diff --git a/MANIFEST.in b/MANIFEST.in index 5c0e7ce..287ac2a 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,5 +1,5 @@ include settings.ini -include LICENSE +include LICENSE.txt include CONTRIBUTING.md include README.md recursive-exclude * __pycache__ diff --git a/README.md b/README.md index 0f3dfed..416bf77 100644 --- a/README.md +++ b/README.md @@ -23,7 +23,9 @@ QFT.](https://github.com/FlorianFuerrutter/genQC/blob/main/src/webpage/assets/qf ## ๐Ÿ“ฐ News -- ๐Ÿ”ฅ \[2025-06-02\] Paper release: [Synthesis of discrete-continuous quantum circuits with multimodal diffusion models](https://www.arxiv.org/abs/2506.01666). +- ๐Ÿ”ฅ \[2025-06-02\] Paper release: [Synthesis of discrete-continuous + quantum circuits with multimodal diffusion + models](https://www.arxiv.org/abs/2506.01666). - ๐Ÿ”ฅ \[2025-06-01\] *Discrete-continuous circuits with multimodal diffusion* - model released on [Hugging Face: huggingface.co/collections/Floki00](https://huggingface.co/collections/Floki00/discrete-continuous-circuits-with-multimodal-diffusion-6839c4e4553e56b957bbd5bf). @@ -67,10 +69,9 @@ from genQC.benchmark.bench_compilation import SpecialUnitaries from genQC.platform.simulation import Simulator, CircuitBackendType device = infer_torch_device() -set_seed(0) pipeline = MultimodalDiffusionPipeline_ParametrizedCompilation.from_pretrained( - repo_id="Floki00/cirdit_multimodal_compile_3to5qubit", + repo_id="Floki00/cirdit_multimodal_compile_3to5qubit_v1.1", device=device) pipeline.scheduler.set_timesteps(40) @@ -91,20 +92,44 @@ out_tensor, params = generate_compilation_tensors(pipeline, ``` ``` python -vocabulary = {g:i+1 for i, g in enumerate(pipeline.gate_pool)} +vocabulary = {g:i+1 for i, g in enumerate(pipeline.gate_pool)} tokenizer = CircuitTokenizer(vocabulary) -simulator = Simulator(CircuitBackendType.QISKIT) +simulator = Simulator(CircuitBackendType.CUDAQ) qc_list, _ = decode_tensors_to_backend(simulator, tokenizer, out_tensor, params) -qc_list[0].draw("mpl") + +simulator.backend.draw(qc_list[0], num_qubits=4) ``` -![](https://github.com/FlorianFuerrutter/genQC/blob/main/get_started_files/figure-commonmark/cell-3-output-1.png?raw=true) + ยป + q0 : โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€ยป + โ”‚ โ•ญโ”€โ”€โ”€โ•ฎ โ”‚ โ•ญโ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎ โ”‚ ยป + q1 : โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€โ”ค h โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”ค r1(1.25) โ”œโ”€โ”ผโ”€ยป + โ”‚ โ”‚ โ•ฐโ”€โ”€โ”€โ•ฏโ•ญโ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ โ”‚ ยป + q2 : โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€โ”€โ”€โ”€โ”€โ”€โ”ค r1(6.253) โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€ยป + โ•ญโ”€โ”€โ”€โ•ฎโ•ญโ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎโ•ญโ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎ โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ โ”‚ ยป + q3 : โ”ค h โ”œโ”ค r1(1.571) โ”œโ”ค r1(7.191) โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€ยป + โ•ฐโ”€โ”€โ”€โ•ฏโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ ยป + + ################################################################################ + + + โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ + + โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ + โ•ญโ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎโ•ญโ”€โ”€โ”€โ•ฎ + โ”ค r1(1.59) โ”œโ”ค h โ”œ + โ•ฐโ”€โ”€โ”ฌโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ•ฏโ•ฐโ”€โ”€โ”€โ•ฏ + โ”€โ”€โ”€โ”ค h โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ + โ•ฐโ”€โ”€โ”€โ•ฏ #### Further examples -More detailed examples and tutorial notebooks are provided on the -project page +A detailed tutorial on the application with `CUDA-Q` is available on the +[CUDA-Q +documentation](https://nvidia.github.io/cuda-quantum/latest/applications/python/unitary_compilation_diffusion_models.html). + +More examples and tutorial notebooks are provided on the project page [\[tutorials\]](https://florianfuerrutter.github.io/genQC/examples/tutorials.html) or in the directory `src/examples/`. diff --git a/genQC/__init__.py b/genQC/__init__.py index b5fdc75..788da1f 100644 --- a/genQC/__init__.py +++ b/genQC/__init__.py @@ -1 +1 @@ -__version__ = "0.2.2" +__version__ = "0.2.4" diff --git a/genQC/pipeline/multimodal_diffusion_pipeline.py b/genQC/pipeline/multimodal_diffusion_pipeline.py index ea7d27e..2978214 100644 --- a/genQC/pipeline/multimodal_diffusion_pipeline.py +++ b/genQC/pipeline/multimodal_diffusion_pipeline.py @@ -400,7 +400,8 @@ def train_step(self, data, train, **kwargs): mse_loss_weight_h = (1.0 - alphas_cumprod_h) * F.sigmoid(SNR_h.log()) SNR_w = alphas_cumprod_w / (1.0-alphas_cumprod_w+1e-8) + 1e-8 - + mse_loss_weight_w = (1.0 - alphas_cumprod_w) * F.sigmoid(SNR_w.log() + np.log(3.0 * np.pi**2)) + #comp mse mse_flat = lambda out, target: (out-target).square().mean(dim=list(range(1, len(out.shape)))) loss_h = mse_flat(model_output[..., :self.embedder.clr_dim], pred_target_h.detach()) * mse_loss_weight_h.squeeze().detach() diff --git a/genQC/pipeline/pipeline.py b/genQC/pipeline/pipeline.py index 54c4e0b..a66f1b2 100644 --- a/genQC/pipeline/pipeline.py +++ b/genQC/pipeline/pipeline.py @@ -75,9 +75,9 @@ def store_pipeline(self, config_path: str, save_path: str): def from_config_file(config_path, device: torch.device, save_path: str=None): return None @classmethod - def from_pretrained(cls, repo_id: str, device: torch.device, use_auth_token: bool = False, **kwargs): + def from_pretrained(cls, repo_id: str, device: torch.device, **kwargs): """Load a model pipeline directly from Huggingface.""" - model_path = snapshot_download(repo_id=repo_id, repo_type="model", allow_patterns=["*.pt", "*.yaml", "*.safetensors"], use_auth_token=use_auth_token, **kwargs) + model_path = snapshot_download(repo_id=repo_id, repo_type="model", allow_patterns=["*.pt", "*.yaml", "*.safetensors"], **kwargs) pipeline = cls.from_config_file(model_path+"/", device) return pipeline diff --git a/genQC/platform/backends/circuits_cudaq.py b/genQC/platform/backends/circuits_cudaq.py index 1fc23e7..af574cc 100644 --- a/genQC/platform/backends/circuits_cudaq.py +++ b/genQC/platform/backends/circuits_cudaq.py @@ -193,8 +193,15 @@ def get_unitary(self, parametrizedCudaqKernel: ParametrizedCudaqKernel, num_qubi return U - def draw(self, kernel: cudaq.kernel, num_qubits: int, **kwargs) -> None: + def draw(self, parametrizedCudaqKernel: ParametrizedCudaqKernel, num_qubits: int, return_str: bool = False, **kwargs) -> None: """Draw the given `cudaq.kernel` using cudaq.""" + + kernel, thetas = parametrizedCudaqKernel.kernel, parametrizedCudaqKernel.params + c = [0] * (2**num_qubits) c[0] = 1 - print(cudaq.draw(kernel, c)) + + s = cudaq.draw(kernel, c, thetas) + if return_str: + return s + print(s) diff --git a/pyproject.toml b/pyproject.toml index 7df2707..a7f63fc 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta" [project] name="genQC" -requires-python=">=3.12" +requires-python=">=3.10" dynamic = [ "keywords", "description", "version", "dependencies", "optional-dependencies", "readme", "license", "authors", "classifiers", "entry-points", "scripts", "urls"] [tool.uv] diff --git a/settings.ini b/settings.ini index 4b80399..3acfdc4 100644 --- a/settings.ini +++ b/settings.ini @@ -3,8 +3,8 @@ ### Python library ### repo = genQC lib_name = %(repo)s -version = 0.2.2 -min_python = 3.12 +version = 0.2.4 +min_python = 3.10 license = apache2 black_formatting = False diff --git a/setup.py b/setup.py index d8de687..df5042e 100644 --- a/setup.py +++ b/setup.py @@ -2,9 +2,9 @@ from configparser import ConfigParser import setuptools -from pkg_resources import parse_version -assert parse_version(setuptools.__version__)>=parse_version('36.2') +#from pkg_resources import parse_version +#assert parse_version(setuptools.__version__)>=parse_version('36.2') # note: all settings are in settings.ini; edit there, not here config = ConfigParser(delimiters=['=']) @@ -26,7 +26,7 @@ } statuses = [ '0 - Pre-Planning', '1 - Planning', '2 - Pre-Alpha', '3 - Alpha', '4 - Beta', '5 - Production/Stable', '6 - Mature', '7 - Inactive' ] -py_versions = '3.7 3.8 3.9 3.10 3.12 3.13'.split() +py_versions = '3.10 3.11 3.12 3.13'.split() requirements = ['packaging'] requirements += shlex.split(cfg.get('requirements', '')) diff --git a/src/_quarto.yml b/src/_quarto.yml index 7c8c5ea..0f6c461 100644 --- a/src/_quarto.yml +++ b/src/_quarto.yml @@ -25,6 +25,7 @@ website: favicon: "webpage/assets/logo.png" open-graph: true repo-actions: [issue, source] + repo-subdir: "src" back-to-top-navigation: true page-navigation: true diff --git a/src/examples/Discrete-continuous circuits with multimodal diffusion/0_compile_testset.ipynb b/src/examples/Discrete-continuous circuits with multimodal diffusion/0_compile_testset.ipynb index 39ee495..2a38067 100644 --- a/src/examples/Discrete-continuous circuits with multimodal diffusion/0_compile_testset.ipynb +++ b/src/examples/Discrete-continuous circuits with multimodal diffusion/0_compile_testset.ipynb @@ -101,7 +101,7 @@ "id": "39db6391-1b4f-41ec-b0ef-4e3350c5d790", "metadata": {}, "source": [ - "Load the pre-trained model directly from [Hugging Face: Floki00/cirdit_multimodal_compile_3to5qubit](https://huggingface.co/Floki00/cirdit_multimodal_compile_3to5qubit)." + "Load the pre-trained model directly from [Hugging Face: Floki00/cirdit_multimodal_compile_3to5qubit_v1.1](https://huggingface.co/Floki00/cirdit_multimodal_compile_3to5qubit_v1.1)." ] }, { @@ -111,7 +111,7 @@ "metadata": {}, "outputs": [], "source": [ - "pipeline = MultimodalDiffusionPipeline_ParametrizedCompilation.from_pretrained(\"Floki00/cirdit_multimodal_compile_3to5qubit\", device)" + "pipeline = MultimodalDiffusionPipeline_ParametrizedCompilation.from_pretrained(\"Floki00/cirdit_multimodal_compile_3to5qubit_v1.1\", device)" ] }, { @@ -250,7 +250,7 @@ "metadata": {}, "outputs": [], "source": [ - "simulator = Simulator(CircuitBackendType.QISKIT)" + "simulator = Simulator(CircuitBackendType.CUDAQ)" ] }, { @@ -343,22 +343,28 @@ "metadata": {}, "outputs": [ { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + " \n", + "q0 : โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€\n", + " โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ โ”‚ โ”‚ \n", + "q1 : โ”ค ry(1.784) โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€\n", + " โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ โ•ญโ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎ โ”‚ \n", + "q2 : โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค r1(5.702) โ”œโ”€โ•ณโ”€\n", + " โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎโ•ฐโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ•ฏ \n", + "q3 : โ”ค rx(0.2942) โ”œโ”€โ”€โ”€โ”€โ”ค h โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€\n", + " โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ โ•ฐโ”€โ”€โ”€โ•ฏ \n", + "\n" + ] } ], "source": [ "rnd_index = torch.randint(target_us.shape[0], (1, ))\n", "\n", "qc_list, _ = decode_tensors_to_backend(simulator, tokenizer, target_xs[rnd_index], target_ps[rnd_index])\n", - "qc_list[0].draw(\"mpl\")" + "\n", + "simulator.backend.draw(qc_list[0], num_qubits=num_of_qubits)" ] }, { @@ -400,7 +406,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -442,22 +448,27 @@ "metadata": {}, "outputs": [ { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + " โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ โ•ญโ”€โ”€โ”€โ•ฎ\n", + "q0 : โ”ค rz(8.058) โ”œโ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”ค h โ”œ\n", + " โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ โ•ญโ”€โ”ดโ”€โ•ฎ โ”‚ โ•ฐโ”€โ”€โ”€โ•ฏ\n", + "q1 : โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€โ”ค x โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\n", + " โ•ญโ”€โ”€โ”€โ•ฎ โ”‚ โ•ฐโ”€โ”ฌโ”€โ•ฏ โ•ญโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎโ•ญโ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ•ฎ \n", + "q2 : โ”€โ”€โ”€โ”€โ”ค h โ”œโ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ•ณโ”€โ”ค rz(3.922) โ”œโ”ค r1(4.9) โ”œโ”€โ”€โ”€โ”€โ”€\n", + " โ•ฐโ”€โ”€โ”€โ•ฏ โ”‚ โ”‚ โ”‚ โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ \n", + "q3 : โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€โ”€โ”€โ—โ”€โ”€โ”€โ•ณโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\n", + " \n", + "\n" + ] } ], "source": [ "ind = (gate_cnts == 8).nonzero().squeeze()[:1]\n", "\n", "qc_list, _ = decode_tensors_to_backend(simulator, tokenizer, target_xs[ind], target_ps[ind])\n", - "qc_list[0].draw(\"mpl\")" + "simulator.backend.draw(qc_list[0], num_qubits=num_of_qubits)" ] }, { @@ -469,7 +480,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "1d212f97803d4180bc93e2ccc8277855", + "model_id": "2026b896d70343f9b6b7c9c5222f415d", "version_major": 2, "version_minor": 0 }, @@ -520,11 +531,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "tensor([[ 7, 8, 0, -3, 1, 0, 0, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", - " [ 0, 8, 0, -3, 0, 7, 4, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", - " [ 0, 0, 4, 3, 0, 0, 4, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", - " [ 0, 0, 4, 0, 0, 0, 0, 1, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9]], device='cuda:0')\n", - "tensor([[ 0.2794, 0.1956, 0.0000, 0.0000, 0.0000, -0.3857, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n", + "tensor([[ 0, -3, 0, 8, 1, 5, 0, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", + " [ 0, -3, 7, 8, 0, 0, 4, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", + " [ 1, 0, 0, 0, 0, 0, 0, 4, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", + " [ 0, 3, 0, 0, 0, 0, 4, 4, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9]], device='cuda:0')\n", + "tensor([[ 0.0000, 0.0000, -0.3927, -0.2650, 0.0000, 0.2732, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n", " 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000]], device='cuda:0')\n" ] } @@ -558,7 +569,7 @@ "outputs": [], "source": [ "generated_qc_list, _ = decode_tensors_to_backend(simulator, tokenizer, out_tensor, params)\n", - "generated_us = get_unitaries(simulator, generated_qc_list)" + "generated_us = get_unitaries(simulator, generated_qc_list, num_qubits=num_of_qubits)" ] }, { @@ -587,7 +598,7 @@ "id": "866aea78-4078-471a-a50a-9287dec78afc", "metadata": {}, "source": [ - "We plot the four best ciruits, w.r.t. the infidelity:" + "We plot the best ciruits, w.r.t. the infidelity:" ] }, { @@ -598,9 +609,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -608,15 +619,27 @@ } ], "source": [ - "plot_k_best = 4\n", + "plot_k_best = 3\n", "\n", "idx = np.argsort(U_norms)\n", - "fig, axs = plt.subplots(1, plot_k_best, figsize=(10, 2), constrained_layout=True, dpi=150)\n", + "fig, axs = plt.subplots(1, plot_k_best, figsize=(10, 1.5), constrained_layout=True, dpi=150)\n", "\n", "for i, (idx_i, ax) in enumerate(zip(idx[:plot_k_best], axs.flatten())): \n", " ax.clear()\n", - " generated_qc_list[idx_i].draw(\"mpl\", plot_barriers=False, ax=ax)\n", - " ax.set_title(f\"The {i+1}. best circuit: \\n infidelity {U_norms[idx_i]:0.1e}.\", fontsize=10)" + " ax.axis(\"off\")\n", + " ax.set_title(f\"The {i+1}. best circuit: \\n infidelity = {U_norms[idx_i]:0.1e}.\", fontsize=10)\n", + " \n", + " s = simulator.backend.draw(generated_qc_list[idx_i], num_qubits=num_of_qubits, return_str=True) \n", + " ax.text(\n", + " 0.5, 0.5, s,\n", + " usetex=False, \n", + " fontfamily='monospace', \n", + " fontsize=6,\n", + " va='center', \n", + " ha='center', \n", + " multialignment='left', \n", + " linespacing=1.0 \n", + " )" ] }, { @@ -670,7 +693,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "41ecaa3e39064fdabb2618c82cc2c817", + "model_id": "a760fd71649a4479900643c7a5d4797b", "version_major": 2, "version_minor": 0 }, @@ -696,7 +719,7 @@ " )\n", "\n", " generated_qc_list, _ = decode_tensors_to_backend(simulator, tokenizer, out_tensor, params)\n", - " generated_us = get_unitaries(simulator, generated_qc_list)\n", + " generated_us = get_unitaries(simulator, generated_qc_list, num_qubits=num_of_qubits)\n", "\n", " U_norms = UnitaryInfidelityNorm.distance(\n", " approx_U=torch.from_numpy(np.stack(generated_us)).to(torch.complex128), \n", @@ -730,7 +753,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -767,7 +790,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "genQC Version 0.2.0\n" + "genQC Version 0.2.4\n" ] } ], diff --git a/src/examples/Discrete-continuous circuits with multimodal diffusion/1_qft_and_gpe.ipynb b/src/examples/Discrete-continuous circuits with multimodal diffusion/1_qft_and_gpe.ipynb index 745eb38..baf2127 100644 --- a/src/examples/Discrete-continuous circuits with multimodal diffusion/1_qft_and_gpe.ipynb +++ b/src/examples/Discrete-continuous circuits with multimodal diffusion/1_qft_and_gpe.ipynb @@ -102,7 +102,7 @@ "id": "5baf1d7a-5cf5-4d06-919b-75bc0aa2c6f0", "metadata": {}, "source": [ - "Load the pre-trained model directly from [Hugging Face: Floki00/cirdit_multimodal_compile_3to5qubit](https://huggingface.co/Floki00/cirdit_multimodal_compile_3to5qubit)." + "Load the pre-trained model directly from [Hugging Face: Floki00/cirdit_multimodal_compile_3to5qubit_v1.1](https://huggingface.co/Floki00/cirdit_multimodal_compile_3to5qubit_v1.1)." ] }, { @@ -112,7 +112,7 @@ "metadata": {}, "outputs": [], "source": [ - "pipeline = MultimodalDiffusionPipeline_ParametrizedCompilation.from_pretrained(\"Floki00/cirdit_multimodal_compile_3to5qubit\", device)" + "pipeline = MultimodalDiffusionPipeline_ParametrizedCompilation.from_pretrained(\"Floki00/cirdit_multimodal_compile_3to5qubit_v1.1\", device)" ] }, { @@ -205,10 +205,10 @@ "pipeline.scheduler.set_timesteps(timesteps) \n", "pipeline.scheduler_w.set_timesteps(timesteps) \n", "\n", - "pipeline.lambda_h = 1.5\n", - "pipeline.lambda_w = 0.45\n", - "pipeline.g_h = 0.4\n", - "pipeline.g_w = 0.2\n", + "pipeline.lambda_h = 1.0\n", + "pipeline.lambda_w = 0.35\n", + "pipeline.g_h = 0.3\n", + "pipeline.g_w = 0.1\n", "\n", "# These parameters are specific to our pre-trained model.\n", "system_size = 5\n", @@ -230,7 +230,7 @@ "metadata": {}, "outputs": [], "source": [ - "simulator = Simulator(CircuitBackendType.QISKIT)" + "simulator = Simulator(CircuitBackendType.CUDAQ)" ] }, { @@ -272,7 +272,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "947bf1d7d4d04ffea3abf8530908ad62", + "model_id": "21fadcb059954b9cb56696c9866a7ea5", "version_major": 2, "version_minor": 0 }, @@ -286,7 +286,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "fa240a3d6d114b6da392ac2fbe059980", + "model_id": "46d907ff287e4c9fb17c5f61c6e4f141", "version_major": 2, "version_minor": 0 }, @@ -336,11 +336,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "tensor([[ 0, 0, 8, 0, -2, 0, 0, 0, 4, 0, 0, 0, 0, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", - " [ 0, 0, 0, 4, 2, 3, 1, 8, 0, 8, 8, 0, 0, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", - " [ 0, 8, 8, 4, 0, -3, 0, 0, 0, 0, 8, 1, 8, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", - " [ 1, 8, 0, 0, 0, -3, 0, 8, 4, 8, 0, 0, 8, 1, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9]], device='cuda:0')\n", - "tensor([[ 0.0000, -0.7021, -0.9835, 0.0000, 0.0000, 0.0000, 0.0000, -0.9720, 0.0000, 0.6553, 0.2625, 0.0000, -0.7555, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n", + "tensor([[0, 0, 0, 8, 4, 4, 0, 4, 0, 0, 0, 0, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", + " [0, 0, 0, 0, 4, 4, 8, 0, 8, 4, 0, 0, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", + " [0, 8, 1, 8, 0, 0, 0, 0, 8, 4, 1, 8, 0, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9],\n", + " [1, 8, 0, 0, 0, 0, 8, 4, 0, 0, 0, 8, 1, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9, 9]], device='cuda:0')\n", + "tensor([[ 0.0000, 0.2487, 0.0000, -0.8486, 0.0000, 0.0000, 0.1591, 0.0000, 0.2514, 0.0000, 0.0000, 0.2393, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n", " 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000]], device='cuda:0')\n" ] } @@ -374,7 +374,7 @@ "outputs": [], "source": [ "generated_qc_list, _ = decode_tensors_to_backend(simulator, tokenizer, out_tensor, params)\n", - "generated_us = get_unitaries(simulator, generated_qc_list)" + "generated_us = get_unitaries(simulator, generated_qc_list, num_qubits=num_of_qubits)" ] }, { @@ -414,7 +414,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -437,7 +437,7 @@ "id": "ddec7c92-bc95-45e6-940a-22439e2324d4", "metadata": {}, "source": [ - "We plot the four best ciruits, w.r.t. the infidelity:" + "We plot the best ciruits, w.r.t. the infidelity:" ] }, { @@ -448,9 +448,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -458,15 +458,27 @@ } ], "source": [ - "plot_k_best = 4\n", + "plot_k_best = 3\n", "\n", "idx = np.argsort(U_norms)\n", - "fig, axs = plt.subplots(1, plot_k_best, figsize=(10, 2), constrained_layout=True, dpi=150)\n", + "fig, axs = plt.subplots(1, plot_k_best, figsize=(15, 2.5), dpi=200)\n", "\n", "for i, (idx_i, ax) in enumerate(zip(idx[:plot_k_best], axs.flatten())): \n", " ax.clear()\n", - " generated_qc_list[idx_i].draw(\"mpl\", plot_barriers=False, ax=ax)\n", - " ax.set_title(f\"The {i+1}. best circuit: \\n infidelity {U_norms[idx_i]:0.1e}.\", fontsize=10)" + " ax.axis(\"off\")\n", + " ax.set_title(f\"The {i+1}. best circuit: \\n infidelity = {U_norms[idx_i]:0.1e}.\", fontsize=10)\n", + "\n", + " s = simulator.backend.draw(generated_qc_list[idx_i], num_qubits=num_of_qubits, return_str=True) \n", + " ax.text(\n", + " 0.5, 0.5, s,\n", + " usetex=False, \n", + " fontfamily='monospace', \n", + " fontsize=6,\n", + " va='center', \n", + " ha='center', \n", + " multialignment='left', \n", + " linespacing=1.0 \n", + " )" ] }, { @@ -515,7 +527,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "962235847487477e88ee001eaa67b2ee", + "model_id": "e24eafe03d0e4626a3ece3655f9daf88", "version_major": 2, "version_minor": 0 }, @@ -569,7 +581,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3ad8e473e03047969891e6c1204a1290", + "model_id": "87013d5f84414566819124b307dc2c87", "version_major": 2, "version_minor": 0 }, @@ -594,9 +606,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -605,7 +617,7 @@ ], "source": [ "max_depth = min(max_depth, max(unpacked_vocab_configs_depths.keys()))\n", - "fig, axs = plt.subplots(max_depth, topk, figsize=(12, 6), dpi=200)\n", + "fig, axs = plt.subplots(max_depth, topk, figsize=(10, 3.5), dpi=200)\n", "\n", "for ax in axs.flatten():\n", " ax.clear() \n", @@ -627,22 +639,23 @@ " #------\n", "\n", " ax.clear() \n", - " qc.draw(\"mpl\", \n", - " plot_barriers=False, \n", - " ax=ax, \n", - " idle_wires=False)\n", - "\n", - " for text in ax.texts:\n", - " if 'q' in text.get_text():\n", - " text.set_visible(False)\n", - " text.remove()\n", + " ax.axis(\"off\")\n", "\n", - " ax.patch.set_facecolor('none')\n", - " ax.patches[0].set_color(\"none\")\n", - " \n", + " s = simulator.backend.draw(qc, num_qubits=num_of_qubits, return_str=True) \n", + " ax.text(\n", + " 0.5, 0.5, s,\n", + " usetex=False, \n", + " fontfamily='monospace', \n", + " fontsize=6,\n", + " va='center', \n", + " ha='center', \n", + " multialignment='left', \n", + " linespacing=1.0 \n", + " )\n", + " \n", " ax.set_title(f\"Occurrences: {unpacked_vocab_config_cnt.item()}\", fontsize=6)\n", " if i==0:\n", - " plt.figtext(-0.03, 1-(depth-0.7)/max_depth, f\"Depth {depth}:\", horizontalalignment='left', verticalalignment='top', fontsize=12)\n", + " plt.figtext(-0.06, 1-(depth-1)/max_depth, f\"Depth {depth}:\", horizontalalignment='left', verticalalignment='top', fontsize=12)\n", "\n", "plt.tight_layout()\n", "plt.show()" @@ -674,7 +687,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "genQC Version 0.2.0\n" + "genQC Version 0.2.4\n" ] } ], diff --git a/src/examples/Quantum circuit synthesis with diffusion models/0_hello_circuit.ipynb b/src/examples/Quantum circuit synthesis with diffusion models/0_hello_circuit.ipynb index 4d0d61f..9557d1f 100644 --- a/src/examples/Quantum circuit synthesis with diffusion models/0_hello_circuit.ipynb +++ b/src/examples/Quantum circuit synthesis with diffusion models/0_hello_circuit.ipynb @@ -235,7 +235,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3728850a9cc2452db5d4236acf614a80", + "model_id": "3b08ecad27784fce8bf09fa2cb723beb", "version_major": 2, "version_minor": 0 }, @@ -331,7 +331,7 @@ "id": "d4a3c5f4-3333-49a0-a965-2c392dcc2002", "metadata": {}, "source": [ - "## Convert to qiskit circuit " + "## Convert to circuit " ] }, { @@ -339,10 +339,10 @@ "id": "2f71bbfa-8fd0-4a0c-ba9c-1a4f09da527d", "metadata": {}, "source": [ - "To get a qiskit circuit we need to do: \n", + "To get a quantum circuit we need to do: \n", "\n", "- apply cosine similarity to go from embeddings to token matrices (the function `generate_tensors` did this already)\n", - "- parse token matrix to qiskit and filter out error circuits\n", + "- parse token matrix to circuit and filter out error circuits\n", "- calculate SRV and plot circuits" ] }, @@ -363,21 +363,9 @@ "execution_count": null, "id": "420e3dea-8ccd-46eb-a21c-84137345566b", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "qiskit.circuit.quantumcircuit.QuantumCircuit" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "qc_list, error_cnt = decode_tensors_to_backend(simulator, tokenizer, out_tensor)\n", - "qc_list[0].__class__" + "qc_list, error_cnt = decode_tensors_to_backend(simulator, tokenizer, out_tensor)" ] }, { @@ -456,7 +444,7 @@ { "data": { "text/plain": [ - "0.96875" + "0.984375" ] }, "execution_count": null, @@ -484,7 +472,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -497,7 +485,7 @@ "fig, axs = plt.subplots(2, 4, figsize=(18,5), constrained_layout=True)\n", "for qc,is_srv,ax in zip(qc_list, srv_list, axs.flatten()): \n", " is_srv = [int(x) for x in is_srv]\n", - " qc.draw(\"mpl\", plot_barriers=False, ax=ax, style = \"clifford\")\n", + " qc.draw(\"mpl\", plot_barriers=False, ax=ax)\n", " ax.set_title(f\"{'Correct' if is_srv==srv else 'NOT correct'}, is SRV = {is_srv}\")\n", "plt.show()" ] @@ -520,7 +508,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "genQC Version 0.2.0\n" + "genQC Version 0.2.4\n" ] } ], diff --git a/src/examples/Quantum circuit synthesis with diffusion models/1_editing_and_masking.ipynb b/src/examples/Quantum circuit synthesis with diffusion models/1_editing_and_masking.ipynb index 199cfd7..effc444 100644 --- a/src/examples/Quantum circuit synthesis with diffusion models/1_editing_and_masking.ipynb +++ b/src/examples/Quantum circuit synthesis with diffusion models/1_editing_and_masking.ipynb @@ -52,9 +52,7 @@ "from genQC.pipeline.diffusion_pipeline import DiffusionPipeline\n", "from genQC.inference.infer_srv import convert_tensors_to_srvs, schmidt_rank_vector\n", "import genQC.platform.qcircuit_dataset_construction as data_const\n", - "from genQC.platform.simulation.qcircuit_sim import instruction_name_to_qiskit_gate\n", - "# import genQC.util as util\n", - "# from qiskit.quantum_info import DensityMatrix" + "from genQC.platform.simulation.qcircuit_sim import instruction_name_to_qiskit_gate" ] }, { @@ -97,31 +95,7 @@ "execution_count": null, "id": "e5d60c23-9514-4432-bc82-622c088fced6", "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a1c55308f7c94327b24b9df417f05117", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Fetching 2 files: 0%| | 0/2 [00:00" ] @@ -393,7 +390,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0c02e2bbc3454fc7ba2621a251caa75b", + "model_id": "dd3217fb66174aa5a85592d4bcd426c9", "version_major": 2, "version_minor": 0 }, @@ -413,7 +410,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAB1QAAAEkCAYAAACYBQM3AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAXEgAAFxIBZ5/SUgAAXj1JREFUeJzt3Xd4FPXaxvF7s+k9oSNdioQuiCIICAgoKlgRsHD02PWoiA1RFNGDXTwKKqAUFcSCWEFApSkoVaogvSsQkpCQuvP+kTcLA9mQ3exmNrvfz3VxKdmd+T382J17hmeKzTAMQwAAAAAAAAAAAACA04RYXQAAAAAAAAAAAAAA+CsaqgAAAAAAAAAAAADgAg1VAAAAAAAAAAAAAHCBhioAAAAAAAAAAAAAuEBDFQAAAAAAAAAAAABcoKEKAAAAAAAAAAAAAC7QUAUAAAAAAAAAAAAAF2ioAgAAAAAAAAAAAIALNFQBAAAAAAAAAAAAwAUaqgAAAAAAAAAAAADgAg1VAAAAAAAAAAAAAHCBhioAAAAAAAAAAAAAuEBDFQAAAAAAAAAAAABcoKEKAAAAAAAAAAAAAC7QUC0nXbt2lc1m0zPPPOPWa4Fm0qRJstlsqlevntWleN0zzzwjm81m+tWvXz+31hFMnwUA8JYHH3zwtO3v4MGDrS4LAAAAAAAAQIDwekO1oKBAM2bM0M0336zGjRsrMTFR4eHhqlq1qjp16qQnnnhC69at8/awgN8ICwtTtWrVVK1aNSUlJZ32elHj1Rf/2F/UkJ00aZLX112vXj3ZbDb9/PPPXl+3u3w5h4MHD/ZqU7si1VqkqCG1Y8cOr653x44dznVXZMyPNUr6LsXHxzu3u5GRkeVfHAAAAAAAAICA5tWG6tKlS5WSkqL+/ftr6tSp2rJli7KyshQXF6fDhw9ryZIlGj16tFq0aKFrrrlGubm53hzer9WpU0dNmjRR5cqVrS7FUgkJCWrSpInOPvtsq0vxmQsvvFAHDhzQgQMH9MEHH1hdDgAEvJEjRzq3u/3797e6HAAAAAAAAAABJtRbK/r666913XXXKScnR5UqVdLQoUN1zTXXqFGjRpIKr1xdtWqVPv/8c40dO1ZffPGFsrKyFB4e7q0S/NqUKVOsLsEvXHXVVbrqqqusLgMAAAAAAAAAAAAoFa80VLds2aIbb7xROTk5SklJ0Zw5c1SrVi3Te+x2u9q1a6d27drpkUce0a233uqNoQEAAAAAAAAAAADAZ7xyy9/hw4crPT1dkZGRmjlz5mnN1FMlJyfryy+/VEJCwmmvHThwQI888oiaNWummJgYxcTEqFmzZnr00Ud18ODBYtd38nPnduzYoZ07d+r2229XnTp1FBkZqbPPPlvDhw9XZmamc5l169bpxhtvVO3atRUZGalGjRpp1KhRysvLK3aMomdTPvPMM8rNzdXo0aPVsmVLxcTEKCkpSZdccom+//57l3/mk5f3xLp163THHXeoUaNGio6OVmxsrFq2bKknn3xShw4d8midRc9fLOnZjpMmTZLNZlO9evWKfX3OnDm6+uqrVatWLYWHhys+Pl4NGjRQz5499corr+jIkSOlXl/R8/G6du0qSZo/f7769OmjKlWqKDIyUk2bNtWzzz6r7OzsEv9cs2bNUrdu3ZSYmKjY2Fi1atVKL730kvLy8k4bw58ZhqHx48fr/PPPV3x8vOLi4tShQwd9+OGHVpfm0g8//KAbbrhBdevWVVRUlJKTk9WyZUvdf//9+vXXX53v++uvvxQfHy+bzaYHHnig2HVlZGSoUaNGstls6tWrlwzDKK8/RrGKvi+l+WW1u+++WzabTYmJiS6f8zlu3DjZbDaFhoZq4cKF5VtgCXJzczVhwgT17t1b1apVU0REhGrUqKEOHTpo5MiR2r59e7HLHT58WCNHjtT555+v5ORkRUZGql69eurZs6fGjRuntLQ053sr6vxs2rRJd9xxhxo3bqzo6GhFRkaqdu3auuCCCzRs2DBt2rTJ+d7PP/9cNptNVapUKfa706tXL+fntbjnmv/3v/+VzWbTRRddZPp5amqqJk6cqOuvv14tWrRwznXdunU1cOBALV261GX9p25/Z8yYoS5duig5OVkxMTFq27at3nrrLRUUFHg4QwAAAAAAAADgG2W+QvXgwYP67LPPJEmDBg1S48aNS73sqY2HBQsWqF+/fjp69KgkKSYmRpK0YcMGbdiwQRMmTNBXX32lTp06uVznypUrddttt+no0aOKj49Xfn6+tm3bpueff14LFy7U/Pnz9cMPP+j6669XVlaWEhISlJubq7/++ktPPfWU1q1bp+nTp7tcf25urnr06KFFixYpNDRUsbGxOnr0qObNm6d58+ZpxIgRHjdNXXnppZf0xBNPyOFwSJKio6OVl5entWvXau3atfrggw/07bffqk2bNl4d90xGjhypESNGOH8fHR0twzC0fft2bd++XXPnzlW7du08al6+/PLLeuyxxyTJ+Xe0adMmPfPMM1qwYIHmzp0ru91+2nJDhw7Vq6++6vx9YmKiNmzYoMcee0zffvttiZ+dHTt2qH79+pLkk79HdxQUFOiqq67SrFmzFBoaqujoaGVkZGjp0qVaunSptmzZomeffday+k6VlZWlwYMH69NPP3X+LC4uTg6Hw/k5XbRokVavXi1Jatiwod5++23dfPPNevPNN9WzZ0/16dPHtM577rlHf/31l6pWraopU6ZY3qhMSEhQtWrVXL6ekZGhrKyscqzItddee02LFi3S+vXrNXDgQC1cuFChoSc29+vWrdOQIUMkSU8++aQ6d+5sVakm27dv15VXXuls8BU1PdPT052f/SNHjuiNN94wLVfUyE9NTZUkhYaGKiEhQfv27dPOnTs1d+5c1ahRQ/369ZNUMedn7ty5uuKKK5STkyNJCgsLU0xMjPbs2aM9e/Zo2bJlCg8Pd263unTpIpvNpkOHDmnt2rVq2bKlc115eXlavHix8/c//vijmjdvbhrvxx9/lCR169bN9PMxY8Y4tz12u13x8fGSpF27dmnXrl2aPn263njjDf3nP/8p8c/z2GOP6aWXXnL+HWdnZ2vlypVauXKlvvnmG82aNUsREREezBQAAAAAAAAAeF+Zr1D96aefnI2+sjwbc/fu3c5makpKihYvXqxjx47p2LFjWrhwoZo0aaLU1FT17dtXe/fudbme2267TW3bttX69euVlpamjIwMvfnmm7Lb7Vq0aJFGjhypQYMG6YorrtCOHTt09OhRpaen68knn5QkffLJJ5o3b57L9Y8dO1a//fab3nnnHWVkZCg1NVW7du3StddeK0l69tln9dVXX3k8D6eaOHGiHnvsMUVHR+v555/X/v37lZmZqaysLC1fvlzdunXT/v37deWVV+rYsWNeG/dMdu7c6fxH9SFDhmjv3r3KzMxURkaGjh49qkWLFumee+5RXFyc2+tes2aNHn/8cT3++OP6+++/lZqaqqNHj+rpp5+WVPiZmzx58mnLTZ8+3dlMHThwoPbs2aPU1FRlZGTovffe02+//aZx48aV4U9dft5++239/PPPmjRpktLT05WWlqbdu3friiuukCSNGjVKW7ZssbjKE/71r3/p008/VUhIiB577DHt3r1b6enpOnr0qP755x999NFH6tChg2mZm266STfddJOkwqs/9+/f73xtypQp+vDDD2Wz2TR58uQSG5nlZcyYMTpw4ECxv3777TdnY+myyy6zuFIpKipK06dPV1RUlH799VfTiQ/Hjx/XDTfcoOzsbHXs2NH5vbJaenq6evXqpXXr1ikpKUnvvfeeUlNTdeTIEWVmZmrr1q169dVXVbduXdNyq1atUt++fZWamqpmzZrpu+++U1ZWlg4dOqTjx49r+fLlevjhh03booo4P3fffbdycnLUs2dPrV27Vrm5uUpNTdXx48e1bt06Pfvss6Yr/ytXrqwWLVpIOtEcLbJs2TJlZWU5P7Onvp6bm6slS5ZIki6++GLTazVr1tSIESO0fPlyZWVl6ciRIzp+/Li2bdvmvNp8yJAhWrVqlcs/y+rVq/XSSy/pvvvu08GDB3XkyBGlpqbqueeek81m05w5c/TEE094NlEAAAAAAAAA4AtGGQ0fPtyQZEgy9u7d6/F67rrrLkOSkZSUZOzfv/+013fv3m3Ex8cbkox7773X9Nr27dudNTRr1szIzs4+bfmbbrrJ+Z5LLrnEcDgcp73noosuMiQZt91222mvdenSxbn8xIkTT3u9oKDA6Ny5s7MGV8uPGDGi1K+lp6cbiYmJhiRj9uzZpy1nGIaRl5dntG3b1pBkvP7668W+x5VbbrnFkGTccsstLt/zwQcfGJKMunXrmn7+ySefGJKMxo0buzWmq/UZhmGMGDHCOcfFzZNhGMbVV19tSDJ69Ohh+rnD4TAaNmxY4t9v0diSjC5dupz2+smfI1fjl6So/uLWXVonf85+/PHH017Pzs42atasaUgyRo0a5fE43jRv3jxnzWPHjnVr2YyMDOffW/fu3Y2CggJjy5YtRmxsrCHJeOihh3xUtfekpaUZzZs3NyQZLVq0MNLT060uyWncuHGGJCMkJMT5ebrzzjsNSUZiYqKxc+dOiys8oShLIiIijJUrV5Z6uU6dOhmSjEaNGhlHjx51a8yKMj8HDx50fsf27dtX6uUefPBBQ5JxxRVXmH7+7LPPGpKMJ554wggLCzMSExONgoIC5+sLFiwwJBmRkZHF5mlJ7r33Xpc5evI2/qabbip2+aLPQWhoqMf7FKXJNgAAAAAAAABwR5mvUD18+LDz/5OTkz1ah2EYmjFjhiTprrvuUvXq1U97T61atXTXXXdJUom35H3ooYeKvU1gr169nP//+OOPF3v70KL3/PHHHy7XX7t2bf3rX/867echISEaPny4JGn9+vVau3aty3WU1ueff66jR4+qTZs2pvpPFhoaqgEDBkgqfJ5peUlMTJRUeJvTk59N6w0REREaOnRosa/17dtX0ul/R6tXr9Zff/0lSRo2bFixf7+33HKL6tSp43LcevXqyTAMGYZh6e1+Jaljx46nXRkmFc5NaT6n5en999+XJDVv3lx33323W8vGxsZq+vTpCg8P1/z58/Xcc89pwIABOnbsmNq0aaPRo0f7omSvyc/P1/XXX69169apWrVq+uabbzy6KttX7rrrLl199dVyOBy68cYb9d577+ndd9+VJI0fP77E70N5K/oc/fvf/y717cu3bNnivHXtCy+8UOxzuUtSUeYnLi5OISGFcX3yldxnUrQNWbhwoem5pD/99JMk6fLLL9f555+vo0ePauXKlae93qFDB7dvu1t06+6TbylcHFdX/j7yyCOKiopSfn6+Pv/8c7fGBgAAAAAAAABfKXND1Ru2b9+uI0eOSJJ69Ojh8n2XXHKJpMIm7vbt24t9T/v27Yv9+cm3DD3vvPNKfE/Rc/iK07VrV5fPcrzoooucz+Fbvny5y3WUVtEtFzdu3Kjq1au7/DVy5EhJhbfhLS/t27dX5cqVtX//fp1//vl66623tGnTJhmGUeZ1N2vWTLGxscW+VrNmTUlyfl6KFDUDwsLCdOGFFxa7rM1mU5cuXcpcX3k4//zzXb7mag6s8ssvv0gqbM54om3btnrhhRckSc8884yWL1+umJgYZ6PVn91///2aM2eOoqKi9NVXX/lNA+5kEyZMUJ06dbRv3z7deeedkgqblkW3KfcHO3fu1L59+yTJeVvr0ij67Nntdl166aUejV0R5icqKkrdu3eXJPXu3VtPP/20li1bptzc3BKX69Kli+x2u9LS0rRixQpJUnZ2tn799VfFxsaqffv2zqbrybf9Lfr/4k7qkKRt27Zp6NChatu2rRITE2W322Wz2WSz2Zy3vN6zZ4/LumrXrq2GDRsW+1p8fLzatm0ryTs5CgAAAAAAAADeUOaGaqVKlZz/72mD5++//3b+/1lnneXyfbVq1Sp2mZO5ujqsqNFZmvfk5eW5rKGk+iIjI53z4ao+dxQ1GLKzs3Xw4EGXv9LT0yVJWVlZZR6ztBITEzVt2jRVqVJF69ev1/3336+mTZsqKSlJV155pT788MMS57EkJV3hV/R3lJ+fb/r5P//8I6nw81hSE66kvz9/Upo58HR+ve3AgQOSdNqzLd0xZMgQtWvXzvn7V155RY0bNy5zbb702muv6Z133nE+59XVyRxWS0pK0ttvv+38fYMGDTRmzBgLKzpd0WdIcu9zVLRc5cqVFRMT49HYFWF+pMLGb6tWrfTPP//oueee0wUXXKC4uDh16tRJL7/8crH5m5CQ4Lzat6hJ+ssvvygnJ8d5AlC3bt1Mrx8/flxLly6VVHxDdebMmUpJSdGrr76qlStXKi0tTbGxsapataqqVaumpKQkSSrxzgVn2g4Xve6NHAUAAAAAAAAAbyhzQ7VZs2bO/1+1alVZV4eTFN2isX///s5b0Zb0a8eOHeVaX48ePbR9+3ZNmTJFt9xyixo1aqS0tDR9/fXXuummm9SmTRvt3bu3XGtydfUwfMcbc/77779rzZo1zt8vXLiwzOv0pVmzZumRRx6RJD333HO67rrrLK6oZOPHj3f+/969e523x/YXnn6GvPV99/f5kaQ6depo5cqVmj17tv7zn/+obdu2cjgcWrJkiR599FE1bNjQdJVpkVMbpkX/Lfp5hw4dFBkZqcWLFysvL09LlixRbm6uoqOjT7tS/vDhwxo8eLBycnLUrVs3/fzzz8rKylJaWpoOHjyoAwcO6NNPP/XlNAAAAAAAAACAJcrcUL344oudz3abOXOmR+uoWrWq8/9Luk3gya+dvEx5KqlBmJOT43ymrDfqK3qWrK9u5Vt0pWN2drbL96SlpZW4jpiYGN10002aNGmSNm/erD179ujFF19UZGSk88rV8lClShVJ0qFDh0q8DWZ5N3iDQVk/p+np6RowYIDy8vLUokUL2Ww2TZs2TZMmTfJild6zcuVKDRo0SA6HQzfddJOefPJJq0sq0VtvvaWvvvpKdrtdKSkpysnJ0Q033FCuV7SfycnPzXbnc1S03KFDhzx+lnNFmJ8iISEh6tWrl8aMGaPly5fryJEj+uijj1SnTh2lpqZq4MCBp23/iq4yLWqUntpQjYiI0IUXXqjMzEwtW7bM+XqnTp0UFhZmWtd3332n9PR0JSUl6euvv1aXLl0UFRVles/JVxu7cqbtcNHrVuU8AAAAAAAAAJyqzA3VatWq6ZprrpEkffzxx9q8eXOply163mb9+vWVnJwsSZo/f77L98+bN09S4W1d69ev72nJZbJgwQKXzwldtGiR81a0J9++1FMdO3aUJK1YsUL79+8v8/pOVXRrxt27d7t8z7Jly9xa51lnnaVHH31UDz/8sCRp7ty5nhfohnPPPVdS4W1wi56reCrDMPz+yseKqOiZtV9//bVHy999993atm2bqlWrpnnz5umBBx6QVPh80i1btnitTm/Ys2ePrrjiCmVmZqpTp06aMGGC1SWVaO3atc4raZ9++ml99913SkxM1MaNG/XQQw9ZXN0JderUcd7m1Z3PUdFnr6CgQN9//73b41aU+XElLi5OAwcO1MSJEyVJBw8e1Nq1a03vKWqMZmVlad68efr999+VnJys1q1bO99z8lWsP/30k6Tib/dblBVNmjRRdHR0sTUV5XRJdu/era1btxb7WkZGhvN5r97IUQAAAAAAAADwhjI3VCVp1KhRio2N1fHjx3X11Vef8eqT1NRUXXPNNc6rH202m/r37y9Jevfdd4u9wmXfvn169913JUkDBgzwRtke2bVrlyZPnnzazx0Oh1544QVJUkpKilq0aFHmsa677jolJiYqLy9PQ4YMcdnILRr/6NGjbq2/VatWkgpvt1pcU3Xjxo364osvil02JyenxHUXXbVUdPWyr7Vu3VoNGzaUJI0ePbrYufrwww99drVvMLvtttskSevXr9e4cePcWnby5Mn6+OOPnc8hrVq1ql588UW1adNGx44d04ABA0q84rg8HTt2TJdffrn27dunBg0aaObMmSU+r9dqx48f1w033KDs7Gx16tRJTz75pOrWrav33ntPkvTee+/p888/t7jKE4o+RxMmTCj17eMbNmyozp07S5KGDRvmfJ50aVSk+TnTd+Dkq0RP3ebGxsbqvPPOkySNHDlS+fn56tKli+l9Rc3Tr776SsuXLzf97GQJCQmSpM2bNxd7Z4PVq1fr448/Ls0fSc8991yxP3/11Vd1/PhxhYaGOk/WAgAAAAAAAACreaXb1bhxY02dOlXh4eFav369WrdurRdffNH0HLqCggKtWrVKTz/9tBo0aHBao27YsGFKTEzUkSNH1KNHD9NVhkuWLFGPHj109OhRJScn6/HHH/dG2R5JSEjQ3XffrfHjxzv/QXn37t0aMGCA88qeUaNGeWWsxMREvfHGG5Kk6dOnq0+fPlq2bJkcDoekwibqxo0b9eqrr6pZs2b65ptv3Fr/FVdcodjYWOXl5en666/Xn3/+KanwKs9Zs2apR48eiomJKXbZF198UZdeeqmmTp1quhVzTk6OZsyYoZdfflmS1KdPH3f/2B6x2Wx69tlnJUlz5szRLbfcon379kkqvKXxxIkTdeeddzqvyi3Ojh07ZLPZZLPZ9Mwzz5RH2eVq0qRJzj/fzz//7LX1XnzxxbrhhhskSffdd5+eeOIJ02fi0KFDmjBhgrNhVuSvv/7SfffdJ0l66KGH1KtXL0lSeHi4pk2bppiYGK1YsULDhg1zqx5f/T32799fa9asUWJior799ltVrly5zOv05WfuoYce0oYNG5SYmKiPPvpIdrtdUuGJGkV/F7fffnuJV6gXZ/Dgwc6avWno0KFq1KiRcnJy1L17d40fP97UIN26datGjhypV155xbTcmDFjFBkZqS1btqhjx46aPXu28vLyJBXmzu+//6677rrrtCsnK9L8/PLLL2rZsqVef/11bdy40ZkBhmHol19+0d133y1JqlWrllq2bHna8kXN0aI7DhRdkVqkffv2io2N1YoVK5Sfn6+4uDi1bdv2tPX07NlTISEhOnLkiAYNGuQ8eSo3N1czZsxQz549FRcXd8Y/T0JCgiZPnqwHHnhAhw4dklR4ZeoLL7ygkSNHSpLuvfde1axZs1TzAwAAAAAAAAC+5rXLB/v166cff/xRDRs21KFDh/T444+rUaNGioiIUKVKlRQeHq5zzz1Xzz33nNLS0jRgwABTs65WrVr68ssvlZCQoPXr16tjx46KjY1VbGysOnXqpI0bNyoxMVFffvml89aQVrjnnnvUrl073XHHHYqPj1dycrLq1KmjGTNmSJKGDx+uq666ymvj3XLLLRo3bpzCw8P1/fff64ILLlB0dLQqV66syMhIpaSkaOjQodq0aZPb/4CfkJCgN954QzabTUuXLtU555yj+Ph4xcbGql+/fqpTp47zH7dP5XA4NHv2bN18882qXbu2oqOjValSJUVFRal///5KS0tT06ZN9dprr3ljGkpl4MCBevDBByVJU6dOVa1atZScnKz4+Hj9+9//VocOHXTXXXdJkiIjI8utrmAwceJEXX311XI4HBo9erRq166thIQEJSYmqkqVKrr99tudt/GUCpv2AwYM0LFjx9SmTRv997//Na2vSZMmevPNNyVJr732mn744Ydy/fMU57vvvpNU2KDv2rWrqlev7vKX1b744gvnFf3jx49XnTp1TK+/+eabOuecc5SamqpBgwapoKDAijJN4uLiNHv2bKWkpCg1NVV33HGHkpKSVKlSJcXExKhhw4YaMWLEac/Zbt26tWbNmqWEhAStW7dOl156qWJiYlS5cmVFRUWpffv2evfdd3Xs2DHnMhVxftauXashQ4YoJSVFkZGRqly5ssLDw9WxY0etXbtW8fHx+vjjj52N4ZOd2kA99fehoaHq1KmT8/cXXXSR8xnbJ2vUqJHzFslffPGFatWqpcTERMXGxqp///6KjY11fm9L0rp1az366KN68803VbVqVSUnJyspKUlPPvmkDMNQjx49NHr06FLNCwAAAAAAAACUB6/ej7Vjx47atGmTpk2bpkGDBqlhw4aKjIxURkaGkpOTnbdV3Lhxoz7++GOFhYWZlu/SpYs2btyohx9+WE2bNpXD4ZBhGGratKmGDh2qjRs36qKLLvJmyW4LDw/X/Pnz9cILL6hJkybKyclRQkKCunfvrm+//dblbQzL4q677tKff/6poUOHqlWrVoqIiNDRo0cVGxurdu3a6f7779fcuXM9uhXybbfdpm+//VbdunVTfHy88vPz1bhxY40ePVoLFixweYXqHXfcoffee08DBgxQ8+bNFR0drfT0dCUlJemiiy7SG2+8oZUrV5Z7c+n111/XF198oa5duyouLk45OTlq2rSpXn75Zc2ZM0eZmZmSCq/+DTZFV5PFxsaqWbNmXl13dHS0Pv/8c33zzTe66qqrVLNmTWVnZys0NFQtW7bUf/7zH+etVKXCK9KXL1+umJgYTZs2rdhb59566626/vrrZRiGbr75Zv3999+lquXkW45fcMEFZf/DnSI7O1sHDx4s8Vdp+aLW3bt369///rekwu/3tddee9p7oqOjNW3aNEVERGjRokVuXVVfVPP555/vlXpP1qBBA61atUpjx45V165dlZSUpIyMDCUmJqpDhw567rnnin22ac+ePbVlyxY9+eSTatOmjaKiopSZmamzzjpLvXr10rvvvutsIlbE+TnvvPM0Y8YM3X333Wrbtq0qV66s9PR0RUZGOpuTJeXjhRdeqIiICElS9erVlZKSctp7Tm6yFne73yKjR4/WlClT1L59e0VFRSkvL08NGzbUsGHDtGrVqlJfVfriiy9q+vTp6tSpkwzDUHh4uFq3bq0xY8Zo9uzZnPQCAAAAAAAAwK/YjJIezAmnrl27asGCBRoxYkRA3g42WHTs2FG//PKLRo4cqaeeesqr637mmWf07LPPqkuXLl69pa639OjRQ/Pnz9fw4cN90vj3F6NGjdJTTz2lTp06adGiRVaXU6KKVKtUeGvXxMREHT9+XPPmzVP37t2tLsmvMD8lK69t5ODBgzV58mTdcsstmjRpks/GAQAAAAAAABA8vHqFKuDPFixY4Hw2b+/evS2upnzl5OTol19+UXJysoYOHWp1OT71448/SpJeeOEFiys5s4pUqyQtXbpUx48fV7du3WgWFoP5AQAAAAAAAIDAREMVAeXee+/VpEmTdODAARVdfH306FG9++676tu3r6TCW1ued955PqthwYIFstlsstls6tevn8/GcUdRo+fRRx9VQkKC1eX4TE5Ojn799Vf17t3b8tuDn0lFqrXITz/9JKniNIDLG/NjnQcffNC53Z08ebLV5QAAAAAAAAAIMKFWFwB405IlSzR27FhJUkREhKKjo3X06FFnczUlJUVTpkzxydixsbGqVq2a6WdJSUk+GctdXbp0UTDc3TsiIkLHjx+3uoxSqUi1FhkxYoRGjBhhdRl+i/mxTnx8/Gnb30A+eQQAAAAAAABA+aKhioAycuRIffnll1q2bJkOHjyotLQ0JSUlqVmzZrr66qt1xx13KDo62idjDx06NOBvpwsA/mjkyJEaOXKk1WUAAAAAAAAACFA2IxguWwMAAAAAAAAAAAAAD/AMVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXAi1ugAA8Ge5eQXKzilQSIhNURF22e3BfR5Kbl6BjmcXyG5nPiQpJ7fw88F8AAhU5KAZOWhGDgIIdOSgGTloRg4CCHTkoBk5aBaMOUhDFQBOsnlHmr6Yv0PL1x/Sig2HtGPfMedrdrtNKQ0S1Talss5vUUXX9ayvSomRFlbrexu2pmrm/J1asbFwPnbtz3S+Fmq3qXmjJLVtemI+EuMjLKzW99b8eVhf/bzL+fnY+3eW87Ww0BC1aJSktimV1aFVVV17ST3FxYRbWC0AuI8cNCMHzchBAIGOHDQjB83IQQCBjhw0IwfNyEHJZhiGYXURAGAlwzD01c+79Pb0DZr7675SLxcZbtcNlzbQ/QNSdG5KZR9WWL4cDkOfz9uhsZ9s1M+/7y/1ctGRdg3q01D3D0hRi8bJPqywfOXnOzRjznaNnbFRS1YdLPVysdGhuvmKRrp/YIrOqZ/ouwIBoIzIQTNy0IwcBBDoyEEzctCMHAQQ6MhBM3LQjBw0o6EKIKjt3Jehfz+zWPOWln6HoTj/GZiiF/7TTjHRYV6qzBp/7UrXv55aqMVuBOSpQkJsGnpLcz17z7mKjKjYN0LYsDVVg59aqN/XHfJ4HaF2m4b9u7WevKOVwsPsXqwOAMqOHDQjB83IQQCBjhw0IwfNyEEAgY4cNCMHzcjB09FQBRC0Js3arPv/+6uOZeV7ZX1n147Tx6MvVvsWVbyyvvI27pONeviVZTqeU+CV9Z1TP0HTX7pYrZpU8sr6ypNhGHptyjoNe3O5cvMcXllny8bJ+uTliwPqrCwAFRs5aEYOnkAOAggG5KAZOXgCOQggGJCDZuTgCeSgazRUAQSl0RPX6Ikxy72+3pioUM0ac4m6X1DT6+v2FcMw9NRbK/T8+DVeX3d8TJi+H9dLF7au5vV1+4phGHropWUa89F6r6+7UkKE5rzbW20D6FYoAComcvAEctCMHAQQDMjBE8hBM3IQQDAgB08gB83IwZLRUAUQdN6Yuk4PvbzMZ+uPirBr7nuXqmObihGWo95bpafeWumz9cfHhOmniZdVmOcpPPb6b3rpg7U+W39yfIQWTe6jlLOTfDYGAJSEHDQjB83IQQCBjhw0IwfNyEEAgY4cNCMHzcjBktFQBRBUlqw6qIsGfyN3tnw7ZveXJNXr/Umpl6leKUrrv7xGyQkR7pZYrn74ZY963TXHrWU8mY96NWO19ourFevnz1L4Yt4OXTNkvlvLeDIf59RP0KoZ/Sr8sxQAVDzkoBk5aEYOAgh05KAZOWhGDgIIdOSgGTloRg6eWYjVBQBAeck6nq9/PbXQrZ0GSUqIDVNCrHuBd+DwcT344lL3BipnaRm5+vczi91ezpP52LHvmB597Te3xypPh1KzdfeoJW4v58l8bNqephFjfXf2GwAUhxw0IwfNyEEAgY4cNCMHzchBAIGOHDQjB83IwdKhoQogaIx8d5W27Eovt/GmfvOXZi/eU27juWvYm8u1+0BmuY03bsYmLVpxoNzGc9fDryzT30eyy228Vyav08oNh8ptPAAgB83IQTNyEECgIwfNyEEzchBAoCMHzchBM3KwdGioImjt/ydLz727SvV6faLwc99X+Lkf6OzLZmj0xDX658hxq8srd3sOZOrpt1eo9iXTFNbmfUW0/UCNL/9Ur01ZqyNpOVaXV2bHsvI0dvrGch/35Ul/lPuYpXH4aLYmzvyz3Md9ZbLv7sFfFnsOZOqjb7eW65gOh6HXpq4r1zGBk5GDZuSgb5CDZuTgCeQgrEYOmpGDvkEOmpGDJ5CDsBo5aEYO+gY5aEYOnlBRc5CGKoKOYRj674Q1qn3JdD0zdqV27j+mvHxDefkObduToSffXK6zekzT/z5eb3Wp5cIwDA3/33LV7TVdz49foz0Hs5RfYCg3z6G/dqdr6Ku/qUa3jzXxi/IPGW/66NutysjKK/dxf/xtvzZuO1ru457JB19uUU6uo9zH/Wbhbu3af6zcxz2T8Z//qQJH+T9S/NMftuvvw8F3oAJrkYNm5KBvkYNm5KAZOQgrkINm5KBvkYNm5KAZOQgrkINm5KBvkYNm5KBZRcxBGqqQJGVmZuqBBx5Q1apVFRcXp8GDB2vSpEkKCwtTdnb5XepdHp56a4WGvblcBQ5DxW0nHIaUl2/oP6OX6sX315R/geXIMAw9+OJSPT9+jRxG4Zkh5tcLf+XmOfTvZxbr7ekbLKq07MZ/bt2Ojz/udFk1Hw6HoQ++3GzJ2K4YhqEJFv0d5eY5NPWbvywZG2bk4Ank4Mmvk4PeQA6eQA6akYP+gxw8gRw8+XVy0BvIwRPIQTNy0H+QgyeQgye/Tg56Azl4AjloVhFzkIYqlJ+fr8suu0zfffedXn/9dX322Wfavn27hg0bpiZNmigyMtLqEr1m3tK9en586XcGHn9juZau+duHFVlr1k879ebHpd8ZuP+/v2rt5iM+rMg3MrPytGrTYcvGX7L6oGVjF+efI8e1eWeaZeMvXuVf87Fj7zHt+yfLsvH97fMRjMhB18hBM3LQM/62nSMHzchBkIOukYNm5KBn/G07Rw6akYMgB10jB83IQc/423aOHDQjB90TanUBsN6YMWO0evVq/fnnn6pevbok6ZxzzlG9evXUrVs3i6vzrjEfrZfdblNBQekuYQ+12/S/aRt0QauqPq7MGq9PXS97iK3Ul/TbQ2wa+8lGjXuqo48r867Vfx457Syz8rTmzyPKz3coNNQ/zmFZscG6najC8Q/JMAzZbDZL6yiywuIHoFs9PsjBkpCDZuSgZ8jBU8cnB/1pfJCDJSEHzchBz5CDp45PDvrT+CAHS0IOmpGDniEHTx2fHPSn8d3lH59iWMYwDL322mu6/fbbnTsNklS3bl2FhoaqVatWkqSNGzfqvPPOU+PGjdWtWzft37/fqpI9tmv/MX27cHepdxokKb/A0IwftgXkw9g3bT+qhSsOuHV/9PwCQ5O+2qL0Y7k+rMz7rDwLS5KO5xTozx3Wnfl0KqvnIzU916+eF2D1fOzan6nDRwPrFkIVCTlYMnLQjBz0DDloRg6akYPWIgdLRg6akYOeIQfNyEEzctBa5GDJyEEzctAz5KAZOWhW0XLQZhiGdacnwHIbNmxQs2bNtGjRInXq1Mn58/3796tmzZr64YcfdMkll6hLly4aMmSI+vbtqzFjxmjlypWaPHmyR2PWrVtXaWnlvxHNi0pRVpXbPFo25uBYheZs9XJF1sqNbqPjlW/0aNnY/a/LnrfHyxX5TnZ8T+Uk9ir2tR2z+yshNqzE5RPiwiVJaRkl7zClHctTvd6fFPtazMG3FZqzrRTV+t7xxCuUG9+12NfKaz5i978me97eMxdbDo4nXaPcuAuLfa3c5mPff2XP9/4ZWQkJCdq5c6fX1xtIyMHSIQfNyMHikYNm5KAZOeifyMHSIQfNyMHikYNm5KAZOeifyMHSIQfNyMHikYNm5KBZoOQgV6gGub17C7+4Vauab90wd+5cSVLr1q118OBBbdmyRX379pUk3XbbbZo5c2b5FuoFhq3kL7+vlvVbZZmPkAo2HzZ/2NTZrS7gJNbPh2Hzn/nwj1r8oYbgRA76flm/RQ6WM3/azlk/H/6RPYX8oxZ/qCE4kYO+X9ZvkYPlzJ+2c9bPh39kTyH/qMUfaghO5KDvl/Vb5GA586ftnPXz4R/ZU8g/avGHGkqHZ6gGuUqVKkmStm7dqsaNG0uSMjMzNWrUKNWoUUNVqlTRihUrVLt2becysbGxioyM1OHDh53Lu8Oqs+Pm/rpXPe+c7dGy8+bMUodW1bxckbW+mLdD1wyZ79GySxfPV/NGyV6uyHdGvbdKT721stjXXJ0Zc7LUxYVnrCV1+tDjGubM/kYd2/jHZ+ix13/TSx+sLfa18pqPJYt+Uqsm7m8/fOHe53/R2E82Fvtaec3HmtW/q0GteI+Xh+fIwdIhB83IQfeRg2bkoBk5aB1ysHTIQTNy0H3koBk5aEYOWoccLB1y0IwcdB85aEYOmlWkHKShGuSaN2+uunXr6uGHH1Z+fr7y8/P14osvKiMjQ23atLG6PK/q2Lqa4mPClJ6Z59ZyVZIi1S6lio+qsk639jUUGW5Xdm5BqZex2aQ61WOVcnaSDyvzvro1Yq0uwS9qKOIPtdTxgxqKWD0foXabalaJtrSGYEYOnhk5eAI5WLFrKOIPtZCDJ5CD1iIHz4wcPIEcrNg1FPGHWsjBE8hBa5GDZ0YOnkAOVuwaivhDLeTgCRUtB62/vhmWCg8P12effaaoqCj1799fI0eO1PDhw5WYmKjWrVtLkmrVqqXdu3c7lzl27Jiys7M9OgvLStFRofr3NU1kD7GVepmQEOme/k0VFhZ4X5XE+AjddEVD2e2lnw9Jun9gikLcmEN/0K6ZtTt+VZMjdVY1/wkGq+fj7NpxSoqPsLSGk7VNqWzp+M0aJikygvObrEIOlowcPB056D5y0IwcNCMHrUUOlowcPB056D5y0IwcNCMHrUUOlowcPB056D5y0IwcNKtoORh4W0O4rV27dlqxYoWysrK0atUqdevWTZs3b1arVq0kSdWqVVPDhg01a9YsSdLEiRPVr18/Cyv23P0DUhQdFaqQUnzy7SE2JcZF6M7rzvF9YRYZcnNzhYeGyFaK/QC73aZqlaL0r36NfV+YlzWuG6+YKOs2zG1TKstWmkkuJy0bJynUzR1Gb7I6qE91boq1B0H+Nh/BiBwsHjloRg56jhw087ftPjkIcrB45KAZOeg5ctDM37b75CDIweKRg2bkoOfIQTN/2+6Tg+6hoYrT/PHHH3I4HM4zsSRp3Lhxeu6559SoUSN9+eWXGj16tHUFlkG9s+L0zf8uUUS4vcQzsux2m2KiQjV7XC/VqECXnLvrnPqJmvlGD4WHhZxxPhJiwvXDO72VnOA/Z9CUlt0eol4X1rJs/Es7WTd2cSIjQnVx+xqWje9v85EUH6ELWlp3dtqlHf1rPkAOSuTgqcjBsvG37T45aEYO4lTkIDl4KnKwbPxtu08OmpGDOBU5SA6eihwsG3/b7pODZuSge2io4jSrV69WdHS0GjVq5PxZs2bNtHz5cm3ZskU//fSTatasaWGFZdO5XQ39OvUKdT2vuiSZbu1gD7HJZpMuueAsLfv4Sp3XPPCeEXCqXh1raeEHl6tDq6qSip+PyzrV1u/Tr1SLxhXngeunuqd/U0vGjYkK1c1XNDrzG8uZVfORFB+u/r0aWDJ2Sayaj5pVotX34rqWjA3XyEFysAg5WHbkoBk5aEYO+idykBwsQg6WHTloRg6akYP+iRwkB4uQg2VHDpqRg2YVMQdpqOI0d911lzIzMxVSmvs/VFCtmlTSvPGX6c+vrtXjt7ZUWGiIwkJD9OTtrfXXt9fp+3G9dE79RKvLLDftW1TRosmXa90XV+uRwS2c8zHi7jbaOae/vvrfJWpQK97qMsuk2/k11KReQrmPe+PlDZUQF17u457J5Z3rqFa1mHIf99Z+jRUV6X/3xb+uZ31VTiz/swzvuLZJQD6LpKIjB8lBctB7yEEzctCMHPRP5CA5SA56DzloRg6akYP+iRwkB8lB7yEHzchBs4qYgxWrWsDLGtdL0Kj72yk6KlTRUaF69t5zK3xAlkWzhkn67wPnOefjqTvbqHb1WKvL8gqbzabn729brmPGRofq8VtbluuYpRUaGqLn7ju3XMdMig/Xw7e0KNcxSysyIlQj7i7f+ahWKVL3D2xWrmMCpyIHzchB7yIHzchBM3IQ/oAcNCMHvYscNCMHzchB+ANy0Iwc9C5y0IwcNKuoOUhDFUDQuOaS+urfu77by6Udy1PasTy3l3t5SHvVOyvO7eXKyy1XNlKfzrXdXs7T+fjfEx38+tkb9/Rvqi7tqru9nKfz8e7TnSrkszcAVFzkoBk5aEYOAgh05KAZOWhGDgIIdOSgGTloRg6Wjs0wDMPqIgCrJXacKkk6uuQmiyvxD4E8H4dSs9Xi6i904PBxn45zSYeamvNOb9lsrh9q7w/2HsxUy2tm6kh6jk/Hubp7PX32Wje/n49te9LV+tovlZHl/o6AO266vKGmvNDFp2MA7gjk7b4nAnk+yEEzctCMHESwCuTtvicCeT7IQTNy0IwcRLAK5O2+JwJ5PshBM3LQjBw8M65QBRBUKidFavY7vZTow/v3tzmnkj59pbvfh6QknVUtRt+P66XYKN/dv//C1lU15fnOFWI+GtSK19dvXaLIcLvPxujWvobeG9HRZ+sHgJKQg2bkoBk5CCDQkYNm5KAZOQgg0JGDZuSgGTl4ZjRUAQSdVk0q6ccJl6pKUqTX131+iyqaN/5Sv3zguivtW1TR3Pcu9cnOVJd21fX92F6KiQ7z+rp9pUu7GvpubE+f7Ez17lhLX/+vpyIj/O8B9ACCBzloRg6akYMAAh05aEYOmpGDAAIdOWhGDpqRgyWjoQogKLVpWlkrPumrXhee5ZX12WzSQzc1048TLquQ93+/oFVVrfikr0f3yi+OPcSmYf9upTnv9FZ8bMXZiSpycfua+n16X13QsopX1hcWGqKR956rr968RNE+POsNAEqLHDQjB83IQQCBjhw0IwfNyEEAgY4cNCMHzchB12ioAghatavH6vtxvTThmU5Kivc83M6pn6CFH/TRa49cUKFDoUGteP044TL974kOio/x/Myplo2TtfSjK/T8f9opwoe3iPC1c+onavHky/XykPaKKcPfa7tmlbV8el89dWcbhYURuwD8BzloRg6akYMAAh05aEYOmpGDAAIdOWhGDpqRg8WzGYZhWF0EYLVAfti4J4JxPrKO5+uTOdv09vSNWrHh0BnfHxJi0xVdauue/k3V44KzFBLi//fBd8exrDx9/N1WvT19o/7YfOSM77fbbbqqW13d07+pup5Xo0I8F8Ad6cdyNfWbv/T29I3auO3oGd8fFhqiay+pp3v6N1XHNtUCbj4QeIJxu1+SYJwPctCMHDQjBxHognG7X5JgnA9y0IwcNCMHEeiCcbtfkmCcD3LQjBw0IwdPoKEKKDiDsiTBPh879mZoxYZDWrHhsDbvTNOsn3ZKkq7rWV8tGiWrbUoltU2prEqJ3n/WgL8xDEPb92ZoxYbDWrHhkLbsTNdXPxfOx/W9GqhV42S1Tamsc1MqKSm+4t3Sw12GYeivXenOz8fWPen6+uddkqQbLm2gVo0rqW1KJZ3btHKFel4EEOzb/VMF+3yQgyeQg2bkIAJVsG/3TxXs80EOnkAOmpGDCFTBvt0/VbDPBzl4AjloRg7SUAUkEZSnYj7MmA8z5sOM+UAg4HNsxnyYMR9mzIcZ84FAwOfYjPkwYz7MmA8z5gOBgM+xGfNhxnyYMR9mwTYfFf+mxQAAAAAAAAAAAADgIzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUATgZhqHU9Bw5HIYcDkMZmblWlwQAQLkhBwEAwYwcBAAEM3IQwJmEWl0AAGut23JEn/6wQ8s3/KPl6w/p7yPZztfiO0xVnRoxaptSWe2bV9HAy85WnRqxFlYLAIB3kYMAgGBGDgIAghk5CMAdNFSBIORwGPps7na9PX2jFq44UOJ7d+3P1K79mZo5f6ee/N8KXd65tu4fmKIeF5xVTtUCAOBd5CAAIJiRgwCAYEYOAvAUDVUgyGzbk67bRizWz7/vd3tZh8PQVz/v0lc/79INvRvorWEdVCkx0gdVAgDgG+QgACCYkYMAgGBGDgIoC56hCgSRD77crJbXzPRop+FU02dvU0q/z/XDL3u8UBkAAL5HDgIAghk5CAAIZuQggLKioQoEidET1+jWpxcp83i+19b595Fs9bn3B82Ys81r6wQAwBfIQQBAMCMHAQDBjBwE4A00VIEgMObDdXpizHKfrDu/wNDAx37W1z/v8sn6AQAoK3IQABDMyEEAQDAjBwF4Cw1VIMAtXfO3hrzym1vL7JjdXztm9y/1+wschm584mftPnDM3fIAAPApchAAEMzIQQBAMCMHAXgTDVUggGXn5OtfTy+Uw2G4tVxCbJgSYsPcWiY9M093PLtEhuHeWAAA+Ao5CAAIZuQgACCYkYMAvI2GKiDJMIyADLwXJqzRpu1p5Tbe7CV79NG3W8ttvPISqJ8PeAefDwSCQP0ck4PwhUD9vniK+UAgCNTPMTnoHYH6+fAU8wEEnkD9XpOD8IVA/b54Ktjmg4Yqgta2Pel69LXfVOmiD5V+LE/px/JUtctHevLN5dq1v+LfouF4dr7emrah3Md9dcragNiIrv8rVfe98IviO0xxfj5qXzJdL4xfrYOHj1tdHiz2+7p/9K/hCxV93iTn56PR5Z/qjanrdDQ9x+rygFIhB30jUHIQZqs3HdYdzy5W7PmTnd+X+r0/0csf/KHDR7OtLq/ckYMIBOSgbwRKDnI8aEYOAoGHHPSNQMlBmJGDZsF8PGgz+IYjyDgchob/b4VGv79GITabCk657UNIiE0yDI28t62G3d5KNpvNokrLZtKszfrXU4s8WjZ18Y2SpKROH3q0/C9TL1eHVtU8WtZqeXkO3fPCEk34fLPsdpsKCk75fNgKPyNjn7xQt197jkVVWiux41RJ0tElN1lcSfnLOp6vgY//pFk/7VKo3ab8kz4fRZuKyHC7PhrdVVd1r2dNkcAZkINnFsw5WJxg3u7n5Bbo1qcX6uPvtrnc7oeFhuj9kRdpUJ+GFlVZfshBBAJy8MyCOQc5HjQjB88smPeTUDGRg2cWzDlYnGDezpGDZhwPcoUq/l9mZqYeeOABVa1aVXFxcRo8eLAmTZqksLAwZWcH1lkWD7+yTP+duEaGodN2GqTCHQuHIQ1/a4VGjF1pQYXeMeGLzUE5dlk4/v8h8hP/v/5TD54lyWFI+QWG7hi5ROM+2VjeJcJCuXkFuuzeOfp6wS5JMu00SJJhFP7Kzi3QNUPm6/O5260oEx4iB08gByv22PCe/HyHrhkyX9O/31b4exfb/bx8h258YoGmfr3FijLLDTkY2MjBE8jBij12WXA8aEYOIpiQgyeQgxV7bHgPOWjG8WAhGqpQfn6+LrvsMn333Xd6/fXX9dlnn2n79u0aNmyYmjRposjISKtL9JrvFu3WGx+uL/X7n3t3tRYu3+/DinwjN69Av6/7x7Lxf1l90LKxy+L9mZs144ftKu11+/e98Iv+3H7UpzXBf7z4/h9atOKAHI6S31f0+Rn0xM/650jw3Q6sIiIHXSMHPVNRcxBmb03boO8W7lYx/85kUrTdv/XpRQFxezRXyMHARQ66Rg56pqLmIMeDZuQgggU56Bo56JmKmoMwIwfNOB4sREMVGjNmjFavXq1FixZp0KBB6tWrl6ZMmaL9+/erdevWVpfnVWM+XC+7vfS3qgi12/Q/C+63X1br/0pVbt4Ztm4+9OeONGVk5lo2vicMw9DrH65TiBt3MrHZbBo3Y5PvioLfyMtz6H8fbzjjTlQRwyhc5v0vOSuxIiAHXSMHPVMRcxBmDodR+I9NbuwXOAzpvc8Cc7+AHAxs5KBr5KBnKmIOcjxoRg4imJCDrpGDnqmIOQgzctCM48ETaKgGOcMw9Nprr+n2229X9erVnT+vW7euQkND1apVK0nSnXfeqbPOOqvC3jdfKnzY+g+/7i32tj2u5BcYmjl/pw4cyvJhZd63+s8jlo5vGNLaLamW1uCuX9f8rQ1bj5Y6GKTCW6NMnPmnjmfn+64w+IWvft6pf1Ldu82Pw5DemrZRPKrcv5GDJSMHPVMRcxBm85bu1c79x0p9lZJUeNA9bsYm5Vn4jze+Qg4GLnKwZOSgZypiDnI8aEYOIliQgyUjBz1TEXMQZuSgGceDJ4RaXQCstXHjRu3bt0/9+vUz/Xz//v3Kz893nok1aNAgjRw50rRz4am6desqLS2tzOtxV15UM6nKrW4vV+Aw1LDZRQrN2eqDqnwjJ66zlNS32Nd2zO6vhNiwEpdPiAuXdOIh7K6kHctTvd6fFPvaJb37KSy74jxTJie2g5R8rdvLHcvKV9VaTWXPt+5WIuUtrdYoSVJiYqK1hZSj7IReUnx3yWZ3a7k9BzOVmFxdNiPHR5WVLCEhQTt37rRk7IqCHDwzctC1QMrBkgTjdj8nrquU2EeyuXf+6ZG0HFWqXk8hBem+Kcwi5GDgIgfPjBx0LZBykONBM3Kw9Px5P4kcPDNy8MzIQdcCKQdL4s/bOV8hB804HjyBhmqQ27t3rySpatWqpp/PnTtXkpw7Dp07dy7XunzBsHn+cTdsJQet/3Fv4+YTbm5gLWcLlQyH20HpXBYBrXD74dkZVYYtzLIdB5wZOVjaZclBt1W0HIRJWbf7gYYcDFzkYGmXrWjfaz/IoIqWgxwPmpCDCBbkYGmXrWjfaz/IoIqWgzAhB804Hjwh8Pb64JZKlSpJkrZu3arGjRtLkjIzMzVq1CjVqFFDVapU8fqYVp0dN3/pPvW443uPlv3xh690fsuqZ36jn3jzo/V64MWlxb7m6sypkxWdgZXU6UOPa/j80+nq3amWx8uXt6lfb9HNTy70aNkNa39X7eqxXq7IfyV2nCpJOrruqLWFlKOX3v9DT7z5+xkfvH4qm03658BORYSzI+2vyMHSIQfdV9FysCTBuN0f98lG3fP8Lx4tu2vbBiXFR3i5ImuRg4GLHCwdctB9FS0HOR40IwdLLxj3kwIJOVg65KD7KloOliQYt3PkoBnHgyfwDNUg17x5c9WtW1cPP/ywvv76a82cOVPdu3dXRkZGwD14vWObqkr6/1s2uKNGlSi1Tansg4p8p/5ZcVaXoAa1rK/BHZd2qq2wUPc2iSEhUutzkgPu4Bmn63txHbd3Gux2my67qHZA7TQEInLwzMhBz1S0HITZFV3qKCTEvWdk2UNsuujcagF38CyRg4GMHDwzctAzFS0HOR40IwcRLMjBMyMHPVPRchBm5KAZx4Mn0FANcuHh4frss88UFRWl/v37a+TIkRo+fLgSExMDbschMiJUd1x3juxubAxDbNK9/VMU6uaBldXaplSydPy4mDA1rBNvaQ3uqpwUqRt611eovfSfD4dD+s/AZj6sCv6iSf1EdWtfw63tR0GBoftuSPFhVfAGcrBk5KBnKmIOwqxW9Rhd0aW27G7sFxQ4DN0foPsF5GDgIgdLRg56piLmIMeDZuQgggU5WDJy0DMVMQdhRg6acTx4QsXaGsIn2rVrpxUrVigrK0urVq1St27dtHnzZrVq1crq0rzu/gEpSogNK9WX3263qUpylO64tkk5VOZdNavGqHrlKMvGP7dpJbfP4vEHj93aSmGhIbKVonS73aZGdePVv1cD3xcGvzDirjalfq/dbtMFLauo54Vn+bAieAs5WDxy0HMVNQdhNvyO1gqx2Uq9X9CyUZL6XVzX94VZhBwMXORg8chBz1XUHOR40IwcRLAgB4tHDnquouYgzMhBM44HC9FQxWn++OMPORwO05lYgwcPVq1ahfd9r1Wrlm666SaLqiubs6rF6PtxvRUTFVriGSZ2u02JseGa+25vVUm2LoDL4vLOtS0bu89F1o1dFs0aJmnmGz0UHhZS4s6l3W5TzSrR+uGd3oqO4lHUwaJzuxqa/HxnhYTYStwxtofY1LR+or7+X092oCsocpAcLKuKmoMwa9esima8crHs9jNv9+ufFafZ7/RWWFjgHl6Rg8GDHCQHy6qi5iDHg2bkIIIVOUgOllVFzUGYkYNmHA8WCty/YXhs9erVio6OVqNGjZw/mzRpkvbs2SPDMLRnzx5NnTrVwgrLpn2LKvrt4yt1Refastlk+mKH2Aq/9Nd0r6ffp/VVi8bJFlZaNndf39SScSPCQ3TrVY0tGdsbenWspcWTL1e39jUkFX4ewkJDnGcqh4eF6KY+DbV8Wl/V84NnMqB8DerTUHPf7a3zW1SRpNMOQKIjQ3V3/6ZaMuVyVU6KtKJEeAE5SA6WRUXPQZj161ZPP0/so05tqkkq2i8o3DewSYqMsOu2qxtr2UdXqkaVaGuLLQfkYHAgB8nBsqjoOcjxoFlxOVgkGHMQwYEcJAfLoqLnIMzIQbPijgeLjo+l4DgetBmGYVhdBGCVPQcy9dF3f+npt1dKkp6/v51uvPxsVa8cGBvADjd+paV//OP2cqmLb5QkJXX60O1lb7mykSaN6uz2cv7or13pmvb9Vh04dFyhdpsa1onXoD4NlZwQeA8Xd0dix8IDh6NLKuYZmd6ydvMRfTp3u158/w9J0ltPdNCAy85WbHSYxZUBpUcOFo8cNGO7X2jjtqOaMWebDh4+rvAwu5rUS9DAy85WQly41aVZghxEICAHi0cOFuJ40KwoB1+YsEaS9MajFwR1DhZhPwkVGTlYPHLQjO1cIXLQrOh48J8j2YqMsCulQWJQHA/SUAUUuMGwYPl+db31O7eX83THITrSrrVfXK0GtXjweiAL1O+Lp5gPBIJA/RyTg94RqJ8PeAefDwSCQP0ck4PwhUD9vniK+UAgCNTPMTnoHYH6+fAU8xHcuOUvEMC6tKuh+wakuL1c2rE8pR3Lc3u5Fx9qH3A7DQCAioscBAAEM3IQABDMyEEA3hZqdQEAfOu/D7TTnCV7tGVXeqmXqdf7E7fH6da+hu7pb83zCQAAcIUcBAAEM3IQABDMyEEA3sQVqkCAi40O05x3euusqr57/kHrc5L1+WvdTQ+yBwDAH5CDAIBgRg4CAIIZOQjAm2ioAkGgfq04LZzUR/XPivX6ui9oWUXzx1+mxPgIr68bAABvIAcBAMGMHAQABDNyEIC30FAFgkSDWvFaPr2fBvU52yvrCwmx6ZHBLfTjhMuUnMBOAwDAv5GDAIBgRg4CAIIZOQjAG2ioAkEkOSFCH/63q74c00O1q8d4vJ4WjZK0ZPLlemlIe0VF8ihmAEDFQA4CAIIZOQgACGbkIICy4hsPBKG+F9dVn4tq69tFuzX2k4364Ze9Z1wm1G7T1T3q6Z7+TdW5bXXZbDwXAABQMZGDAIBgRg4CAIIZOQjAUzRUgSAVGhqivhfXVd+L6yo1PUcrNxzW8g3/aOO2NGVl5yskRIqNClOLRklqm1JZrc+ppNjoMKvLBgDAK8hBAEAwIwcBAMGMHATgCRqqAJQUH6HuF9RU9wtqWl0KAADljhwEAAQzchAAEMzIQQClxTNUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoIag6HoT0HMlXgMFTgMLT3YKYMw7C6LAAAygU5CAAIZuQgACCYkYMA4J5QqwsAytvKDYc07fttWr7hkFZuOKT0zDzna7Uuma7EuHCd27SSzmteRYMuO1stGidbWC0AAN5FDgIAghk5CAAIZuQgAHiOhiqCgsNh6OPvtuqtaRu0bO0/Jb73aEaufvxtv378bb9efP8PdWpTTfcPTNF1PevLZrOVU8UAAHgPOQgACGbkIAAgmJGDAOAdNFQR8P7ala5bn16oRSsPerT84lUHtXjVQY3//E9NeKaT6taM83KFAAD4DjkIAAhm5CAAIJiRgwDgPTxDFQFtwud/quU1X3i803CyeUv3qfnVX+jjb7d6oTIAAHyPHAQABDNyEAAQzMhBAPAuGqoIWKMnrtHtzy7W8ZwCr63zWFa+Bj3xs96evsFr6wQAwBfIQQBAMCMHAQDBjBwEAO+joYqA9L+P1+uJMct9tv77XvhVk2Zt9tn6AQAoC3IQABDMyEEAQDAjBwHAN2ioIuAsX/+PHnppmVvL7JjdXztm93drmTtHLtGGraluLQMAgK+RgwCAYEYOAgCCGTkIAL5DQxUBJSe3QIOHL1SBw3BruYTYMCXEhrm1TG6eQ4OfWqj8fIdbywEA4CvkIAAgmJGDAIBgRg4CgG/RUEVAeemDP7R+69FyG+/3dYf01jSeG4DgkZ/vkMNhyDAKfwW7vDzmA/6FHIS35ec75Pj/bZzDzX+YQeAjB+FvyEHAtzgeNCMH4W/IQXgbx4Nm5CBoqCJg5OQWWBLiYz5ar4ICzsZC4DIMQ4tXHtCAR39S1HmTlJGZp/RjearW9WONeHul9h7MtLrEcmUYhn76bZ+uHTJfkSfNR83u0zTqvVU6cCjL6hIRpMhBeIthGPpt7T8aPHyBottPVsaxwu1clc4fatiY5dq5L8PqEmEhchD+ihwEfIPjQTNyEP6KHIS3cDxoRg7iZDaDVjoCxLTvtmrg4z97tGzq4hslSUmdPvRo+W/eukR9OtfxaFnAn2Vm5WnAYz/p6wW7FWq3Kb/AHBkhITbZJI0dfqHuuPYca4osR2kZubpmyDzNX7a/+PmwSXa7Te+P7KwbL29oUZUIVuQgvCE7J1+Dhy/UJ3O2u9zuyzD0ytDz9eCNzWSz2SyqFFYgB+HPyEHA+zgeNCMH4c/IQXgDx4Nm5CBOxRWqkCRlZmbqgQceUNWqVRUXF6fBgwdr0qRJCgsLU3Z2ttXllcr7X262buyZWywbG/CV3LwCXXH/XH27aI8knbbTIEkOh6ECh6E7Ry7ROzM2lneJ5ep4dr563jlbP/9+QJKL+TCkvHxDNw1boKlfs12oSMjBMo5NDgaEggKHrn34R336w3ZJrrf7DkMa8vIyvTJpbXmXCAuRg4GNHCzj2OQgAhDHg2bkYGAjB8s4NjkYEDgeNCMHURwaqlB+fr4uu+wyfffdd3r99df12Wefafv27Ro2bJiaNGmiyMhIq0s8I4fD0LK1/1g2/q9/HLRsbMBXXp+6Tj8v31/qZyTc+/wv2rYn3cdVWef58au1fP0/KijlfNw2YhG3e6ogyMGyIwcDwzufbtK3C3ertI/GefT137VuyxHfFgW/QQ4GLnKw7MhBBCKOB83IwcBFDpYdORgYOB40IwdRHBqq0JgxY7R69WotWrRIgwYNUq9evTRlyhTt379frVu3trq8UtmyM00ZmXmWjb//n+Pa/w87yggcBQUO/e/jDXLnpvA2m03vfrrJd0VZKCe3QONmbCr1TqUkFTgMTfjiT98VBa8hB8uOHKz4DMPQmI/Wy507NtntNo2bEZjbfZiRg4GNHCw7chCBhuNBM3IwsJGDZUcOVnwcD5qRg3CFhmqQMwxDr732mm6//XZVr17d+fO6desqNDRUrVq10uHDh3XppZeqSZMmatGihW699Vbl5ORYWPXp1my2/myY1ZsOW10C4DVzftmrvX+7tzNc4DD03md/KjevwEdVWefLH3fqSJp72z2HQ3p7+kbxqHL/Rg56DzlYsS1acUBbdqa7dcBYUGDog1mblZll3T/eoHyQg4GLHPQechCBhONBM3IwcJGD3kMOVmwcD5qRg3DFZpDsQW3Dhg1q1qyZFi1apE6dOjl/vn//ftWsWVM//PCD2rZtq3Xr1qlz585yOBwaNGiQ2rVrp4cfftijMevWrau0tDRv/REkSbkxF+h4peuKfW3H7P5KiA0rcfmEuHBJUlpGbonvSzuWp3q9Pyn2tahDHyo8a1UpqgX8X05cV2Un9pFs7p93E7d3pEIKvPsdt1p2Qi/lxHeXbHa3l43f/aRshjXPXElISNDOnTstGbuiIAcLkYPIie2g7ORrPVo2dt+Lsuf/7eWK4E/IwcBFDhYiBwEzjgfNyMHARQ4WIgfB8aAZORgYfJGDXKEa5Pbu3StJqlq1qunnc+fOlSS1bt1aycnJ6ty5syQpJCRE7dq1065du8q30DMw3Lkfgc/wdULgMGx2SZ6db2PYQr1bjF8IFfMRmMhBbyIHKzRbqNw6Hdm0rPv/uIiKhhwMVOSgN5GDCBwcD56KHAxU5KA3kYMVGseDJuQgXOFvN8hVqlRJkrR161Y1btxYkpSZmalRo0apRo0aqlKliun92dnZmjRpkl5++WWPx/TF2XEffLlZtz69qNjXXJ05dbLUxTdKkpI6fehxDVMmTdC1Pet7vDzgT979dJPuem6JR8vu3rZBifERXq7IWq9MWqvHXv/NrWfmSFJIiE2HDu5UeFjg7VwGCnKwEDmIj779Szc+scCjZTetW66zqsV4uSL4E3IwcJGDhchBwIzjQTNyMHCRg4XIQXA8aEYOwhVOHQlyzZs3V926dfXwww/r66+/1syZM9W9e3dlZGSc9uB1h8OhW265RRdffLF69+5tTcEuNKgVZ3UJOru29TUA3nJl1zqyh7h3hqM9xKbu59cIyJ2Gq3vUdfu8tFC7TX271uHg2c+Rg95DDlZsl11UWxFh7h0ahITY1L55lYA7eMbpyMHARQ56DzmIQMLxoBk5GLjIQe8hBys2jgfNyEG4QkM1yIWHh+uzzz5TVFSU+vfvr5EjR2r48OFKTEw8bcfh3nvvVUhIiN544w1Lai1Jm3Mqycq7W0SEh6hZwyTrCgC8rEaVaF3To57s9tJ/sQochu4bkOLDqqzToFa8el1Yy62dqfwCQ/feEJjzEUjIQe8gByu+pPgIDbq8oVvbfYfD0P0D2c4FA3IwcJGD3kEOItBwPGhGDgYuctA7yMGKj+NBM3IQrtBQhdq1a6cVK1YoKytLq1atUrdu3bR582a1atXK+Z5HH31Uu3fv1pQpUxQS4n8fm/jYcDWum2DZ+C0bJ3PWIQLOk3e0Vpg9pFQ75XZ74Vlpl3eu4/vCLPLM3W0UEmIr3XyE2NStfQ11O7+G7wtDmZGDZUcOBobH/tVSURF2lebfCu12m1o2StJ13NYraJCDgYscLDtyEIGI40EzcjBwkYNlRw4GBo4HzchBFMf/EgCW++OPP+RwOJxnYq1fv14vv/yytm7dqvPOO0+tW7fWI488Ym2Rxeh7sXUbrCu7srFE4GnZOFlfjumhiDB7iWdk2UNsatYgUd++3VOhoYEbK+e3rKpPXr5YdrutxDOTQ0JsOrdpJX3xeg/ZrDxFFB4jB91HDgaGxvUS9O1bPRUVGXrG7X6DWnH6flwvRYTzDyfBghwMHuSg+8hBBCKOB83IweBBDrqPHAwMHA+akYMojs0wDHcfA4AA98477+jhhx9WRkaGX5515cq2Pelq2OdTefKJLsvD10PtNu2ee4OqV452f2CgAli18ZCeHrtS3y7cLZsKz7oyJOXnG4qPCdPt1zTRiLvbKC4m3OpSy8XSNX/rmXEr9cOve/9/PkJkyFB+vqGk+HDddV1TDb+jtaKjQq0uFR4iB91DDgae9X+lasTYlZr5407JMEzb/ZioUN16VWM9e8+5SuLZMEGJHAx85KB7yEEEOo4HzcjBwEcOuoccDDwcD5qRgzgZDVUElMvumaPvF+9xe7my7Dhc36u+Pnm5m9vLARXNzn0Z+mzuDv195LjCQkPUpF6Crr2kvqIig/NAcevudH0xb4f+Sc1WRLhdKQ0SdXWPegF9dh78HzkIb9p7MFMzftiuA4eyFBYaorNrx+v6nvUVEx1mdWnwA+Qg/BE5CPgOx4Nm5CD8ETkIb+J40IwchERDFQFmzZ+H1e6GWcovcO9j7emOQ1SEXWs+u0qNLHxOAQAARchBAEAwIwcBAMGMHAQA36o49y0ASqFVk0p66s42bi+XdixPacfy3F7uhf+0Y6cBAOA3yEEAQDAjBwEAwYwcBADf4gpVBJy8PIc63fKNflv3j0/H6XpeDc0ff6lCQlw/lBoAgPJGDgIAghk5CAAIZuQgAPgOV6gi4ISFheibty7ROfV9d4ZU63OSNfP17uw0AAD8DjkIAAhm5CAAIJiRgwDgOzRUEZCqJEdpwft91PqcZK+v+4KWVTR//GVKjI/w+roBAPAGchAAEMzIQQBAMCMHAcA3aKgiYFWtFKUlk6/Qgzc2k80LJ0yFhNj0xG2t9PP7fZScwE4DAMC/kYMAgGBGDgIAghk5CADexzNUERQWrzyge57/RWu3pHq0fNuUyho3/EKd17yKlysDAMD3yEEAQDAjBwEAwYwcBADvoKGKoGEYhhavPKixn2zUF/N3KDfPUeL7IyPsur5nfd3Tv6nat6gimzdO5wIAwCLkIAAgmJGDAIBgRg4CQNnRUEVQyskt0NotR7Riw2Ft2JqqzOP5stmkmKgwNTs7Ue2aVVazhkkKD7NbXSoAAF5HDgIAghk5CAAIZuQgAHiGhioAAAAAAAAAAAAAuBBidQEAAAAAAAAAAAAA4K9oqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALhAQxUAAAAAAAAAAAAAXKChCgAAAAAAAAAAAAAu0FAFAAAAAAAAAAAAABdoqAIAAAAAAAAAAACACzRUAQAAAAAAAAAAAMAFGqoAAAAAAAAAAAAA4AINVQAAAAAAAAAAAABwgYYqAAAAAAAAAAAAALjwf+qaNLHhVWRuAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -478,7 +475,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "10fa6f9af7dd44d1967ad187cd73ef34", + "model_id": "3a44008064454eb998e3116d9d09a854", "version_major": 2, "version_minor": 0 }, @@ -498,7 +495,7 @@ }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAB1QAAADtCAYAAAAIlUf/AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAXEgAAFxIBZ5/SUgAAlmdJREFUeJzs3XV0FFcbBvBnNpuNe9BAgABBQnC34O4UKG6FIhWgFChQ3EqRwkdxh6KFAsXd3Umw4BIh7snafH+kWQjJRje7m/D8zukpu7Nz75uZOyvzXhFEURRBREREREREREREREREREQpSAwdABERERERERERERERERGRsWJClYiIiIiIiIiIiIiIiIhICyZUiYiIiIiIiIiIiIiIiIi0YEKViIiIiIiIiIiIiIiIiEgLJlSJiIiIiIiIiIiIiIiIiLRgQpWIiIiIiIiIiIiIiIiISAsmVImIiIiIiIiIiIiIiIiItGBClYiIiIiIiIiIiIiIiIhICyZUiYiIiIiIiIiIiIiIiIi0YEKViIiIiIiIiIiIiIiIiEgLJlSJiIiIiIiIiIiIiIiIiLRgQpWIiIiIiIiIiIiIiIiISAsmVImIiIiIiIiIiIiIiIiItGBClYiIiIiIiIiIiIiIiIhICyZU9aRRo0YQBAHTpk3L1La8ZuPGjRAEAcWLFzd0KDo3bdo0CIKQ7L9OnTplqowvqS0QEenKqFGjUrz/DhgwwNBhERERERERERERUR6h84SqSqXCrl270K9fP7i7u8Pe3h4ymQz58+dH/fr18csvv8Db21vX1RIZDVNTUxQoUAAFChSAg4NDiu1JidecuNmflJDduHGjzssuXrw4BEHA2bNndV52ZuXkMRwwYIBOk9q5KdYkSQmpV69e6bTcV69eacrOzXh8DCOta8nW1lbzvmtubq7/4IiIiIiIiIiIiChP02lC9erVqyhfvjx69OiBLVu2wNfXF7GxsbCxsUFISAguXbqEefPmwdPTE127doVcLtdl9UbN1dUVZcqUgbOzs6FDMSg7OzuUKVMGJUuWNHQoOaZu3boICAhAQEAANmzYYOhwiIjyvBkzZmjed3v06GHocIiIiIiIiIiIiCiPkeqqoH///RfdunVDQkICnJycMHbsWHTt2hWlS5cGkDhy9c6dO9izZw+WL1+OvXv3IjY2FjKZTFchGLXNmzcbOgSj0LlzZ3Tu3NnQYRARERERERERERERERFliE4Sqr6+vujTpw8SEhJQvnx5HDt2DEWKFEn2GhMTE1SvXh3Vq1fHzz//jEGDBumiaiIiIiIiIiIiIiIiIiKiHKOTKX8nT56MyMhImJub459//kmRTP2co6Mj9u3bBzs7uxTbAgIC8PPPP8PDwwNWVlawsrKCh4cHxo0bh8DAwFTL+3TduVevXuH169cYMmQIXF1dYW5ujpIlS2Ly5MmIiYnR7OPt7Y0+ffqgaNGiMDc3R+nSpTFr1iwoFIpU60ham3LatGmQy+WYN28eKlasCCsrKzg4OKB58+Y4cuSI1r/50/2zwtvbG0OHDkXp0qVhaWkJa2trVKxYEZMmTUJwcHCWykxafzGttR03btwIQRBQvHjxVLcfO3YMXbp0QZEiRSCTyWBraws3Nze0aNECCxYsQGhoaIbLS1ofr1GjRgCAU6dOoW3btsiXLx/Mzc1Rrlw5TJ8+HfHx8Wn+Xfv370eTJk1gb28Pa2trVKpUCfPnz4dCoUhRhzETRRFr1qxBrVq1YGtrCxsbG9SpUwdbt241dGhaHT9+HF9//TWKFSsGCwsLODo6omLFivj+++9x5coVzeuePXsGW1tbCIKAH3/8MdWyoqKiULp0aQiCgJYtW0IURX39GalKul4y8p+hDR8+HIIgwN7eXus6nytWrIAgCJBKpTh//rx+A0yDXC7H2rVr0apVKxQoUABmZmYoVKgQ6tSpgxkzZuDly5ep7hcSEoIZM2agVq1acHR0hLm5OYoXL44WLVpgxYoViIiI0Lw2tx6fx48fY+jQoXB3d4elpSXMzc1RtGhR1K5dGxMnTsTjx481r92zZw8EQUC+fPlSvXZatmypaa+prWs+d+5cCIKABg0aJHs+LCwM69atQ/fu3eHp6ak51sWKFUOvXr1w9epVrfF//v67a9cueHl5wdHREVZWVqhWrRqWLVsGlUqVxSNERERERERERERElDOyPUI1MDAQf//9NwCgd+/ecHd3z/C+nycezp07h06dOiE8PBwAYGVlBQB4+PAhHj58iLVr1+LAgQOoX7++1jJv376NwYMHIzw8HLa2tlAqlXjx4gVmz56N8+fP49SpUzh+/Di6d++O2NhY2NnZQS6X49mzZ/j111/h7e2NHTt2aC1fLpejWbNmuHDhAqRSKaytrREeHo6TJ0/i5MmTmDp1apaTptrMnz8fv/zyC9RqNQDA0tISCoUCDx48wIMHD7BhwwYcOnQIVapU0Wm96ZkxYwamTp2qeWxpaQlRFPHy5Uu8fPkSJ06cQPXq1bOUvPz9998xfvx4ANCco8ePH2PatGk4d+4cTpw4ARMTkxT7jR07FgsXLtQ8tre3x8OHDzF+/HgcOnQozbbz6tUrlChRAgBy5DxmhkqlQufOnbF//35IpVJYWloiKioKV69exdWrV+Hr64vp06cbLL7PxcbGYsCAAdi9e7fmORsbG6jVak07vXDhAu7evQsAKFWqFP7880/069cPS5cuRYsWLdC2bdtkZY4YMQLPnj1D/vz5sXnzZoMnKu3s7FCgQAGt26OiohAbG6vHiLRbtGgRLly4AB8fH/Tq1Qvnz5+HVPrx7d7b2xtjxowBAEyaNAkNGzY0VKjJvHz5Eh06dNAk+JKSnpGRkZq2Hxoaij/++CPZfkmJ/LCwMACAVCqFnZ0d/Pz88Pr1a5w4cQKFChVCp06dAOTO43PixAm0b98eCQkJAABTU1NYWVnh3bt3ePfuHa5duwaZTKZ53/Ly8oIgCAgODsaDBw9QsWJFTVkKhQIXL17UPD59+jQqVKiQrL7Tp08DAJo0aZLs+SVLlmjee0xMTGBrawsAePPmDd68eYMdO3bgjz/+wA8//JDm3zN+/HjMnz9fc47j4+Nx+/Zt3L59GwcPHsT+/fthZmaWhSNFREREREREREREpHvZHqF65swZTaIvO2tjvn37VpNMLV++PC5evIjo6GhER0fj/PnzKFOmDMLCwtCxY0e8f/9eazmDBw9GtWrV4OPjg4iICERFRWHp0qUwMTHBhQsXMGPGDPTu3Rvt27fHq1evEB4ejsjISEyaNAkAsHPnTpw8eVJr+cuXL8f169excuVKREVFISwsDG/evMFXX30FAJg+fToOHDiQ5ePwuXXr1mH8+PGwtLTE7Nmz4e/vj5iYGMTGxuLmzZto0qQJ/P390aFDB0RHR+us3vS8fv1ac1N9zJgxeP/+PWJiYhAVFYXw8HBcuHABI0aMgI2NTabLvnfvHiZMmIAJEybgw4cPCAsLQ3h4OKZMmQIgsc1t2rQpxX47duzQJFN79eqFd+/eISwsDFFRUVi9ejWuX7+OFStWZOOv1p8///wTZ8+excaNGxEZGYmIiAi8ffsW7du3BwDMmjULvr6+Bo7yo4EDB2L37t2QSCQYP3483r59i8jISISHhyMoKAh//fUX6tSpk2yfvn37om/fvgASR3/6+/trtm3evBlbt26FIAjYtGlTmolMfVmyZAkCAgJS/e/69euaxFKbNm0MHClgYWGBHTt2wMLCAleuXEnW8SEuLg5ff/014uPjUa9ePc11ZWiRkZFo2bIlvL294eDggNWrVyMsLAyhoaGIiYnB8+fPsXDhQhQrVizZfnfu3EHHjh0RFhYGDw8PHD58GLGxsQgODkZcXBxu3ryJn376Kdl7UW48PsOHD0dCQgJatGiBBw8eQC6XIywsDHFxcfD29sb06dOTjfx3dnaGp6cngI/J0STXrl1DbGysps1+vl0ul+PSpUsAgMaNGyfbVrhwYUydOhU3b95EbGwsQkNDERcXhxcvXmhGm48ZMwZ37tzR+rfcvXsX8+fPx3fffYfAwECEhoYiLCwMM2fOhCAIOHbsGH755ZesHSgiIiIiIiIiIiKinCBm0+TJk0UAIgDx/fv3WS5n2LBhIgDRwcFB9Pf3T7H97du3oq2trQhAHDlyZLJtL1++1MTg4eEhxsfHp9i/b9++mtc0b95cVKvVKV7ToEEDEYA4ePDgFNu8vLw0+69bty7FdpVKJTZs2FATg7b9p06dmuFtkZGRor29vQhAPHr0aIr9RFEUFQqFWK1aNRGAuHjx4lRfo03//v1FAGL//v21vmbDhg0iALFYsWLJnt+5c6cIQHR3d89UndrKE0VRnDp1quYYp3acRFEUu3TpIgIQmzVrlux5tVotlipVKs3zm1Q3ANHLyyvF9k/bkbb605IUf2plZ9Sn7ez06dMptsfHx4uFCxcWAYizZs3Kcj26dPLkSU3My5cvz9S+UVFRmvPWtGlTUaVSib6+vqK1tbUIQBw9enQORa07ERERYoUKFUQAoqenpxgZGWnokDRWrFghAhAlEommPX377bciANHe3l58/fq1gSP8KOmzxMzMTLx9+3aG96tfv74IQCxdurQYHh6eqTpzy/EJDAzUXGN+fn4Z3m/UqFEiALF9+/bJnp8+fboIQPzll19EU1NT0d7eXlSpVJrt586dEwGI5ubmqX6epmXkyJFaP0c/fY/v27dvqvsntQOpVJrl7xQZ+WwjIiIiIiIiIiIiyoxsj1ANCQnR/NvR0TFLZYiiiF27dgEAhg0bhoIFC6Z4TZEiRTBs2DAASHNK3tGjR6c6TWDLli01/54wYUKq04cmveb+/ftayy9atCgGDhyY4nmJRILJkycDAHx8fPDgwQOtZWTUnj17EB4ejipVqiSL/1NSqRQ9e/YEkLieqb7Y29sDSJzm9NO1aXXBzMwMY8eOTXVbx44dAaQ8R3fv3sWzZ88AABMnTkz1/Pbv3x+urq5a6y1evDhEUYQoigad7hcA6tWrl2JkGJB4bDLSTvVp/fr1AIAKFSpg+PDhmdrX2toaO3bsgEwmw6lTpzBz5kz07NkT0dHRqFKlCubNm5cTIeuMUqlE9+7d4e3tjQIFCuDgwYNZGpWdU4YNG4YuXbpArVajT58+WL16NVatWgUAWLNmTZrXg74ltaNvvvkmw9OX+/r6aqaunTNnTqrrcqcltxwfGxsbSCSJH9efjuROT9J7yPnz55OtS3rmzBkAQLt27VCrVi2Eh4fj9u3bKbbXqVMn09PuJk3d/emUwqnRNvL3559/hoWFBZRKJfbs2ZOpuomIiIiIiIiIiIhySrYTqrrw8uVLhIaGAgCaNWum9XXNmzcHkJjEffnyZaqvqVmzZqrPfzplaI0aNdJ8TdI6fKlp1KiR1rUcGzRooFmH7+bNm1rLyKikKRcfPXqEggULav1vxowZABKn4dWXmjVrwtnZGf7+/qhVqxaWLVuGx48fQxTFbJft4eEBa2vrVLcVLlwYADTtJUlSMsDU1BR169ZNdV9BEODl5ZXt+PShVq1aWrdpOwaGcvnyZQCJyZmsqFatGubMmQMAmDZtGm7evAkrKytNotWYff/99zh27BgsLCxw4MABo0nAfWrt2rVwdXWFn58fvv32WwCJScukacqNwevXr+Hn5wcAmmmtMyKp7ZmYmKB169ZZqjs3HB8LCws0bdoUANCqVStMmTIF165dg1wuT3M/Ly8vmJiYICIiArdu3QIAxMfH48qVK7C2tkbNmjU1SddPp/1N+ndqnToA4MWLFxg7diyqVasGe3t7mJiYQBAECIKgmfL63bt3WuMqWrQoSpUqleo2W1tbVKtWDYBuPkeJiIiIiIiIiIiIdCHbCVUnJyfNv7Oa4Pnw4YPm3y4uLlpfV6RIkVT3+ZS20WFJic6MvEahUGiNIa34zM3NNcdDW3yZkZRgiI+PR2BgoNb/IiMjAQCxsbHZrjOj7O3tsX37duTLlw8+Pj74/vvvUa5cOTg4OKBDhw7YunVrmscxLWmN8Es6R0qlMtnzQUFBABLbY1pJuLTOnzHJyDHI6vHVtYCAAABIsbZlZowZMwbVq1fXPF6wYAHc3d2zHVtOWrRoEVauXKlZ51VbZw5Dc3BwwJ9//ql57ObmhiVLlhgwopSS2hCQuXaUtJ+zszOsrKyyVHduOD5AYuK3UqVKCAoKwsyZM1G7dm3Y2Nigfv36+P3331P9/LWzs9OM9k1Kkl6+fBkJCQmaDkBNmjRJtj0uLg5Xr14FkHpC9Z9//kH58uWxcOFC3L59GxEREbC2tkb+/PlRoEABODg4AECaMxek9z6ctF0Xn6NEREREREREREREupDthKqHh4fm33fu3MlucfSJpCkae/TooZmKNq3/Xr16pdf4mjVrhpcvX2Lz5s3o378/SpcujYiICPz777/o27cvqlSpgvfv3+s1Jm2jhynn6OKY37hxA/fu3dM8Pn/+fLbLzEn79+/Hzz//DACYOXMmunXrZuCI0rZmzRrNv9+/f6+ZHttYZLUN6ep6N/bjAwCurq64ffs2jh49ih9++AHVqlWDWq3GpUuXMG7cOJQqVSrZKNMknydMk/6f9HydOnVgbm6OixcvQqFQ4NKlS5DL5bC0tEwxUj4kJAQDBgxAQkICmjRpgrNnzyI2NhYREREIDAxEQEAAdu/enZOHgYiIiIiIiIiIiMggsp1Qbdy4sWZtt3/++SdLZeTPn1/z77SmCfx026f76FNaCcKEhATNmrK6iC9pLdmcmso3aaRjfHy81tdERESkWYaVlRX69u2LjRs34unTp3j37h1+++03mJuba0au6kO+fPkAAMHBwWlOg6nvBO+XILvtNDIyEj179oRCoYCnpycEQcD27duxceNGHUapO7dv30bv3r2hVqvRt29fTJo0ydAhpWnZsmU4cOAATExMUL58eSQkJODrr7/W64j29Hy6bnZm2lHSfsHBwVleyzk3HJ8kEokELVu2xJIlS3Dz5k2Ehobir7/+gqurK8LCwtCrV68U739Jo0yTEqWfJ1TNzMxQt25dxMTE4Nq1a5rt9evXh6mpabKyDh8+jMjISDg4OODff/+Fl5cXLCwskr3m09HG2qT3Ppy03VCf80RERERERERERESfy3ZCtUCBAujatSsAYNu2bXj69GmG901ab7NEiRJwdHQEAJw6dUrr60+ePAkgcVrXEiVKZDXkbDl37pzWdUIvXLigmYr20+lLs6pevXoAgFu3bsHf3z/b5X0uaWrGt2/fan3NtWvXMlWmi4sLxo0bh59++gkAcOLEiawHmAlVq1YFkDgNbtK6ip8TRdHoRz7mRklr1v77779Z2n/48OF48eIFChQogJMnT+LHH38EkLg+qa+vr87i1IV3796hffv2iImJQf369bF27VpDh5SmBw8eaEbSTpkyBYcPH4a9vT0ePXqE0aNHGzi6j1xdXTXTvGamHSW1PZVKhSNHjmS63txyfLSxsbFBr169sG7dOgBAYGAgHjx4kOw1SYnR2NhYnDx5Ejdu3ICjoyMqV66sec2no1jPnDkDIPXpfpM+K8qUKQNLS8tUY0r6nE7L27dv8fz581S3RUVFadZ71cXnKBEREREREREREZEuZDuhCgCzZs2CtbU14uLi0KVLl3RHn4SFhaFr166a0Y+CIKBHjx4AgFWrVqU6wsXPzw+rVq0CAPTs2VMXYWfJmzdvsGnTphTPq9VqzJkzBwBQvnx5eHp6Zruubt26wd7eHgqFAmPGjNGayE2qPzw8PFPlV6pUCUDidKupJVUfPXqEvXv3prpvQkJCmmUnjVpKGr2c0ypXroxSpUoBAObNm5fqsdq6dWuOjfb9kg0ePBgA4OPjgxUrVmRq302bNmHbtm2adUjz58+P3377DVWqVEF0dDR69uyZ5ohjfYqOjka7du3g5+cHNzc3/PPPP2mu12tocXFx+PrrrxEfH4/69etj0qRJKFasGFavXg0AWL16Nfbs2WPgKD9Kakdr167N8PTxpUqVQsOGDQEAEydO1KwnnRG56fikdw18Okr08/dca2tr1KhRAwAwY8YMKJVKeHl5JXtdUvL0wIEDuHnzZrLnPmVnZwcAePr0aaozG9y9exfbtm3LyJ+EmTNnpvr8woULERcXB6lUqumsRURERERERERERGRoOsl2ubu7Y8uWLZDJZPDx8UHlypXx22+/JVuHTqVS4c6dO5gyZQrc3NxSJOomTpwIe3t7hIaGolmzZslGGV66dAnNmjVDeHg4HB0dMWHCBF2EnSV2dnYYPnw41qxZo7mh/PbtW/Ts2VMzsmfWrFk6qcve3h5//PEHAGDHjh1o27Ytrl27BrVaDSAxifro0SMsXLgQHh4eOHjwYKbKb9++PaytraFQKNC9e3c8efIEQOIoz/3796NZs2awsrJKdd/ffvsNrVu3xpYtW5JNxZyQkIBdu3bh999/BwC0bds2s392lgiCgOnTpwMAjh07hv79+8PPzw9A4pTG69atw7fffqsZlZuaV69eQRAECIKAadOm6SNsvdq4caPm7zt79qzOym3cuDG+/vprAMB3332HX375JVmbCA4Oxtq1azUJsyTPnj3Dd999BwAYPXo0WrZsCQCQyWTYvn07rKyscOvWLUycODFT8eTUeezRowfu3bsHe3t7HDp0CM7OztkuMyfb3OjRo/Hw4UPY29vjr7/+gomJCYDEjhpJ52LIkCFpjlBPzYABAzQx69LYsWNRunRpJCQkoGnTplizZk2yBOnz588xY8YMLFiwINl+S5Ysgbm5OXx9fVGvXj0cPXoUCoUCQOLnzo0bNzBs2LAUIydz0/G5fPkyKlasiMWLF+PRo0eazwBRFHH58mUMHz4cAFCkSBFUrFgxxf5JydGkGQeSRqQmqVmzJqytrXHr1i0olUrY2NigWrVqKcpp0aIFJBIJQkND0bt3b03nKblcjl27dqFFixawsbFJ9++xs7PDpk2b8OOPPyI4OBhA4sjUOXPmYMaMGQCAkSNHonDhwhk6PkREREREREREREQ5TWfDBzt16oTTp0+jVKlSCA4OxoQJE1C6dGmYmZnByckJMpkMVatWxcyZMxEREYGePXsmS9YVKVIE+/btg52dHXx8fFCvXj1YW1vD2toa9evXx6NHj2Bvb499+/ZppoY0hBEjRqB69eoYOnQobG1t4ejoCFdXV+zatQsAMHnyZHTu3Fln9fXv3x8rVqyATCbDkSNHULt2bVhaWsLZ2Rnm5uYoX748xo4di8ePH2f6Br6dnR3++OMPCIKAq1evomzZsrC1tYW1tTU6deoEV1dXzc3tz6nVahw9ehT9+vVD0aJFYWlpCScnJ1hYWKBHjx6IiIhAuXLlsGjRIl0chgzp1asXRo0aBQDYsmULihQpAkdHR9ja2uKbb75BnTp1MGzYMACAubm53uL6Eqxbtw5dunSBWq3GvHnzULRoUdjZ2cHe3h758uXDkCFDNNN4AolJ+549eyI6OhpVqlTB3Llzk5VXpkwZLF26FACwaNEiHD9+XK9/T2oOHz4MIDFB36hRIxQsWFDrf4a2d+9ezYj+NWvWwNXVNdn2pUuXomzZsggLC0Pv3r2hUqkMEWYyNjY2OHr0KMqXL4+wsDAMHToUDg4OcHJygpWVFUqVKoWpU6emWGe7cuXK2L9/P+zs7ODt7Y3WrVvDysoKzs7OsLCwQM2aNbFq1SpER0dr9smNx+fBgwcYM2YMypcvD3Nzczg7O0Mmk6FevXp48OABbG1tsW3bNk1i+FOfJ1A/fyyVSlG/fn3N4wYNGmjW2P5U6dKlNVMk7927F0WKFIG9vT2sra3Ro0cPWFtba67btFSuXBnjxo3D0qVLkT9/fjg6OsLBwQGTJk2CKIpo1qwZ5s2bl6HjQkRERERERERERKQPOp2PtV69enj8+DG2b9+O3r17o1SpUjA3N0dUVBQcHR010yo+evQI27Ztg6mpabL9vby88OjRI/z0008oV64c1Go1RFFEuXLlMHbsWDx69AgNGjTQZciZJpPJcOrUKcyZMwdlypRBQkIC7Ozs0LRpUxw6dEjrNIbZMWzYMDx58gRjx45FpUqVYGZmhvDwcFhbW6N69er4/vvvceLEiSxNhTx48GAcOnQITZo0ga2tLZRKJdzd3TFv3jycO3dO6wjVoUOHYvXq1ejZsycqVKgAS0tLREZGwsHBAQ0aNMAff/yB27dv6z25tHjxYuzduxeNGjWCjY0NEhISUK5cOfz+++84duwYYmJiACSO/v3SJI0ms7a2hoeHh07LtrS0xJ49e3Dw4EF07twZhQsXRnx8PKRSKSpWrIgffvhBM5UqkDgi/ebNm7CyssL27dtTnTp30KBB6N69O0RRRL9+/fDhw4cMxfLplOO1a9fO/h/3mfj4eAQGBqb5X0blRKxv377FN998AyDx+v7qq69SvMbS0hLbt2+HmZkZLly4kKlR9Ukx16pVSyfxfsrNzQ137tzB8uXL0ahRIzg4OCAqKgr29vaoU6cOZs6cmerapi1atICvry8mTZqEKlWqwMLCAjExMXBxcUHLli2xatUqTRIxNx6fGjVqYNeuXRg+fDiqVasGZ2dnREZGwtzcXJOcTOvzsW7dujAzMwMAFCxYEOXLl0/xmk+TrKlN95tk3rx52Lx5M2rWrAkLCwsoFAqUKlUKEydOxJ07dzI8qvS3337Djh07UL9+fYiiCJlMhsqVK2PJkiU4evQoO70QERERERERERGRURHEtBbmJI1GjRrh3LlzmDp1ap6cDvZLUa9ePVy+fBkzZszAr7/+qtOyp02bhunTp8PLy0unU+rqSrNmzXDq1ClMnjw5RxL/xmLWrFn49ddfUb9+fVy4cMHQ4aQpN8UKJE7tam9vj7i4OJw8eRJNmzY1dEhGhccnbfp6jxwwYAA2bdqE/v37Y+PGjTlWDxEREREREREREX05dDpClciYnTt3TrM2b6tWrQwcjX4lJCTg8uXLcHR0xNixYw0dTo46ffo0AGDOnDkGjiR9uSlWALh69Sri4uLQpEkTJgtTweNDRERERERERERElDcxoUp5ysiRI7Fx40YEBAQgafB1eHg4Vq1ahY4dOwJInNqyRo0aORbDuXPnIAgCBEFAp06dcqyezEhK9IwbNw52dnaGDifHJCQk4MqVK2jVqpXBpwdPT26KNcmZM2cA5J4EsL7x+BjOqFGjNO+7mzZtMnQ4RERERERERERElMdIDR0AkS5dunQJy5cvBwCYmZnB0tIS4eHhmuRq+fLlsXnz5hyp29raGgUKFEj2nIODQ47UlVleXl74Emb3NjMzQ1xcnKHDyJDcFGuSqVOnYurUqYYOw2jx+BiOra1tivffvNx5hIiIiIiIiIiIiPSLCVXKU2bMmIF9+/bh2rVrCAwMREREBBwcHODh4YEuXbpg6NChsLS0zJG6x44dm+en0yUiMkYzZszAjBkzDB0GERERERERERER5VGC+CUMWyMiIiIiIiIiIiIiIiIiygKuoUpEREREREREREREREREpAUTqkREREREREREREREREREWjChSkRERERERERERERERESkBROqRERERERERERERERERERaMKFKRERERERERERERERERKQFE6pERERERERERERERERERFowoUpEREREREREREREREREpAUTqkREREREREREREREREREWjChSkRERERERERERERERESkBROqRERERERERERERERERERaMKFKRERERERERERERERERKQFE6pERERERERERERERERERFowoUpEREREREREREREREREpAUTqkREREREREREREREREREWjChSkRERERERERERERERESkBROqRERERERERERERERERERaMKFKRERERERERERERERERKQFE6pERERERERERERERERERFowoUpEREREREREREREREREpAUTqkREREREREREREREREREWjChSkRERERERERERERERESkBROqRERERERERERERERERERaMKFKRERERERERERERERERKQFE6pERERERERERERERERERFowoUpEREREREREREREREREpAUTqkREREREREREREREREREWjChSkRERERERERERERERESkBROqRERERERERERERERERERaMKFKRERERERERERERERERKSF1NABEBk7UakEVGpDhwGYSCBIeclS7mIU148Orx2lGlCKOikqy6QCIGV3KCIiIiIiIiIiIiK9YXaGKA2iUgll/2FAVJShQwFsbCDdtJJJVco1jOb60dG1o1QDLY8DEXIdxZVFdjLgWAsmVYmIiIiIiIiIiIj0hbdjidKiUhs+GZQkKsrwI/2IMsNYrh8dXTtK0fDJVCAxBkOPkiUiIiIiIiIiIiL6kjChSkRERERERERERERERESkBROqRERERERERERERERERERacDFGMhpqtQjf1xF4+T4aCqUaVhZSVCjlgPxOFoYOjcjoBYfFw/tZGKJiFJCaCChW2BplitvBxIT9ZoiIiIiIiIiIiIiIsoMJVTIolUqNwxfeYcWuRzh3MwCx8coUrynobIGvmpfA8O5lUb6kgwGiJDJOT19FYOXuR9h59CX8gmJTbLcwM0H9qgUwrFs5dGjkCqmUyVUiIiIiIiIiIiIiosxiQpUM5txNfwyacgEv3kXBRCJApRZTfV1AcBxW7HyEZdsfonOTYljxaz0U4KhV+oKFhMfj+7lXsP3IC0gkAtRarp24BBVOX/PHiSt+KFrACutmNEDzOi56jpaIiIiIiIiIiIiIKHdjQpX0TqVSY/ziG1i42RsmEiHxOS0JIc0+/20/cPYNTl/3w1/zGqFtQ9ccj5XI2Jy+5oceP59GaKQcALQmU5MkXTvvg2LR4tujGNGjHJaMr83RqkRERET0xWl7HAhO0H+9zmbAoRb6r5eyLre2ldwaNxEREVFuwIQq6ZVaLWLAr+ex9eBzAOknUj+nUouIjFGgww8nsXN+Y3zVokROhElklA5feItOP56ASiUik5eOJvG6fOcjBATHYufvTZhUJSIiIqIvSnACoMrk92hd1Uu5S25tK7k1biIiIqLcgHfTSa+m/HlLk0zVxspCipqe+WBlkXq+XxQBURTRc/wZ3PAOyokwiYyOt28oOo86CWU6ydT0rh8A2HvqNcYuvJ4DURIRERERERERERER5T1MqJLe3PAOwpy199J9nUcpB1z7qwM8SjlofU1iUhXoN+kcEuQqXYZJZHSUSjX6TToPlVqEmE5v44xcPwCw5C8fnLvpr8MoiYiIiIi0U6tFxCcooVKpDR0KERERERFRpnHKX9ILURQxdPpFSAQBqvQyQhmkUot48jICS7b6YNygijopk8gYrf77Me48DtFpmSYSAUOmXcTjA19B8t9axkREREREuiKKIi7cCsDmf5/hwp1APHsTAbUaEASgeGFr1KlUAL3auKFVvSIwMWFfbyIiIiIiMm781UJ6cfX+B9x9EprpNVPTIwJYus2HvZwpzxJFEX9s9YGg45ynSi3C900kTl/3023BRERERPTFu3w3EOU77YHXoMPYdMAXT18lJlOBxJmGXr6Pxs6jL9D++xMo1nIn/j37xrABExERERERpYMjVPMYpVKJX3/9FatWrYKVlRVGjx6NlStX4unTpwaNa82eJzAxEaBS6TahCgDvP8Ti5FU/tKxXROdlZ9er2Bh8c/c6TtZtrHmu9MmD8G3WzoBRUW5y6U4gfN9E5kjZJiYCVv/9BM1qu+RI+dmR166d4BPrEHJ2i+axPOgNzIuUQ+kphwwYFeUV3c8AQfH6qSufObCrcfqvIyKiL5Moipi09CbmrbuvmQVFqeU3YFJnW7+gWHT44QT6tS+FNdPqQ2Zqord4iYiIiIiIMooJ1Txm/PjxePToEV68eIHo6GjUrl0bNWvWNHRYOHczIEeSqQAgkQi4dDfQKBOqRNl16W4gBAHprp2aFSqViPO3uI6qPjg3Hwzn5oMBAMqoUDyZ2BBFBvxu4KgorwiKB6IUho6CiIi+dKIoYvisy1i75wlEIMOzEyV9z9125DmCwuKxf0lzmJpyMi0iIiIiIjIu/JWSh/j5+WHt2rXYtGkT7O3tUaRIEdSrVw8eHh4AgHHjxqFBgwYYOHAgVCqV3uKKjJbjxbuonKtAFHHDOyjnyicyoJs+wZDoer7fTwSGxCMgODbHyqfkRFHEqz/6oWDXCbBwLW/ocIiIiIh0ZuWux1iz50maiVSpVIBbERtIpSm/3yqVIk5ceY9J/7uZk2ESERERERFlCUeo5iGnTp1C9erVkS9fPs1zISEh8PDwwL179xAUFIQLFy5g+vTpOHjwIDp27JihcqOjo+Hj45PluF75J6T6vJWFFB6lHFI871HSPtn/U+PzLAwxcUoAgFoEHj8PwrVr17IcozaCQoEq2SzjXkQ4ml0+o3kckJD1eRlv3LgO0dQ0mxFRbvLQNzDFTSlt1w6Q/vXz6bWT5Njp6yhbzCLbsX4uu9ePsV07clEAkL0R/4F7foOpY2E4NeqTrXJu3LgOmZDxYcseHh6wtrbOVp2UuvgEJXYff4mlfz3E83eRiIlTwkxmAic7M/RrXwpDvyoLlwJWhg6TiIgoR716H4Uxv1+DOp1Rqa4FrfH8cHeUbLMr1U63SpWIBZse4KvmJVDTM18qJRARERERERkGE6p5SEhISLJk6ocPH3DlyhUsXrwYFy9eRKtWrQAArVq1wt69ezOcUPXx8UHt2rWzHphZYcB9RoqnPUo54NpfHbTutn5GQ63bavU+gOsPPo5KffX6DWrX7pf1GLUwl5ggsm3XbJVRyc4+xTqQWeXl1Qjxav2NLiYjUHIyYFk82VPpXTuA9uvn82sHAAYMGATEvcxWmKnJ7vVjbNeOIDNH1d1xWd4/yvscwq7sQZm5F7IVBwB4eXlBlGc8wXz16lXUqlUr2/XSRxFRcsxafQerdj+BQqlGvPxj+5Ir1IiKUWD+hgeYteYe2jYoghkjq6FyWScDRkxERJRz5m+4n+EpftMjEQRM+fMWjq5spZPyKPdQKtXYd/o1Fm32xmv/aNjZyDCkaxkM7uwOW2uZocMj0onHL8OxcJM3jl9+BxGAV7WCGDvAE5XK8LcCpdT/PPAh67chMiS/BbBJ+y1YIiL6BBOqeYi7uzvmz58Pf39/CIKAgQMHQi6Xo0yZMvj3339RokQJAICdnR3CwsIyXK6HhweuXr2a5bgCQ+XoOP5piud9noWhVu8DKesraY/1Mxpi0JTz8HkenmqZPs+Sx1++TAms35z1GLURFApg/v90Xm5WnTt3liNUvzDfLXyJm49jkj2n7doB0r9+Pr92AGDHto0oXshMJ/F+ypiuH11cO3JRwOgPWdtXER6I18u/RelfD0EiM89WHABw7ty5TI9QJd15FxCDJkMO441fNBIUaq2vS0qyHr7wDscuv8ffC5uifSNXfYVJRESkF1ExcmzY7wuFUvtnYmao1CKOX36Pl++iUKKIjU7KzKqgY6sRen6b5nHM48sov9Qb5i7uBowqb4qNU6LpkMPwfhaG6NjEGXX8gmIx+X838dv6e7i4qT1KudoaOMq05db2klvjzo3W7XmCH+dfRbxcBZUq8ffctiMv8M/p15g+oip+6u9p4AjJ2HyIA4JSn/iPiIgMgAnVPKRVq1Zo3rw53N3d4ebmhu7du+P169eQyWSwt7dHREQEACAiIgIODqlPF5oaa2vrbI1sEkURtjNeIjJGkez5mDhlipFyn/J5Hp7m9iRSEwENaxTLkdFXYoIcyvRfpjc1atSEYMaeuV8Sr5rAXV8fKFUfk2fpXTtAxq8fM5kEXdvVh1Sq+yW1jen60cW1E68CcChr+/rvmAFVbAReLRuseU7m6IISP/2VpfJq1KgJc5OsxULZExQah7p9/0VASFyGbxyr1CJUahFdRp/Ev/9rgVb1i+RwlERE9KV48+YNhgwZgvfv36Ns2bJ48uQJjh49ChcXF73FcOnOByQk6HYWHVNTCY5feY9vu5XVabmZla/lUORrORQAEHphJ8zyl2CSKYcMmX4Bdx+HJpv1AwBi41WIS1Ch6ZDDeHmkBySSlOvvGovc2l5ya9y5zU2fIPw4/2qKJXjUahExcUpMW34bVco6oUmtwgaKkIiIiNKj+zvoZDASiQSbNm1CVFQU7t27BwcHB82opLp16+L48eMAgGPHjqFOnTp6i0sQBNSokA859btHqRJR3cM5ZwrPpuKWVsmmLAUA32btDBQN5UbVPZyTJVN1SRCAymWcciSZml157dpxHfYnKm30R5nZZzX/ZTWZSoYjiiLafX8CgaHak6mCADjZm0FI5TNPqRLRedRJPH8bmcOREhHRl0ClUqFjx44YP348vL290bRpUwQGBuo1mQoAtx4GQybT7fdJtVrEDZ/0OwfqiyIsAAF7f0PRIUsMHUqeFBwWj32nX6dIpiYRRSA8Uo5jl97pObKsya3tJbfGnVvMXn0PsfHauxxHxykxY9UdPUZEmSFXqLDr2Au0HXEMVbvvQ8Wue+E18BDmr7+P4LCML8dDRES5G0eo5mFPnjzRJFQrV64MBwcHNGjQAG5ubpg4caJeY+nZ2g2nrvnlSNmmUgk6Ni6WI2UTGVqbBkVhYWaCOB33+gcSb0z0alNS5+US5VVX7n3ArYfBmum5UuNoZ4bg833g3HArQsJTzs2kFkX8b9tD/DE+G2uTfwHUahHnbvrjXWAMiha0RsNqBY16RAoRZd37wBicvxUAiURA4xqFkN/JwtAh5RpHjhyBm5sbmjRpAiBxiv/KlSsjNjYWI0aMgKWlJdzd3TFq1KgMladQKPDmzZtMx/HgiV+KjkZSqQDXgtYpXuta0CrZ/z/3JiAaSqUIpUrEgyeBeP78eabjSZPoBiDznyev/xyKIv3nw8Qyi1POiiKeP3+RtX2/AIcvfUi1M9qnImMU2LD3PtwLy/UTVBbbCpDN9pLdtpJb4/4CHLv8FmI6faUv3QnEs2fPIKR3QWSBq6srTLmEVKZFxcgxb919LN/5CAqlOsUI4xs+Qfj1z1vo1KQYpo+oirIl7A0TKBER6QUTqnnYkydPMHjwx+klFyxYYLBYerYuiVHzr2rWQtEVExMBX7cqAWeH7K9JSGSMbK1l6N+hNNbseQKVWrcjVc1lJujXvpROyyTKy5Zs9cni7amP5Ao11u59gjk/VIelBb+GpebU1ffoM/EcEuQqxMUrYWEuhbmZCbb/1hhe1QsZOjwi0pHYOCV6TTiDczcDIFeoIQiA1ESCDo2KYu30BpCZcm779Ny9exfVqlXTPL5z5w4qV66MvXv3on379ujatSu6d++OkSNHZugm+ps3b1CqVBa+G7r0BxzqAcLHUaquBa3x/HB3rbucWd821edLttmFF++iAADXr99AqVLdMh9PGqrskUMizVxCIfjkesjyucK2crMs16tQKrN2bL8U9rWAwn0Ak7Q7VOz+ex92/7FWLyFlpa0A2W8v2W0ruTXuL4LHCkCS9rlRKhQoXdodgO5nqXr27BlKlmSH6szw+xCDxt8cwRu/aK0j6OPiE5//+8RLHDz3FvuXNkOz2vqdKYKIiPSHd/LysKNHjxo6BA1LCymmfFsF4xbf0Gm5EkHApCGVdVomkbEZP6giNh3w1fko1XEDK8Le1kynZRLltKNHj2LGjBmwtLSEm5sbXFxcMHXq1Byv90NIHPacepXm6NSMUqlE7Dj6AoM6c22qz91+GIyvfjqN8KiPo0/i5Yn/7vTjSZxd3waVyjgZKjwi0qE2I4/h6v0PSJAnH9n498lXiEtQYffCpgaKLPdwcnLC5cuXAQAvXrzA/PnzsWDBArx69QrNmiUmRfLly4fg4GAUKpR+hxRXV1c8e/Ys03HM3/wcG/99B7ny42fkm4BolGyzK2UdBa1wZn1bNB50CG8CYlJsfxMQDSBxCv2Wzeph2bjMx5OWXj5SZOYbtTzoDYIOL0eZueezVa+pVJqlY/ul8H0bg67jbiE2Xvv69BZmEkwY3xe9W0/QS0yZbSuAbtpLdttKbo37S9Bu9A08fpXyfe9TRQpa4+x+3xyp39XVNUfKzavCIxNQv/9BvA2ISXUZJpmpBHLFx/cstRqIjVei/XcncGpta9StXECf4RIRkZ4woUp6M6ZfBew6/hJ3HoXobKTdnB+qowyn06A8rriLDRaOrYURsy/rpDwTiYCyJewwaWglnZRHpC8vX77ElClTcPLkSdja2qJ27dqoV68e+vbtC7Vajblz5+bYjYIzN/whM5UgTpX9jg3xchX2nX5tkIRq2OU9iLx7AgCQ4P8MUvv8cPtpm97j0Gbc4hvJkqmfCo+SY+KSmzi0vKWeoyIiXbv1MBj3n4amSKYCiSM9Tl71w8t3UShRxMYA0eUevXr1wrZt21C+fHnUqVMH+fPnR+XKlaFSqfD27VvUqFEDwcHBcHZ2zlB5pqamWRq91KSOgHX7k69tqVSKmpGmqXkTEJPmdpmpBI1rFdf9aKqHyNTAr4A986CMDoXvjDaa54r0nw8r95qZq1cQODIsDSVLAmWKv8DdJyFap0Q1kUgwemBt2FjJ9BNUJtsKoKP2kt22klvj/gJMGyHgm6kXEB2X+sxtVhZSTBxalcfRSPSffB5+QbFak6kJtwbCrNqGZElVIPG3Xuvhx+B3qiesLDnFMhFRXsOEKumNiYkEu35vgtp9DiAkPEFrUtXnWRhq9T4An2dhWssSBKBjI1eM7uuRU+ESGZVvu5XFpbuB2HboeZq/j9O7fkwkAmytTfH3oqacSo9ynZ07d2Lw4MGwtU1c18nU1BQXL17EvHnzoFKpsGHDhgyNVlWr1QgNDc1U3W/ehySb7lcQEtdL/VzSc6ltC41I0Nwk9PsQheDg4EzFoI2odgQgSfd1AOBQtysc6naFItQfr5cPRbFhKzJZlxrBwZk7dhkuWxRx7cGHNF9z4XaAzo4bERnOhr3eCIvUvg5iVIwC2w4+xLdf6e6msqOjIySSjL1X5hZ2dna4cOECgMTPtoIFC6JMmTIoVqwYRo4cibNnz6Ju3bo5vmZevcoFoNbx0hQJcjUaVDP86B7XYcsNHcIXY8f8xqjd5wAiouVQf9bXwspCio2zGuovmZpFubW95Na4c5tuLUpg+5HnOHnVL8U6nJbmJqjpmQ9DupQxUHT0qXcBMThy8V2K9cEzSqVOnJFoMM8nZZJaLeLwhbdYvvMRYuKU6NykGAZ3cTf6zz9Deh8Yg8VbvHHNOwhF8lvhp/4VUN0jn6HDMloqlRqHLrzFyl2PERuvRKfGxtPGbj8MxsLND/AmIAY1PPJhdF8PFC1obeiwUmBClfSqRBEbXNjYDk2+OQz/4LhUf3jHxClx/UFQmuV0blIM235rDBOTvHVThEgbiUTAxpkNIREEbDmofSqltK4fE4kAJ3sznFzdGmU5sptyodjYWNjYJI5WOnPmDJ49e4by5cujcOHCEEUR/v7+GSonNDQU+fJl8gu2UxOgQFfA5GPCNPh8H60vf/pvyjXfnBtuRUh4AgDg1q07yJeva+Zi0KLSX6GQWjtk+PWq2Ei8Xv4tXIevhImVXabqCo+IyPyxyzABKL8EMLHU+oqoqKgcrJ+I9KZQL8C5idbNKrWIyVOmY/LwIzqrMigoKMMjNXOjp0+fws3NDRKJBJaWltiwYYPe6i5S0Aot6rrg5FU/nc1E5F7MFrUr5tdJWZQ7uBe3w+2dnTDhjxv499xbSCRAdKwSVcs5Ycn42qhftaChQyTKFolEwJ5FTbH0r4eYv/E+omIUiIlTwsFWhrH9PfHzgIqQSnmPyxis3P0IJhIBiizuHxOnxPwN9zGoszsEQUh/ByIAcoUKTb85gvu+oYiMTmx9172DsHCzN85vaMuZW1Jx9OJb9Jt0HqERHwduHb/8HgM6lsLCn2sbODrjkyBXoek3h/HgWZimjV17EIRFWxLbWHEXw7Wx8YuvY+3epwiNSLxndvluILb864sNMxuinZdxTVnPhCrpnXtxO9zf0wU/zLuCvw49h4mJkKE16UwkAmSmEiwcWwvfdisLiYRfSujLIpVKsGl2QzSuWQjfz72CuARVhkYDmEgEqNQiOjcthuWT6iKfo4UeoiXSvb59+6Jr1644ePAgihUrhkqVKqFQoULw8/ODWq3O0PpwQOIopaCgtDvufG73ibcYu/geYuMTp/wNjUiAc8OtKcu2M8PTf7vBvf1uzRfBJJ8+btywBnZdzVwM2nx1zQ7RGZyJWK2Q49XSQXDpNxcyJ5dM12VvZ5fpY5cZtfqdxIt32teWKuOWHxfP5Vz9RKQfhy/647vfbiMqJvVpD+2sTbF152LU9tysszodHR11VpYxKlu2LK5evWqw+icMroRjl9/rpCyJAEz8pjJvQn+BirvYYMfvTRATq8ANn2A0HnwYuxY0QcmitoYOjUgnTEwkGN2vAn7s44HL9wLRoP8hXN3aAe7FM9fJ8Uuzfv16rFmzBi4uLggICMDZs2chlebcLe0Vux4jXp69pV7e+Mfg7uMQVCmnn85cQcdWI/b5bQBAxM2DKD3tGCxcOatfbjJ79V3c9AlO1vbiE1R4FxiDzqNP4u7uzgaMzvjExCrQf/J5BIXFJ3s+NDIBG/b7omPjYmhYPWP3iL4UM1bewa1HIYhPSN7G3gYktrE7uwzTxi7fDcSaPU+SzWCkVgPB4QkYNOUCXhzpDmsjmkKdCVUyCEc7M2yd2wgDOpbG4i0+OHLxLUQRkJokJn5EMbH3HkQRahGwtpTimy5lMKqPB4oVZo8c+nIJgoCBndzRoo4Llvzlg9V/P0ZEtAKCAEgEQdMjKymJCgBNahXCqD4V0KZBUUOGTpRtpUuXxv379wEkTv977949DBo0CJMmTYJarcasWbMyVI5EIsn0KKUG1SWIT7iteSyK0Iw2TU1oRILW7eYyEzSo5qKzkVKCBEAGf+/7b58KefBbfDj4PwCAzMkFhXr8mom6Mn/sMmPmyOoYNusyomJS9ge3tTLFrB9q5OkRZkRfil7tHDHpT+9UE6qCABR0tkTbRhzVkZs0qlEIgzq5Y8vBZ1meIhEATKUCGlQtiH4dSukwOsptrCxNUbSglaHDIMoxEomAQs6Js7KYmPCzLi0PHz7EoUOHcOnSJfj4+KBfv36ZSqaKogi5XPsyA59TKNUpOsbKTCWpPv78eQCaNVVNTQX4vg5Debfs3cMUIQOQfhvJ13IoACD04i6YFSqVqWSqCBEJCRk/RpQz1v/zVGsi/31gDB4+C0bJorwnnmT74eep3jcAgLBIOWavuYtannm7Q2Vmbdz/NFky9VPvAmLw8HkwShpgJPTsNXe0LgcTFaPAlgNPMKhzaZ3UJZPJsv0bkwlVMqhmtV3QrLYL3vhH4+LtQNx6FIxbPsE4dysATWoWglf1gqhWzhkNqxXkYu5En3ApYIX5Y2pi+oiqOH8rALceBuOBbxjeBkTj0t0P+Kp5cbRtWBT1qxTktCCUJ92/fx9Vq1aFq6srNm7cmOP1VSjtiGrlnXHDJ/vrd8qVagz9qqwOoso8l35zkflxqfrTs01J3H4UgnX/PEVEtDyxg5UA2FrLMKx7WXzVvIShQyQiHZBKJTixujWaDD6MqBgFov9bS87aUgpHOzMcX9WKydRcaPG4Wrj24AOevo7UmlR9ExCNkm124U1AdIptUhMBzvbm2Dzbi+efiIgAAFu3bsXQoUMhkUgglUrh6emJ27dvY+/evYiNjcXMmTNhZaW9A4ZcLoe5uXnGK5RYAOWXJvbwQmLSNOHWwFRfGnW1f4rnzKptgFyhRlRkFHr07AeEZ2/2CM/17zI8s1Dsi7uIuncSxUauzlQdfn5+MDcvkpXwSJfKLgJMU5+RITg4FB6V6wMxT/QclBEr0AnI307r5uNnbsLcvI3+4skNyi0CpNraWAg8KtYFYn31HBSAUlMBi9QHAcXLVRgxejpG9PxbJ1XFx8fDzMwsW2UwoUpGwbWQNXq1tUavtiVx7f4H1O7zL2Z9Vw21uG4OUZoszKVoWa8IWtZL/PKbdP2M7luB1w/labNnz9Z7nWP6VcCAX88jQZ71kTcSiYA2DYrApQBHXaRGEAQsGFsLg7uUwe8b72PDPl8M7OSOnwd4ogzXfibKU8qWsMfzw92x/chz7DjyAieu+mHR2Fro37E0ZKYmhg6PssDWWoaz69uixbdH8cA3FMpUlnVRKkW8eBeV4nlTqQSF8lngzLo2/IwkIiKN2NhYiGLi58nixYvh6emJ7du3Y+7cubh8+TJOnDiBTp06ad1fJpMhPj5e6/bPKZVqWNfZpnksV6hhVi35uuQyUwmirvaHTe1NmhGpn74eAGxsbbB+8Ra098reTGEdz8oQrH1iJA1FRBD8d81CiTEpl6VJT+HChXEjE8eIckbZjv/glV/qy9/ky+eIy0cuc/aGT+w9+RpDZ15BdGzqS4h0blsb2+exXX/KvcM/eOOvrY054crRqyhigO/h/SZdxK7jr1LdZmVhgmUrZqBn68y/t6VGJpNluwwmVImIiIgyoEuz4vhuzhXIFQkQ01++OFUSAfipn6duA8uDyrnZY/7omtiwzxfzRtWAs0MmepUTUa5hYS7FoM5l0KFRMeTz+gudmxZnMjWXc3Ywx9W/2mP26nuYveYuTEyEFDebP2UqlUChVGNQZ3cs+KmmUa2PREREhtevXz/07dsXK1euRFxcHLp06YJTp05leCYDQRAyNRrJzAwonM8SfkGxmue0fY7JFWqt2xLkalQo7ZztkVAZna/h7arvICrleLt2FAAgX6tvYelWJYN1ZO4YUc4Y3dcTE5feRExc8gShRAKUc3NAqWKcvvZTXVuUxNhFt1JNqDrameHXoVXYrj8zqrcHfv3zdqptzKOkA0q6GqaNTR5aBSev+aeYbh1I7LDZs407zGTG8xsx5WTvRERERJSCzNQEB5e1gNQka1+fZKYSjBtYEY1qFNJxZERERMZDZmqC6SOr4tmhbhjTrwKcHT7ezJJIPt4atrUyxZCuZeC9twtW/lqPyVQiIkqhatWq8PHxwb59+2BpaQlPT098/fXXmDZtGvbv349mzZrpvM5RfTxgYZ69m/cVSzuirB5n2HEbtxOlJh9AsRErUWzEygwnU8l4fNezPDo2coWT3cfvTXbWMpQpboc9i5oaMDLjlHh/pjkKOVsku16d7MwwfUQVVCnnbMDojNOPfSqgXcOicLJP3sbKlrDH3wZsY57ujpj9fTU42Ztp1hW3MDNBQWcL7F/S3KiSqQBHqBIRERFlWO1K+bF/STN0HnUScqU6xUjV0IgEODfcmqJnnalUgm+6lMGs76vpMVoiIiLDKe5ig7k/1sDcH2vA70MMHviG4fnbSIyccwVn1rWBV/WCXCuViIgyzN/fHy4uLnBxcUG1ajn3u2pQZ3dMXnYry/tbWUjx80DOSkSZI5EI+Ou3xnjwNBRr/3mCpX89xMZZDdChUbFkHdLooyrlnPHsUHf8dfgZLt0JxKYDz3BjR0eUcLExdGhGSSIRsOP3JnjwNBRr9j7B/7Y9xKZZDdDeCNrYsO7l0KlJMazY9QgzVt7F/DE1MKhTGVhaGF/6kiNUidJiIgFsjORN2MYmMR6i3MJYrh8dXTtSAbDL/lT72WYnS4yFDKd1g6K4uLkdShW1hYmJoOlBBwCiCISEf5wS2FxmAmtLKRb8VBPLJtbhjWMiIvoiFc5vhZb1iqBlvSIAgKIFrfiZSEREmXL16lW91ONkb44+bUvBwizzo6IkEsDW2hSdmhTLgcjoS+Dp7oj5o2sCAFrXL2rwRJexs7SQYkjXslg1pT6AxCm7KW2e7o74fUxiG2tlRG2soLMlJn5TGQAwpGtZo0ymAhyhSpQmQSqFdNNKQKV93R+9MZFAkPKSpdzDaK4fHV07UglwrAWgzOLamboiFRJjIcOq7pEPT/79CpfvfsCSrd7Ye+o1RFGEVCrRrKNT0d0RP/WrgG4tSsDCnO/fREREREREucGfk+rg3tNQeD8LRYI8+T0NuUINs2obUqyfKgiApbkUp9e24ZrwRER5FO/uEaVDkEp5pRBlUV67fqSSPPXnUDYJgoB6VQqgXpUCCItMwLuAGLzyi0aHH07gzq5OqFzWydAhEhERERERUSaZm0lxZl1rtPvuBG76BCE2XpVs++fJVDOZBDaWpji9to1e104lIiL94n1hIiIiomxysDWDg60ZCv03vUyRAlYGjoiIiIg+52wGBCek/7qcqJdyl9zaVnJr3ETGyMZKhpOrW2PLwWeYv+E+XvtFQ6FUQ6X+OG2VlYUUplIJRn5dDt/38kABJwsDRkxERDmNCVUiIiIiIiIiyvMOtTB0BJRb5Na2klvjJjJWpqYSDOrsjoGdSuOGdzB2HH2ON/4x2HPyFQZ3dkfLekXQqXExmJpyXR4ioi8BE6pERERERERERERERKkQBAE1PfOhpmc+JMhV2FN9I/6cVBdmMq6VSkT0JWFClYiIiCgXy2eeN+siIiIiIiIiIiIyFkyoEhEREeViuxobOgIiIiIiIiIiIqK8jQlVIiIiIiIiIiIiIiIjkt8ib9RBRJRXMKFKRERERERERERERGRENjU0dARERPQpiaEDICIiIiIiIiIiIiIiIiIyVkyoEhERERERERERERERERFpwYQqEREREREREREREREREZEWTKgSEREREREREREREREREWnBhCoRERERERERERERERERkRZMqBIRERERERERERERERERacGEKhERERERERERERERERGRFlJDB0BElB1KNaAUDR0FIBUAKbuopGAM50eX5yav/T1ERERERERERERElD4mVIko11KqgZbHgQi5oSMB7GTAsRZMdH3KWM6Prs5NXvt7iIiIiIiIiIiIiChjmFAlolxLKRo+uZUkQp4YD99UPzKW86Orc5PX/h4iIiIiyh0Ug0YAYeH6r9jBHqbrl+u/XiPQ9jgQnKD/ep3NgEMtsr5/bo0byN2xExER0ZeB92OJiIiIcjHFdz8BIWH6qczJAabLFuqnLkoTz7tu8XgSkVELCwdUKsPU+4UKTgBUBljqI7sJxdwad1IZuTV2IiIi+jIwoUpERESUm4WEATExho6C9I3nXbd4PImIiIiI6AvT/zzwIS5n68hvAWxqmLN16AuPFzGhSkRERERERERERERE9AX5EAcEcaR+hvF4EROqRERERGR01Gox2f+JKO+KTzDAVKZEZFTUahGX7gTi2oMg3H8aCr+gWADAkr980Ly2C5rWKgxLC97CotztjX80zlz3x61HwXj8MhwAMG3FbTSuURiNahSEWxFbwwZIREREaeK3USIiIiIyCq/eR2HFrkdY989ThIYndvss2GQbnOzNMbRrGXzbrSxcC1kbOEoiyi6FQo19Z15j8RZv3PQJhkKpBgAUbrodDaoWwOi+FdC6fhGYmEgMHCkR5TSFQo0/dzzEws3eeBcYAzOZBAqFGkn9qVbtfoxl2x/CylyKb7qWwaQhleHsYG7YoIky6eq9D5i+8jaOXXoPExMBgiBoPvt2HHmBnUdfQKEU0bhmIfw6tDIa1yxs4IiJyBDeBcRg/9nXmk5Fi7d4o1ntwqjukc/AkRknlUqNY5ff4/7TUIREJN4/2HLwGXq0LAEbK5mBozNO7wJisO/Ma/gHG1cbi45VYO/JV3j+LgoA8PvG+6hcxskofxMyoUpEREREBuXtG4oxv1/DqWt+MDWVIEGu1mwTRSA4LB6LNntj3rp7aFG3CBb9XAvl3OwNFzARZYlKpca8dfexaIs3YuIUya51AFAo1Thzwx8X7wTCwdYMvwyuiB96e0AQBANFTEQ56cHTUPQcfwZPXkVAqUrMoH7+viBXJD6OjlPizx2PsOmAL9bPaIBOTYrrO1yiTItPUGLi0pv4Y4sPJBIBIvBfW/84A0tS2weAczf9cea6P4Z0LYPFP9eClaWp/oMmIr0SRRGnr/ljwaYHib+HpQLi5Ymzt0xbcRvTVtxGCRcbjBtYEV+3coOFOdM5QaFxWLPnCf7Y6oOYeCWUSrXm+8Ko367i+7lX0KdtSYzqUwEepRwMHK3hiaKIU9f8sGDTA5y+5p9KG7sDtyI2GDfQEz1a6reNPXwehj+2+mDLwWcwkQhI+C+uGSvvQmYqgYW5FD/2Lo+hXcsiv5OF3uJKi3Gld4mIiIjoi3Lqqh9q9jqAU9f9oRZT3khNEi9XQS0CJ668R/Wv9+PsDX89R0pE2REbp0Tbkccxc/UdhEYkaL3WRTExgRIYEodxi2+g1/izkCs4JTBRXnPhVgBq9TmAx58kU9OjUKoRFilHl1GnsPQvnxyOkCh7YuOUaDXsGJZtfwgRgCoDy1io//to3LjfF16DDiEiSp6zQRKRQSkUavSecBbtvz+OY5ffQaFUIzZepXkvSJCrkSBX4/HLCHw35woqdfsH7wNjDBu0gV25F4hSbXdj1uq7CAqLR2ycUpNMBYCYOCXiE1TYuN8X1Xrsw9K/vA0YreHJFSr0Gn8WHb4/geOX32tpYyo8ehGOkbOvoHL3ffD7oJ829uf2h6jaYx827vdFfIIKMXFKzXdChVKNmDglgsPiMWfNPZRquxuX7gTqJa70MKFKRCkEhsRhxc5Hmd5v3d4neBfwZX+wExFRxl2+G4jWI44hLkGV4bVSVWoRsfFKtBx2FDe8g3I4wuTiExJ7v2ZETKwCosj1X9MSHavIkdd+qYz5eCqVanT68QTO3vTXmkhNjVyhxj+nX6H/pPO8nkgvnr+NRGR0xhMYb/yjEfrfFHOUcU9ehqPl8KOIT1BBpSWZKpUKcCtiA6k05Qh1EcCPv13FzqMvcjhSoqwRRRE9fj6Ny/c+QKHMfBtXKNW4/zQM7b8/nuHvyESUtox+l9TXd06VSo1Oo05g3+nXiEtQIb1qY+OVePU+CtW/3o+A/6Zr/dJcvhuIJt8cQWSMAnEJaXe4VKpEJCjUGP/HTcxbd09PERoXlUqNTj+exP4zGW9jL95FotrX+xEYEpejsS3Y+ABjF11HglytmQJfm7gEFaJiFWg25Agu3g7I0bgygglVIkph2+HnGDH7MmasvJPhfRZtfoBvpl3Ehv1PczAyIiLKK8IiE9B6+DEoVal/eRYEwMneDNpm+lSq1Gjx7dFM3fjOru/nXkHfiefSTaqGRSbAa9BhrNz1WE+R5T6iKKL50CMZ+q7h+zoC5TruwYVbhv/xZKyiYxUo2+Fv7D7+Mt3XnrnuB7fWu/TW8xgAfv3zFs7fDtCaTE3rek+Qq7H31Cv8sZWj0ShniaKIAZPPo/WIYxn6bHntFwWvgYcwcelNPUSXd6hUavSZeA4KhTrNG3uuBa3x/HB3uBbUvnb6kGkX4R/0Zd5UJuO2+cAzHLrwNs2bxOm1cYVSjct3P+B/2/j5R6QLE5fexIKND9J8jVKZOGJ078lXOR7PpKW3cOa6v9bEoMw0ZdpGoRQREpGAZkOPfnGdLfyDYtF6+DHEp5FITe2YxSeoMG3FHRw89yYnwzNKE/64ibM3M9fGlEoRIeEJaD70SI61saMX32Hysptaz2VqcQGJs5a1HnHM4KO0mVAlo3L/aSjW70tMyP194iVCwuMNHNGXaVQfD4wb6Impy29n6Ebnos0P8NOC6xjRoxwmD62c8wESERkZlUqNwxfeYtn2xBse4VEcrZKejft9IVdqv5nqaGeG4PN94Ghnlup2tTrxC/WWg89yMMrkpgyrghs+QWkmVcMiE9B86FHYWZuif4fSeosttxEEAUvG18GiLd5pftfwfR2BRoMPo23DoqhXpYAeI8xdrC1NsXBsLfSdeC7NpOqZ635o990J/PptZRTOb6WX2GLjlPjftodpjkxN73qXK9SYu/YeVFo6YJDxi4yWY8O+p5rEQIgRjuoUBAFb53rBPygu3aTqa78oNBp0GIXzW+L3MTX0GGXut+XgM9x5FJLhaX7TEi9XMaFNRic2Tokf5l1JdyRQRqjUIsb/cYMj4Y1IcFg8Nv43kMDnWZiBo6HMGNjRHYu3emtNqiqVavSdeA6v/KLRrHbhHI0lKkaOJX/5pJnoSrg1UEtSVY2X76Jw8ur7HI3R2Czf+QjyNDqppHXMEuQqTPrfrZwMz+hERsvxv+0+iIvPWht7/jYSp6/75Uhsk/93U+tvw7TiSortzx0PcySujGJClYzCG/9o1Oi5HzV67sf6fxK/mCzb/giFmmzHd3MuZ3h6PdINQRAwb1SNDCVVP02mLptYB4K2oURERHnU9QdBKNJ8B3qNP4PpK+8CAKp9vR+zV981aFzGTK0WsWizd5q9SzMiPkGFhZu89TYtU9GC1jizro3WpOqnydR//9cClhZSvcSVW9X0zIfjK1tpTaomJVPbe7li+aS6kEj4HSMtPVq5YdOshlqTqknJ1HmjquP7Xh56i2vH0Rdap/TMjIhoOQ6df6uDiEifRFHE/PX3ULjpdnw/9wqW/JV4A8Rr4CH8MO+K0SXJixW2wZl1rdNMqn6aTD26oiVsrGQGiDT3WrzFG2odfW4rlGr8deg5k01kVHYcfYGYeKXOylOrgU0HfHVWHmXdtOW3Ua7THnw/5woAoMWwo2g86BBiuDRFruBe3A5n1rZJNamalEx97R+NoytawtY6Zz/btx58DhOTrP+2iUtQYsGmtEfb5iUKhRp/bn+YrfsHT16G4+7jEB1GZdy2HHwGE0nWU39xCap0R3RnxYOnofDORmeUBLk6MbmuyN69pOzgXZ48RqlU4tdff8WqVatgZWWF0aNHY+XKlXj61HinYfX7EIMaPfcjNCIhWS/VeHnihbH+n6f4EBqHnb83YbJOj5KSqgAwdfltAIkjcz6Vm5OpwSfWIeTsFs1jedAbmBcph9JTDhkwKkqS185PXvt7DOno0aOYMWMGLC0t4ebmBhcXF0ydOtVg8bwNiEbrEcdS3MiLjFZg/ob7cHYww7fdyhkoOuN16pqfztbkeBsQjfO3AuBVvZBOyktPUlK18eDD6DvxHLbM8YJUKmEyNYuSkqothh0F8PG7BpOpWdOjlRsAoO/EcwCAbi1KADBcMlUURSzY9EDzvT47FEo1Fm3xRofGxXQQWd7x5s0bDBkyBO/fv0fZsmXx5MkTHD16FC4uLoYODUBi8mzmqruIiUueXIhPUGH9P0+hVKqxfHI9A0WXuqSkauPBR9B6xDEcWf7xxmpuSqaeC/6AY0EBmFOuIgBgxhNv1HJwQsv8+vm8TM3TVxG4/1S3I7pEiPjn1CsM7lJGp+VmRdCx1Qg9v03zOObxZZRf6g1zF3cDRpU+xq1bG/c/1ek0iQqlGuv/eYrRfSvorMzcZv369VizZg1cXFwQEBCAs2fPQirV73ftnUdf4I+t3oiI/pg8DQlPwKV7gej1y1nsX9Jcr/FQ1iQlVRt/cxgAMHaAp96TqQCwYNODFN+NMkMUgbM3AvA2IBpF05gaX5eCjq1G7PPE+8MRNw+i9LRjsHDVz++KA2dfpzk6NSNUahF/bPXGxlleOooqfYY8Zgs2PkBsNjr3iCJw+ro/3gXEoEhB3c1stHSbD1TZ/IxUqkTsPfkKX7cuqaOoMod3evKY8ePH49GjR3jx4gWio6NRu3Zt1KxZ09BhpWnS/24hLDJB65Q/cQkq/HvuLc5c90eTWjk75QIll1ZSNTcnUwHAuflgODcfDABQRoXiycSGKDLgdwNHRUny2vnJa3+Pobx8+RJTpkzByZMnYWtri9q1a8PDwwM9evSAp6cnJk+erPeYFmx8gIio1KcEjIxRYMbKuxjStaxRJYPOBX/AtbAQjCudmOjtdO0C9tVqoNcYzlz311lZEomAM9f99ZZQBVImVZdOqI3WI44bbTLVGM55Wj5PqvZs7WbUyVRjP56fJ1Wd7c0MkkwFEtd2ffQiXCdliSJw6U4gRFHMdd87c4pKpULHjh2xcOFCNGnSBCtWrMD58+eNJpkaF6/EtOV3EK3lhmFMnBKbDjzD5KH6m4I6o1JLqoZFJuSaZKqxuuETBKmJoJPpfjVE4IZPsFEkVPO1HIp8LYcCAEIv7IRZ/hIGT+5lBOPWHVEUcftRiE6m+/3Uo5fhSJCrYCYz0W3BucDDhw9x6NAhXLp0CT4+PujXr5/ek6kAMH3l7WTJ1CQKhYgrdz8gMCQOBZws9B4XZd6nSVW1Wo07j0P1mkxVKNR48S4q2+WYm5nggW+Y3hKqmvfbi7tgVqiU3hKDAHDncUi2koNAYhLu2oMgHUWUMYY6ZnKFCq/8orNdjrmZCbyfhek0oXrl3odsfw+MiVPizuMQJlQp+/z8/LB27Vo8e/YM9vb2sLe3R7169eDu7o6EhAR4eXnB29sbd+/eRalSpQwdLgAgIkqObYefQ6FM+0JKkKuwcPMDJlQNILWkqrWlNFcnUz8liiJe/dEPBbtOgIVreUOHQ5/Ja+cnr/09+rZz504MHjwYtra2AABTU1N89dVX6NixI7Zu3ZrhctRqNUJDQ3US056TL9PsXReXoMCN+69RskjO/cixEdV6W8NBLaoRHByc7XLeB4ZD8UkPU0FAirUTkx5rW1MxNCIBopjYa9/vQ4RO4soMCymw5/c66DDqIkq12wXPUnbYMK0qYmPCERuT8/XnxvOeFrdCAnbNq42uYy9j/oZ76Nq0CGZ8647QUP1My5TXjmfT6rb43/gq6D3hDAQImPptefRsUUDv18m7wNgUz2X2ek+61oHEGyFv3wfC0jzzP2MdHR0hyca0V8boyJEjcHNzQ5MmTQAAHh4eqFy5Mj58+IAJEybA19cXFy5cyHB5CoUCb9680V18lz9AFNMeTaBUqrBk03UM7eKqs3p1aeMUD/SZchd1+/yDoDA5XPKbY/k4d3wIeIsPeoyjqCjCEL+4RFHE8+fPdVbexZsv8XkfGalUgGsqN4Nd/7t556rlJt6bgGgolSKUKhFX7rzXaZwAANENyOJRV4QFIGDvbygz+2wW6hXx/PmLLNWbuH8ujRvIcuzZihvQTez/8Q+OTzHqLLttHABUKhGnL3rDvVjWf1O4urrC1NQ0y/sbytatWzF06FBIJBJIpVJ4enri6dOnmDNnDjp16oROnTqlub8oipDLta+JnVEh4dqnFlcoVbjz6AMa1yiY7XpIP4oVMseh/zVBnX5HkM/BDDe3tYOZqYiEhJyfQj4kPAGCgGQdLz5fLzLpcWrrSMoVid+tRFFEUGhMtmMWIUNG33tjX9xF1L2TKDZydSbrEJGQkPXrMCA4NkVHlawcs4gouV6PF5C1Y5bd4xUUFg+JAKh10cbCst/GPhXx2XIaWYkLAAJDYrMUl0wmy3YegwnVPOTUqVOoXr068uXLp3kuJCQEHh4eMDU1xf79+zF+/PhMlxsdHQ0fHx9dhqpx/1ksJEL6vRJEEbh42x/Xrl3LkTgofZ3riPDzc9YkVTs2cEDfphJcv37dYDHJRQFA9kZgB+75DaaOheHUqE+247lx4zpkGWjPOcn7ReKNS28fHyAu5fpp+mRM50cX5yY3/z0eHh6wttZPr8WcFBsbCxsbGwDAmTNn8OzZM7i4uODVq1eZKic0NDTZZ2W2lP0dMHXQujksNBS1a9cBEgJ0U18qAlt2goMscz1pDwS8x+u4xKyfX3zGp96NCI9AAV0cu8L9AKeGmoeOdmYIPp/6dfH0326pPu/ccCtCwhMgqtVYs3oN1kzfnv24MktiCZQcD5i74NK5kyhWtCsA/awHmNnzntVzDujwvKdHlh8o+QsgtcHm9Suxee6enK/zP3nyeFqVAYqPAiSmmDThJ0wadinn6/ycqRNQ9rdkT2X2ek+61pMUK1YcUGf+x3NQUBCcnZ0zvZ8xu3v3LqpVq6Z5fOfOHVSuXBn58+fH+vXr073J/Lk3b97otuOtU2OgYHdAov0GvlwpYv7iNZg/zgDv4Rll4Zb4Xi+Y4MONaaj8t24SL5kR0/YrmGahQ8DOd29wPSyxY8rr2BjUcnDK1P5KpVK3baJQD8CxMSD5eCvKtaA1nh/urnWXM+vbpvp8yTa7NCN87ns/RqlSPXQXJ4Aqe+SQSLOWfHr951AU6T8fJpa2md5Xkc1jnlvjBrIee3biBnQTu4YsP1BmTrKndNHGAaBNu05A3Kssh/bs2TOULGmY0TzZERsbC/G/TMrixYvh6ekJd3d3DBgwAOHh4enuL5fLYW5unv1A0vjdFx4WgtbN6wPx77JfD+mJBCg6GDArhLcJrihQrgcQfEQ/VQsyoMJyzUOZqQQJtwam+tKoq/1TPGdWbQPkCjWio6IwoF8vDIi8k61wPNe/g8wp/dlNFBFB8N81CyXGZLwzexI/Pz+YmxfJSniJCnYDnFsk9sxE1o+Z//vX2X4/yOjxArJ+zLJ9vCRmgMefmofZaWP9en+NflF3sx7L59xnAWYFsxUXAGxavwqbZjfOdPXx8fEwM0u9035GMaGah4SEhCS7QfzhwwdcuXIFixcvhkQiQYECBbJUro+PD2rXrq2rMJOzLJV4o8ck/TezyIjInIuDMsa5eeKPYAD79+3D/uVb0tkhZwkyc1TdnfU1+KK8zyHsyh6UmZvxnvtp8fLygiiP10lZWWZRAig1Cd8MHmzwhKoxnR9dnJvc/PdcvXoVtWrVyna9hta3b1907doVBw8eRLFixVCpUqUslePo6IigIN1M9fL9b7ex8/hbrdN6OTk5wfvMPUhNcm5UlM13Y4HYzLXNDgVdkk1XmlF29nY6OXYzVvtgxe7nmqleQiMS4Nww+Y8MRzszPP23G9zb706xRm3SPgAgM5Xi+9HDMWHg0mzHlRnhUXJ89fNlWJiZ4OqDULiWqYdqndph+cSqOXq+k2T2vGf1nAO6O+9pef4uGp1GX4JXtXzYefwtbIq3x4hxozG2n36mcMxrx/PinSD0nnQNo/u4Y/baR5C5DcbyX/5Ex0b6nQo2MlqBkh0OJ3sus9f7p48lEiAg4G2WehU7Ojpmeh9j5+TkhMuXLwMAXrx4gfnz52PBggVZLs/V1RXPnj3TVXg4cvkDfln2BNFx2tfQlUkFjBo9BEO7zNRZvbr0/kM8ev96FxZmEvi+jYVHiznYOrMybCz1eytF+tNkQJ35Djs9irgmW0M10/VKpTptEwu3vsC6/W8h/2SGqjcB0SjZZleK17oWtMKZ9W3ReNAhvAlIOfXDm4CPU9lVrFAWe4/oLk4A6OUjRVZWfw4+uR6yfK6wrdwsS/WaZvOY59a4gazFnt24Ad3EnsQ/OB4NhlxN9pwu2jgAHD64L9sjVHOjfv36oW/fvli5ciXi4uLQpUuXTO0vk8kQH5/9+zQ/LbiBVX8/TXWqSrfiheFz2zdXz972JVEq1Rg49RLe+sdg98JGKNribxTy7IMfes3G6L45P5OYKIpwargDsfGJ73hyhRpm1TYke43MVIKoq/1hU3tTslF5Sa8HAAtLaxw/8y9qeGSvw2DHszIEZ6Cv4ttV30FUyvF27SgAQL5W38LSrUqG6ihcuDBuZOM6XLb9MX798w7iErJ3zBrUroAT97P3fpDR4wVk/Zhl93iJogjHBjuyfbwsLK1x8twhVCufuQ55aWk94iTO3AjIVlzmMhNMnTEOo/tuzHT9skwORkgNE6p5iLu7O+bPnw9/f38IgoCBAwdCLpejTJns3Yjy8PDA1atX039hFkREK9F27GMoM/CtuWr5fFi+IWfioPRtOx6MpbsD0KiKDc7eiQKcvDBkYDcMbp/fYDHJRQGjszjXliI8EK+Xf4vSvx6CRKaD3ooAzp07ZxQjVL+Z+wJr161DBTdLg8ZiTOdHF+cmN/89Hh76XTMvp5QuXRr3798HkDj977179+Dn54dJkybB19cXFSpUyNBoHIlEorNRStNH1sLRy4EIT2UdVWtLKcb080TBAjn7PqkQ9DeFpUTQzbFrUrsYVu95obkhIYrap9EKjUhIc4otEUDjWsX0OvIsLDIBX/9yFE72ltgwsyGKtdyJA/9rga5jTmH0Qh9smeMFqTRnz0tuPO/a+L6OQJexV9CxSXHMGFEVO49vw9+LmqL7z2dgaWmpWb89J+Wl43nmuh96T7qOeaNqoGfrkpi99hGWTayDkXOvwtbWFt1alMixuj/n5CSieGHrZGv4ZOd6r1LWSXczDOQBvXr1wrZt21C+fHnUqVMH+fPnR+XKlbNcnqmpqU5HLw12KYaJf/oCaaRIpFIT/Ni/ptGtoQoAr/2i0H/6YbgWtsXySXVRuds+RMaIGPn7UxxZrp911pIoDHSTXhAEnbaJ+tWBNfveJntOqRTTXEvuTUBMmtulJgLqVnHR/ci7h0j8kpEJ8qA3CDq8HGXmns96vdk95rk1biDTseskbkA3sf/HzU2ElcXNZNP+ZreNA4CJiYAm9St8kWuoVq1aVTNrXufOneHp6YmAgAD8/fffiIuLQ5UqVVCsWDGt+wuCkO3RSAAwd1RNnLkRiBfvohAvV/1XNpDPwRw7f2+im1GwlOOUSjUG/HoO7wLjcGxVa801dXxVK7QcfgxSqRRjB3jmeBz9O5TG2n+eQvFfgujzxFESuUKtdZuzgznqVSmc7UR+Rvd2G7czG3Vk7zrs3a40fll6O9lzmT1mVhZSjOzpke33g8wc7awes+weLwDo274UNuzz1Sy1lJU2lt/RAnUqF9JpZ5GRX5fHde9gzedkVuJSqUX06+Cuk/f2rGBCNQ9p1aoVmjdvDnd3d7i5uaF79+54/fp1tjPv1tbWOTqyqVOTePxz+jVUaSxIbGFugunf10OtWrmzR11ut2jzAyzdHYARPcqhb7uSqNP3IPq0K4k1B56jSJEiernRmZp4FYBDWdvXf8cMqGIj8GrZYM1zMkcXlPjpryzHU6NGTZgb+veNxQcAL1DBwwO1Khou2Q0Y1/nRxbnJa39Pbnf//n1UrVoVhQsXxl9/Zf26zS734nbYOtcLfSeeQ4Jcpellamdtim4tSuCXb7I2ijYneTnnh5fzx/eHfbUa6D2Gdg1dYWMtQ0JY9nuLO9uboVW9bEyHk0lhkQloPvQo7KxN8e//WiA2PvGHgEt+K5xZ1waNBx9G34nn9JJUzShjOOfa+L6OQKPBh9HeyxXLJ9XVjEasWs4Zx1e2QothRwHAYN81UmPMx/PMdT+0++4E5o2qju97eSD4v2usc5PisLWSoe/EcwCgt6SqIAgY068Cxi++oekhnVVmMgl+6pfzN7hyEzs7O80aqWq1GgULFkSZMmWQkJCAH3/8Effu3cPIkSPx559/plNSzrAwl2L6yCqYsuw2oj9bUxBIvLHVv0Npo02mNhp0GIXzW+Loipb4EJp4LW2d54UBky+g9Yhjek+q5gU1KjinOrorWwSgejZH5+hKwJ55UEaHwndGG81zRfrPh5V79pYNyWmMW3cEQUDVck64eCdQ6ww2WVGuhP0XmUz9nL+/P1xcEmfbWLZsmV7rtrGS4cb2jli1+xFW73mCxy8jMLCTO6Z8WxnFCtvoNRbKGqVSjb4Tz+G1fzSOrkj8DE/4Lzleupgdzqxtg8bfJM6sktNJ1R96e2DdP0+zvL+luRQ/9avwxYyKLuhsidb1i+Dg+TdZmbADQGIHrM5NtXe+yGt+7O2Bjft8s7y/pbkUP/XXfRvr0KgYZKYSxGRxAkBBAFrUcTHo7wcmVPMQiUSCTZs2YdOmTQCA5cuX54pRSfNG1cCxy+8RE6dI9U3R3MwEtT3zo3V9/d0spY8WbX6AnxZcx4ge5bBsYh1cf5A4Rd3IHuVQOJ+lZk1VY7rRmRGuw/6E6zDD3Fyi9OW185PX/h5jMHv2bEOHoNG2oSteH+uBvw4+x8W7gfjr0HOcWN0aNSpwFJU2UqkEP/Qqjzlr7yE+G0kWczMTjOpTASZ6mGIXSJlMtbSQahKqAFC0oLXRJlWN0efJVIkk+Y+1mp75jDapaow+T6Z+rkcrNwDQe1K1X/vSGLvwerbLMZdJ0aVZ8ewHlEc9ffoUbm5ukEgkMDMzw8qVKw0dEgBgdF9PKJUipq+8AwHQJFbNzUwwuEsZLBprfAmbz5OpNlYyTUI1sfNMazQefMTok6qfd/6YUqaCAaNJVLqYHSq6O+CBb5jOkk0CBHRuWlw3hWWT67Dl6b/ICDFu3RrQ0R2X731Ic9BAZphKBQzq7K6TsnK7nJo9L6MsLaQY3c8TI74uD/PqG7F8Ul0munOR8X/cSJZM/Zx78Y9JVddCVuje0i3HYilbwh7VyzvjundQljoaqUUR/TuUzoHIjNfY/p44fvm9ZoR4ZpibmWDk1+UhM/1yrtfyJR1QtbwTbvgEZ+nzSBRF9Guv+zZmairBD7088NuG+1m6F2QmM9HLKPK08A5PHvbkyZNkCdVOnTrh+PHj6N+/P3bv3m3AyJIrWdQWlze3Q9EC1rAwM9EMnTeVCpBKBbSpXwQHl7XQ281S+ujzZOqnvVIEQcC8UTUwbqAnpi6/jRkrs7cIOhFRbmZjJcOwHuXwx7jEtb5LuLCXcnqGdC0DUQd3U/V5g2nswuvJkqmpSUqq3vAJwqq/H+stttxGFEX0/uWs1mRqkqSk6qIt3jh301/PUeYe0bEKdP/5jNZkapIerdywaVZDDPz1PPw+pFyvLSfY2cgwqJM7zGRZ/y5vJpPgh97ledMyDWXLljX4jWZtfh5YEf6ne2LZxLoY0zcxqXd+Q1ssGV/b6H7jpZZM/VyxwjY4s641/IPi0HrEMURGp5z2n7Qb09cTEh2NdjCVStC7bUk42hlmyjei1Hzdyg1W5robvyKRCBjQ8ctKnBDlhFF9PLQmU5O4F7fDxY3t0K5hzs+QuH1+Y9hYmSKzH4lmMgl2zm8Me9sv67OvQbWC+L5XeViYZe73gMxUAo+S9vj128o5E5gR2zG/MWwss9bGdi1oAjubnOk0+Ms3lVDJ3REy08z9DrAwM8GIHuXQqEahHIkro4zr1wvp1OcJ1X379sHPzw+XLl1Ct27dDBhZShVKO+LFke7Yv7Q5OjVJHH7fu21JPNr3FfYsbqb1piXlnLSSqUmYVCUioqwq6GyJPYuawsQkazdVpSYC9i9pBmcH/a1XtOCnmmkmU5MULWiNS5vb49uvyuopstxHEATs+6NZmsnUJDU988Fnbxd4VTfsDydjZm1piru7OqWZTE3So5Ubnhz4Sq/TJC36uRY8Sjpk+kczAJiZSlC3cgFM+ZYjlHMzGysZ+ncsjRFflwMAo0yAiaKIPr+cSzOZmuTTpOq4xTf0GGXu16ddSVQt5wRpFj//P2VhZoK5P1bXQVREumNpIcXSCXUyfQM7NSYSAfNH14TDF5Y4IcoJRQtaZ2hWiRJFbPRyH9q1kDXOb2gLJzuzFJ+JcoUaZtU2pFhD0kwmwZqp9dGh8Zczde2nfhtdA4M6u8M8laRqasfMXGaCCqUccHxVa5ibfXm5hWKFbXB+Q1s42mauja2b3gDtvHKuU4GZzARHV7RERXfHFOdSW1zmZibo16EUfh9j+NltmFDNw44ePWp0idO0SCQCmtdxwfhBFQEAw7qVQylXWwNH9WVa/ffjdJOpST5Pqi7a/ECPkRIRUW7WtqErts7xSvWmamhEApwbbtWsqfkpU6mA7b81Rou6+l0OwMHWLMM/rgs4WXC633QUzm+VbjI1iUsB41tj0dhk5hjp+3hamEtxfFUrVCjlkOpIVW3Xu5lMgtqV8uPA0ua8nijHCYKATbMbpptMTVKssA3Orm+DOT8woZcZJiYSbJ3bCDJTk2wnnNZMq4+Czpa6CYxIh/p1KIV2DV1hmo3PLlOpBPWqFMB3PcvrMDIiMiYVSjvi7u7O6NSkGEylkmSjL5MSSqZSCWSmElQv74zjK1uhbw5Mw5pbCIKAZRPrYvmkuiha0AoW5sm/SyQdMysLKawspBj5dTlc2tzOKDvy6Yun+2dtzFx7G6vh4YwTq1qjd9tSOR6Xva0ZLm5qh+97loe1ZeL5+jwuQQAszU3gkt8Sy36pgxWT62X4/kFO+vJS80SUrma1C2PKt1UwbUSVDC0+nZRUtbOWoU2DonqIkIiI8oqvW5dEoXyWGD7rMp6+ioAgAEqVCFEEQsI/JlekUgGiGijnZo8Vk+uiftWCBoyaiDLLyd4cFze1w+j5V7Fhvy8kEkGzbs7n17v5f8uAjOhRDnN/rAHTLIxsJcoKtyKZ69DrWsg6hyLJ29yL2+HYypZoMewoFAp1quvHvQmIRsk2u/AmIDrFNgHAkgm1c3R9O6LsEAQBO+Y3RpuRx3DpbiCUysy1cVOpBBXdHfDv/5obxc1jIso5LgWssHthUwSFxmH9P0+xYb8vQsLjERyeANeCVmhVvwh+6OUBj1IOhg7VaAzs5I4BHUvj7A1/LNrsjbtPQhAVo0REtBxVyznhx94e6NaiBCx0OP16blak4Mc2tnbvE2w68OxjGytkhVb1iuDH3h4oX1K/bcxMZoL5Y2pixsiq2H38Jf637SHeBEQjMCQeLvktUdHdET/180STWoUylJ/QF7YqIkrBrYgtpo+smql9BEHAxCGVcyYgIiLK07yqF4LPP11w/UEQlvzlg93HXya7uWoqlaBHqxL4oZcHalTIZ8BIiSg7LMylWDmlPuaNqoFNB3yxaLM33gQkX8u1tKstxg7wRK82JWFtaWqgSIkop9WvWhDX/+qAXuPP4tHL8BRJVaVSxIt3UcmeM5VKYGNlivUzGqDjFzrdIeUelhZSHFvZCpOW3sSizd6QmAhQfdLOU2vjJhIBKrWIQZ3dsfCnmrDi5yDRFyOfowXGD66E8YMrIUGugnn1jXh6sBvMZJlbM/RLIQgCGtcsjMY1CwOA5phd3tKex0yLfI4W+OWbyvjlm8of29i/hm9j5mZS9G1fGn3bl9bE9fxwd4PHpQ0TqkRERERkcIIgoFbF/NhWMT82zGwI39cR8Oz6Dx7s7YLSrrZG+2WaiDLP3tYMP/apgB96eyA8So5nbyJRs9cBPDvYDW5FbYyqBzIR5ZwKpR1xa2cnLN/5EIu2eOONfwzMTCVQKNVQ/5d3kv332NrSFEO6lsHEbyrByV5/66cTZYeZzAQLxtZCtxYlMHP1HRy+8A4mEgGCIEChTJzSUGoiAAKgUopoVKMQJg+tjEY1uG48ERGRMWJClYiIiIiMipnMRLMmWkEnCyZTifIoQRDgYGuGEi42AAA7GxmTqURfGFNTCX7sUwHf9/LAlXsfcN07CPeehMAvKBYnrvhhePdyaFHXBY1rFOLUfZRr1aqYHweXtcTbgGicuxmAmz7BePIqAkcvvUPP1iXRtFZhNKxWECWK2Bg6VCIiIkoDv40SEREREREREZHBSCQC6lUpgHpVCgAAnr+NRKm2u/F9r/IoWTRza9sSGauiBa3Rp10p9GlXStPGpw6vwjZORAaT3yJv1KEvPF7EhCoREREREREREREREdEXZFNDQ0eQu/B4EROqRERERLmZk0PerIvSxvOuWzyeRERERERERJQGJlSJiIiIcjHTZQsNHQIZAM+7bvF4EhEREREREVFamFAlIiIiIiIiIjJWDvZAWLhh6v1COZsBwQmGqTe7++fGuJPKyK2xExER0ZeBCVUiIiIiIiIiIiNlun65oUP44hxqYegIsia3xg3k7tiJiIjoyyAxdABERFklFQA7maGjSGQnS4yHPjKW86Orc5PX/h4iIiIiIiIiIiIiyhiOUCWiXEsqAY61AJSioSNJTHBJ2UUlGWM5P7o6N3nt7yEiIiIiIiIiIiKijGFClYhyNamEb2TGLK+dn7z29xARERERERERERFR+jjGhYiIiIiIiIiIiIiIiIhICyZUiYiIiIiIiIiIiIiIiIi0YEKViIiIiIiIiIiIiIiIiEgLJlSJiIiIiIiIiIiIiIiIiLRgQpWIiIiIiIiIiIiIiIiISAupoQMgIiIiIiIiIiIiIqKPavU6gHeBMTlaR5ECVri2rUOm9lH8NBEICc2hiP7j5AjThXNytg4iokxiQpWIiIiIiIiIiIiIyIi8C4yBX1CsocNIKSQUCA0zdBRERHrHhCoREREREX3Rup8BguL1U1c+c2BXY/3URURERERERES6wYQqERERERF90YLigSiFoaMgIiIiIiIiImMlMXQARERERERERERERERERETGiglVIiIiIiIiIiIiIiIiIiItmFAlIiIiIiIiIiIiIqI8acu/vjh7wz/d163a/RjXHwTpISIiyo2YUCUiIiIiIiIiIiIiSoMoinjxLgoAoFCqDRwNZYaNlSk6jTqZZlJ12faHmLr8NqwspHqMLDm2scyLipHD+1mYocPINYy5jQWGxAEAIqPlBo5EOyZUiYiIiIiIiIiIiIi0OHfTH+7t/0bDgYcAACXb7MLs1XchiqKBI6OM6NSkODbObKA1qbps+0PMWn0Xp9a0hkcpBwNECJy57gf3dn/D6782Vqrtbsxdd49tTIv4BCX6TzqHkm12o/XwowCABgMO4tX7KANHZrxOXXuP0u12J2tj8zfcN3gbe+MfjTp9DqD61/sBAOU770GfCWcRF680aFypMVx3C6JcQlQqAZUR9NYwkUCQ8pIlIiIylIgoOWSmEliYp/95HBQaB0c7M5iYsP+iNoEhccjvaA5BENJ9bUBwLAo6W+ohqtwrM8eIx5OIiIhyi/Xr12PNmjVwcXFBQEAAzp49C6me74/dfhiMrmNOISQ8QfPch9B4zN94H3KFCtNHVtNrPJQ1nZoUx0YAnUadxL4/mqFOpfwAgBU7H2He+vsGTabe9AlCt59OIyTiYxsLDInDvHX3IJerMHV4VYPEZczajjyOS3cCkaD4eN/+hncwGvQ/iHt7usDRzsyA0Rmf6w+C0GPsmRRtbPbqu5DLVZj8bRWDxBUemYD6/Q/ibUCM5rngsATsPvESbwOjcW5DO4PEpQ2zM0RpEJVKKPsPA6KMoGeLjQ2km1YyqUpERGQgYxZcw7vAGOz7o1maSVW/DzFoNPgwfuztgZFfl9djhLmHKIpo//1x1KyQD//7pU6aSdXbD4PRbOgR/PNHM3hVL6THKHOP6FgFKnb9B9NHVMXwHuXSfO2eEy8x4NcLeHKgKwrnt9JThERERESZ9/DhQxw6dAiXLl2Cj48P+vXrp/dkKgCM+f1asmRqkshoBVbufozxgyrB0oDTxNarUgBe1Qtizpp7WD+jAab8eRvvAmPS31EPNr99iQJm5miZvxDOBX/Ak+hIDC1eymDxfJpU3fV7YwDAvPX3cGpNG4MlU4H/2lhE6m1s+c5HGDewYoY69n4p7j4Owf2nocmSqUkCQ+OxbLsPpgxjEvpTo+dfTb2NxSjwv+0PMXaAJ8zN9N/GVux6pJnq91NyhRo+z8Nx62EwqpV31ntc2vAqJEqLSm0cyVQgMQ6VmlctEZERiolVYMfRF7h0JxBA4nQlzg7mBo4q9woKjcPynY8AJH65HtGjHJzsDX8854+ugWZDj2h6NKf2gzYpmVrJ3RFDu5Y1QJS5gyAI2DzbC40HHwYArUnVpGTqdz3Lo2G1gvoOM9ewtjTFX/MaoeOPJwBAa1J1z4mX6P3LOWyY0cAokqlqtYhT1/zw94mXAICr9z+gbcOiGRq1TERERHnf1q1bMXToUEgkEkilUnh6euLChQu4fPkyfH19MX/+fDg6OmrdXxRFyOXZX4vv0Qvt6zMqFGpcuuOHhtUKZLuez4nI2DScl+4Eor2XK2b/UA0XbgdkKpkqQkRCQsokS1oEUUROf1sTxczHlVGt6xXCmil10PHHkwCA/X80QamiljlWX0Y8fhmudZtCqcblu/6oXyW//gIycv+ceoHgVDo5AInHa9fxlxg/0EPPURm3p68jtG5TKNW4cs8fdSvpv43tOvYC8lQS4wAQEp6A3ceeo0JJG53UJZPJsv1bk6kZIiIiomw4dukdek04iwS5CjFxies7NPnmMHq3LYllE+syMZBJS//ywZQ/byMuIfFYzl5zFws3e2PuD9XTHXmX05zszXFydetkSdVPfZpM3TavMUxNOd1vWsqWsMeZdW2SJVU/9WkydfqIqryW0tG8jgv2L2muNan6aTK1Z5uShggxGb8PMWg8+DCCwuIRFpl4o7PPxHMoUdgaJ9e0NopOFERERGRYsbGxmrX9Fi9eDE9PTzRo0AANGjTArFmzEB4enmZCVS6Xw9xcB98pyi4ETO1S3RQWFooWzZsAsc+zX0+Ken8HTDM2anL7kec4vqoVijTbkakq/P38Mn2MXjZrBxeLjC8fsfzlMxwIeA+/+Hi0zp+xTpJ+fn4ooYtzp41TYyB/J0Bqhdr1mwHRD3OurowouwgwtU11U1hoCJo1aQTEvdBvTMYsX2ugQGdASP03t8/9ezA3/0rPQRm5cosAqfY21qSRFxD3Us9BASg5EbB0S32bqMZvc2fhtzEHdVJVfHw8zMyyNxU0E6pERESUaxw9ehQzZsyApaUl3Nzc4OLigqlTpxosHt/XEfh6/BmERybv9RwRrcCWf5/DtZA1xg+qZKDocp/DF97g12W3EBmj0DyXIFcjQS7HL0tuoHQxWzSr7WLACFMmVddOqw8gcU3KLmNOMZmaSZ8nVacOS1y35d7TUHT76RSTqZn0eVK1W4sSAIB/z73B8FmXjSaZqlaLaDz4MJ69jYT6k87IEVFyPHgWhtYjjuH6to6GC5C+WGq1CIkk4+83arUIQQDfo4iIcki/fv3Qt29frFy5EnFxcejSpQsAYNu2bShRogTc3LTchP+PTCZDfHx8tuP46qezOHj+XarbChRwxrMbD2Aq1f33/xJt9sA/KOVUmJ8TBOCXwZUwYPJ5/PJNJcxYeSfDdRQqXBgv72buGAlDfwDCwjP8+hElSiWb8jcjChcurJNzl5oVu55g3roHOPxnUzx+FYkRs02xa4EXvAw4I06X0Wdw+OL7VLcVLJAPz254Q5oDbSy3ev4uCg0HHk11Km5zmQnmjO2KET0mGSAy49Xxx9M4dtkv1W2JbczHIG1s9Z6nGL/4FuISVCm2OTlY4Oye9ShdLPVEcGbJZLJsl8GEKhEREeUKL1++xJQpU3Dy5EnY2tqidu3aaN++PYYMGYKIiAjMmDEDZcvqd4rV39bfR0RU6lNIRcUqsHCTN37q58kfPhk0aWnyZOqnIqIVmLj0psETqkDypGq/SecBAB1/PImq5ZyYTM2CT5OqST+ivhpzCt/3Ms5katjlPYi8m5iwTPB/Bql9frj9tM3AUX30aVI1Ojbxeho+6xI2zGhoFMlUADh93Q8fQuOTJVOTqFQinr2JxJ1HwahSznjWyqG8TxRF9JpwBpXcnfDLN+l3hlKp1Bg05QJKFrXFlP86gxARkW5VrVoVPj4+AIDOnTvD09MTu3btwubNm9GqVSu8fv0axYoV07q/IAjZHo0EAIvH1cEN738RGJo8wedgK8Os76rB2soi23WkRsjgxLo/9ffEun+e4sSV92hcsxAqlXHEvSehGa4js8dIoYfv54IgQKaDc/e5ZdsfYt56b5xam7hmalWPgrC0kKH7z+ex749maFSjkM7rzIg/xtfBzYcH8SHVNlYdVjnUxnKr8iXN0KZ+Uew9/QoxsUrN8yYSAa6FrPBtNw+YGWA9UGO2dEJdNBiQehub82MNg7Wxb7qUw/KdT+D7OhIq9cdpzq0spGhWqzAquOczSFzasFURERFRrrBz504MHjwYtraJPdNMTU1RtWpVtG/fHvfu3cPx48czlFBVq9UIDc3Yj8v0HL7wBmIay9ooVSrcuP8apV11s95DXqZWi3j+Nu3eyo9fhCMoKMhoEmw759ZC2x8uAADcCltg6c+eiIjQTdv60jjbAHsX1EGb7xOPZ8+WRfB9d1eEhITopX5R7QggY4lwh7pd4VC3KxSh/ni9fCiKDVuRybrUCA7O2XZSpbQZNs+oiV4TrwIAZn9XAc1r2iE4ODhH682onUeeIFxLZxQACIuU45+Tviiqw9/Ojo6OkEjY2cGQomLkeO0fbegwtBIEAR28iqHvpHMAkGZSNSmZ+s/p1zi6oqW+QvxiRMcqjLqtEGWXWi3CLygWQGJHIsoYf39/uLi4oHv37ujevbte6y7laotzG9pi+KzLeOAbCkEQ4GArw+wfquOr5iX0GktqFmx8oPn3uEU3DBhJSv2Kfjw+Xs754eVsuHVAl21/iFmr7+LUmtbwKPVxKuVOTYpjI6BZ1sUQSdXSxexwbkNbjPi0jdnJMOeH6ujazPBtzBhtnNUQ5dbb488dD6FQqiGKQMu6Llj6Sx1YWjDt9Tn34nY4u74ths+6BJ/n4RAAONqZYe6P1dG5aXGDxWVhLsWVLe3x429XceTiOwgCIDWRYHj3spg4pLLB4tKGLYuIiIhyhdjYWNjYJCYmz5w5g2fPnsHFxQWiKGL16tWYPHlyhsoJDQ1Fvnw6uktfZj4g075mT1hoKOrWqQ3IP+imvjxNAMovBUy094qMiopC/vyG+wGegtQOcJsAmOXDydPnUbhwV0BMfYQtZYC5K+A2FjCxxIrVm7Bi6ia9VV3pr1BIrTO2PhUAqGIj8Xr5t3AdvhImVqmvp6VNeESE7t6D0mJbFSg6FJBIMfbnXzF24LGcrzOjCnYH8rXQvl1UY+b0aZj5w3GdVRkUFARnZ454NYQnL8MxbvENnLjyHiYmiR1iek04i/9NqIOansbV47xX28RR3GklVT9PptatXECvMeZlL99FYfwf13Hw/FuY/Df1crefTmPJ+NpoYMBpGIl0RaVSY8lWH8zfeB/R/42oqt3nAEb3rYAJgypxlpN0XL161aD1lylhj9Pr2kChUEOpUsPCnLfVc5PlO1JPpib5NKl6YEkzNKyu/6RqWbaxTJFIBPzyTSVMGFwRsXFKmJuZwMSE76NpKedmj7Pr2xpdG7O3NcOm2V5Qq0XExSthaSE1mo70nzOOI0ZERESUjr59+6Jr1644ePAgihUrhkqVEm9yTpgwAQMHDkShQhn7wePo6IigoCCdxDR+yT1s/PdVqtNWAkCB/M64f9Y7U+uxfclajTyPW4/CtG6vXbkI/j2nm3OXXQHBceg45hI83GwxbkAZDJ9tC+dGf2PzzFqwMDMxdHi5zr2n4fjq58sY1LEEmtbMh4HTzNBuYD/M+8FTLz+kvrpmh+iUS7akSq2Q49XSQXDpNxcyp8xPQW1vZ6ez9yBt/j3vh+Gzb+GPnytDZirBd/NMMH3eTAzsaBy926/cD0HfydcQEZ16BwQ7GzMc2rACZYrrZq0cIPG9n/Tv7uMQeA06hKgYRbIZHa4/CELTIYfx98KmaFmviOECTEVaSVWVSmQyNYc8eRmOOn3/RUS0PNn3qjuPQ9B6xDFsmNlQsy40UW6kVovoMvoUTl71Q2z8x+kpwyLlmLfuHs5c98fxVa24VEguYGoqYfI7FypT3F5rMjVJpybF8ZdUApcCVnqMLCW2scwRBAFWlqaGDiNXMdY2JpEY/7lkQpWIiIhyhdKlS+P+/fsAEqf/vXfvHtatW4dTp04hIiICfn5+6NChQ7rlSCQSnY1SmjK8Jvad8UNoZMqpK22tTDFlWFXkz29co2+M2cKf66DjDydSTbLYWZtiwdg6RjHCzO9DDLr8fAZVy+XTrJl6doMLmg09gm9m3sG+P5oZTU/P3OD2w2B0G3cF3/fy0KyZem5DQTQefBgWFub43y91cjypKkgAZDCh6r99KuTBb/Hh4P8AADInFxTq8Wsm6tLde1Bq9px4ieFzbmPDzI9rphYt7IyOP56AtbU1hvcol2N1Z1S7xk4oXvghvJ+HpZjqUGYqQZWyTqhX3c1A0eUub968wZAhQ/D+/XuULVsWT548wdGjR+HiYvj1pkVRRNcxpxCpJXEeHatEj5/PIPBsL5jJjKsjyudJ1e4tExN5E5bcwMmrfkym5oCvx51BeJQ81aUUYuKUGPjrebSq5wIbK5n+gyPSgV3HXuD09eTJ1CSx8Spc8w7Cmr1PMLy74T+nifKiprULZ+h1bRu65nAkRJSbGV8amogMzudZGEb9dhUqlZYhV6lQq0WMW3Qdtx8ax9pcRJS33b9/H1WrVsXgwYNx8+ZNrFy5MkPJVF0rVtgGB/9sgfyO5rC1TuxFZyaTwN5GhlF9/t/evYdVVed7HP9s9uYOgqJiamqgYJAT3iVlvKSmYg+l5WOaU4Z20bI8NkOXsZw8DsZU6qkmHU2P+ox1ullOZhpWpAdRT2kiaYSOWFqSlymR+977/EF7p6NrAwV7Ab5fz+MfbJZrfUTggfVZv+8vvlEUF03J4D5X6IXHEhUe6qeggOqb68GBNrVs4adlTwzSwJ7m37w+XnROQ1Lf07UxrdxlqiRFhAco82+jVXS6VDc9lKnSS9wsw8U+++Kkht+9SfffFucuU6XqcVcfvTxGb2Ye0QPpO+T0tFmxl3X4XbqufmanOs9Yqs4zltapTG1ob37wT01+NEurnkpyl6mSNCKxg95ZMkJznt2pl/7ngIkJq1ksFm1dMVo9u0eoZQu/n16TWrbw03XXttWG50eYnLBpsNvtSklJUVpamvbv36/rr79eJ06caBRlqiTl7CvSyTNlHo9xOBx6K/OIdwLV0aTkaK1dMFh/fOFT/fXV6q+bLdnHKFMbQF7BGRV8/aPHfeklae27h7wTCGgAC1f+POb3UkpKq5Sxcp8XEwEAgLri0XkAF/nswEkt+XueTv9QrlXzk2qcP+9wODVzQbaWvn5QUR1D1SvO/NVDAJq3BQsWmB3BLfHaSB3LvE0bt32tffmn1bZVgG4ZcZUiwgPMjtYk3T62m24e1kVvbT2iI8eLFdUxVDcP66KgQPN/bDUqU11cperwuzfppocyWalaA6My1cVVqg5NfU+SvLJStSkzKlNdXKVqyoMfSJLpD3xEhAdo9ysp+vSLk+69NccMutLjGDZcaNOmTYqKitKwYcMkSfHx8UpISNDGjRu1fv16lZaWauTIkbrjjjtqdb7KykodPXq03vJt2XZMZRWeHy45W1Klzdu+Ur/YertsverfXcp4IFYPL9kvSUqfEaPI0GIdOlRscrLmZfMnJ+RweG5Tz5VW6f1tBbqhDytU0TQdOGy8rYXLsaJzys8vcO83XZ86deokX9/GPUYRAIDGjjs8aDQqKx16+6NC/fWnp+afXrlPc+9JUM+rKee8bcqN3VRR6dC0edslyWOpen6ZuiRtgO5lPI0pcvNPa9kbB7Vrf/WebJuzv1FC94hGNz4NaK5sNh+lDO2slKGdzY7SLAQH+WrKjd3MjnGRJ178zLBMdTm/VF31dr5mTIzzcsqmwel0asaCbMMy1cVVqg6btkkTRl6l3/ap3V7Jl5vikko9sDDHsEx1cZWqE//wkVKGdlL7tubuDyVJveNaqzcP4/0ie/fuVe/evd1v79mzRwkJCUpOTlZycrIkKSUlpdaF6tGjR9W1a9f6C9gySbpiomT1Nz7G6dDqVSu0euGb9XfdemWROk6VwvpIPn6a9chzmvXdG2aHan5a9JY63ilZAz0e9o+339Q/XvT+RBKgXsS96Pn7oaofbImNbZifgQsKChQdbfwzAgAAqBmFKhqFXbnfK3nmFpWUVbn3k9jwcaE2bvtaAxMitX7xcIWF8iSqN6WOq35M3FOp+u9l6qzJ8V7Pebk7V1KpCQ9/qMyc43I4nar6aR+y9BX7tGhtnt5ZMpybzwBQT/7rkUT52nwMy1SXiPAAfbIqWSFBrAIwYrFYtGXZKIUG+9a46rT7VeE6+M54tQjhZ0EjIUG+tf4YjUjsoH9umsDHsxmIiIhQdna2JOnw4cPKyMjQM888435/enq6pk+fXuvzderUSQUFBfWW7/j3ZbrhgV0qLTfeRiQkyFcrX35Mvbo/XW/XrS92u1OPvHBQW3ae1PLHr9H+Q8Va+N+jNHv2fbpvPA9Q1afTP1bot3fnqMzT50qgVUuem6HBvRvPmHWgLu5bmKvMXac8jrbud02E1r1df9+Hz9epE/tCAgDwa1GoNjNVVVWaO3euli1bpuDgYM2ePVtLly5Vfn6+2dEMfXHojIamblRJmf2C1+0Oye5wKPvzExpx9yZlr71RNlvT2vb3SMk5Tdu7S5nXDXW/1i3zXX01fKyJqWrvUqWqC2Wq+RwOp8bM3KKdud+rourCmw9lFXaVVdh1w72b9b9rxjKGGQDqQV3GDocGU1bVpC6FHuVfzfh4Xn4mTZqkdevWKS4uTomJiWrbtq0SEhIkSfPnz1e3bt00dmztf+/w9fWt19VL0dHSsP7H9MGOY6qovLgos/pY1Ll9qG4Z07PRjfO22x2664ltytx9WluWjXbvmRofc6WmPJ6liFYRenTatSanbD6iJY0ffkJvfnBEZRX2i95vsUgRLQN15y195ePTuD5XgNr680MtlH3XezpXeulR6CFBNi2cfZ2io9t7ORkAAKgtCtVmJi0tTQcOHNDhw4dVXFysAQMGqF+/fmbH8uiRJf+nsvKLf2lyKa9wKO/QGW34+KjGDe/ivWCQdHGpeu+E7pKkv6zO1fqthZSpJvpgxzHt3v+9yi9x08GlvNKuh5/dpQ9fHuPFZAAAAGhoYWFh2rZtmyTJ4XCoXbt2io2N1fLly/Xqq68qKSlJBw8e1Lx580zLuG7hECXd+a4Of3NWxSU/lwjBgTa1auGv918a1WjL1PUfFur9l25wl6mSNCm5unCe8niWJFGq1qPlTw7S4W/Oav9XZ3S2pNL9elCATaHBNm1dPpoyFU1an/g2WpI2QA8+naPyCrt7upSPj0WB/lb9aUYvDe1HmYoLdYxs+O0ZftE1IlrVfxAzrgEAdUSh2owcP35cK1asUEFBgcLDwxUeHq6BAwcqJiZGWVlZSktLk81mU9++fbVo0SKz40qSik6V6v3tX8vhYeSJJJWU2fXsmlwKVZOcX6p+f6ZUkihTG4FFa/df8gnu8zmd0vY936nw+Fl1bh/qpWQAAADwpvz8fEVFRcnHx0fTp0+v06jfhtQixE+7X0nRW5lHtGjtfn1TVKKIMH/NnBin25OjFdzIRqN7KlNdKFUbRmCATZ+sStaGj4/q2TW5KjxerLBQP91zS6zuTIlhZT2ahdRxsRrUM1LPrdmvzdnH5HQ6NaTvFXr4jh7qEUN5hIvtXNc49432ffbPZkcAAFNQqDYjW7duVZ8+fdSmTRv3a6dOnVJ8fLy6du2qrKws+fv7a/LkycrNzVWPHj1qdd7i4mLl5eU1SOa9X52TzWpRZVUNjaqkffkntXPnzgbJYcRSWamev/Icn//wLw3P/sj99nflZb/4XLt375LT15ybDtd0kB6d0l7pa49JkiZc30r9uxZ7/f8EP/s074TH/VdcfG0Wrd+0U4nXUKheruLj4xUSEmJ2DAAA0EC6d++unJwcs2Nckp+vVRNHR2vi6PobJ9wQnE6nps3b7rFMdTm/VLVZLfr91N94K2azZrP5aNzwLjxIjWYt9qpwLXtykNkxAADAL0Ch2oycOnXqgjK1qKhIO3bs0KJFi9ShQwf36zabTVartdbnzcvL04ABA+o1q1tQlNRljmT1r/HQ4h9/aLgcBgJ8rPoxefyvOse1YeEX7aH6Sw0ePERlDs8rEhuORWo/WYoYIkl6bf3Hem3x85Jq0eihYcRmSH41P8Vacq5Esx+cJZ074IVQaIxycnLUv39/s2MAAAA0WhaLRUm92mn6+FiPZarLpORoWSxS21aBXkgHAAAAwGwUqs1ITEyMMjIy9O2338pisWjq1KmqqKhQbGys+5g9e/bo5MmTiouLq/V54+PjG+xp55Iyu0b9x0FVVHou5XwsUlLfDnp6lXefurZUVkoZz3v1mp5kZX1sygpVh8Opv6z7VuuzTuv+8ZE6W2rX6vd+o9HTX9cfp3aQlb1sTPHUym+0eee/ZHd4Ps7mF6iNG5YrLJhv+Zer+HhGcwMAANTkrptj6nT8bWMa96pbAAAAAPWHu+vNyKhRozRixAjFxMQoKipKEyZMUGFhofz8qvcaKSoq0qxZs/TGG2/U6bwhISENurLprpucWvl2vioqjVshX1+r/vPBJPXv1a7BclyKs7xCVV69omd9+/aTxd+7e8c4HE7NXJCt9VmnL9gzNanfl5o2b7tat26tVfOTZLX6eDUXpAVhXZU5eYPsDuOvHZvNogkjozRy2EAvJgMAAAAAAAAAoPmgAWlGfHx8tHr1ap09e1aff/65WrZs6V6VVF5erkmTJmnx4sWKjKx5fJE3zb+/tyIjAuXre+lPx0B/q25PjtbAno0rd210CQq+YNyvJH01fKxJaerOVaYuff3gBWWqJKWOi9WKeYO09t0CTZ27Tfaalkmi3iV0j9B9E65WoP+lR3jbrBZFhPnrmTn9vJwMAICmpU2AFOrrnT9tAsz+1wIAAAAAgLpihWoz9uWXX7oL1TVr1ig3N1dz5syRJKWnpysxMdHMeG6tWwZo9ysp+t1jWfpw13H5+fqoyu6Ur81HDodTv7+zh568r5csFsbKepOnMtUldVz1OOlp87ZLEitVTbDoD/0V2TpQC/62V5JUWeWQ1WpRZaVD1yVE6u/pQ3RFmyBzQwIA0Mi9NrTmYwAAAAAAwOXL4nQ6PW9eiSZr1KhRSk1N1a233mp2lFo7cuys3v3ka50rrVTHyGDdNLSzgoO8v2eoi7O8QlW3TjHt+v/O9vpar4z8rU2Zer6X36oe/ztlbFdKVZOUllXpnY8KVfhtsQL9bRqTdKW6dmphdiwAAAAAAAAAAJo8ClXAg8u1UM1YuU9pi3fXqkx1cZWqc+9J0FMzezdwQgAAAAAAAAAAAO9g5C+Ai0y/JVZXtgvWbWOia/13UsfFqkWInwb3bteAyQAAAAAAAAAAALyLFaqAB5frClUAAAAAAAAAAABUY6NDAAAAAAAAAAAAADBAoQoAAAAAAAAAAAAABihUAQAAAAAAAAAAAMAAhSoAAAAAAAAAAAAAGKBQBQAAAAAAAAAAAAADFKoAAAAAAAAAAAAAYIBCFQAAAAAAAAAAAAAMUKgCAAAAAAAAAAAAgAEKVcATq48UGmp2imqhodV5AAAAAAAAAAAA4DUWp9PpNDsE0Jg5q6oku8PsGJLVRxabzewUAAAAAAAAAAAAlxUKVQAAAAAAAAAAAAAwwPxQAAAAAAAAAAAAADBAoQoAAAAAAAAAAAAABihUAQAAAAAAAAAAAMAAhSoAAAAAAAAAAAAAGKBQBQAAAAAAAAAAAAADFKoAAAAAAAAAAAAAYIBCFQAAAAAAAAAAAAAMUKgCAAAAAAAAAAAAgAEKVQAAAAAAAAAAAAAwQKEKAAAAAAAAAAAAAAYoVAEAAAAAAAAAAADAAIUqAAAAAAAAAAAAABigUAUAAAAAAAAAAAAAAxSqAAAAAAAAAAAAAGCAQhUAAAAAAAAAAAAADFCoAgAAAAAAAAAAAIABClUAAAAAAAAAAAAAMEChCgAAAAAAAAAAAAAGKFQBAAAAAAAAAAAAwACFKgAAAAAAAAAAAAAYoFAFAAAAAAAAAAAAAAMUqgAAAAAAAAAAAABggEIVAAAAAAAAAAAAAAxQqAIAAAAAAAAAAACAAQpVAAAAAAAAAAAAADBAoQoAAAAAAAAAAAAABv4fMEOVZ4hunukAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -527,6 +524,17 @@ "Set an initial circuit we want to transpile, optimize or use for discovering sub-arrangements:" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "91235fac-0587-458a-ab68-4100d0fd661e", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit import QuantumCircuit\n", + "import qiskit.quantum_info as qi" + ] + }, { "cell_type": "code", "execution_count": null, @@ -535,7 +543,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -633,7 +641,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ae50feaf2ed44d22a7ac3e578af52ad5", + "model_id": "5966ded89fd046f1b19ef7e0a1ef0551", "version_major": 2, "version_minor": 0 }, @@ -653,7 +661,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -664,7 +672,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "7f3c6b2a064f41f5b322224677a87ee7", + "model_id": "a17b62be91d149b7b5e654813617ae37", "version_major": 2, "version_minor": 0 }, @@ -684,7 +692,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -695,7 +703,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "28dcd971b8b444e5bbd889d9011d0bc2", + "model_id": "13ff5851fd924ff29c59ab4e158c68cd", "version_major": 2, "version_minor": 0 }, @@ -715,7 +723,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -726,7 +734,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6265ec7334ff4d5d99bba8f022ec088e", + "model_id": "82eb58007ad84c4cb39a3779ce939125", "version_major": 2, "version_minor": 0 }, @@ -746,7 +754,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -757,7 +765,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0298541f82a240129de94458bb7b67ff", + "model_id": "8a97b2a6a7fb45409cef4e1ea1913bbe", "version_major": 2, "version_minor": 0 }, @@ -777,7 +785,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -808,7 +816,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "genQC Version 0.2.0\n" + "genQC Version 0.2.4\n" ] } ], diff --git a/src/examples/tutorials.qmd b/src/examples/tutorials.qmd index 184b170..6b69419 100644 --- a/src/examples/tutorials.qmd +++ b/src/examples/tutorials.qmd @@ -16,7 +16,7 @@ listing: #### Welcome to the `genQC` Tutorials. -Here you can familiarize yourself with basics concepts and modules. Tutorials show how to reproduce some figures and results of the corresponding [research papers](../webpage/research.qmd). +Here you can familiarize yourself with basics concepts and modules. The tutorials show how to reproduce some figures and results of the corresponding [research papers](../webpage/research.qmd).
diff --git a/src/get_started.ipynb b/src/get_started.ipynb index e376a2a..1f38ba0 100644 --- a/src/get_started.ipynb +++ b/src/get_started.ipynb @@ -115,10 +115,9 @@ "from genQC.platform.simulation import Simulator, CircuitBackendType\n", "\n", "device = infer_torch_device()\n", - "set_seed(0)\n", "\n", "pipeline = MultimodalDiffusionPipeline_ParametrizedCompilation.from_pretrained(\n", - " repo_id=\"Floki00/cirdit_multimodal_compile_3to5qubit\", \n", + " repo_id=\"Floki00/cirdit_multimodal_compile_3to5qubit_v1.1\", \n", " device=device)\n", "\n", "pipeline.scheduler.set_timesteps(40) \n", @@ -144,24 +143,42 @@ "metadata": {}, "outputs": [ { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + " ยป\n", + "q0 : โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€ยป\n", + " โ”‚ โ•ญโ”€โ”€โ”€โ•ฎ โ”‚ โ•ญโ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎ โ”‚ ยป\n", + "q1 : โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€โ”ค h โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”ค r1(1.25) โ”œโ”€โ”ผโ”€ยป\n", + " โ”‚ โ”‚ โ•ฐโ”€โ”€โ”€โ•ฏโ•ญโ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ โ”‚ ยป\n", + "q2 : โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€โ”€โ”€โ”€โ”€โ”€โ”ค r1(6.253) โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€ยป\n", + " โ•ญโ”€โ”€โ”€โ•ฎโ•ญโ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎโ•ญโ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎ โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ โ”‚ ยป\n", + "q3 : โ”ค h โ”œโ”ค r1(1.571) โ”œโ”ค r1(7.191) โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ณโ”€ยป\n", + " โ•ฐโ”€โ”€โ”€โ•ฏโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏโ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ ยป\n", + "\n", + "################################################################################\n", + "\n", + " \n", + "โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\n", + " \n", + "โ”€โ”€โ”€โ”€โ”€โ—โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\n", + "โ•ญโ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ•ฎโ•ญโ”€โ”€โ”€โ•ฎ\n", + "โ”ค r1(1.59) โ”œโ”ค h โ”œ\n", + "โ•ฐโ”€โ”€โ”ฌโ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ•ฏโ•ฐโ”€โ”€โ”€โ•ฏ\n", + "โ”€โ”€โ”€โ”ค h โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\n", + " โ•ฐโ”€โ”€โ”€โ•ฏ \n", + "\n" + ] } ], "source": [ - "vocabulary = {g:i+1 for i, g in enumerate(pipeline.gate_pool)} \n", + "vocabulary = {g:i+1 for i, g in enumerate(pipeline.gate_pool)}\n", "tokenizer = CircuitTokenizer(vocabulary)\n", - "simulator = Simulator(CircuitBackendType.QISKIT)\n", + "simulator = Simulator(CircuitBackendType.CUDAQ)\n", "\n", "qc_list, _ = decode_tensors_to_backend(simulator, tokenizer, out_tensor, params)\n", - "qc_list[0].draw(\"mpl\")" + "\n", + "simulator.backend.draw(qc_list[0], num_qubits=4)" ] }, { @@ -175,7 +192,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "More detailed examples and tutorial notebooks are provided on the project page [[tutorials]](https://florianfuerrutter.github.io/genQC/examples/tutorials.html) or in the directory `src/examples/`." + "A detailed tutorial on the application with `CUDA-Q` is available on the [CUDA-Q documentation](https://nvidia.github.io/cuda-quantum/latest/applications/python/unitary_compilation_diffusion_models.html).\n", + "\n", + "More examples and tutorial notebooks are provided on the project page [[tutorials]](https://florianfuerrutter.github.io/genQC/examples/tutorials.html) or in the directory `src/examples/`." ] }, { diff --git a/src/index.qmd b/src/index.qmd index 57613ac..04df53d 100644 --- a/src/index.qmd +++ b/src/index.qmd @@ -89,7 +89,7 @@ from genQC.platform.simulation import Simulator, CircuitBackendType device = infer_torch_device() pipeline = MultimodalDiffusionPipeline_ParametrizedCompilation.from_pretrained( # <1> - repo_id="Floki00/cirdit_multimodal_compile_3to5qubit", # <1> + repo_id="Floki00/cirdit_multimodal_compile_3to5qubit_v1.1", # <1> device=device) # <1> pipeline.scheduler.set_timesteps(40) # <2> @@ -112,17 +112,18 @@ out_tensor, params = generate_compilation_tensors(pipeline, # <4> vocabulary = {g:i+1 for i, g in enumerate(pipeline.gate_pool)} # <5> tokenizer = CircuitTokenizer(vocabulary) # <5> -simulator = Simulator(CircuitBackendType.QISKIT) # <5> +simulator = Simulator(CircuitBackendType.CUDAQ) # <5> qc_list, _ = decode_tensors_to_backend(simulator, tokenizer, out_tensor, params) # <5> -qc_list[0].draw("mpl") +simulator.backend.draw(qc_list[0], num_qubits=4) # <6> ``` 1. Load a pre-trained Diffusion model. 2. Set inference parameters. 3. Specify QFT unitary. 4. Generate tokenized circuits. 5. Decode tensors to circuits. +6. Plot a generated circuit. ::: ::: diff --git a/src/pipeline/multimodal_diffusion_pipeline.ipynb b/src/pipeline/multimodal_diffusion_pipeline.ipynb index eaf5e5d..73df390 100644 --- a/src/pipeline/multimodal_diffusion_pipeline.ipynb +++ b/src/pipeline/multimodal_diffusion_pipeline.ipynb @@ -438,7 +438,8 @@ " mse_loss_weight_h = (1.0 - alphas_cumprod_h) * F.sigmoid(SNR_h.log())\n", "\n", " SNR_w = alphas_cumprod_w / (1.0-alphas_cumprod_w+1e-8) + 1e-8\n", - "\n", + " mse_loss_weight_w = (1.0 - alphas_cumprod_w) * F.sigmoid(SNR_w.log() + np.log(3.0 * np.pi**2))\n", + " \n", " #comp mse\n", " mse_flat = lambda out, target: (out-target).square().mean(dim=list(range(1, len(out.shape))))\n", " loss_h = mse_flat(model_output[..., :self.embedder.clr_dim], pred_target_h.detach()) * mse_loss_weight_h.squeeze().detach()\n", diff --git a/src/pipeline/pipeline.ipynb b/src/pipeline/pipeline.ipynb index 80c4039..404b544 100644 --- a/src/pipeline/pipeline.ipynb +++ b/src/pipeline/pipeline.ipynb @@ -137,9 +137,9 @@ " def from_config_file(config_path, device: torch.device, save_path: str=None): return None \n", "\n", " @classmethod\n", - " def from_pretrained(cls, repo_id: str, device: torch.device, use_auth_token: bool = False, **kwargs): \n", + " def from_pretrained(cls, repo_id: str, device: torch.device, **kwargs): \n", " \"\"\"Load a model pipeline directly from Huggingface.\"\"\"\n", - " model_path = snapshot_download(repo_id=repo_id, repo_type=\"model\", allow_patterns=[\"*.pt\", \"*.yaml\", \"*.safetensors\"], use_auth_token=use_auth_token, **kwargs) \n", + " model_path = snapshot_download(repo_id=repo_id, repo_type=\"model\", allow_patterns=[\"*.pt\", \"*.yaml\", \"*.safetensors\"], **kwargs) \n", " pipeline = cls.from_config_file(model_path+\"/\", device) \n", " return pipeline" ] diff --git a/src/platform/backends/circuits_cudaq.ipynb b/src/platform/backends/circuits_cudaq.ipynb index 65b8f3a..0a4690e 100644 --- a/src/platform/backends/circuits_cudaq.ipynb +++ b/src/platform/backends/circuits_cudaq.ipynb @@ -247,11 +247,18 @@ " \n", " return U\n", "\n", - " def draw(self, kernel: cudaq.kernel, num_qubits: int, **kwargs) -> None:\n", + " def draw(self, parametrizedCudaqKernel: ParametrizedCudaqKernel, num_qubits: int, return_str: bool = False, **kwargs) -> None:\n", " \"\"\"Draw the given `cudaq.kernel` using cudaq.\"\"\" \n", + "\n", + " kernel, thetas = parametrizedCudaqKernel.kernel, parametrizedCudaqKernel.params\n", + " \n", " c = [0] * (2**num_qubits)\n", " c[0] = 1\n", - " print(cudaq.draw(kernel, c))" + "\n", + " s = cudaq.draw(kernel, c, thetas)\n", + " if return_str:\n", + " return s\n", + " print(s)" ] }, { @@ -333,7 +340,7 @@ "q2 : โ”ค ry(0.1) โ”œโ”€โ”€โ—โ”€โ”€โ”€โ•ณโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€\n", " โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ \n", "\n", - "Measurement distribution:{ 000:85 010:401 100:85 110:429 }\n", + "Measurement distribution:{ 000:76 010:419 100:89 101:1 110:415 }\n", "\n" ] } @@ -425,8 +432,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Timeit target='qpp-cpu': 1.08 ms ยฑ 58.9 ฮผs per loop (mean ยฑ std. dev. of 7 runs, 1,000 loops each)\n", - "Timeit target='nvidia': 13.5 ms ยฑ 3.14 ms per loop (mean ยฑ std. dev. of 7 runs, 10 loops each)\n" + "Timeit target='qpp-cpu': 1.04 ms ยฑ 102 ฮผs per loop (mean ยฑ std. dev. of 7 runs, 1,000 loops each)\n", + "Timeit target='nvidia': 13.6 ms ยฑ 1.02 ms per loop (mean ยฑ std. dev. of 7 runs, 100 loops each)\n" ] } ],