init chatbot

ch7/api-dockerization/app.py

@@ -1,6 +1,5 @@
 from fastapi import FastAPI, HTTPException
 from pydantic import BaseModel
-from bytewax.dataflow import Dataflow
 from bytewax.run import cli_main
 from haystack.document_stores.in_memory import InMemoryDocumentStore
 import asyncio

ch7/api-dockerization/querying.py

@@ -6,6 +6,7 @@
 from haystack.components.builders import PromptBuilder
 from haystack.components.generators import OpenAIGenerator
 from haystack.components.readers import ExtractiveReader
+from haystack.document_stores.in_memory import InMemoryDocumentStore
 
 from dotenv import load_dotenv
 import os
@@ -42,7 +43,7 @@ def __init__(self, doc_store, open_ai_key):
     def run(self, query, symbols):
 
         logger.info(f"Running query pipeline with query: {query}")
-
+        self.query_pipeline.draw("query_pipeline.png")
         # Pass query through the pipeline
         response = self.query_pipeline.run(
             data={"embedder": {"text": query}, 
@@ -53,14 +54,14 @@ def run(self, query, symbols):
         return response #["llm"]["replies"][0]
 
 
-# query_pipeline = RetrieveDocuments()
+# load_dotenv(".env")
+# OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
+
+# document_store = InMemoryDocumentStore()
+# query_pipeline = RetrieveDocuments(doc_store=document_store, open_ai_key=OPENAI_API_KEY)
 
 
 # # Running the pipeline
 # question = "Tell me about what you know"
-# start_time = time.time()
-# response = query_pipeline.run({"text_embedder": {"text": question}, "prompt_builder": {"question": question}})
-# end_time = time.time()
+# response = query_pipeline.run(question, "AAPL")
 
-
-# print(response["llm"]["replies"][0])

ch8/chatbot-real-time/dataflow.py

@@ -0,0 +1,55 @@
+from bytewax.dataflow import Dataflow
+from bytewax.inputs import FixedPartitionedSource
+from bytewax import operators as op
+from bytewax.connectors.stdio import StdOutSink
+from typing import List
+
+# Coinbase data source
+class CoinbaseSource(FixedPartitionedSource):
+    def list_parts(self):
+        return ["BTC-USD"]
+
+    def build_part(self, step_id, for_key, _resume_state):
+        return CoinbasePartition(for_key)
+
+
+class CoinbasePartition:
+    def __init__(self, product_id):
+        self._product_id = product_id
+        self._data = iter([
+            {"product_id": "BTC-USD", "bids": [["30000", "1.5"]], "asks": [["30010", "2.0"]]},
+            {"product_id": "BTC-USD", "changes": [["buy", "30000", "1.0"]]},
+        ])
+
+    def next_batch(self):
+        try:
+            return [next(self._data)]
+        except StopIteration:
+            return []
+
+    def snapshot(self):
+        return None
+
+
+# Define Dataflow
+flow = Dataflow()
+
+source = CoinbaseSource()
+inp = op.input("coinbase", flow, source)
+
+def process_orderbook(state, value):
+    if state is None:
+        state = {"bids": {}, "asks": {}}
+    # Process bids and asks
+    for bid, size in value.get("bids", []):
+        state["bids"][float(bid)] = float(size)
+    for ask, size in value.get("asks", []):
+        state["asks"][float(ask)] = float(size)
+    return state, {
+        "best_bid": max(state["bids"].keys(), default=None),
+        "best_ask": min(state["asks"].keys(), default=None)
+    }
+
+orderbook_stats = op.stateful_map("orderbook", inp, process_orderbook)
+
+op.output("out", orderbook_stats, StdOutSink())

pyproject.toml

@@ -39,7 +39,9 @@ dependencies = [
   "pip-tools",
   "prometheus-client>=0.21",
   "gunicorn",
-  "spacy"
+  "spacy",
+  "langgraph",
+  "websockets"
 ]
 
 [build-system]

requirements/lib-py3.10.txt

@@ -737,6 +737,7 @@ httpx==0.27.2 \
     --hash=sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0 \
     --hash=sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2
     # via
+    #   langgraph-sdk
     #   langsmith
     #   openai
 httpx-sse==0.4.0 \
@@ -904,6 +905,8 @@ langchain-core==0.3.20 \
     #   langchain-community
     #   langchain-openai
     #   langchain-text-splitters
+    #   langgraph
+    #   langgraph-checkpoint
     #   ragas
 langchain-openai==0.2.9 \
     --hash=sha256:2723015e56879f9e5edfcb175fdbec6c296c1b3bf65caad28579ce9c4d1bd652 \
@@ -917,6 +920,18 @@ langcodes==3.5.0 \
     --hash=sha256:1eef8168d07e51e131a2497ffecad4b663f6208e7c3ae3b8dc15c51734a6f801 \
     --hash=sha256:853c69d1a35e0e13da2f427bb68fb2fa4a8f4fb899e0c62ad8df8d073dcfed33
     # via spacy
+langgraph==0.2.56 \
+    --hash=sha256:ad8a4b772e34dc0137e890bb6ced596a39a1e684af66250c1e7c8150dbe90e9c \
+    --hash=sha256:af10b1ffd10d52fd4072a73f154b8c2513c0b22e5bd5d20f4567dfeecab98d1e
+    # via rag-with-haystack (pyproject.toml)
+langgraph-checkpoint==2.0.8 \
+    --hash=sha256:897c21d677d62946481334b3b37e8ae25f6b7fd474f3bc4ee3715ec5fd5f6055 \
+    --hash=sha256:c65243e0d759ca6f556d01fc0039c545fdc8c6917214e750c9ecf8a7bc78bec6
+    # via langgraph
+langgraph-sdk==0.1.43 \
+    --hash=sha256:3df9c1bc946dcaf0e3e4453e51509166495e2ce1dcd2273426e22ff9317e64f5 \
+    --hash=sha256:b299dd091a7547dba0ffd041ccacadd1caeb57e0c52f2ccf80de64eac45f6e7a
+    # via langgraph
 langsmith==0.1.144 \
     --hash=sha256:08ffb975bff2e82fc6f5428837c64c074ea25102d08a25e256361a80812c6100 \
     --hash=sha256:b621f358d5a33441d7b5e7264c376bf4ea82bfc62d7e41aafc0f8094e3bd6369
@@ -1251,6 +1266,72 @@ mpmath==1.3.0 \
     --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
     --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
     # via sympy
+msgpack==1.1.0 \
+    --hash=sha256:06f5fd2f6bb2a7914922d935d3b8bb4a7fff3a9a91cfce6d06c13bc42bec975b \
+    --hash=sha256:071603e2f0771c45ad9bc65719291c568d4edf120b44eb36324dcb02a13bfddf \
+    --hash=sha256:0907e1a7119b337971a689153665764adc34e89175f9a34793307d9def08e6ca \
+    --hash=sha256:0f92a83b84e7c0749e3f12821949d79485971f087604178026085f60ce109330 \
+    --hash=sha256:115a7af8ee9e8cddc10f87636767857e7e3717b7a2e97379dc2054712693e90f \
+    --hash=sha256:13599f8829cfbe0158f6456374e9eea9f44eee08076291771d8ae93eda56607f \
+    --hash=sha256:17fb65dd0bec285907f68b15734a993ad3fc94332b5bb21b0435846228de1f39 \
+    --hash=sha256:2137773500afa5494a61b1208619e3871f75f27b03bcfca7b3a7023284140247 \
+    --hash=sha256:3180065ec2abbe13a4ad37688b61b99d7f9e012a535b930e0e683ad6bc30155b \
+    --hash=sha256:398b713459fea610861c8a7b62a6fec1882759f308ae0795b5413ff6a160cf3c \
+    --hash=sha256:3d364a55082fb2a7416f6c63ae383fbd903adb5a6cf78c5b96cc6316dc1cedc7 \
+    --hash=sha256:3df7e6b05571b3814361e8464f9304c42d2196808e0119f55d0d3e62cd5ea044 \
+    --hash=sha256:41c991beebf175faf352fb940bf2af9ad1fb77fd25f38d9142053914947cdbf6 \
+    --hash=sha256:42f754515e0f683f9c79210a5d1cad631ec3d06cea5172214d2176a42e67e19b \
+    --hash=sha256:452aff037287acb1d70a804ffd022b21fa2bb7c46bee884dbc864cc9024128a0 \
+    --hash=sha256:4676e5be1b472909b2ee6356ff425ebedf5142427842aa06b4dfd5117d1ca8a2 \
+    --hash=sha256:46c34e99110762a76e3911fc923222472c9d681f1094096ac4102c18319e6468 \
+    --hash=sha256:471e27a5787a2e3f974ba023f9e265a8c7cfd373632247deb225617e3100a3c7 \
+    --hash=sha256:4a1964df7b81285d00a84da4e70cb1383f2e665e0f1f2a7027e683956d04b734 \
+    --hash=sha256:4b51405e36e075193bc051315dbf29168d6141ae2500ba8cd80a522964e31434 \
+    --hash=sha256:4d1b7ff2d6146e16e8bd665ac726a89c74163ef8cd39fa8c1087d4e52d3a2325 \
+    --hash=sha256:53258eeb7a80fc46f62fd59c876957a2d0e15e6449a9e71842b6d24419d88ca1 \
+    --hash=sha256:534480ee5690ab3cbed89d4c8971a5c631b69a8c0883ecfea96c19118510c846 \
+    --hash=sha256:58638690ebd0a06427c5fe1a227bb6b8b9fdc2bd07701bec13c2335c82131a88 \
+    --hash=sha256:58dfc47f8b102da61e8949708b3eafc3504509a5728f8b4ddef84bd9e16ad420 \
+    --hash=sha256:59caf6a4ed0d164055ccff8fe31eddc0ebc07cf7326a2aaa0dbf7a4001cd823e \
+    --hash=sha256:5dbad74103df937e1325cc4bfeaf57713be0b4f15e1c2da43ccdd836393e2ea2 \
+    --hash=sha256:5e1da8f11a3dd397f0a32c76165cf0c4eb95b31013a94f6ecc0b280c05c91b59 \
+    --hash=sha256:646afc8102935a388ffc3914b336d22d1c2d6209c773f3eb5dd4d6d3b6f8c1cb \
+    --hash=sha256:64fc9068d701233effd61b19efb1485587560b66fe57b3e50d29c5d78e7fef68 \
+    --hash=sha256:65553c9b6da8166e819a6aa90ad15288599b340f91d18f60b2061f402b9a4915 \
+    --hash=sha256:685ec345eefc757a7c8af44a3032734a739f8c45d1b0ac45efc5d8977aa4720f \
+    --hash=sha256:6ad622bf7756d5a497d5b6836e7fc3752e2dd6f4c648e24b1803f6048596f701 \
+    --hash=sha256:73322a6cc57fcee3c0c57c4463d828e9428275fb85a27aa2aa1a92fdc42afd7b \
+    --hash=sha256:74bed8f63f8f14d75eec75cf3d04ad581da6b914001b474a5d3cd3372c8cc27d \
+    --hash=sha256:79ec007767b9b56860e0372085f8504db5d06bd6a327a335449508bbee9648fa \
+    --hash=sha256:7a946a8992941fea80ed4beae6bff74ffd7ee129a90b4dd5cf9c476a30e9708d \
+    --hash=sha256:7ad442d527a7e358a469faf43fda45aaf4ac3249c8310a82f0ccff9164e5dccd \
+    --hash=sha256:7c9a35ce2c2573bada929e0b7b3576de647b0defbd25f5139dcdaba0ae35a4cc \
+    --hash=sha256:7e7b853bbc44fb03fbdba34feb4bd414322180135e2cb5164f20ce1c9795ee48 \
+    --hash=sha256:879a7b7b0ad82481c52d3c7eb99bf6f0645dbdec5134a4bddbd16f3506947feb \
+    --hash=sha256:8a706d1e74dd3dea05cb54580d9bd8b2880e9264856ce5068027eed09680aa74 \
+    --hash=sha256:8a84efb768fb968381e525eeeb3d92857e4985aacc39f3c47ffd00eb4509315b \
+    --hash=sha256:8cf9e8c3a2153934a23ac160cc4cba0ec035f6867c8013cc6077a79823370346 \
+    --hash=sha256:8da4bf6d54ceed70e8861f833f83ce0814a2b72102e890cbdfe4b34764cdd66e \
+    --hash=sha256:8e59bca908d9ca0de3dc8684f21ebf9a690fe47b6be93236eb40b99af28b6ea6 \
+    --hash=sha256:914571a2a5b4e7606997e169f64ce53a8b1e06f2cf2c3a7273aa106236d43dd5 \
+    --hash=sha256:a51abd48c6d8ac89e0cfd4fe177c61481aca2d5e7ba42044fd218cfd8ea9899f \
+    --hash=sha256:a52a1f3a5af7ba1c9ace055b659189f6c669cf3657095b50f9602af3a3ba0fe5 \
+    --hash=sha256:ad33e8400e4ec17ba782f7b9cf868977d867ed784a1f5f2ab46e7ba53b6e1e1b \
+    --hash=sha256:b4c01941fd2ff87c2a934ee6055bda4ed353a7846b8d4f341c428109e9fcde8c \
+    --hash=sha256:bce7d9e614a04d0883af0b3d4d501171fbfca038f12c77fa838d9f198147a23f \
+    --hash=sha256:c40ffa9a15d74e05ba1fe2681ea33b9caffd886675412612d93ab17b58ea2fec \
+    --hash=sha256:c5a91481a3cc573ac8c0d9aace09345d989dc4a0202b7fcb312c88c26d4e71a8 \
+    --hash=sha256:c921af52214dcbb75e6bdf6a661b23c3e6417f00c603dd2070bccb5c3ef499f5 \
+    --hash=sha256:d46cf9e3705ea9485687aa4001a76e44748b609d260af21c4ceea7f2212a501d \
+    --hash=sha256:d8ce0b22b890be5d252de90d0e0d119f363012027cf256185fc3d474c44b1b9e \
+    --hash=sha256:dd432ccc2c72b914e4cb77afce64aab761c1137cc698be3984eee260bcb2896e \
+    --hash=sha256:e0856a2b7e8dcb874be44fea031d22e5b3a19121be92a1e098f46068a11b0870 \
+    --hash=sha256:e1f3c3d21f7cf67bcf2da8e494d30a75e4cf60041d98b3f79875afb5b96f3a3f \
+    --hash=sha256:f1ba6136e650898082d9d5a5217d5906d1e138024f836ff48691784bbe1adf96 \
+    --hash=sha256:f3e9b4936df53b970513eac1758f3882c88658a220b58dcc1e39606dccaaf01c \
+    --hash=sha256:f80bc7d47f76089633763f952e67f8214cb7b3ee6bfa489b3cb6a84cfac114cd \
+    --hash=sha256:fd2906780f25c8ed5d7b323379f6138524ba793428db5d0e9d226d3fa6aa1788
+    # via langgraph-checkpoint
 multidict==6.1.0 \
     --hash=sha256:052e10d2d37810b99cc170b785945421141bf7bb7d2f8799d431e7db229c385f \
     --hash=sha256:06809f4f0f7ab7ea2cabf9caca7d79c22c0758b58a71f9d32943ae13c7ace056 \
@@ -1529,7 +1610,9 @@ orjson==3.10.11 \
     --hash=sha256:f35a1b9f50a219f470e0e497ca30b285c9f34948d3c8160d5ad3a755d9299433 \
     --hash=sha256:f4c57ea78a753812f528178aa2f1c57da633754c91d2124cb28991dab4c79a54 \
     --hash=sha256:f91d9eb554310472bd09f5347950b24442600594c2edc1421403d7610a0998fd
-    # via langsmith
+    # via
+    #   langgraph-sdk
+    #   langsmith
 packaging==24.2 \
     --hash=sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759 \
     --hash=sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f
@@ -3262,6 +3345,77 @@ weasel==0.4.1 \
     --hash=sha256:24140a090ea1ac512a2b2f479cc64192fd1d527a7f3627671268d08ed5ac418c \
     --hash=sha256:aabc210f072e13f6744e5c3a28037f93702433405cd35673f7c6279147085aa9
     # via spacy
+websockets==14.1 \
+    --hash=sha256:00fe5da3f037041da1ee0cf8e308374e236883f9842c7c465aa65098b1c9af59 \
+    --hash=sha256:01bb2d4f0a6d04538d3c5dfd27c0643269656c28045a53439cbf1c004f90897a \
+    --hash=sha256:034feb9f4286476f273b9a245fb15f02c34d9586a5bc936aff108c3ba1b21beb \
+    --hash=sha256:04a97aca96ca2acedf0d1f332c861c5a4486fdcba7bcef35873820f940c4231e \
+    --hash=sha256:0d4290d559d68288da9f444089fd82490c8d2744309113fc26e2da6e48b65da6 \
+    --hash=sha256:1288369a6a84e81b90da5dbed48610cd7e5d60af62df9851ed1d1d23a9069f10 \
+    --hash=sha256:14839f54786987ccd9d03ed7f334baec0f02272e7ec4f6e9d427ff584aeea8b4 \
+    --hash=sha256:1d045cbe1358d76b24d5e20e7b1878efe578d9897a25c24e6006eef788c0fdf0 \
+    --hash=sha256:1f874ba705deea77bcf64a9da42c1f5fc2466d8f14daf410bc7d4ceae0a9fcb0 \
+    --hash=sha256:205f672a6c2c671a86d33f6d47c9b35781a998728d2c7c2a3e1cf3333fcb62b7 \
+    --hash=sha256:2177ee3901075167f01c5e335a6685e71b162a54a89a56001f1c3e9e3d2ad250 \
+    --hash=sha256:219c8187b3ceeadbf2afcf0f25a4918d02da7b944d703b97d12fb01510869078 \
+    --hash=sha256:25225cc79cfebc95ba1d24cd3ab86aaa35bcd315d12fa4358939bd55e9bd74a5 \
+    --hash=sha256:3630b670d5057cd9e08b9c4dab6493670e8e762a24c2c94ef312783870736ab9 \
+    --hash=sha256:368a05465f49c5949e27afd6fbe0a77ce53082185bbb2ac096a3a8afaf4de52e \
+    --hash=sha256:36ebd71db3b89e1f7b1a5deaa341a654852c3518ea7a8ddfdf69cc66acc2db1b \
+    --hash=sha256:39450e6215f7d9f6f7bc2a6da21d79374729f5d052333da4d5825af8a97e6735 \
+    --hash=sha256:398b10c77d471c0aab20a845e7a60076b6390bfdaac7a6d2edb0d2c59d75e8d8 \
+    --hash=sha256:3c3deac3748ec73ef24fc7be0b68220d14d47d6647d2f85b2771cb35ea847aa1 \
+    --hash=sha256:3f14a96a0034a27f9d47fd9788913924c89612225878f8078bb9d55f859272b0 \
+    --hash=sha256:3fc753451d471cff90b8f467a1fc0ae64031cf2d81b7b34e1811b7e2691bc4bc \
+    --hash=sha256:414ffe86f4d6f434a8c3b7913655a1a5383b617f9bf38720e7c0799fac3ab1c6 \
+    --hash=sha256:449d77d636f8d9c17952628cc7e3b8faf6e92a17ec581ec0c0256300717e1512 \
+    --hash=sha256:4b6caec8576e760f2c7dd878ba817653144d5f369200b6ddf9771d64385b84d4 \
+    --hash=sha256:4d4fc827a20abe6d544a119896f6b78ee13fe81cbfef416f3f2ddf09a03f0e2e \
+    --hash=sha256:5a42d3ecbb2db5080fc578314439b1d79eef71d323dc661aa616fb492436af5d \
+    --hash=sha256:5b918d288958dc3fa1c5a0b9aa3256cb2b2b84c54407f4813c45d52267600cd3 \
+    --hash=sha256:5ef440054124728cc49b01c33469de06755e5a7a4e83ef61934ad95fc327fbb0 \
+    --hash=sha256:660c308dabd2b380807ab64b62985eaccf923a78ebc572bd485375b9ca2b7dc7 \
+    --hash=sha256:6a6c9bcf7cdc0fd41cc7b7944447982e8acfd9f0d560ea6d6845428ed0562058 \
+    --hash=sha256:6d24fc337fc055c9e83414c94e1ee0dee902a486d19d2a7f0929e49d7d604b09 \
+    --hash=sha256:7048eb4415d46368ef29d32133134c513f507fff7d953c18c91104738a68c3b3 \
+    --hash=sha256:77569d19a13015e840b81550922056acabc25e3f52782625bc6843cfa034e1da \
+    --hash=sha256:8149a0f5a72ca36720981418eeffeb5c2729ea55fa179091c81a0910a114a5d2 \
+    --hash=sha256:836bef7ae338a072e9d1863502026f01b14027250a4545672673057997d5c05a \
+    --hash=sha256:8621a07991add373c3c5c2cf89e1d277e49dc82ed72c75e3afc74bd0acc446f0 \
+    --hash=sha256:87e31011b5c14a33b29f17eb48932e63e1dcd3fa31d72209848652310d3d1f0d \
+    --hash=sha256:88cf9163ef674b5be5736a584c999e98daf3aabac6e536e43286eb74c126b9c7 \
+    --hash=sha256:8fda642151d5affdee8a430bd85496f2e2517be3a2b9d2484d633d5712b15c56 \
+    --hash=sha256:90b5d9dfbb6d07a84ed3e696012610b6da074d97453bd01e0e30744b472c8179 \
+    --hash=sha256:90f4c7a069c733d95c308380aae314f2cb45bd8a904fb03eb36d1a4983a4993f \
+    --hash=sha256:9481a6de29105d73cf4515f2bef8eb71e17ac184c19d0b9918a3701c6c9c4f23 \
+    --hash=sha256:9607b9a442392e690a57909c362811184ea429585a71061cd5d3c2b98065c199 \
+    --hash=sha256:9777564c0a72a1d457f0848977a1cbe15cfa75fa2f67ce267441e465717dcf1a \
+    --hash=sha256:a032855dc7db987dff813583d04f4950d14326665d7e714d584560b140ae6b8b \
+    --hash=sha256:a0adf84bc2e7c86e8a202537b4fd50e6f7f0e4a6b6bf64d7ccb96c4cd3330b29 \
+    --hash=sha256:a35f704be14768cea9790d921c2c1cc4fc52700410b1c10948511039be824aac \
+    --hash=sha256:a3dfff83ca578cada2d19e665e9c8368e1598d4e787422a460ec70e531dbdd58 \
+    --hash=sha256:a4c805c6034206143fbabd2d259ec5e757f8b29d0a2f0bf3d2fe5d1f60147a4a \
+    --hash=sha256:a655bde548ca98f55b43711b0ceefd2a88a71af6350b0c168aa77562104f3f45 \
+    --hash=sha256:ad2ab2547761d79926effe63de21479dfaf29834c50f98c4bf5b5480b5838434 \
+    --hash=sha256:b1f3628a0510bd58968c0f60447e7a692933589b791a6b572fcef374053ca280 \
+    --hash=sha256:b7e7ea2f782408c32d86b87a0d2c1fd8871b0399dd762364c731d86c86069a78 \
+    --hash=sha256:bc6ccf7d54c02ae47a48ddf9414c54d48af9c01076a2e1023e3b486b6e72c707 \
+    --hash=sha256:bea45f19b7ca000380fbd4e02552be86343080120d074b87f25593ce1700ad58 \
+    --hash=sha256:cc1fc87428c1d18b643479caa7b15db7d544652e5bf610513d4a3478dbe823d0 \
+    --hash=sha256:cd7c11968bc3860d5c78577f0dbc535257ccec41750675d58d8dc66aa47fe52c \
+    --hash=sha256:ceada5be22fa5a5a4cdeec74e761c2ee7db287208f54c718f2df4b7e200b8d4a \
+    --hash=sha256:cf5201a04550136ef870aa60ad3d29d2a59e452a7f96b94193bee6d73b8ad9a9 \
+    --hash=sha256:d9fd19ecc3a4d5ae82ddbfb30962cf6d874ff943e56e0c81f5169be2fda62979 \
+    --hash=sha256:ddaa4a390af911da6f680be8be4ff5aaf31c4c834c1a9147bc21cbcbca2d4370 \
+    --hash=sha256:df174ece723b228d3e8734a6f2a6febbd413ddec39b3dc592f5a4aa0aff28098 \
+    --hash=sha256:e0744623852f1497d825a49a99bfbec9bea4f3f946df6eb9d8a2f0c37a2fec2e \
+    --hash=sha256:e5dc25a9dbd1a7f61eca4b7cb04e74ae4b963d658f9e4f9aad9cd00b688692c8 \
+    --hash=sha256:e7591d6f440af7f73c4bd9404f3772bfee064e639d2b6cc8c94076e71b2471c1 \
+    --hash=sha256:eb6d38971c800ff02e4a6afd791bbe3b923a9a57ca9aeab7314c21c84bf9ff05 \
+    --hash=sha256:ed907449fe5e021933e46a3e65d651f641975a768d0649fee59f10c2985529ed \
+    --hash=sha256:f6cf0ad281c979306a6a34242b371e90e891bce504509fb6bb5246bbbf31e7b6 \
+    --hash=sha256:f95ba34d71e2fa0c5d225bde3b3bdb152e957150100e75c86bc7f3964c450d89
+    # via rag-with-haystack (pyproject.toml)
 wheel==0.45.1 \
     --hash=sha256:661e1abd9198507b1409a20c02106d9670b2576e916d58f520316666abca6729 \
     --hash=sha256:708e7481cc80179af0e556bbf0cc00b8444c7321e2700b8d8580231d13017248