline... compiling\n",
-      "INFO:fondant.pipeline.compiler:Compiling ingestion-pipeline to .fondant/compose.yaml\n",
-      "INFO:fondant.pipeline.compiler:Base path found on local system, setting up ./data as mount volume\n",
-      "INFO:fondant.pipeline.pipeline:Sorting pipeline component graph topologically.\n",
-      "INFO:fondant.pipeline.pipeline:All pipeline component specifications match.\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for load_from_hugging_face_hub\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for chunktextcomponent\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for embed_text\n",
-      "INFO:fondant.pipeline.compiler:Compiling service for index_weaviate\n",
-      "INFO:fondant.pipeline.compiler:Successfully compiled to .fondant/compose.yaml\n",
-      " embed_text Pulling \n",
-      " load_from_hugging_face_hub Pulling \n",
-      " chunktextcomponent Pulling \n",
-      " index_weaviate Pulling \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Starting pipeline run...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      " index_weaviate Pulled \n",
-      " load_from_hugging_face_hub Pulled \n",
-      " chunktextcomponent Pulled \n",
-      " embed_text Pulled \n",
-      " Container ingestion-pipeline-load_from_hugging_face_hub-1  Recreate\n",
-      " Container ingestion-pipeline-load_from_hugging_face_hub-1  Recreated\n",
-      " Container ingestion-pipeline-chunktextcomponent-1  Recreate\n",
-      " Container ingestion-pipeline-chunktextcomponent-1  Recreated\n",
-      " Container ingestion-pipeline-embed_text-1  Recreate\n",
-      " Container ingestion-pipeline-embed_text-1  Recreated\n",
-      " Container ingestion-pipeline-index_weaviate-1  Recreate\n",
-      " Container ingestion-pipeline-index_weaviate-1  Recreated\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Attaching to ingestion-pipeline-chunktextcomponent-1, ingestion-pipeline-embed_text-1, ingestion-pipeline-index_weaviate-1, ingestion-pipeline-load_from_hugging_face_hub-1\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ingestion-pipeline-load_from_hugging_face_hub-1  | [2024-02-05 15:25:39,373 | fondant.cli | INFO] Component `LoadFromHubComponent` found in module main\n",
-      "ingestion-pipeline-load_from_hugging_face_hub-1  | [2024-02-05 15:25:39,380 | fondant.component.executor | INFO] Dask default local mode will be used for further executions.Our current supported options are limited to 'local' and 'default'.\n",
-      "ingestion-pipeline-load_from_hugging_face_hub-1  | [2024-02-05 15:25:39,389 | fondant.component.executor | INFO] Skipping component execution\n",
-      "ingestion-pipeline-load_from_hugging_face_hub-1  | [2024-02-05 15:25:39,392 | fondant.component.executor | INFO] Matching execution detected for component. The last execution of the component originated from `ingestion-pipeline-20240205151753`.\n",
-      "ingestion-pipeline-load_from_hugging_face_hub-1  | [2024-02-05 15:25:39,401 | fondant.component.executor | INFO] Saving output manifest to /data/ingestion-pipeline/ingestion-pipeline-20240205162532/load_from_hugging_face_hub/manifest.json\n",
-      "ingestion-pipeline-load_from_hugging_face_hub-1  | [2024-02-05 15:25:39,401 | fondant.component.executor | INFO] Writing cache key with manifest reference to /data/ingestion-pipeline/cache/697fb89e2f81203d68c394906febb8b1.txt\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ingestion-pipeline-load_from_hugging_face_hub-1 exited with code 0\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting langchain==0.0.329 (from -r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Obtaining dependency information for langchain==0.0.329 from https://files.pythonhosted.org/packages/42/4e/86204994aeb2e4ac367a7fade896b13532eae2430299052eb2c80ca35d2c/langchain-0.0.329-py3-none-any.whl.metadata\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading langchain-0.0.329-py3-none-any.whl.metadata (16 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Requirement already satisfied: PyYAML>=5.3 in /usr/local/lib/python3.11/site-packages (from langchain==0.0.329->-r requirements.txt (line 1)) (6.0.1)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting SQLAlchemy<3,>=1.4 (from langchain==0.0.329->-r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Obtaining dependency information for SQLAlchemy<3,>=1.4 from https://files.pythonhosted.org/packages/7a/de/0ca53bf49d213bea164b0bd0187d3c94d6fea650b7679a8e41c91e3182d7/SQLAlchemy-2.0.25-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading SQLAlchemy-2.0.25-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (9.6 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Requirement already satisfied: aiohttp<4.0.0,>=3.8.3 in /usr/local/lib/python3.11/site-packages (from langchain==0.0.329->-r requirements.txt (line 1)) (3.9.3)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting anyio<4.0 (from langchain==0.0.329->-r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Obtaining dependency information for anyio<4.0 from https://files.pythonhosted.org/packages/19/24/44299477fe7dcc9cb58d0a57d5a7588d6af2ff403fdd2d47a246c91a3246/anyio-3.7.1-py3-none-any.whl.metadata\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading anyio-3.7.1-py3-none-any.whl.metadata (4.7 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting dataclasses-json<0.7,>=0.5.7 (from langchain==0.0.329->-r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Obtaining dependency information for dataclasses-json<0.7,>=0.5.7 from https://files.pythonhosted.org/packages/91/ca/7219b838086086972e662c19e908694bdc6744537fb41b70392501b8b5e4/dataclasses_json-0.6.4-py3-none-any.whl.metadata\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading dataclasses_json-0.6.4-py3-none-any.whl.metadata (25 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting jsonpatch<2.0,>=1.33 (from langchain==0.0.329->-r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Obtaining dependency information for jsonpatch<2.0,>=1.33 from https://files.pythonhosted.org/packages/73/07/02e16ed01e04a374e644b575638ec7987ae846d25ad97bcc9945a3ee4b0e/jsonpatch-1.33-py2.py3-none-any.whl.metadata\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading jsonpatch-1.33-py2.py3-none-any.whl.metadata (3.0 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting langsmith<0.1.0,>=0.0.52 (from langchain==0.0.329->-r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Obtaining dependency information for langsmith<0.1.0,>=0.0.52 from https://files.pythonhosted.org/packages/67/a0/a43239e2a0fa12867c66ef3f40537afb1d23c2830fef8bb624f578bf35e2/langsmith-0.0.86-py3-none-any.whl.metadata\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading langsmith-0.0.86-py3-none-any.whl.metadata (10 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Requirement already satisfied: numpy<2,>=1 in /usr/local/lib/python3.11/site-packages (from langchain==0.0.329->-r requirements.txt (line 1)) (1.26.3)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting pydantic<3,>=1 (from langchain==0.0.329->-r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Obtaining dependency information for pydantic<3,>=1 from https://files.pythonhosted.org/packages/db/dc/afecbd9650f486889181c6d1a0d675b580c06253ea7e304588e4c7485bdb/pydantic-2.6.1-py3-none-any.whl.metadata\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading pydantic-2.6.1-py3-none-any.whl.metadata (83 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          |      ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 83.5/83.5 kB 1.9 MB/s eta 0:00:00\n",
-      "ingestion-pipeline-chunktextcomponent-1          | \n",
-      "ingestion-pipeline-chunktextcomponent-1          | \n",
-      "ingestion-pipeline-chunktextcomponent-1          | Requirement already satisfied: requests<3,>=2 in /usr/local/lib/python3.11/site-packages (from langchain==0.0.329->-r requirements.txt (line 1)) (2.31.0)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting tenacity<9.0.0,>=8.1.0 (from langchain==0.0.329->-r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Obtaining dependency information for tenacity<9.0.0,>=8.1.0 from https://files.pythonhosted.org/packages/f4/f1/990741d5bb2487d529d20a433210ffa136a367751e454214013b441c4575/tenacity-8.2.3-py3-none-any.whl.metadata\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading tenacity-8.2.3-py3-none-any.whl.metadata (1.0 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.11/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain==0.0.329->-r requirements.txt (line 1)) (1.3.1)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.11/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain==0.0.329->-r requirements.txt (line 1)) (23.2.0)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.11/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain==0.0.329->-r requirements.txt (line 1)) (1.4.1)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.11/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain==0.0.329->-r requirements.txt (line 1)) (6.0.5)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.11/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain==0.0.329->-r requirements.txt (line 1)) (1.9.4)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.11/site-packages (from anyio<4.0->langchain==0.0.329->-r requirements.txt (line 1)) (3.6)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting sniffio>=1.1 (from anyio<4.0->langchain==0.0.329->-r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading sniffio-1.3.0-py3-none-any.whl (10 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting marshmallow<4.0.0,>=3.18.0 (from dataclasses-json<0.7,>=0.5.7->langchain==0.0.329->-r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Obtaining dependency information for marshmallow<4.0.0,>=3.18.0 from https://files.pythonhosted.org/packages/57/e9/4368d49d3b462da16a3bac976487764a84dd85cef97232c7bd61f5bdedf3/marshmallow-3.20.2-py3-none-any.whl.metadata\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading marshmallow-3.20.2-py3-none-any.whl.metadata (7.5 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting typing-inspect<1,>=0.4.0 (from dataclasses-json<0.7,>=0.5.7->langchain==0.0.329->-r requirements.txt (line 1))\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Obtaining dependency information for typing-inspect<1,>=0.4.0 from https://files.pythonhosted.org/packages/65/f3/107a22063bf27bdccf2024833d3445f4eea42b2e598abfbd46f6a63b6cb0/typing_inspect-0.9.0-py3-none-any.whl.metadata\n",
-      "ingestion-pipeline-chunktextcomponent-1          |   Downloading typing_inspect-0.9.0-py3-none-any.whl.metadata (1.5 kB)\n",
-      "ingestion-pipeline-chunktextcomponent-1          | Collecting jsonpointer>=1.9 (from jsonpatch<2.0,>=1.33->langchain==0.0.329->-r requirements.txt (line 1))\n",
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-      "ingestion-pipeline-chunktextcomponent-1          | WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\n",
-      "ingestion-pipeline-chunktextcomponent-1          | \n",
-      "ingestion-pipeline-chunktextcomponent-1          | [notice] A new release of pip is available: 23.2.1 -> 24.0\n",
-      "ingestion-pipeline-chunktextcomponent-1          | [notice] To update, run: pip install --upgrade pip\n",
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-      "ingestion-pipeline-chunktextcomponent-1          | [2024-02-05 15:25:59,356 | fondant.cli | INFO] Component `ChunkTextComponent` found in module main\n",
-      "ingestion-pipeline-chunktextcomponent-1          | [2024-02-05 15:25:59,360 | fondant.component.executor | INFO] Dask default local mode will be used for further executions.Our current supported options are limited to 'local' and 'default'.\n",
-      "ingestion-pipeline-chunktextcomponent-1          | [2024-02-05 15:25:59,366 | fondant.component.executor | INFO] Previous component `load_from_hugging_face_hub` run was cached. Cached pipeline id: ingestion-pipeline-20240205151753\n",
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-      "ingestion-pipeline-embed_text-1                  |   return self.fget.__get__(instance, owner)()\n",
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-      "ingestion-pipeline-embed_text-1                  | \n",
-      "ingestion-pipeline-embed_text-1                  | \n",
-      "ingestion-pipeline-embed_text-1                  | \n",
-      "Batches: 100%|██████████| 1/1 [00:02<00:00,  2.36s/it]\u001b[A\u001b[A\n",
-      "Batches: 100%|██████████| 1/1 [00:02<00:00,  2.36s/it]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[################                        ] | 40% Completed | 2.42 s\n",
-      "[########################                ] | 60% Completed | 2.52 s\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Batches: 100%|██████████| 1/1 [00:02<00:00,  2.42s/it]\n",
-      "Batches: 100%|██████████| 1/1 [00:02<00:00,  2.42s/it]\n",
-      "ingestion-pipeline-embed_text-1                  | [2024-02-05 15:26:25,883 | fondant.component.executor | INFO] Saving output manifest to /data/ingestion-pipeline/ingestion-pipeline-20240205162532/embed_text/manifest.json\n",
-      "ingestion-pipeline-embed_text-1                  | [2024-02-05 15:26:25,883 | fondant.component.executor | INFO] Writing cache key with manifest reference to /data/ingestion-pipeline/cache/16ad9368315b37196c96ebd4799a73f2.txt\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[########################################] | 100% Completed | 2.63 s\n",
-      "ingestion-pipeline-embed_text-1 exited with code 0\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "ingestion-pipeline-index_weaviate-1              | [2024-02-05 15:26:29,587 | fondant.cli | INFO] Component `IndexWeaviateComponent` found in module main\n",
-      "ingestion-pipeline-index_weaviate-1              | [2024-02-05 15:26:29,601 | fondant.component.executor | INFO] Dask default local mode will be used for further executions.Our current supported options are limited to 'local' and 'default'.\n",
-      "ingestion-pipeline-index_weaviate-1              | [2024-02-05 15:26:29,606 | fondant.component.executor | INFO] Previous component `embed_text` is not cached. Invalidating cache for current and subsequent components\n",
-      "ingestion-pipeline-index_weaviate-1              | [2024-02-05 15:26:29,606 | fondant.component.executor | INFO] Caching disabled for the component\n",
-      "ingestion-pipeline-index_weaviate-1              | [2024-02-05 15:26:29,606 | root | INFO] Executing component\n",
-      "ingestion-pipeline-index_weaviate-1              | /usr/local/lib/python3.8/site-packages/weaviate/warnings.py:121: DeprecationWarning: Dep005: You are using weaviate-client version 3.24.2. The latest version is 4.4.1.\n",
-      "ingestion-pipeline-index_weaviate-1              |             Please consider upgrading to the latest version. See https://weaviate.io/developers/weaviate/client-libraries/python for details.\n",
-      "ingestion-pipeline-index_weaviate-1              |   warnings.warn(\n",
-      "ingestion-pipeline-index_weaviate-1              | [2024-02-05 15:26:30,067 | root | INFO] Columns of dataframe: ['embedding', 'text']\n",
-      "Processing partitions:   0%|          | 0/4 [00:00<?, ?it/s]\n",
-      "Processing partitions:  25%|██▌       | 1/4 [00:00<00:00,  3.80it/s]\n",
-      "Processing partitions:  75%|███████▌  | 3/4 [00:00<00:00,  8.67it/s]\n",
-      "Processing partitions: 100%|██████████| 4/4 [00:00<00:00,  8.79it/s]\n",
-      "ingestion-pipeline-index_weaviate-1              | \n",
-      "ingestion-pipeline-index_weaviate-1              | [2024-02-05 15:26:30,722 | fondant.component.executor | INFO] Writing cache key with manifest reference to /data/ingestion-pipeline/cache/299ccb0deaea75bf3f94574aa2461472.txt\n",
-      "ingestion-pipeline-index_weaviate-1              | \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ingestion-pipeline-index_weaviate-1 exited with code 0\n",
-      "Finished pipeline run.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from fondant.pipeline.runner import DockerRunner\n",
     "\n",
@@ -789,512 +374,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:root:Using local base path: ./data\n",
-      "INFO:root:This directory will be mounted to /artifacts in the container.\n",
-      " data_explorer Pulling \n",
-      " c57ee5000d61 Already exists \n",
-      " be0f2e005f57 Already exists \n",
-      " 1cf9e04c14ca Already exists \n",
-      " d971e6b3ab55 Already exists \n",
-      " eda4bb0752cd Already exists \n",
-      " dd9603f2fa4d Pulling fs layer \n",
-      " e5082afb5ef6 Pulling fs layer \n",
-      " 4aaa5a05865b Pulling fs layer \n",
-      " c49df6b5e275 Pulling fs layer \n",
-      " 4f4fb700ef54 Pulling fs layer \n",
-      " c49df6b5e275 Waiting \n",
-      " 4f4fb700ef54 Waiting \n",
-      " e5082afb5ef6 Downloading [==================================================>]     278B/278B\n",
-      " e5082afb5ef6 Verifying Checksum \n",
-      " e5082afb5ef6 Download complete \n",
-      " dd9603f2fa4d Downloading [>                                                  ]    537kB/90.76MB\n",
-      " 4aaa5a05865b Downloading [>                                                  ]    537kB/380.4MB\n",
-      " dd9603f2fa4d Downloading [>                                                  ]  1.078MB/90.76MB\n",
-      " dd9603f2fa4d Downloading [=>                                                 ]  2.151MB/90.76MB\n",
-      " 4aaa5a05865b Downloading [>                                                  ]  1.618MB/380.4MB\n",
-      " dd9603f2fa4d Downloading [=>                                                 ]  2.691MB/90.76MB\n",
-      " 4aaa5a05865b Downloading [>                                                  ]  2.679MB/380.4MB\n",
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-      " 4aaa5a05865b Downloading [>                                                  ]  4.281MB/380.4MB\n",
-      " c49df6b5e275 Downloading [=>                                                 ]     731B/27.89kB\n",
-      " c49df6b5e275 Downloading [==================================================>]  27.89kB/27.89kB\n",
-      " c49df6b5e275 Verifying Checksum \n",
-      " c49df6b5e275 Download complete \n",
-      " 4aaa5a05865b Downloading [>                                                  ]  4.809MB/380.4MB\n",
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-      " dd9603f2fa4d Downloading [====>                                              ]  7.512MB/90.76MB\n",
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-      " 4aaa5a05865b Downloading [=>                                                 ]  8.045MB/380.4MB\n",
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-      " 4aaa5a05865b Downloading [=>                                                 ]  9.646MB/380.4MB\n",
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-      " 4aaa5a05865b Downloading [=>                                                 ]  11.81MB/380.4MB\n",
-      " 4f4fb700ef54 Verifying Checksum \n",
-      " 4f4fb700ef54 Download complete \n",
-      " 4aaa5a05865b Downloading [=>                                                 ]  12.35MB/380.4MB\n",
-      " dd9603f2fa4d Downloading [=========>                                         ]   17.7MB/90.76MB\n",
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-      " dd9603f2fa4d Verifying Checksum \n",
-      " dd9603f2fa4d Download complete \n",
-      " dd9603f2fa4d Extracting [>                                                  ]  557.1kB/90.76MB\n",
-      " 4aaa5a05865b Downloading [=========>                                         ]     70MB/380.4MB\n",
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-      " dd9603f2fa4d Extracting [=================================>                 ]  60.72MB/90.76MB\n",
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-      " 4aaa5a05865b Downloading [============>                                      ]  91.53MB/380.4MB\n",
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-      " dd9603f2fa4d Extracting [==================================================>]  90.76MB/90.76MB\n",
-      " dd9603f2fa4d Pull complete \n",
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-      " 4aaa5a05865b Downloading [=============>                                     ]  100.1MB/380.4MB\n",
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-      " 4aaa5a05865b Verifying Checksum \n",
-      " 4aaa5a05865b Download complete \n",
-      " 4aaa5a05865b Extracting [>                                                  ]  557.1kB/380.4MB\n",
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-      " 4aaa5a05865b Extracting [===============================================>   ]  359.9MB/380.4MB\n",
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-      " 4aaa5a05865b Extracting [===============================================>   ]  364.3MB/380.4MB\n",
-      " 4aaa5a05865b Extracting [================================================>  ]  366.5MB/380.4MB\n",
-      " 4aaa5a05865b Extracting [================================================>  ]  369.9MB/380.4MB\n",
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-      " 4aaa5a05865b Extracting [=================================================> ]  373.2MB/380.4MB\n",
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-      " 4aaa5a05865b Extracting [==================================================>]  380.4MB/380.4MB\n",
-      " 4aaa5a05865b Pull complete \n",
-      " c49df6b5e275 Extracting [==================================================>]  27.89kB/27.89kB\n",
-      " c49df6b5e275 Extracting [==================================================>]  27.89kB/27.89kB\n",
-      " c49df6b5e275 Pull complete \n",
-      " 4f4fb700ef54 Extracting [==================================================>]      32B/32B\n",
-      " 4f4fb700ef54 Extracting [==================================================>]      32B/32B\n",
-      " 4f4fb700ef54 Pull complete \n",
-      " data_explorer Pulled \n",
-      " Network explorer_app_default  Creating\n",
-      " Network explorer_app_default  Created\n",
-      " Container explorer_app-data_explorer-1  Creating\n",
-      " Container explorer_app-data_explorer-1  Created\n",
-      " Container explorer_app-data_explorer-1  Starting\n",
-      " Container explorer_app-data_explorer-1  Started\n",
-      "INFO:root:Running image from registry 'fndnt/data_explorer' with tag 'None' on port '8501'\n",
-      "INFO:root:Access the explorer at http://localhost:8501\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from fondant.explore import run_explorer_app\n",
     "\n",