diff --git a/algorithms/qaoa/maxcut/qaoa_maxcut.ipynb b/algorithms/qaoa/maxcut/qaoa_maxcut.ipynb index 847d5fe8..0eae4966 100644 --- a/algorithms/qaoa/maxcut/qaoa_maxcut.ipynb +++ b/algorithms/qaoa/maxcut/qaoa_maxcut.ipynb @@ -173,8 +173,6 @@ "metadata": {}, "outputs": [], "source": [ - "from classiq import *\n", - "\n", "graph_nodes = [0, 1, 2, 3, 4]\n", "graph_edges = [(0, 1), (0, 2), (1, 2), (1, 3), (2, 4), (3, 4)]" ] @@ -195,7 +193,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -218,7 +216,7 @@ "\n", "# Draw the graph\n", "nx.draw(G, pos, with_labels=True, alpha=0.8, node_size=500, font_weight=\"bold\")\n", - "plt.title(\"Graph Visualization for Max-Cut\")\n", + "plt.title(\"Graph Visualization\")\n", "plt.show()" ] }, @@ -230,6 +228,19 @@ "### Algorithms Building Blocks" ] }, + { + "attachments": { + "f8e7ccad-ec46-4a4e-a54d-aea5ae3e6d42.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "4cbd0f22-d4f9-4404-92ec-779a770b9991", + "metadata": {}, + "source": [ + "![Screenshot 2025-03-09 at 13.22.15.png](attachment:f8e7ccad-ec46-4a4e-a54d-aea5ae3e6d42.png)" + ] + }, { "cell_type": "markdown", "id": "b0bddb2f-25a0-4d02-9d94-ea33cf1d0991", @@ -243,13 +254,13 @@ "id": "5b946606-77fe-4e2a-b019-e06ba2a8f723", "metadata": {}, "source": [ - "The function `maxcut_cost` computes the normalized, negative cost of a partition represented by the quantum state `v`. This means that instead of using the conventional objective function:\n", + "The function `maxcut_cost` computes the normalized, negative cost of a partition represented by the quantum state `v`. Rather than using the conventional objective function:\n", "\n", "$$\n", "f(x) = \\sum_{(i,j) \\in E} \\left(1 - \\delta_{s_i,s_j}\\right),\n", "$$\n", "\n", - "we use in this implementation:\n", + "We use:\n", "\n", "$$\n", "\\text{maxcut\\_cost}(x) = -\\frac{1}{|E|}\\sum_{(i,j) \\in E} \\left(1 - \\delta_{s_i,s_j}\\right).\n", @@ -257,14 +268,12 @@ "\n", "This modification serves two purposes:\n", "\n", - "- **Normalization:** Dividing by the number of edges $|E|$ scales the cost to a consistent range, making it easier to compare across different graphs.\n", - "- **Negation for Minimization:** By negating the sum, we can employ minimization algorithms to effectively maximize the number of cut edges.\n", - "\n", - "An inner function, `edge_cut`, determines whether an edge is \"cut\" (i.e., its endpoints are in different sets), returning 1 if the edge is cut and 0 otherwise.\n", + "- **Normalization:** Dividing by the number of edges $|E|$ scales the cost to $\\mathcal{O}(1)$, preventing the phase rotation in the QAOA circuit from wrapping around due to large cost values.\n", + "- **Negation for Minimization:** Reformulating the objective as a minimization problem is consistent with adiabatic approaches where the system transitions to the ground state.\n", "\n", - "*Note:* This function is not decorated with `@qfunc` because it is used as an operator within another quantum function.\n", + "*Note:* The `maxcut_cost` function is reused both in the quantum phase encoding and within the classical optimizer.\n", "\n", - "Below is the implementation:\n" + "Below is the implementation:" ] }, { @@ -274,10 +283,15 @@ "metadata": {}, "outputs": [], "source": [ + "from classiq import *\n", + "\n", + "\n", "def maxcut_cost(v: QArray[QBit] | list[int]):\n", - " def edge_cut(n1_bit, n2_bit):\n", - " return n1_bit * (1 - n2_bit) + n2_bit * (1 - n1_bit)\n", + " # Returns 1 if the edge is cut (i.e., vertices are in different sets), 0 otherwise.\n", + " def edge_cut(node1, node2):\n", + " return node1 * (1 - node2) + node2 * (1 - node1)\n", "\n", + " # Compute the normalized, negative cost of the partition.\n", " return -sum(edge_cut(v[node1], v[node2]) for (node1, node2) in graph_edges) / len(\n", " graph_edges\n", " )" @@ -288,7 +302,7 @@ "id": "9d92c87e-2780-493a-abd0-a122db6e9367", "metadata": {}, "source": [ - "The following quantum function, `maxcut_cost_layer`, uses the `phase` operation to encode the computed cost into the phase of the quantum state. The parameter `gamma` controls the strength of this phase rotation." + "The following quantum function, `maxcut_cost_layer`, uses the `phase` operation to encode the computed cost into the phase of the quantum state. The parameter $\\gamma$ controls the phase angle." ] }, { @@ -316,9 +330,9 @@ "id": "1b010eae-bce4-45b0-b7f2-987bf308f6c9", "metadata": {}, "source": [ - "The next main building block is the **mixer layer**. This layer is responsible for exploring the solution space by applying RX rotations to all qubits. By \"mixing\" the amplitudes between different basis states, the mixer layer prevents the algorithm from getting stuck in local minima and allows the quantum state to transition between different candidate solutions.\n", + "The next main building block is the **mixer layer**. This layer drives transitions between computational basis states by applying RX rotations to all qubits. These transitions allow the quantum state to explore different candidate solutions based on the phases assigned by the cost layer.\n", "\n", - "Below, the `mixer_layer` is implemented as a quantum function that applies an RX rotation (parameterized by β) to each qubit in the array." + "Below, the `mixer_layer` is implemented as a quantum function that applies an RX rotation (parameterized by $\\beta$) to each qubit in the array." ] }, { @@ -405,11 +419,13 @@ "\n", "@qfunc\n", "def main(\n", - " params: CArray[CReal, NUM_LAYERS * 2],\n", + " params: CArray[\n", + " CReal, NUM_LAYERS * 2\n", + " ], # Execution parameters (first half: gammas, second half: betas), used later by the sample method\n", " v: Output[QArray[QBit, len(graph_nodes)]],\n", "):\n", - " allocate(v.size, v)\n", - " hadamard_transform(v) # here or aside?\n", + " allocate(v)\n", + " hadamard_transform(v) # Prepare a uniform superposition\n", " qaoa_ansatz(\n", " maxcut_cost_layer,\n", " NUM_LAYERS,\n", @@ -424,7 +440,7 @@ "id": "006c3af0-c7d0-4b9f-b010-39025a6ebc5c", "metadata": {}, "source": [ - "Having defined the `main` function, you can now create the model, synthesize it, and display the resulting quantum program. Note that the synthesized program is not yet executable because no parameter set has been specified. An `ExecutionSession` is defined to run the program with different parameter sets during optimization, and later to solve the problem with the optimized parameters." + "Having defined the `main` function, you can now create the model, synthesize it, and display the resulting quantum program. Note that the synthesized program is not yet executable because no parameter set has been specified. An `ExecutionSession` is defined to run the program with different parameter sets (stored in a `CArray[CReal, NUM_LAYERS * 2]`) during optimization, and ultimately to solve the problem using the optimized parameters." ] }, { @@ -437,14 +453,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Opening: https://platform.classiq.io/circuit/2to1SLGuLMN93axlc8JjJ5E6dAC?version=0.70.0\n" + "Opening: https://platform.classiq.io/circuit/2u4t8HVPHnCM3RNp53Dbs2coS5f?version=0.70.0\n" ] } ], "source": [ "from classiq.execution import *\n", "\n", - "NUM_SHOTS = 1000 # Per execution\n", + "NUM_SHOTS = 1000 # Per parameters set\n", "\n", "qmod = create_model(\n", " main, execution_preferences=ExecutionPreferences(num_shots=NUM_SHOTS)\n", @@ -523,14 +539,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Optimization Progress: 61it [01:23, 1.37s/it] \n" + "Optimization Progress: 61it [01:10, 1.16s/it] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Optimized parameters: [1.3436725765221467, 0.13150021430521994, 1.093097468549617, 2.249755507726351, 1.0465670255388713, 1.3999939015666014, 0.09070958518833433, -0.529134996763706]\n" + "Optimized parameters: [1.2807047475106537, -0.1529404229967936, 0.9191738430553258, 0.9920123788385401, 1.1241714435418408, 1.9159642183603236, -0.3201927641705622, -0.37151048877408305]\n" ] } ], @@ -587,7 +603,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -634,38 +650,34 @@ "name": "stdout", "output_type": "stream", "text": [ - "Optimized parameters: [1.3436725765221467, 0.13150021430521994, 1.093097468549617, 2.249755507726351, 1.0465670255388713, 1.3999939015666014, 0.09070958518833433, -0.529134996763706]\n", - "solution=[0, 0, 1, 1, 0] probability=0.125 cost=-0.833\n", - "solution=[0, 1, 0, 0, 1] probability=0.122 cost=-0.833\n", - "solution=[1, 0, 1, 1, 0] probability=0.120 cost=-0.833\n", - "solution=[1, 1, 0, 0, 1] probability=0.112 cost=-0.833\n", - "solution=[0, 1, 1, 0, 0] probability=0.072 cost=-0.667\n", - "solution=[1, 0, 0, 1, 1] probability=0.064 cost=-0.667\n", - "solution=[0, 1, 1, 1, 0] probability=0.053 cost=-0.667\n", - "solution=[1, 0, 0, 0, 1] probability=0.051 cost=-0.667\n", - "solution=[1, 0, 0, 1, 0] probability=0.048 cost=-0.667\n", - "solution=[0, 1, 1, 0, 1] probability=0.031 cost=-0.667\n", - "solution=[1, 0, 1, 0, 1] probability=0.026 cost=-0.500\n", - "solution=[0, 1, 0, 1, 0] probability=0.024 cost=-0.500\n", - "solution=[0, 1, 0, 0, 0] probability=0.018 cost=-0.500\n", - "solution=[1, 0, 1, 0, 0] probability=0.017 cost=-0.500\n", - "solution=[0, 0, 1, 0, 1] probability=0.016 cost=-0.500\n", - "solution=[1, 0, 1, 1, 1] probability=0.013 cost=-0.500\n", - "solution=[1, 1, 0, 1, 0] probability=0.013 cost=-0.500\n", - "solution=[0, 0, 1, 0, 0] probability=0.013 cost=-0.500\n", - "solution=[1, 1, 0, 1, 1] probability=0.013 cost=-0.500\n", - "solution=[1, 1, 0, 0, 0] probability=0.012 cost=-0.500\n", - "solution=[0, 0, 1, 1, 1] probability=0.011 cost=-0.500\n", - "solution=[0, 1, 0, 1, 1] probability=0.008 cost=-0.500\n", - "solution=[1, 1, 1, 0, 1] probability=0.004 cost=-0.333\n", - "solution=[1, 1, 1, 0, 0] probability=0.004 cost=-0.333\n", - "solution=[0, 0, 0, 1, 1] probability=0.002 cost=-0.333\n", - "solution=[0, 1, 1, 1, 1] probability=0.001 cost=-0.333\n", - "solution=[1, 1, 1, 1, 0] probability=0.001 cost=-0.333\n", - "solution=[1, 0, 0, 0, 0] probability=0.001 cost=-0.333\n", - "solution=[0, 0, 0, 0, 1] probability=0.001 cost=-0.333\n", - "solution=[1, 1, 1, 1, 1] probability=0.003 cost=0.000\n", - "solution=[0, 0, 0, 0, 0] probability=0.001 cost=0.000\n" + "Optimized parameters: [1.2807047475106537, -0.1529404229967936, 0.9191738430553258, 0.9920123788385401, 1.1241714435418408, 1.9159642183603236, -0.3201927641705622, -0.37151048877408305]\n", + "solution=[1, 0, 1, 1, 0] probability=0.109 cost=-0.833\n", + "solution=[0, 0, 1, 1, 0] probability=0.107 cost=-0.833\n", + "solution=[0, 1, 0, 0, 1] probability=0.092 cost=-0.833\n", + "solution=[1, 1, 0, 0, 1] probability=0.087 cost=-0.833\n", + "solution=[1, 0, 0, 1, 1] probability=0.066 cost=-0.667\n", + "solution=[0, 1, 1, 0, 0] probability=0.065 cost=-0.667\n", + "solution=[1, 0, 0, 1, 0] probability=0.057 cost=-0.667\n", + "solution=[1, 0, 0, 0, 1] probability=0.050 cost=-0.667\n", + "solution=[0, 1, 1, 0, 1] probability=0.048 cost=-0.667\n", + "solution=[0, 1, 1, 1, 0] probability=0.042 cost=-0.667\n", + "solution=[1, 1, 0, 1, 0] probability=0.037 cost=-0.500\n", + "solution=[0, 1, 0, 1, 0] probability=0.028 cost=-0.500\n", + "solution=[1, 0, 1, 0, 0] probability=0.026 cost=-0.500\n", + "solution=[1, 0, 1, 0, 1] probability=0.025 cost=-0.500\n", + "solution=[0, 0, 1, 0, 1] probability=0.024 cost=-0.500\n", + "solution=[1, 1, 0, 0, 0] probability=0.023 cost=-0.500\n", + "solution=[0, 1, 0, 1, 1] probability=0.021 cost=-0.500\n", + "solution=[0, 0, 1, 1, 1] probability=0.021 cost=-0.500\n", + "solution=[1, 1, 0, 1, 1] probability=0.017 cost=-0.500\n", + "solution=[0, 1, 0, 0, 0] probability=0.011 cost=-0.500\n", + "solution=[1, 0, 1, 1, 1] probability=0.011 cost=-0.500\n", + "solution=[0, 0, 1, 0, 0] probability=0.009 cost=-0.500\n", + "solution=[1, 1, 1, 0, 0] probability=0.010 cost=-0.333\n", + "solution=[0, 0, 0, 1, 1] probability=0.008 cost=-0.333\n", + "solution=[1, 0, 0, 0, 0] probability=0.003 cost=-0.333\n", + "solution=[1, 1, 1, 0, 1] probability=0.002 cost=-0.333\n", + "solution=[1, 1, 1, 1, 0] probability=0.001 cost=-0.333\n" ] } ], @@ -695,7 +707,7 @@ "outputs": [ { "data": { - "image/png": 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", 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