qdrant-q-and-a.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "from qdrant_client import QdrantClient\n",
    "from qdrant_client.http.models import Distance, VectorParams\n",
    "from qdrant_client.http import models\n",
    "import openai\n",
    "openai.api_key = \"sk-xxxxxxxxxxxxxxxxxxxxxxxxxx\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "qdrant_client = QdrantClient(\n",
    "    host=\"<HOSTNAME>\".\n",
    "    api_key=\"<API_KEY>\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Create collection reponse: <qdrant_client.qdrant_client.QdrantClient object at 0x0000023B216C2F90>\n"
     ]
    }
   ],
   "source": [
    "qdrant_client.recreate_collection(\n",
    "    collection_name=\"mycollection\",\n",
    "    vectors_config=models.VectorParams(size=1536, distance=models.Distance.COSINE),\n",
    ")\n",
    "print(\"Create collection reponse:\", qdrant_client)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collection info: status=<CollectionStatus.GREEN: 'green'> optimizer_status=<OptimizersStatusOneOf.OK: 'ok'> vectors_count=0 indexed_vectors_count=0 points_count=0 segments_count=2 config=CollectionConfig(params=CollectionParams(vectors=VectorParams(size=1536, distance=<Distance.COSINE: 'Cosine'>), shard_number=1, replication_factor=1, write_consistency_factor=1, on_disk_payload=True), hnsw_config=HnswConfig(m=16, ef_construct=100, full_scan_threshold=10000, max_indexing_threads=0, on_disk=False, payload_m=None), optimizer_config=OptimizersConfig(deleted_threshold=0.2, vacuum_min_vector_number=1000, default_segment_number=0, max_segment_size=None, memmap_threshold=None, indexing_threshold=20000, flush_interval_sec=5, max_optimization_threads=1), wal_config=WalConfig(wal_capacity_mb=32, wal_segments_ahead=0)) payload_schema={}\n"
     ]
    }
   ],
   "source": [
    "collection_info = qdrant_client.get_collection(collection_name=\"mycollection\")\n",
    "\n",
    "print(\"Collection info:\", collection_info)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read PDF file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pdfplumber\n",
    "\n",
    "fulltext = \"\"\n",
    "with pdfplumber.open(\"starship.pdf\") as pdf:\n",
    "    # loop over all the pages\n",
    "    for page in pdf.pages:\n",
    "        fulltext += page.extract_text()\n",
    "\n",
    "# print(fulltext)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chunk PDF text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "STARSHIP\n",
      "USERS\n",
      "GUIDE\n",
      "Revision 1.0 | March 2020\n",
      "COPYRIGHT\n",
      "Subject to the existing rights of third parties, Space Exploration Technologies Corp. (SpaceX) is the owner of the copyright in this\n",
      "work, and no portion hereof is to be copied, reproduced, or disseminated without the prior written consent of SpaceX.\n",
      "© Space Exploration Technologies Corp. All rights reserved\n",
      "---\n",
      "STARSHIP PAYLOAD GUIDE\n",
      "COMPANY DESCRIPTION\n",
      "SpaceX was founded in 2002 to revolutionize access\n",
      "to space and enable a multi-planetary society. Today,\n",
      "SpaceX performs routine missions to space with its\n",
      "Falcon 9 and Falcon Heavy launch vehicles for a\n",
      "diverse set of customers, including the National\n",
      "Aeronautics and Space Administration (NASA), the\n",
      "Department of Defense, international governments,\n",
      "and leading commercial companies\n",
      "---\n",
      " SpaceX provides\n",
      "further support to NASA with the Dragon spacecraft by\n",
      "conducting cargo resupply and return missions to and\n",
      "from the International Space Station (ISS). Soon,\n",
      "SpaceX will begin transporting crew to the ISS as well.\n",
      "To offer competitive launch and resupply services,\n",
      "SpaceX has incorporated reusability into the Falcon\n",
      "and Dragon systems, which improves vehicle reliability\n",
      "while reducing cost\n",
      "---\n",
      " The Starship Program now\n",
      "leverages SpaceX’s experience to introduce a next-\n",
      "generation, super heavy-lift space transportation\n",
      "system capable of rapid and reliable reuse.\n",
      "STARSHIP PROGRAM OVERVIEW\n",
      "SpaceX’s Starship system represents a fully reusable\n",
      "transportation system designed to service Earth orbit\n",
      "needs as well as missions to the Moon and Mars\n",
      "---\n",
      " This\n",
      "two-stage vehicle—composed of the Super Heavy\n",
      "rocket (booster) and Starship (spacecraft) as shown in\n",
      "Figure 1—is powered by sub-cooled methane and\n",
      "oxygen. Starship is designed to evolve rapidly to meet\n",
      "near term and future customer needs while maintaining\n",
      "the highest level of reliability.\n",
      "STARSHIP USERS GUIDE\n",
      "Starship has the capability to transport satellites,\n",
      "payloads, crew, and cargo to a variety of orbits and\n",
      "Earth, Lunar, or Martian landing sites\n",
      "---\n",
      " Potential\n",
      "Starship customers can use this guide as a resource\n",
      "for preliminary payload accommodations information.\n",
      "This is the initial release of the Starship Users Guide\n",
      "and it will be updated frequently in response to\n",
      "customer feedback.\n",
      "PAYLOAD CONFIGURATIONS\n",
      "Starship crew and uncrewed configurations are shown\n",
      "in Figure 2. The uncrewed Starship allows for the\n",
      "transport of satellites, large observatories, cargo,\n",
      "refueling tanks or other unmanned assets\n",
      "---\n",
      " Subsequent\n",
      "sections provide an overview of the preliminary volume\n",
      "and mechanical interfaces available; preliminary\n",
      "Figure 1: Starship and Super Heavy\n",
      "payload environments expected; and the preliminary\n",
      "mass-to-orbit capabilities of Starship. Please contact\n",
      "sales@spacex.com to evaluate how Starship can meet\n",
      "your unique needs.\n",
      "© Space Exploration Technologies Corp. All rights reserved\n",
      "---\n",
      " 1STARSHIP PAYLOAD GUIDE\n",
      "Figure 3: Starship payload deployment sequence\n",
      "PAYLOAD VOLUME\n",
      "Starship’s 8 m diameter payload dynamic envelope is\n",
      "shown in Figure 4. This large deployable envelope\n",
      "allows for the design of novel payloads, rideshare\n",
      "opportunities and entire constellations of satellites on a\n",
      "single launch. An extended payload volume is also\n",
      "available for payloads requiring up to 22 m of height\n",
      "---\n",
      "\n",
      "Figure 2: Starship crew (left) and uncrewed (right)\n",
      "configurations\n",
      "PAYLOAD MECHANICAL INTERFACES\n",
      "PAYLOAD FAIRING\n",
      "The standard Starship payload fairing is 9 m in outer\n",
      "diameter resulting in the largest usable payload volume\n",
      "of any current or in development launcher.\n",
      "The Starship payload fairing is a clamshell structure in\n",
      "which the payload is integrated. Once integrated, the\n",
      "clamshell fairing remains closed through launch up\n",
      "until the payload is ready to deploy\n",
      "---\n",
      " An example\n",
      "sequence of payload deployment is shown in Figure 3.\n",
      "To deploy the payload, the clamshell fairing door is\n",
      "opened, and the payload adapter and payload are tilted\n",
      "at an angle in preparation for separation. The payload\n",
      "is then separated using the mission-unique payload\n",
      "adapter. If there are multiple payloads on a single\n",
      "mission, a rotating mechanism can be provided to\n",
      "allow each satellite to separate with maximum\n",
      "clearance\n",
      "---\n",
      " Once separation is confirmed and the\n",
      "payload(s) have cleared the fairing, the payload fairing\n",
      "door is closed in preparation for Starship’s return to\n",
      "Earth.\n",
      "Figure 4: Starship payload volume (dimensions in m)\n",
      "© Space Exploration Technologies Corp. All rights reserved. 2STARSHIP PAYLOAD GUIDE\n",
      "PAYLOAD MANIFESTING commanded after integration into the fairing without\n",
      "Satellite customers may be manifested on single or facility located payload EGSE. This covers final pre-\n",
      "multi-manifest missions\n",
      "---\n",
      " Customers can bring a single launch events in the processing facility and on the\n",
      "spacecraft, coordinate their own rideshares for a single launch pad, and some of these electrical interfaces\n",
      "Starship launch, or work with SpaceX to take may continue to be available in-flight. Contact\n",
      "advantage of a multi-manifest launch. Customer sales@spacex.com for more information or other\n",
      "missions do not need to wait for co-passengers in order options.\n",
      "to fly\n",
      "---\n",
      "\n",
      "The unique and large geometry of the Starship payload\n",
      "ENVIRONMENTS\n",
      "bay also opens new opportunities for payload\n",
      "Utilizing strong heritage and lessons learned from the\n",
      "integration\n",
      "---\n",
      " For payloads requiring additional structural\n",
      "development of the Falcon 1, Falcon 9 and Falcon\n",
      "support, Starship has the ability to mount supports\n",
      "Heavy launch systems, SpaceX is designing Starship\n",
      "along the sidewalls or nose to interface with trunnion-\n",
      "and Super Heavy to provide as benign of a payload\n",
      "style interfaces on the payloads, similar to those\n",
      "environment as possible. SpaceX will ensure that\n",
      "employed on NASA’s Space Shuttle orbiters\n",
      "---\n",
      " When\n",
      "Starship environments meet or improve upon those of\n",
      "large payloads are co-manifested on Starship, they are\n",
      "the Falcon Heavy launch system. To aid in the design\n",
      "generally mounted side-by-side on the payload\n",
      "of space vehicles capable of flying on Starship,\n",
      "adapter. This reduces technical and schedule\n",
      "SpaceX is providing the following preliminary payload\n",
      "dependencies between rideshare participants\n",
      "environments.\n",
      "compared to stacked configurations\n",
      "---\n",
      "\n",
      "LOADS\n",
      "Example single-mission manifests:\n",
      "SpaceX is designing Starship to ensure that\n",
      " 1-3x geosynchronous telecom satellite(s)\n",
      "acceleration environments are well within industry\n",
      " Full constellation of satellites on a single standard levels. During flight, the payload will\n",
      "mission experience a range of axial and lateral accelerations\n",
      "---\n",
      "\n",
      " 1-2x geosynchronous telecom satellites plus Both the Super Heavy and Starship engines can be\n",
      "rideshare system of small satellites throttled to help maintain launch vehicle and payload\n",
      " In-space demonstration spacecraft that remains acceleration limits.\n",
      "integrated with Starship and returns to Earth\n",
      " Cargo and crew configurations\n",
      "PAYLOAD ADAPTERS\n",
      "The Starship payload attach fitting is designed to\n",
      "accommodate standard payload interface systems in\n",
      "single- or multi-manifest configurations\n",
      "---\n",
      " SpaceX will\n",
      "either provide and integrate a payload adapter and\n",
      "clampband separation system or will integrate an\n",
      "adapter and separation system provided by the\n",
      "customer. As a baseline, Starship is compatible with\n",
      "heritage Falcon 937-mm, 1194-mm, 1666-mm and\n",
      "2624-mm clampband interface requirements, including\n",
      "Figure 5: Payload maximum design load factors\n",
      "the ability to host multiple payloads side by side given\n",
      "the large diameter available\n",
      "---\n",
      " For customers with The maximum expected design load factors for a single\n",
      "alternative interface requirements, SpaceX has a wide payload mission launching on Starship are shown in\n",
      "breadth of experience designing and manufacturing Figure 5. Actual payload dynamic loads, accelerations,\n",
      "non-standard adapters and separation systems. and deflections are a function of the dynamic coupling\n",
      "between Starship and the payload\n",
      "---\n",
      " These loads can be\n",
      "PAYLOAD ELECTRICAL INTERFACES accurately determined via a coupled loads analysis.\n",
      "Starship will replicate common payload power and data For payload specific loads or rideshare loads\n",
      "interface standards on the flight vehicle in lieu of assessments, contact sales@spacex.com.\n",
      "customer-provided electrical ground support\n",
      "equipment (EGSE) for final pre-launch operations. This\n",
      "will allow the payload to be powered, monitored, and\n",
      "© Space Exploration Technologies Corp\n",
      "---\n",
      " All rights reserved. 3STARSHIP PAYLOAD GUIDE\n",
      "ACOUSTICS SHOCK\n",
      "During flight, the payload will be subjected to a range SpaceX is designing Starship to have benign shock\n",
      "of acoustic environments. Levels are highest during environments. Stage separation and payload fairing\n",
      "liftoff and transonic flight, due to acoustic and door opening will generate negligible shock\n",
      "aerodynamic excitations. The maximum expected environments at the payload interface\n",
      "---\n",
      " Consequently,\n",
      "payload acoustic environments are shown in Table 1 the maximum shock environment is typically due to the\n",
      "and Figure 6 in one-third octave bands. Contact payload separation system selected for the mission.\n",
      "sales@spacex.com for mission specific low frequency Typical maximum shock levels at the payload\n",
      "acoustic assessments. separation plane induced by payload separation\n",
      "systems are provided in Table 2 below\n",
      "---\n",
      "\n",
      "Frequency Acoustic Limit Levels\n",
      "(Hz) 1/3 Octave Frequency Shock SRS\n",
      "100 130 (Hz) (g-peak)\n",
      "125 130 100 20\n",
      "160 130 1000 1000\n",
      "200 130 10000 1000\n",
      "250 129\n",
      "Table 2: Typical payload separation-induced shock at\n",
      "315 127\n",
      "the payload separation plane\n",
      "400 124.5\n",
      "500 122\n",
      "630 118.5\n",
      "PAYLOAD INTEGRATION\n",
      "800 115.5\n",
      "SpaceX is initially planning for two launch sites for the\n",
      "1000 113\n",
      "Starship vehicle:\n",
      "1250 111\n",
      "1600 109.5  Kennedy Space Center LC-39A | 28.6082° N\n",
      "latitude, 80.6041° W longitude\n",
      "2000 108\n",
      "---\n",
      "5\n",
      " Boca Chica launch pad | 25.9971° N latitude,\n",
      "2500 107.5\n",
      "97.1554° W longitude\n",
      "3150 106.5\n",
      "4000 105.5 For payloads requiring return to Earth, landing sites are\n",
      "5000 104.5 coordinated with SpaceX and could include Kennedy\n",
      "6300 103.5 Space Center, FL or Boca Chica, TX.\n",
      "8000 102.5\n",
      "Payloads are integrated into the Starship fairing\n",
      "10000 101.5 vertically in ISO Class 8 (Class 100,000) cleanrooms.\n",
      "OASPL (dB) 137\n",
      "---\n",
      "7 Then the integrated payload stack is transferred to the\n",
      "launch pad and lifted onto the Starship vehicle, while\n",
      "Table 1: Payload acoustic environment (1/3 octave)\n",
      "maintaining the same vertical orientation throughout\n",
      "the entire process. Conditioned air is delivered into the\n",
      "fairing during encapsulated ground processing while in\n",
      "the processing facility and on the launch pad.\n",
      "PAYLOAD SEPARATION\n",
      "SpaceX provides in-flight commanding and monitoring\n",
      "of the payload separation system(s)\n",
      "---\n",
      " Starship can\n",
      "perform 3-axis attitude controlled or spin-stabilized\n",
      "spacecraft separation. Note that certain spacecraft\n",
      "separation maneuvers may reduce available payload\n",
      "volume. Collision avoidance maneuvers will be\n",
      "performed as required.\n",
      "Figure 6: Payload acoustic environment (1/3 octave)\n",
      "© Space Exploration Technologies Corp. All rights reserved\n",
      "---\n",
      " 4STARSHIP PAYLOAD GUIDE\n",
      "PERFORMANCE CREW CONFIGURATION\n",
      "The Starship and Super Heavy system offers SpaceX was founded with the goal of making life multi-\n",
      "substantial mass-to-orbit capabilities. At the baseline planetary. The Starship program is realizing this goal\n",
      "reusable design, Starship can deliver over 100 metric with the crew configuration of Starship. Drawing on\n",
      "tons to LEO\n",
      "---\n",
      " Utilizing parking orbit refueling, Starship experience from the development of Dragon for the\n",
      "is able to deliver unprecedented payload mass to a Commercial Crew Program, the Starship crew\n",
      "variety of Earth, cislunar, and interplanetary configuration can transport up to 100 people from Earth\n",
      "trajectories. A summary of available Starship into LEO and on to the Moon and Mars. The crew\n",
      "capabilities is provided in Table 3 below\n",
      "---\n",
      " The single configuration of Starship includes private cabins, large\n",
      "launch mass-to-orbit assumes no orbital refueling of common areas, centralized storage, solar storm\n",
      "Starship. The maximum mass-to-orbit assumes shelters and a viewing gallery.\n",
      "parking orbit propellant transfer, allowing for a\n",
      "substantial increase in payload mass. These\n",
      "performance numbers assume full Starship reuse,\n",
      "including Super Heavy return to launch site\n",
      "---\n",
      " For\n",
      "performance estimates to a specific orbit, please\n",
      "contact sales@spacex.com.\n",
      "Orbit Mass-to-Orbit Mass-to-\n",
      "Single Launch Orbit Prop\n",
      "Transfer (t)\n",
      "LEO1 100+ 100+\n",
      "GTO2 21 100+\n",
      "Lunar Surface N/A 100+\n",
      "Figure 8: Starship Crew Configuration\n",
      "Mars Surface N/A 100+\n",
      "1Up to 500-km circular orbit at up to 98\n",
      "---\n",
      "9-deg inclination\n",
      "2Assumes 185 x 35,786 km orbit at 27-deg inclination with 1800 m/s V to go\n",
      "ADDITIONAL CAPABILITIES\n",
      "Table 3: Expected Starship Performance\n",
      "Fully-reusable Starship and Super Heavy systems are\n",
      "expected to allow for space-based activities that have\n",
      "CARGO CONFIGURATION not been possible since the retirement of the Space\n",
      "Shuttle and Space Transportation System or have\n",
      "Starship was designed from the onset to be able to\n",
      "never been possible before\n",
      "---\n",
      " With a fully reusable\n",
      "carry more than 100 tons of cargo to Mars and the\n",
      "Starship, satellites can be captured and repaired in\n",
      "Moon. The cargo version can also be used for rapid\n",
      "orbit, returned to Earth, or transferred to a new\n",
      "point-to-point Earth transport. Various payload bay\n",
      "operational orbit\n",
      "---\n",
      " For more information on additional\n",
      "configurations are available and allow for fully\n",
      "capabilities or to conceptualize new ideas, please\n",
      "autonomous deployment of cargo to Earth, Lunar, or\n",
      "contact sales@spacex.com.\n",
      "Martian surfaces with one example shown in Figure 7.\n",
      "Figure 7: Cargo Starship on Lunar Surface\n",
      "© Space Exploration Technologies Corp. All rights reserved. 5\n",
      "---\n"
     ]
    }
   ],
   "source": [
    "\n",
    "text = fulltext\n",
    "\n",
    "chunks = []\n",
    "while len(text) > 500:\n",
    "    last_period_index = text[:500].rfind('.')\n",
    "    if last_period_index == -1:\n",
    "        last_period_index = 500\n",
    "    chunks.append(text[:last_period_index])\n",
    "    text = text[last_period_index+1:]\n",
    "chunks.append(text)\n",
    "\n",
    "\n",
    "for chunk in chunks:\n",
    "    print(chunk)\n",
    "    print(\"---\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create embeddings and index with qdrant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Embeddings chunk: STARSHIP\n",
      "USERS\n",
      "GUIDE\n",
      "Revision 1.0 | March 2020\n",
      "COPYRIGHT\n",
      "Subject to the existing rights of third parties, Space Exploration Technologies Corp. (SpaceX) is the owner of the copyright in this\n",
      "work, and no portion hereof is to be copied, reproduced, or disseminated without the prior written consent of SpaceX.\n",
      "© Space Exploration Technologies Corp. All rights reserved\n",
      "Embeddings chunk: STARSHIP PAYLOAD GUIDE\n",
      "COMPANY DESCRIPTION\n",
      "SpaceX was founded in 2002 to revolutionize access\n",
      "to space and enable a multi-planetary society. Today,\n",
      "SpaceX performs routine missions to space with its\n",
      "Falcon 9 and Falcon Heavy launch vehicles for a\n",
      "diverse set of customers, including the National\n",
      "Aeronautics and Space Administration (NASA), the\n",
      "Department of Defense, international governments,\n",
      "and leading commercial companies\n",
      "Embeddings chunk:  SpaceX provides\n",
      "further support to NASA with the Dragon spacecraft by\n",
      "conducting cargo resupply and return missions to and\n",
      "from the International Space Station (ISS). Soon,\n",
      "SpaceX will begin transporting crew to the ISS as well.\n",
      "To offer competitive launch and resupply services,\n",
      "SpaceX has incorporated reusability into the Falcon\n",
      "and Dragon systems, which improves vehicle reliability\n",
      "while reducing cost\n",
      "Embeddings chunk:  The Starship Program now\n",
      "leverages SpaceX’s experience to introduce a next-\n",
      "generation, super heavy-lift space transportation\n",
      "system capable of rapid and reliable reuse.\n",
      "STARSHIP PROGRAM OVERVIEW\n",
      "SpaceX’s Starship system represents a fully reusable\n",
      "transportation system designed to service Earth orbit\n",
      "needs as well as missions to the Moon and Mars\n",
      "Embeddings chunk:  This\n",
      "two-stage vehicle—composed of the Super Heavy\n",
      "rocket (booster) and Starship (spacecraft) as shown in\n",
      "Figure 1—is powered by sub-cooled methane and\n",
      "oxygen. Starship is designed to evolve rapidly to meet\n",
      "near term and future customer needs while maintaining\n",
      "the highest level of reliability.\n",
      "STARSHIP USERS GUIDE\n",
      "Starship has the capability to transport satellites,\n",
      "payloads, crew, and cargo to a variety of orbits and\n",
      "Earth, Lunar, or Martian landing sites\n",
      "Embeddings chunk:  Potential\n",
      "Starship customers can use this guide as a resource\n",
      "for preliminary payload accommodations information.\n",
      "This is the initial release of the Starship Users Guide\n",
      "and it will be updated frequently in response to\n",
      "customer feedback.\n",
      "PAYLOAD CONFIGURATIONS\n",
      "Starship crew and uncrewed configurations are shown\n",
      "in Figure 2. The uncrewed Starship allows for the\n",
      "transport of satellites, large observatories, cargo,\n",
      "refueling tanks or other unmanned assets\n",
      "Embeddings chunk:  Subsequent\n",
      "sections provide an overview of the preliminary volume\n",
      "and mechanical interfaces available; preliminary\n",
      "Figure 1: Starship and Super Heavy\n",
      "payload environments expected; and the preliminary\n",
      "mass-to-orbit capabilities of Starship. Please contact\n",
      "sales@spacex.com to evaluate how Starship can meet\n",
      "your unique needs.\n",
      "© Space Exploration Technologies Corp. All rights reserved\n",
      "Embeddings chunk:  1STARSHIP PAYLOAD GUIDE\n",
      "Figure 3: Starship payload deployment sequence\n",
      "PAYLOAD VOLUME\n",
      "Starship’s 8 m diameter payload dynamic envelope is\n",
      "shown in Figure 4. This large deployable envelope\n",
      "allows for the design of novel payloads, rideshare\n",
      "opportunities and entire constellations of satellites on a\n",
      "single launch. An extended payload volume is also\n",
      "available for payloads requiring up to 22 m of height\n",
      "Embeddings chunk: \n",
      "Figure 2: Starship crew (left) and uncrewed (right)\n",
      "configurations\n",
      "PAYLOAD MECHANICAL INTERFACES\n",
      "PAYLOAD FAIRING\n",
      "The standard Starship payload fairing is 9 m in outer\n",
      "diameter resulting in the largest usable payload volume\n",
      "of any current or in development launcher.\n",
      "The Starship payload fairing is a clamshell structure in\n",
      "which the payload is integrated. Once integrated, the\n",
      "clamshell fairing remains closed through launch up\n",
      "until the payload is ready to deploy\n",
      "Embeddings chunk:  An example\n",
      "sequence of payload deployment is shown in Figure 3.\n",
      "To deploy the payload, the clamshell fairing door is\n",
      "opened, and the payload adapter and payload are tilted\n",
      "at an angle in preparation for separation. The payload\n",
      "is then separated using the mission-unique payload\n",
      "adapter. If there are multiple payloads on a single\n",
      "mission, a rotating mechanism can be provided to\n",
      "allow each satellite to separate with maximum\n",
      "clearance\n",
      "Embeddings chunk:  Once separation is confirmed and the\n",
      "payload(s) have cleared the fairing, the payload fairing\n",
      "door is closed in preparation for Starship’s return to\n",
      "Earth.\n",
      "Figure 4: Starship payload volume (dimensions in m)\n",
      "© Space Exploration Technologies Corp. All rights reserved. 2STARSHIP PAYLOAD GUIDE\n",
      "PAYLOAD MANIFESTING commanded after integration into the fairing without\n",
      "Satellite customers may be manifested on single or facility located payload EGSE. This covers final pre-\n",
      "multi-manifest missions\n",
      "Embeddings chunk:  Customers can bring a single launch events in the processing facility and on the\n",
      "spacecraft, coordinate their own rideshares for a single launch pad, and some of these electrical interfaces\n",
      "Starship launch, or work with SpaceX to take may continue to be available in-flight. Contact\n",
      "advantage of a multi-manifest launch. Customer sales@spacex.com for more information or other\n",
      "missions do not need to wait for co-passengers in order options.\n",
      "to fly\n",
      "Embeddings chunk: \n",
      "The unique and large geometry of the Starship payload\n",
      "ENVIRONMENTS\n",
      "bay also opens new opportunities for payload\n",
      "Utilizing strong heritage and lessons learned from the\n",
      "integration\n",
      "Embeddings chunk:  For payloads requiring additional structural\n",
      "development of the Falcon 1, Falcon 9 and Falcon\n",
      "support, Starship has the ability to mount supports\n",
      "Heavy launch systems, SpaceX is designing Starship\n",
      "along the sidewalls or nose to interface with trunnion-\n",
      "and Super Heavy to provide as benign of a payload\n",
      "style interfaces on the payloads, similar to those\n",
      "environment as possible. SpaceX will ensure that\n",
      "employed on NASA’s Space Shuttle orbiters\n",
      "Embeddings chunk:  When\n",
      "Starship environments meet or improve upon those of\n",
      "large payloads are co-manifested on Starship, they are\n",
      "the Falcon Heavy launch system. To aid in the design\n",
      "generally mounted side-by-side on the payload\n",
      "of space vehicles capable of flying on Starship,\n",
      "adapter. This reduces technical and schedule\n",
      "SpaceX is providing the following preliminary payload\n",
      "dependencies between rideshare participants\n",
      "environments.\n",
      "compared to stacked configurations\n",
      "Embeddings chunk: \n",
      "LOADS\n",
      "Example single-mission manifests:\n",
      "SpaceX is designing Starship to ensure that\n",
      " 1-3x geosynchronous telecom satellite(s)\n",
      "acceleration environments are well within industry\n",
      " Full constellation of satellites on a single standard levels. During flight, the payload will\n",
      "mission experience a range of axial and lateral accelerations\n",
      "Embeddings chunk: \n",
      " 1-2x geosynchronous telecom satellites plus Both the Super Heavy and Starship engines can be\n",
      "rideshare system of small satellites throttled to help maintain launch vehicle and payload\n",
      " In-space demonstration spacecraft that remains acceleration limits.\n",
      "integrated with Starship and returns to Earth\n",
      " Cargo and crew configurations\n",
      "PAYLOAD ADAPTERS\n",
      "The Starship payload attach fitting is designed to\n",
      "accommodate standard payload interface systems in\n",
      "single- or multi-manifest configurations\n",
      "Embeddings chunk:  SpaceX will\n",
      "either provide and integrate a payload adapter and\n",
      "clampband separation system or will integrate an\n",
      "adapter and separation system provided by the\n",
      "customer. As a baseline, Starship is compatible with\n",
      "heritage Falcon 937-mm, 1194-mm, 1666-mm and\n",
      "2624-mm clampband interface requirements, including\n",
      "Figure 5: Payload maximum design load factors\n",
      "the ability to host multiple payloads side by side given\n",
      "the large diameter available\n",
      "Embeddings chunk:  For customers with The maximum expected design load factors for a single\n",
      "alternative interface requirements, SpaceX has a wide payload mission launching on Starship are shown in\n",
      "breadth of experience designing and manufacturing Figure 5. Actual payload dynamic loads, accelerations,\n",
      "non-standard adapters and separation systems. and deflections are a function of the dynamic coupling\n",
      "between Starship and the payload\n",
      "Embeddings chunk:  These loads can be\n",
      "PAYLOAD ELECTRICAL INTERFACES accurately determined via a coupled loads analysis.\n",
      "Starship will replicate common payload power and data For payload specific loads or rideshare loads\n",
      "interface standards on the flight vehicle in lieu of assessments, contact sales@spacex.com.\n",
      "customer-provided electrical ground support\n",
      "equipment (EGSE) for final pre-launch operations. This\n",
      "will allow the payload to be powered, monitored, and\n",
      "© Space Exploration Technologies Corp\n",
      "Embeddings chunk:  All rights reserved. 3STARSHIP PAYLOAD GUIDE\n",
      "ACOUSTICS SHOCK\n",
      "During flight, the payload will be subjected to a range SpaceX is designing Starship to have benign shock\n",
      "of acoustic environments. Levels are highest during environments. Stage separation and payload fairing\n",
      "liftoff and transonic flight, due to acoustic and door opening will generate negligible shock\n",
      "aerodynamic excitations. The maximum expected environments at the payload interface\n",
      "Embeddings chunk:  Consequently,\n",
      "payload acoustic environments are shown in Table 1 the maximum shock environment is typically due to the\n",
      "and Figure 6 in one-third octave bands. Contact payload separation system selected for the mission.\n",
      "sales@spacex.com for mission specific low frequency Typical maximum shock levels at the payload\n",
      "acoustic assessments. separation plane induced by payload separation\n",
      "systems are provided in Table 2 below\n",
      "Embeddings chunk: \n",
      "Frequency Acoustic Limit Levels\n",
      "(Hz) 1/3 Octave Frequency Shock SRS\n",
      "100 130 (Hz) (g-peak)\n",
      "125 130 100 20\n",
      "160 130 1000 1000\n",
      "200 130 10000 1000\n",
      "250 129\n",
      "Table 2: Typical payload separation-induced shock at\n",
      "315 127\n",
      "the payload separation plane\n",
      "400 124.5\n",
      "500 122\n",
      "630 118.5\n",
      "PAYLOAD INTEGRATION\n",
      "800 115.5\n",
      "SpaceX is initially planning for two launch sites for the\n",
      "1000 113\n",
      "Starship vehicle:\n",
      "1250 111\n",
      "1600 109.5  Kennedy Space Center LC-39A | 28.6082° N\n",
      "latitude, 80.6041° W longitude\n",
      "2000 108\n",
      "Embeddings chunk: 5\n",
      " Boca Chica launch pad | 25.9971° N latitude,\n",
      "2500 107.5\n",
      "97.1554° W longitude\n",
      "3150 106.5\n",
      "4000 105.5 For payloads requiring return to Earth, landing sites are\n",
      "5000 104.5 coordinated with SpaceX and could include Kennedy\n",
      "6300 103.5 Space Center, FL or Boca Chica, TX.\n",
      "8000 102.5\n",
      "Payloads are integrated into the Starship fairing\n",
      "10000 101.5 vertically in ISO Class 8 (Class 100,000) cleanrooms.\n",
      "OASPL (dB) 137\n",
      "Embeddings chunk: 7 Then the integrated payload stack is transferred to the\n",
      "launch pad and lifted onto the Starship vehicle, while\n",
      "Table 1: Payload acoustic environment (1/3 octave)\n",
      "maintaining the same vertical orientation throughout\n",
      "the entire process. Conditioned air is delivered into the\n",
      "fairing during encapsulated ground processing while in\n",
      "the processing facility and on the launch pad.\n",
      "PAYLOAD SEPARATION\n",
      "SpaceX provides in-flight commanding and monitoring\n",
      "of the payload separation system(s)\n",
      "Embeddings chunk:  Starship can\n",
      "perform 3-axis attitude controlled or spin-stabilized\n",
      "spacecraft separation. Note that certain spacecraft\n",
      "separation maneuvers may reduce available payload\n",
      "volume. Collision avoidance maneuvers will be\n",
      "performed as required.\n",
      "Figure 6: Payload acoustic environment (1/3 octave)\n",
      "© Space Exploration Technologies Corp. All rights reserved\n",
      "Embeddings chunk:  4STARSHIP PAYLOAD GUIDE\n",
      "PERFORMANCE CREW CONFIGURATION\n",
      "The Starship and Super Heavy system offers SpaceX was founded with the goal of making life multi-\n",
      "substantial mass-to-orbit capabilities. At the baseline planetary. The Starship program is realizing this goal\n",
      "reusable design, Starship can deliver over 100 metric with the crew configuration of Starship. Drawing on\n",
      "tons to LEO\n",
      "Embeddings chunk:  Utilizing parking orbit refueling, Starship experience from the development of Dragon for the\n",
      "is able to deliver unprecedented payload mass to a Commercial Crew Program, the Starship crew\n",
      "variety of Earth, cislunar, and interplanetary configuration can transport up to 100 people from Earth\n",
      "trajectories. A summary of available Starship into LEO and on to the Moon and Mars. The crew\n",
      "capabilities is provided in Table 3 below\n",
      "Embeddings chunk:  The single configuration of Starship includes private cabins, large\n",
      "launch mass-to-orbit assumes no orbital refueling of common areas, centralized storage, solar storm\n",
      "Starship. The maximum mass-to-orbit assumes shelters and a viewing gallery.\n",
      "parking orbit propellant transfer, allowing for a\n",
      "substantial increase in payload mass. These\n",
      "performance numbers assume full Starship reuse,\n",
      "including Super Heavy return to launch site\n",
      "Embeddings chunk:  For\n",
      "performance estimates to a specific orbit, please\n",
      "contact sales@spacex.com.\n",
      "Orbit Mass-to-Orbit Mass-to-\n",
      "Single Launch Orbit Prop\n",
      "Transfer (t)\n",
      "LEO1 100+ 100+\n",
      "GTO2 21 100+\n",
      "Lunar Surface N/A 100+\n",
      "Figure 8: Starship Crew Configuration\n",
      "Mars Surface N/A 100+\n",
      "1Up to 500-km circular orbit at up to 98\n",
      "Embeddings chunk: 9-deg inclination\n",
      "2Assumes 185 x 35,786 km orbit at 27-deg inclination with 1800 m/s V to go\n",
      "ADDITIONAL CAPABILITIES\n",
      "Table 3: Expected Starship Performance\n",
      "Fully-reusable Starship and Super Heavy systems are\n",
      "expected to allow for space-based activities that have\n",
      "CARGO CONFIGURATION not been possible since the retirement of the Space\n",
      "Shuttle and Space Transportation System or have\n",
      "Starship was designed from the onset to be able to\n",
      "never been possible before\n",
      "Embeddings chunk:  With a fully reusable\n",
      "carry more than 100 tons of cargo to Mars and the\n",
      "Starship, satellites can be captured and repaired in\n",
      "Moon. The cargo version can also be used for rapid\n",
      "orbit, returned to Earth, or transferred to a new\n",
      "point-to-point Earth transport. Various payload bay\n",
      "operational orbit\n",
      "Embeddings chunk:  For more information on additional\n",
      "configurations are available and allow for fully\n",
      "capabilities or to conceptualize new ideas, please\n",
      "autonomous deployment of cargo to Earth, Lunar, or\n",
      "contact sales@spacex.com.\n",
      "Martian surfaces with one example shown in Figure 7.\n",
      "Figure 7: Cargo Starship on Lunar Surface\n",
      "© Space Exploration Technologies Corp. All rights reserved. 5\n"
     ]
    }
   ],
   "source": [
    "from qdrant_client.http.models import PointStruct\n",
    "\n",
    "points = []\n",
    "i = 1\n",
    "for chunk in chunks:\n",
    "    i += 1\n",
    "\n",
    "    print(\"Embeddings chunk:\", chunk)\n",
    "    response = openai.Embedding.create(\n",
    "        input=chunk,\n",
    "        model=\"text-embedding-ada-002\"\n",
    "    )\n",
    "    embeddings = response['data'][0]['embedding']\n",
    "\n",
    "    points.append(PointStruct(id=i, vector=embeddings, payload={\"text\": chunk}))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Operation info: operation_id=0 status=<UpdateStatus.COMPLETED: 'completed'>\n"
     ]
    }
   ],
   "source": [
    "\n",
    "operation_info = qdrant_client.upsert(\n",
    "    collection_name=\"mycollection\",\n",
    "    wait=True,\n",
    "    points=points\n",
    ")\n",
    "\n",
    "print(\"Operation info:\", operation_info)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## final function to put everything together (query qdrant)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_answer_with_context(query):\n",
    "    response = openai.Embedding.create(\n",
    "        input=\"What is starship?\",\n",
    "        model=\"text-embedding-ada-002\"\n",
    "    )\n",
    "    embeddings = response['data'][0]['embedding']\n",
    "\n",
    "    search_result = qdrant_client.search(\n",
    "        collection_name=\"mycollection\",\n",
    "        query_vector=embeddings, \n",
    "        limit=5\n",
    "    )\n",
    "\n",
    "    prompt = \"Context:\\n\"\n",
    "    for result in search_result:\n",
    "        prompt += result.payload['text'] + \"\\n---\\n\"\n",
    "    prompt += \"Question:\" + query + \"\\n---\\n\" + \"Answer:\"\n",
    "\n",
    "    print(\"----PROMPT START----\")\n",
    "    print(\":\", prompt)\n",
    "    print(\"----PROMPT END----\")\n",
    "\n",
    "    completion = openai.ChatCompletion.create(\n",
    "        model=\"gpt-3.5-turbo\",\n",
    "        messages=[\n",
    "            {\"role\": \"user\", \"content\": prompt}\n",
    "        ]\n",
    "        )\n",
    "\n",
    "    return completion.choices[0].message.content\n",
    "\n",
    "    "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create answer with context"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----PROMPT START----\n",
      ": Context:\n",
      " The Starship Program now\n",
      "leverages SpaceX’s experience to introduce a next-\n",
      "generation, super heavy-lift space transportation\n",
      "system capable of rapid and reliable reuse.\n",
      "STARSHIP PROGRAM OVERVIEW\n",
      "SpaceX’s Starship system represents a fully reusable\n",
      "transportation system designed to service Earth orbit\n",
      "needs as well as missions to the Moon and Mars\n",
      "---\n",
      " This\n",
      "two-stage vehicle—composed of the Super Heavy\n",
      "rocket (booster) and Starship (spacecraft) as shown in\n",
      "Figure 1—is powered by sub-cooled methane and\n",
      "oxygen. Starship is designed to evolve rapidly to meet\n",
      "near term and future customer needs while maintaining\n",
      "the highest level of reliability.\n",
      "STARSHIP USERS GUIDE\n",
      "Starship has the capability to transport satellites,\n",
      "payloads, crew, and cargo to a variety of orbits and\n",
      "Earth, Lunar, or Martian landing sites\n",
      "---\n",
      " 4STARSHIP PAYLOAD GUIDE\n",
      "PERFORMANCE CREW CONFIGURATION\n",
      "The Starship and Super Heavy system offers SpaceX was founded with the goal of making life multi-\n",
      "substantial mass-to-orbit capabilities. At the baseline planetary. The Starship program is realizing this goal\n",
      "reusable design, Starship can deliver over 100 metric with the crew configuration of Starship. Drawing on\n",
      "tons to LEO\n",
      "---\n",
      "STARSHIP\n",
      "USERS\n",
      "GUIDE\n",
      "Revision 1.0 | March 2020\n",
      "COPYRIGHT\n",
      "Subject to the existing rights of third parties, Space Exploration Technologies Corp. (SpaceX) is the owner of the copyright in this\n",
      "work, and no portion hereof is to be copied, reproduced, or disseminated without the prior written consent of SpaceX.\n",
      "© Space Exploration Technologies Corp. All rights reserved\n",
      "---\n",
      "\n",
      " 1-2x geosynchronous telecom satellites plus Both the Super Heavy and Starship engines can be\n",
      "rideshare system of small satellites throttled to help maintain launch vehicle and payload\n",
      " In-space demonstration spacecraft that remains acceleration limits.\n",
      "integrated with Starship and returns to Earth\n",
      " Cargo and crew configurations\n",
      "PAYLOAD ADAPTERS\n",
      "The Starship payload attach fitting is designed to\n",
      "accommodate standard payload interface systems in\n",
      "single- or multi-manifest configurations\n",
      "---\n",
      "Question:what is starship\n",
      "---\n",
      "Answer:\n",
      "----PROMPT END----\n",
      "Starship is a fully reusable transportation system designed by SpaceX to service Earth orbit needs as well as missions to the Moon and Mars. It is a two-stage vehicle composed of the Super Heavy rocket (booster) and Starship (spacecraft) powered by sub-cooled methane and oxygen, with a substantial mass-to-orbit capability. Starship can transport satellites, payloads, crew, and cargo to a variety of orbits and landing sites. It is also designed to evolve rapidly to meet near term and future customer needs while maintaining the highest level of reliability.\n"
     ]
    }
   ],
   "source": [
    "\n",
    "input = \"what is starship\"\n",
    "answer = create_answer_with_context(input)\n",
    "print(answer)\n"
   ]
  }
 ],
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