Homework 2.ipynb

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    "# Question 1\n",
    "\n",
    "docker exec -it ollama bash\n",
    "ollama -v\n",
    "\n",
    "ollama version is 0.1.48"
   ]
  },
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   "source": [
    "# Question 2\n",
    "\n",
    "cat /root/.ollama/models/manifests/registry.ollama.ai/library/gemma/2b\n",
    "\n",
    "{\"schemaVersion\":2,\"mediaType\":\"application/vnd.docker.distribution.manifest.v2+json\",\"config\":{\"mediaType\":\"application/vnd.docker.container.image.v1+json\",\"digest\":\"sha256:887433b89a901c156f7e6944442f3c9e57f3c55d6ed52042cbb7303aea994290\",\"size\":483},\"layers\":[{\"mediaType\":\"application/vnd.ollama.image.model\",\"digest\":\"sha256:c1864a5eb19305c40519da12cc543519e48a0697ecd30e15d5ac228644957d12\",\"size\":1678447520},{\"mediaType\":\"application/vnd.ollama.image.license\",\"digest\":\"sha256:097a36493f718248845233af1d3fefe7a303f864fae13bc31a3a9704229378ca\",\"size\":8433},{\"mediaType\":\"application/vnd.ollama.image.template\",\"digest\":\"sha256:109037bec39c0becc8221222ae23557559bc594290945a2c4221ab4f303b8871\",\"size\":136},{\"mediaType\":\"application/vnd.ollama.image.params\",\"digest\":\"sha256:22a838ceb7fb22755a3b0ae9b4eadde629d19be1f651f73efb8c6b4e2cd0eea0\",\"size\":84}]}"
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   "source": [
    "# Question 3\n",
    "\n",
    "ollama run gemma:2b\n",
    "\n",
    ">>> What is 10*10?\n",
    "Sure, 10*10 = 100.\n",
    "\n",
    "10*10 is a multiplication problem where we multiply two 10s together. The answer \n",
    "is 100."
   ]
  },
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   "source": [
    "# Question 4\n",
    "\n",
    "# Note: Required an absolute path\n",
    "\n",
    "docker run -it \\\n",
    "    --rm \\\n",
    "    -v ~/ollama_files:/root/.ollama \\\n",
    "    -p 11434:11434 \\\n",
    "    --name ollama \\\n",
    "    ollama/ollama\n",
    "\n",
    "# This ended up putting in my home directory though and not my repo directory\n",
    "\n",
    "Daves-MBP:llm-zoomcamp davewilson$ docker exec -it ollama ollama pull gemma:2b \n",
    "pulling manifest \n",
    "pulling c1864a5eb193... 100% ▕███████████████████████▏ 1.7 GB "
   ]
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  {
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   "source": [
    "# Question 5\n",
    "\n",
    "# Had to re-run the above without the -rm flag so that my Dockerfile had an entrypoint\n",
    "# I always copied the files into my repo directory so that the weights could be copied to the local volume\n",
    "\n",
    "FROM ollama/ollama\n",
    "\n",
    "COPY /ollama_files/models/ /root/.ollama/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a87ed82b-746d-4f00-891a-2a7998e50341",
   "metadata": {},
   "outputs": [
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       "ChatCompletion(id='chatcmpl-720', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content=\"Sure, here's the formula for energy:\\n\\n**E = K + U**\\n\\nWhere:\\n\\n* **E** is the energy in joules (J)\\n* **K** is the kinetic energy in joules (J)\\n* **U** is the potential energy in joules (J)\\n\\n**Kinetic energy (K)** is the energy an object possesses when it moves or is in motion. It is calculated as half the product of an object's mass (m) and its velocity (v) squared:\\n\\n**K = 1/2mv^2**\\n\\n**Potential energy (U)** is the energy an object possesses due to its position or configuration. It is calculated as the product of an object's mass, gravitational constant (g), and height or position above a reference point.\\n\\n**U = mgh**\\n\\nWhere:\\n\\n* **m** is the mass in kilograms (kg)\\n* **g** is the gravitational constant (9.8 m/s^2)\\n* **h** is the height or position in meters (m)\\n\\nThe formula shows that energy can be expressed as the sum of kinetic and potential energy. The kinetic energy is a measure of the object's ability to do work, while the potential energy is a measure of the object's ability to do work against a force.\", role='assistant', function_call=None, tool_calls=None))], created=1720470000, model='gemma:2b', object='chat.completion', system_fingerprint='fp_ollama', usage=CompletionUsage(completion_tokens=281, prompt_tokens=34, total_tokens=315))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
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    }
   ],
   "source": [
    "from openai import OpenAI\n",
    "\n",
    "client = OpenAI(\n",
    "    base_url='http://localhost:11434/v1/',\n",
    "    api_key='ollama',\n",
    ")\n",
    "\n",
    "prompt = \"What's the formula for energy?\"\n",
    "\n",
    "response = client.chat.completions.create(\n",
    "        model='gemma:2b',\n",
    "        messages=[{\"role\": \"user\", \"content\": prompt}],\n",
    "        temperature=0.0\n",
    "    )\n",
    "\n",
    "response\n",
    "\n",
    "# usage=CompletionUsage(completion_tokens=281, prompt_tokens=34, total_tokens=315))"
   ]
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   "execution_count": null,
   "id": "97a026fa-044e-4ef9-979b-0cd6ed75f4ad",
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   "source": []
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