From 0b16466f50cd1a8f7c0bc7f92d7844639b8fdda9 Mon Sep 17 00:00:00 2001 From: MatteoRobbiati Date: Wed, 4 Sep 2024 14:14:48 +0200 Subject: [PATCH 1/4] feat: add dpi argument to set the plot resolution --- .../qibo-draw-circuit-matplotlib.ipynb | 2 +- src/qibo/ui/mpldrawer.py | 11 +++++++---- 2 files changed, 8 insertions(+), 5 deletions(-) diff --git a/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb b/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb index 754592147e..7564863ac4 100644 --- a/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb +++ b/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb @@ -462,7 +462,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.3" + "version": "3.10.0" } }, "nbformat": 4, diff --git a/src/qibo/ui/mpldrawer.py b/src/qibo/ui/mpldrawer.py index 778a429fe2..eb4afd2451 100644 --- a/src/qibo/ui/mpldrawer.py +++ b/src/qibo/ui/mpldrawer.py @@ -25,6 +25,7 @@ "not_radius": 0.15, "swap_delta": 0.08, "label_buffer": 0.0, + "dpi": 200, "facecolor": "w", "edgecolor": "#000000", "fillcolor": "#000000", @@ -394,6 +395,8 @@ def _swapx(ax, x, y, plot_params): def _setup_figure(nq, ng, gate_grid, wire_grid, plot_params): scale = plot_params["scale"] + matplotlib.pyplot.rcParams["figure.dpi"] = plot_params["dpi"] + matplotlib.pyplot.rcParams["savefig.dpi"] = plot_params["dpi"] fig = matplotlib.pyplot.figure( figsize=(ng * scale, nq * scale), facecolor=plot_params["facecolor"], @@ -645,18 +648,16 @@ def _plot_params(style: Union[dict, str, None]) -> dict: return style -def plot_circuit(circuit, scale=0.6, cluster_gates=True, style=None): +def plot_circuit(circuit, scale=0.6, cluster_gates=True, style=None, dpi=200): """Main matplotlib plot function for Qibo circuit Args: circuit (qibo.models.circuit.Circuit): A Qibo circuit to plot. - scale (float): Scaling factor for matplotlib output drawing. - cluster_gates (boolean): Group (or not) circuit gates on drawing. - style (Union[dict, str, None]): Style applied to the circuit, it can a built-in sytle or custom (built-in styles: garnacha, fardelejo, quantumspain, color-blind, cachirulo or custom dictionary). + dpi: plot resolution, expressed in terms of dots per inches (DPI). Returns: matplotlib.axes.Axes: Axes object that encapsulates all the elements of an individual plot in a figure. @@ -704,6 +705,8 @@ def plot_circuit(circuit, scale=0.6, cluster_gates=True, style=None): params = PLOT_PARAMS.copy() params.update(_plot_params(style)) + params["dpi"] = dpi + inits = list(range(circuit.nqubits)) labels = [] From 184007639d5afe97b54f540cb32bf833deff4336 Mon Sep 17 00:00:00 2001 From: MatteoRobbiati Date: Fri, 25 Oct 2024 17:35:55 +0200 Subject: [PATCH 2/4] feat: add dpi example --- .../qibo-draw-circuit-matplotlib.ipynb | 133 +++++++++++++----- 1 file changed, 96 insertions(+), 37 deletions(-) diff --git a/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb b/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb index 5aa56307a1..f6badb6058 100644 --- a/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb +++ b/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 35, "id": "66e4921b-c1ea-479d-9926-d93a7c784be9", "metadata": {}, "outputs": [], @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 36, "id": "eda54008", "metadata": {}, "outputs": [ @@ -114,15 +114,15 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 37, "id": "ea99c3d4-e36f-46ca-81c4-c8f10d6bcbe5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" + "
" ] }, "metadata": {}, @@ -135,15 +135,15 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 38, "id": "81b65ea2-06a0-437d-b8f3-2ac176ea9b25", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 39, "id": "62d00656-b40d-44f1-b56a-6733eeed6759", "metadata": {}, "outputs": [ @@ -190,15 +190,15 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 40, "id": "f68eb0c1-9ae4-436b-948d-74d24d782a80", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -206,12 +206,12 @@ } ], "source": [ - "plot_circuit(c)" + "plot_circuit(c);" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 41, "id": "5f5896a5-e639-401c-992a-19b960720ec4", "metadata": {}, "outputs": [ @@ -244,15 +244,15 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 42, "id": "afa80613-6330-4a85-928f-4cb884d81990", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, "metadata": {}, @@ -265,15 +265,15 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 43, "id": "916f7b83-1ad7-4984-8573-eb55dfeb125d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, "metadata": {}, @@ -286,15 +286,15 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 44, "id": "b9e1176c-d8dc-47e4-9607-ad24f6f536b9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" + "
" ] }, "metadata": {}, @@ -367,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 47, "id": "f5077d51", "metadata": {}, "outputs": [ @@ -397,15 +397,15 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 48, "id": "259e5c4f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" + "
" ] }, "metadata": {}, @@ -418,15 +418,15 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 49, "id": "a9f50b42", "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -437,11 +437,70 @@ "plot_circuit(c.fuse(), scale = 0.8, cluster_gates = True, style=\"cachirulo\");" ] }, + { + "cell_type": "markdown", + "id": "1192e153-b6a0-4592-80cc-7977ff496eee", + "metadata": {}, + "source": [ + "### Change the image resolution\n", + "\n", + "It is possible to change the image resolution by setting the pixel density per inches (dpi)." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "id": "626f9d58", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "c = Circuit(2)\n", + "c.add(gates.H(0))\n", + "c.add(gates.CNOT(0,1))\n", + "c.add(gates.M(0,1))\n", + "\n", + "# small dpi value\n", + "plot_circuit(c.fuse(), scale = 0.8, cluster_gates = True, dpi=100);" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "539ef4b7-76fe-4d72-b3f4-78baf44d526d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# higher definition\n", + "plot_circuit(c.fuse(), scale = 0.8, cluster_gates = True, dpi=1000);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "993f1f2a-a8ae-4489-b965-2e3d2fa6b03d", + "metadata": {}, "outputs": [], "source": [] } From 08cf82f5374d604fadfbd9a8c377f3c1d28056ed Mon Sep 17 00:00:00 2001 From: MatteoRobbiati Date: Fri, 25 Oct 2024 18:15:03 +0200 Subject: [PATCH 3/4] fix: align default dpi value with mpl one --- .../qibo-draw-circuit-matplotlib.ipynb | 80 +++++++++---------- src/qibo/ui/mpldrawer.py | 4 +- tests/test_ui_mpldrawer.py | 1 + 3 files changed, 43 insertions(+), 42 deletions(-) diff --git a/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb b/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb index f6badb6058..f19310a75e 100644 --- a/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb +++ b/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 1, "id": "66e4921b-c1ea-479d-9926-d93a7c784be9", "metadata": {}, "outputs": [], @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 2, "id": "eda54008", "metadata": {}, "outputs": [ @@ -114,15 +114,15 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 3, "id": "ea99c3d4-e36f-46ca-81c4-c8f10d6bcbe5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, "metadata": {}, @@ -135,15 +135,15 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 4, "id": "81b65ea2-06a0-437d-b8f3-2ac176ea9b25", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 5, "id": "62d00656-b40d-44f1-b56a-6733eeed6759", "metadata": {}, "outputs": [ @@ -190,15 +190,15 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 6, "id": "f68eb0c1-9ae4-436b-948d-74d24d782a80", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -211,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 7, "id": "5f5896a5-e639-401c-992a-19b960720ec4", "metadata": {}, "outputs": [ @@ -244,15 +244,15 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 8, "id": "afa80613-6330-4a85-928f-4cb884d81990", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, "metadata": {}, @@ -265,15 +265,15 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 9, "id": "916f7b83-1ad7-4984-8573-eb55dfeb125d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, "metadata": {}, @@ -307,15 +307,15 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 11, "id": "eaefdf76-af68-4187-996d-bdc9c33a4242", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, "metadata": {}, @@ -367,7 +367,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 13, "id": "f5077d51", "metadata": {}, "outputs": [ @@ -397,15 +397,15 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 14, "id": "259e5c4f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, "metadata": {}, @@ -418,15 +418,15 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 15, "id": "a9f50b42", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" + "
" ] }, "metadata": {}, @@ -449,15 +449,15 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 16, "id": "626f9d58", "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -471,12 +471,12 @@ "c.add(gates.M(0,1))\n", "\n", "# small dpi value\n", - "plot_circuit(c.fuse(), scale = 0.8, cluster_gates = True, dpi=100);" + "plot_circuit(c.fuse(), scale = 0.8, cluster_gates = True, dpi=80);" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 17, "id": "539ef4b7-76fe-4d72-b3f4-78baf44d526d", "metadata": {}, "outputs": [ diff --git a/src/qibo/ui/mpldrawer.py b/src/qibo/ui/mpldrawer.py index df0b381291..823fdb2053 100644 --- a/src/qibo/ui/mpldrawer.py +++ b/src/qibo/ui/mpldrawer.py @@ -25,7 +25,7 @@ "not_radius": 0.15, "swap_delta": 0.08, "label_buffer": 0.0, - "dpi": 200, + "dpi": 100, "facecolor": "w", "edgecolor": "#000000", "fillcolor": "#000000", @@ -632,7 +632,7 @@ def _plot_params(style: Union[dict, str, None]) -> dict: return style -def plot_circuit(circuit, scale=0.6, cluster_gates=True, style=None, dpi=200): +def plot_circuit(circuit, scale=0.6, cluster_gates=True, style=None, dpi=100): """Main matplotlib plot function for Qibo circuit Args: diff --git a/tests/test_ui_mpldrawer.py b/tests/test_ui_mpldrawer.py index 29bad9a721..91cb71e633 100644 --- a/tests/test_ui_mpldrawer.py +++ b/tests/test_ui_mpldrawer.py @@ -290,6 +290,7 @@ def test_plot_circuit_internal(): "not_radius": 0.15, "swap_delta": 0.08, "label_buffer": 0.0, + "dpi": 100, "facecolor": "#d55e00", "edgecolor": "#f0e442", "fillcolor": "#cc79a7", From 3b2d67540e15708e6ed5d17367bad090d143c97b Mon Sep 17 00:00:00 2001 From: MatteoRobbiati Date: Mon, 28 Oct 2024 13:27:19 +0100 Subject: [PATCH 4/4] refactor: use style argument to update dpi --- .../circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb | 8 ++++---- src/qibo/ui/mpldrawer.py | 7 ++----- 2 files changed, 6 insertions(+), 9 deletions(-) diff --git a/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb b/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb index f19310a75e..8fb669cdb4 100644 --- a/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb +++ b/examples/circuit-draw-mpl/qibo-draw-circuit-matplotlib.ipynb @@ -449,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "626f9d58", "metadata": {}, "outputs": [ @@ -471,12 +471,12 @@ "c.add(gates.M(0,1))\n", "\n", "# small dpi value\n", - "plot_circuit(c.fuse(), scale = 0.8, cluster_gates = True, dpi=80);" + "plot_circuit(c.fuse(), scale = 0.8, cluster_gates = True, style={\"dpi\": 80});" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "539ef4b7-76fe-4d72-b3f4-78baf44d526d", "metadata": {}, "outputs": [ @@ -493,7 +493,7 @@ ], "source": [ "# higher definition\n", - "plot_circuit(c.fuse(), scale = 0.8, cluster_gates = True, dpi=1000);" + "plot_circuit(c.fuse(), scale = 0.8, cluster_gates = True, style={\"dpi\": 1000});" ] }, { diff --git a/src/qibo/ui/mpldrawer.py b/src/qibo/ui/mpldrawer.py index 823fdb2053..1fb06e992c 100644 --- a/src/qibo/ui/mpldrawer.py +++ b/src/qibo/ui/mpldrawer.py @@ -377,12 +377,11 @@ def _swapx(ax, x, y, plot_params): def _setup_figure(nq, ng, gate_grid, wire_grid, plot_params): scale = plot_params["scale"] - matplotlib.pyplot.rcParams["figure.dpi"] = plot_params["dpi"] - matplotlib.pyplot.rcParams["savefig.dpi"] = plot_params["dpi"] fig = matplotlib.pyplot.figure( figsize=(ng * scale, nq * scale), facecolor=plot_params["facecolor"], edgecolor=plot_params["edgecolor"], + dpi=plot_params["dpi"], ) ax = fig.add_subplot(1, 1, 1, frameon=True) ax.set_axis_off() @@ -632,7 +631,7 @@ def _plot_params(style: Union[dict, str, None]) -> dict: return style -def plot_circuit(circuit, scale=0.6, cluster_gates=True, style=None, dpi=100): +def plot_circuit(circuit, scale=0.6, cluster_gates=True, style=None): """Main matplotlib plot function for Qibo circuit Args: @@ -641,7 +640,6 @@ def plot_circuit(circuit, scale=0.6, cluster_gates=True, style=None, dpi=100): cluster_gates (boolean): Group (or not) circuit gates on drawing. style (Union[dict, str, None]): Style applied to the circuit, it can a built-in sytle or custom (built-in styles: garnacha, fardelejo, quantumspain, color-blind, cachirulo or custom dictionary). - dpi: plot resolution, expressed in terms of dots per inches (DPI). Returns: matplotlib.axes.Axes: Axes object that encapsulates all the elements of an individual plot in a figure. @@ -689,7 +687,6 @@ def plot_circuit(circuit, scale=0.6, cluster_gates=True, style=None, dpi=100): params = PLOT_PARAMS.copy() params.update(_plot_params(style)) - params["dpi"] = dpi inits = list(range(circuit.nqubits))