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  1. .gitattributes +212 -0
  2. .venv/.gitignore +2 -0
  3. .venv/bin/Activate.ps1 +248 -0
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  50. .venv/lib/python3.14/site-packages/PIL/.dylibs/libpng16.16.dylib +3 -0
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+ .venv/lib/python3.14/site-packages/scipy/sparse/linalg/_propack/_dpropack.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/sparse/linalg/_propack/_spropack.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/sparse/linalg/_propack/_zpropack.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/spatial/_ckdtree.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/spatial/_distance_pybind.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/spatial/_distance_wrap.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/spatial/_hausdorff.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/spatial/_qhull.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/spatial/transform/_rigid_transform.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/spatial/transform/_rotation.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/special/_ellip_harm_2.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/special/_gufuncs.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/special/_specfun.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/special/_special_ufuncs.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/special/_test_internal.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/special/_ufuncs.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/special/_ufuncs_cxx.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/special/cython_special.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/stats/_ansari_swilk_statistics.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/stats/_biasedurn.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/stats/_qmc_cy.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/stats/_qmvnt_cy.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/stats/_rcont/rcont.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/stats/_sobol.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/stats/_stats.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/stats/_stats_pythran.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/scipy/stats/_unuran/unuran_wrapper.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/.dylibs/libomp.dylib filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/_cyutility.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/_isotonic.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/_loss/_loss.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/cluster/_hdbscan/_linkage.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/cluster/_hdbscan/_reachability.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/cluster/_hdbscan/_tree.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/cluster/_hierarchical_fast.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/cluster/_k_means_common.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/cluster/_k_means_elkan.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/cluster/_k_means_lloyd.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/cluster/_k_means_minibatch.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/datasets/_svmlight_format_fast.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/datasets/images/china.jpg filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/datasets/images/flower.jpg filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/decomposition/_online_lda_fast.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/ensemble/_gradient_boosting.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/ensemble/_hist_gradient_boosting/_gradient_boosting.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/ensemble/_hist_gradient_boosting/_predictor.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/ensemble/_hist_gradient_boosting/histogram.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/ensemble/_hist_gradient_boosting/splitting.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/feature_extraction/_hashing_fast.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/linear_model/_cd_fast.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/linear_model/_sag_fast.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/linear_model/_sgd_fast.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/manifold/_barnes_hut_tsne.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/metrics/_dist_metrics.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/metrics/_pairwise_distances_reduction/_argkmin.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/metrics/_pairwise_distances_reduction/_argkmin_classmode.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/metrics/_pairwise_distances_reduction/_base.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/metrics/_pairwise_distances_reduction/_datasets_pair.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/metrics/_pairwise_distances_reduction/_middle_term_computer.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/metrics/_pairwise_distances_reduction/_radius_neighbors.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/metrics/_pairwise_distances_reduction/_radius_neighbors_classmode.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/metrics/_pairwise_fast.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/neighbors/_ball_tree.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/neighbors/_kd_tree.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/neighbors/_quad_tree.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/preprocessing/_csr_polynomial_expansion.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/preprocessing/_target_encoder_fast.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/svm/_liblinear.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/svm/_libsvm.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/svm/_libsvm_sparse.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/tree/_criterion.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/tree/_partitioner.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/tree/_splitter.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/tree/_tree.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/tree/_utils.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/utils/_cython_blas.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/utils/_fast_dict.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/utils/_openmp_helpers.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/utils/_random.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/utils/_seq_dataset.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/utils/_typedefs.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/utils/_vector_sentinel.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/utils/arrayfuncs.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/utils/murmurhash.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/sklearn/utils/sparsefuncs_fast.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/tokenizers/tokenizers.abi3.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/torch/bin/protoc filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/torch/bin/protoc-3.13.0.0 filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/torch/lib/libc10.dylib filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/torch/lib/libomp.dylib filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/torch/lib/libtorch_cpu.dylib filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/torch/lib/libtorch_python.dylib filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/uvloop/loop.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/watchfiles/_rust_notify.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
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+ .venv/lib/python3.14/site-packages/yaml/_yaml.cpython-314-darwin.so filter=lfs diff=lfs merge=lfs -text
.venv/.gitignore ADDED
@@ -0,0 +1,2 @@
 
 
 
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+ # Created by venv; see https://docs.python.org/3/library/venv.html
2
+ *
.venv/bin/Activate.ps1 ADDED
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1
+ <#
2
+ .Synopsis
3
+ Activate a Python virtual environment for the current PowerShell session.
4
+
5
+ .Description
6
+ Pushes the python executable for a virtual environment to the front of the
7
+ $Env:PATH environment variable and sets the prompt to signify that you are
8
+ in a Python virtual environment. Makes use of the command line switches as
9
+ well as the `pyvenv.cfg` file values present in the virtual environment.
10
+
11
+ .Parameter VenvDir
12
+ Path to the directory that contains the virtual environment to activate. The
13
+ default value for this is the parent of the directory that the Activate.ps1
14
+ script is located within.
15
+
16
+ .Parameter Prompt
17
+ The prompt prefix to display when this virtual environment is activated. By
18
+ default, this prompt is the name of the virtual environment folder (VenvDir)
19
+ surrounded by parentheses and followed by a single space (ie. '(.venv) ').
20
+
21
+ .Example
22
+ Activate.ps1
23
+ Activates the Python virtual environment that contains the Activate.ps1 script.
24
+
25
+ .Example
26
+ Activate.ps1 -Verbose
27
+ Activates the Python virtual environment that contains the Activate.ps1 script,
28
+ and shows extra information about the activation as it executes.
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+
30
+ .Example
31
+ Activate.ps1 -VenvDir C:\Users\MyUser\Common\.venv
32
+ Activates the Python virtual environment located in the specified location.
33
+
34
+ .Example
35
+ Activate.ps1 -Prompt "MyPython"
36
+ Activates the Python virtual environment that contains the Activate.ps1 script,
37
+ and prefixes the current prompt with the specified string (surrounded in
38
+ parentheses) while the virtual environment is active.
39
+
40
+ .Notes
41
+ On Windows, it may be required to enable this Activate.ps1 script by setting the
42
+ execution policy for the user. You can do this by issuing the following PowerShell
43
+ command:
44
+
45
+ PS C:\> Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
46
+
47
+ For more information on Execution Policies:
48
+ https://go.microsoft.com/fwlink/?LinkID=135170
49
+
50
+ #>
51
+ Param(
52
+ [Parameter(Mandatory = $false)]
53
+ [String]
54
+ $VenvDir,
55
+ [Parameter(Mandatory = $false)]
56
+ [String]
57
+ $Prompt
58
+ )
59
+
60
+ <# Function declarations --------------------------------------------------- #>
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+
62
+ <#
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+ .Synopsis
64
+ Remove all shell session elements added by the Activate script, including the
65
+ addition of the virtual environment's Python executable from the beginning of
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+ the PATH variable.
67
+
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+ .Parameter NonDestructive
69
+ If present, do not remove this function from the global namespace for the
70
+ session.
71
+
72
+ #>
73
+ function global:deactivate ([switch]$NonDestructive) {
74
+ # Revert to original values
75
+
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+ # The prior prompt:
77
+ if (Test-Path -Path Function:_OLD_VIRTUAL_PROMPT) {
78
+ Copy-Item -Path Function:_OLD_VIRTUAL_PROMPT -Destination Function:prompt
79
+ Remove-Item -Path Function:_OLD_VIRTUAL_PROMPT
80
+ }
81
+
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+ # The prior PYTHONHOME:
83
+ if (Test-Path -Path Env:_OLD_VIRTUAL_PYTHONHOME) {
84
+ Copy-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME -Destination Env:PYTHONHOME
85
+ Remove-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME
86
+ }
87
+
88
+ # The prior PATH:
89
+ if (Test-Path -Path Env:_OLD_VIRTUAL_PATH) {
90
+ Copy-Item -Path Env:_OLD_VIRTUAL_PATH -Destination Env:PATH
91
+ Remove-Item -Path Env:_OLD_VIRTUAL_PATH
92
+ }
93
+
94
+ # Just remove the VIRTUAL_ENV altogether:
95
+ if (Test-Path -Path Env:VIRTUAL_ENV) {
96
+ Remove-Item -Path env:VIRTUAL_ENV
97
+ }
98
+
99
+ # Just remove VIRTUAL_ENV_PROMPT altogether.
100
+ if (Test-Path -Path Env:VIRTUAL_ENV_PROMPT) {
101
+ Remove-Item -Path env:VIRTUAL_ENV_PROMPT
102
+ }
103
+
104
+ # Just remove the _PYTHON_VENV_PROMPT_PREFIX altogether:
105
+ if (Get-Variable -Name "_PYTHON_VENV_PROMPT_PREFIX" -ErrorAction SilentlyContinue) {
106
+ Remove-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Scope Global -Force
107
+ }
108
+
109
+ # Leave deactivate function in the global namespace if requested:
110
+ if (-not $NonDestructive) {
111
+ Remove-Item -Path function:deactivate
112
+ }
113
+ }
114
+
115
+ <#
116
+ .Description
117
+ Get-PyVenvConfig parses the values from the pyvenv.cfg file located in the
118
+ given folder, and returns them in a map.
119
+
120
+ For each line in the pyvenv.cfg file, if that line can be parsed into exactly
121
+ two strings separated by `=` (with any amount of whitespace surrounding the =)
122
+ then it is considered a `key = value` line. The left hand string is the key,
123
+ the right hand is the value.
124
+
125
+ If the value starts with a `'` or a `"` then the first and last character is
126
+ stripped from the value before being captured.
127
+
128
+ .Parameter ConfigDir
129
+ Path to the directory that contains the `pyvenv.cfg` file.
130
+ #>
131
+ function Get-PyVenvConfig(
132
+ [String]
133
+ $ConfigDir
134
+ ) {
135
+ Write-Verbose "Given ConfigDir=$ConfigDir, obtain values in pyvenv.cfg"
136
+
137
+ # Ensure the file exists, and issue a warning if it doesn't (but still allow the function to continue).
138
+ $pyvenvConfigPath = Join-Path -Resolve -Path $ConfigDir -ChildPath 'pyvenv.cfg' -ErrorAction Continue
139
+
140
+ # An empty map will be returned if no config file is found.
141
+ $pyvenvConfig = @{ }
142
+
143
+ if ($pyvenvConfigPath) {
144
+
145
+ Write-Verbose "File exists, parse `key = value` lines"
146
+ $pyvenvConfigContent = Get-Content -Path $pyvenvConfigPath
147
+
148
+ $pyvenvConfigContent | ForEach-Object {
149
+ $keyval = $PSItem -split "\s*=\s*", 2
150
+ if ($keyval[0] -and $keyval[1]) {
151
+ $val = $keyval[1]
152
+
153
+ # Remove extraneous quotations around a string value.
154
+ if ("'""".Contains($val.Substring(0, 1))) {
155
+ $val = $val.Substring(1, $val.Length - 2)
156
+ }
157
+
158
+ $pyvenvConfig[$keyval[0]] = $val
159
+ Write-Verbose "Adding Key: '$($keyval[0])'='$val'"
160
+ }
161
+ }
162
+ }
163
+ return $pyvenvConfig
164
+ }
165
+
166
+
167
+ <# Begin Activate script --------------------------------------------------- #>
168
+
169
+ # Determine the containing directory of this script
170
+ $VenvExecPath = Split-Path -Parent $MyInvocation.MyCommand.Definition
171
+ $VenvExecDir = Get-Item -Path $VenvExecPath
172
+
173
+ Write-Verbose "Activation script is located in path: '$VenvExecPath'"
174
+ Write-Verbose "VenvExecDir Fullname: '$($VenvExecDir.FullName)"
175
+ Write-Verbose "VenvExecDir Name: '$($VenvExecDir.Name)"
176
+
177
+ # Set values required in priority: CmdLine, ConfigFile, Default
178
+ # First, get the location of the virtual environment, it might not be
179
+ # VenvExecDir if specified on the command line.
180
+ if ($VenvDir) {
181
+ Write-Verbose "VenvDir given as parameter, using '$VenvDir' to determine values"
182
+ }
183
+ else {
184
+ Write-Verbose "VenvDir not given as a parameter, using parent directory name as VenvDir."
185
+ $VenvDir = $VenvExecDir.Parent.FullName.TrimEnd("\\/")
186
+ Write-Verbose "VenvDir=$VenvDir"
187
+ }
188
+
189
+ # Next, read the `pyvenv.cfg` file to determine any required value such
190
+ # as `prompt`.
191
+ $pyvenvCfg = Get-PyVenvConfig -ConfigDir $VenvDir
192
+
193
+ # Next, set the prompt from the command line, or the config file, or
194
+ # just use the name of the virtual environment folder.
195
+ if ($Prompt) {
196
+ Write-Verbose "Prompt specified as argument, using '$Prompt'"
197
+ }
198
+ else {
199
+ Write-Verbose "Prompt not specified as argument to script, checking pyvenv.cfg value"
200
+ if ($pyvenvCfg -and $pyvenvCfg['prompt']) {
201
+ Write-Verbose " Setting based on value in pyvenv.cfg='$($pyvenvCfg['prompt'])'"
202
+ $Prompt = $pyvenvCfg['prompt'];
203
+ }
204
+ else {
205
+ Write-Verbose " Setting prompt based on parent's directory's name. (Is the directory name passed to venv module when creating the virtual environment)"
206
+ Write-Verbose " Got leaf-name of $VenvDir='$(Split-Path -Path $venvDir -Leaf)'"
207
+ $Prompt = Split-Path -Path $venvDir -Leaf
208
+ }
209
+ }
210
+
211
+ Write-Verbose "Prompt = '$Prompt'"
212
+ Write-Verbose "VenvDir='$VenvDir'"
213
+
214
+ # Deactivate any currently active virtual environment, but leave the
215
+ # deactivate function in place.
216
+ deactivate -nondestructive
217
+
218
+ # Now set the environment variable VIRTUAL_ENV, used by many tools to determine
219
+ # that there is an activated venv.
220
+ $env:VIRTUAL_ENV = $VenvDir
221
+
222
+ $env:VIRTUAL_ENV_PROMPT = $Prompt
223
+
224
+ if (-not $Env:VIRTUAL_ENV_DISABLE_PROMPT) {
225
+
226
+ Write-Verbose "Setting prompt to '$Prompt'"
227
+
228
+ # Set the prompt to include the env name
229
+ # Make sure _OLD_VIRTUAL_PROMPT is global
230
+ function global:_OLD_VIRTUAL_PROMPT { "" }
231
+ Copy-Item -Path function:prompt -Destination function:_OLD_VIRTUAL_PROMPT
232
+ New-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Description "Python virtual environment prompt prefix" -Scope Global -Option ReadOnly -Visibility Public -Value $Prompt
233
+
234
+ function global:prompt {
235
+ Write-Host -NoNewline -ForegroundColor Green "($_PYTHON_VENV_PROMPT_PREFIX) "
236
+ _OLD_VIRTUAL_PROMPT
237
+ }
238
+ }
239
+
240
+ # Clear PYTHONHOME
241
+ if (Test-Path -Path Env:PYTHONHOME) {
242
+ Copy-Item -Path Env:PYTHONHOME -Destination Env:_OLD_VIRTUAL_PYTHONHOME
243
+ Remove-Item -Path Env:PYTHONHOME
244
+ }
245
+
246
+ # Add the venv to the PATH
247
+ Copy-Item -Path Env:PATH -Destination Env:_OLD_VIRTUAL_PATH
248
+ $Env:PATH = "$VenvExecDir$([System.IO.Path]::PathSeparator)$Env:PATH"
.venv/bin/activate ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # This file must be used with "source bin/activate" *from bash*
2
+ # You cannot run it directly
3
+
4
+ deactivate () {
5
+ # reset old environment variables
6
+ if [ -n "${_OLD_VIRTUAL_PATH:-}" ] ; then
7
+ PATH="${_OLD_VIRTUAL_PATH:-}"
8
+ export PATH
9
+ unset _OLD_VIRTUAL_PATH
10
+ fi
11
+ if [ -n "${_OLD_VIRTUAL_PYTHONHOME:-}" ] ; then
12
+ PYTHONHOME="${_OLD_VIRTUAL_PYTHONHOME:-}"
13
+ export PYTHONHOME
14
+ unset _OLD_VIRTUAL_PYTHONHOME
15
+ fi
16
+
17
+ # Call hash to forget past locations. Without forgetting
18
+ # past locations the $PATH changes we made may not be respected.
19
+ # See "man bash" for more details. hash is usually a builtin of your shell
20
+ hash -r 2> /dev/null
21
+
22
+ if [ -n "${_OLD_VIRTUAL_PS1:-}" ] ; then
23
+ PS1="${_OLD_VIRTUAL_PS1:-}"
24
+ export PS1
25
+ unset _OLD_VIRTUAL_PS1
26
+ fi
27
+
28
+ unset VIRTUAL_ENV
29
+ unset VIRTUAL_ENV_PROMPT
30
+ if [ ! "${1:-}" = "nondestructive" ] ; then
31
+ # Self destruct!
32
+ unset -f deactivate
33
+ fi
34
+ }
35
+
36
+ # unset irrelevant variables
37
+ deactivate nondestructive
38
+
39
+ # on Windows, a path can contain colons and backslashes and has to be converted:
40
+ case "$(uname)" in
41
+ CYGWIN*|MSYS*|MINGW*)
42
+ # transform D:\path\to\venv to /d/path/to/venv on MSYS and MINGW
43
+ # and to /cygdrive/d/path/to/venv on Cygwin
44
+ VIRTUAL_ENV=$(cygpath /Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv)
45
+ export VIRTUAL_ENV
46
+ ;;
47
+ *)
48
+ # use the path as-is
49
+ export VIRTUAL_ENV=/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv
50
+ ;;
51
+ esac
52
+
53
+ _OLD_VIRTUAL_PATH="$PATH"
54
+ PATH="$VIRTUAL_ENV/"bin":$PATH"
55
+ export PATH
56
+
57
+ VIRTUAL_ENV_PROMPT=.venv
58
+ export VIRTUAL_ENV_PROMPT
59
+
60
+ # unset PYTHONHOME if set
61
+ # this will fail if PYTHONHOME is set to the empty string (which is bad anyway)
62
+ # could use `if (set -u; : $PYTHONHOME) ;` in bash
63
+ if [ -n "${PYTHONHOME:-}" ] ; then
64
+ _OLD_VIRTUAL_PYTHONHOME="${PYTHONHOME:-}"
65
+ unset PYTHONHOME
66
+ fi
67
+
68
+ if [ -z "${VIRTUAL_ENV_DISABLE_PROMPT:-}" ] ; then
69
+ _OLD_VIRTUAL_PS1="${PS1:-}"
70
+ PS1="(".venv") ${PS1:-}"
71
+ export PS1
72
+ fi
73
+
74
+ # Call hash to forget past commands. Without forgetting
75
+ # past commands the $PATH changes we made may not be respected
76
+ hash -r 2> /dev/null
.venv/bin/activate.csh ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # This file must be used with "source bin/activate.csh" *from csh*.
2
+ # You cannot run it directly.
3
+
4
+ # Created by Davide Di Blasi <davidedb@gmail.com>.
5
+ # Ported to Python 3.3 venv by Andrew Svetlov <andrew.svetlov@gmail.com>
6
+
7
+ alias deactivate 'test $?_OLD_VIRTUAL_PATH != 0 && setenv PATH "$_OLD_VIRTUAL_PATH" && unset _OLD_VIRTUAL_PATH; rehash; test $?_OLD_VIRTUAL_PROMPT != 0 && set prompt="$_OLD_VIRTUAL_PROMPT" && unset _OLD_VIRTUAL_PROMPT; unsetenv VIRTUAL_ENV; unsetenv VIRTUAL_ENV_PROMPT; test "\!:*" != "nondestructive" && unalias deactivate'
8
+
9
+ # Unset irrelevant variables.
10
+ deactivate nondestructive
11
+
12
+ setenv VIRTUAL_ENV /Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv
13
+
14
+ set _OLD_VIRTUAL_PATH="$PATH"
15
+ setenv PATH "$VIRTUAL_ENV/"bin":$PATH"
16
+ setenv VIRTUAL_ENV_PROMPT .venv
17
+
18
+
19
+ set _OLD_VIRTUAL_PROMPT="$prompt"
20
+
21
+ if (! "$?VIRTUAL_ENV_DISABLE_PROMPT") then
22
+ set prompt = "(".venv") $prompt:q"
23
+ endif
24
+
25
+ alias pydoc python -m pydoc
26
+
27
+ rehash
.venv/bin/activate.fish ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # This file must be used with "source <venv>/bin/activate.fish" *from fish*
2
+ # (https://fishshell.com/). You cannot run it directly.
3
+
4
+ function deactivate -d "Exit virtual environment and return to normal shell environment"
5
+ # reset old environment variables
6
+ if test -n "$_OLD_VIRTUAL_PATH"
7
+ set -gx PATH $_OLD_VIRTUAL_PATH
8
+ set -e _OLD_VIRTUAL_PATH
9
+ end
10
+ if test -n "$_OLD_VIRTUAL_PYTHONHOME"
11
+ set -gx PYTHONHOME $_OLD_VIRTUAL_PYTHONHOME
12
+ set -e _OLD_VIRTUAL_PYTHONHOME
13
+ end
14
+
15
+ if test -n "$_OLD_FISH_PROMPT_OVERRIDE"
16
+ set -e _OLD_FISH_PROMPT_OVERRIDE
17
+ # prevents error when using nested fish instances (Issue #93858)
18
+ if functions -q _old_fish_prompt
19
+ functions -e fish_prompt
20
+ functions -c _old_fish_prompt fish_prompt
21
+ functions -e _old_fish_prompt
22
+ end
23
+ end
24
+
25
+ set -e VIRTUAL_ENV
26
+ set -e VIRTUAL_ENV_PROMPT
27
+ if test "$argv[1]" != "nondestructive"
28
+ # Self-destruct!
29
+ functions -e deactivate
30
+ end
31
+ end
32
+
33
+ # Unset irrelevant variables.
34
+ deactivate nondestructive
35
+
36
+ set -gx VIRTUAL_ENV /Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv
37
+
38
+ set -gx _OLD_VIRTUAL_PATH $PATH
39
+ set -gx PATH "$VIRTUAL_ENV/"bin $PATH
40
+ set -gx VIRTUAL_ENV_PROMPT .venv
41
+
42
+ # Unset PYTHONHOME if set.
43
+ if set -q PYTHONHOME
44
+ set -gx _OLD_VIRTUAL_PYTHONHOME $PYTHONHOME
45
+ set -e PYTHONHOME
46
+ end
47
+
48
+ if test -z "$VIRTUAL_ENV_DISABLE_PROMPT"
49
+ # fish uses a function instead of an env var to generate the prompt.
50
+
51
+ # Save the current fish_prompt function as the function _old_fish_prompt.
52
+ functions -c fish_prompt _old_fish_prompt
53
+
54
+ # With the original prompt function renamed, we can override with our own.
55
+ function fish_prompt
56
+ # Save the return status of the last command.
57
+ set -l old_status $status
58
+
59
+ # Output the venv prompt; color taken from the blue of the Python logo.
60
+ printf "%s(%s)%s " (set_color 4B8BBE) .venv (set_color normal)
61
+
62
+ # Restore the return status of the previous command.
63
+ echo "exit $old_status" | .
64
+ # Output the original/"old" prompt.
65
+ _old_fish_prompt
66
+ end
67
+
68
+ set -gx _OLD_FISH_PROMPT_OVERRIDE "$VIRTUAL_ENV"
69
+ end
.venv/bin/dotenv ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from dotenv.__main__ import cli
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(cli())
.venv/bin/f2py ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from numpy.f2py.f2py2e import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/fastapi ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from fastapi.cli import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/find_similar_images.py ADDED
@@ -0,0 +1,82 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ from __future__ import absolute_import, division, print_function
3
+
4
+ from PIL import Image
5
+
6
+ import imagehash
7
+
8
+ """
9
+ Demo of hashing
10
+ """
11
+
12
+
13
+ def find_similar_images(userpaths, hashfunc=imagehash.average_hash):
14
+ def is_image(filename):
15
+ f = filename.lower()
16
+ return f.endswith('.png') or f.endswith('.jpg') or \
17
+ f.endswith('.jpeg') or f.endswith('.bmp') or \
18
+ f.endswith('.gif') or '.jpg' in f or f.endswith('.svg')
19
+
20
+ image_filenames = []
21
+ for userpath in userpaths:
22
+ image_filenames += [os.path.join(userpath, path) for path in os.listdir(userpath) if is_image(path)]
23
+ images = {}
24
+ for img in sorted(image_filenames):
25
+ try:
26
+ hash = hashfunc(Image.open(img))
27
+ except Exception as e:
28
+ print('Problem:', e, 'with', img)
29
+ continue
30
+ if hash in images:
31
+ print(img, ' already exists as', ' '.join(images[hash]))
32
+ if 'dupPictures' in img:
33
+ print('rm -v', img)
34
+ images[hash] = images.get(hash, []) + [img]
35
+
36
+ # for k, img_list in six.iteritems(images):
37
+ # if len(img_list) > 1:
38
+ # print(" ".join(img_list))
39
+
40
+
41
+ if __name__ == '__main__': # noqa: C901
42
+ import os
43
+ import sys
44
+
45
+ def usage():
46
+ sys.stderr.write("""SYNOPSIS: %s [ahash|phash|dhash|...] [<directory>]
47
+
48
+ Identifies similar images in the directory.
49
+
50
+ Method:
51
+ ahash: Average hash
52
+ phash: Perceptual hash
53
+ dhash: Difference hash
54
+ whash-haar: Haar wavelet hash
55
+ whash-db4: Daubechies wavelet hash
56
+ colorhash: HSV color hash
57
+ crop-resistant: Crop-resistant hash
58
+
59
+ (C) Johannes Buchner, 2013-2017
60
+ """ % sys.argv[0])
61
+ sys.exit(1)
62
+
63
+ hashmethod = sys.argv[1] if len(sys.argv) > 1 else usage()
64
+ if hashmethod == 'ahash':
65
+ hashfunc = imagehash.average_hash
66
+ elif hashmethod == 'phash':
67
+ hashfunc = imagehash.phash
68
+ elif hashmethod == 'dhash':
69
+ hashfunc = imagehash.dhash
70
+ elif hashmethod == 'whash-haar':
71
+ hashfunc = imagehash.whash
72
+ elif hashmethod == 'whash-db4':
73
+ def hashfunc(img):
74
+ return imagehash.whash(img, mode='db4')
75
+ elif hashmethod == 'colorhash':
76
+ hashfunc = imagehash.colorhash
77
+ elif hashmethod == 'crop-resistant':
78
+ hashfunc = imagehash.crop_resistant_hash
79
+ else:
80
+ usage()
81
+ userpaths = sys.argv[2:] if len(sys.argv) > 2 else '.'
82
+ find_similar_images(userpaths=userpaths, hashfunc=hashfunc)
.venv/bin/hf ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from huggingface_hub.cli.hf import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/huggingface-cli ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from huggingface_hub.commands.huggingface_cli import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/isympy ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from isympy import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/normalizer ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from charset_normalizer.cli import cli_detect
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(cli_detect())
.venv/bin/numpy-config ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from numpy._configtool import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/pip ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from pip._internal.cli.main import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/pip3 ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from pip._internal.cli.main import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/pip3.14 ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from pip._internal.cli.main import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/python ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:50298e5fa54e018a9950794d4625a82ba7f2b04a6ef272dc4d26f89a2176072b
3
+ size 135696
.venv/bin/python3 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:50298e5fa54e018a9950794d4625a82ba7f2b04a6ef272dc4d26f89a2176072b
3
+ size 135696
.venv/bin/python3.14 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:50298e5fa54e018a9950794d4625a82ba7f2b04a6ef272dc4d26f89a2176072b
3
+ size 135696
.venv/bin/tiny-agents ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from huggingface_hub.inference._mcp.cli import app
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(app())
.venv/bin/torchfrtrace ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from tools.flight_recorder.fr_trace import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/torchrun ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from torch.distributed.run import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/tqdm ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
3
+ from tqdm.cli import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
7
+ sys.exit(main())
.venv/bin/transformers ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
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+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
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+ from transformers.commands.transformers_cli import main
4
+ if __name__ == '__main__':
5
+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
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+ sys.exit(main())
.venv/bin/transformers-cli ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
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+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
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+ import sys
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+ from transformers.commands.transformers_cli import main_cli
4
+ if __name__ == '__main__':
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+ if sys.argv[0].endswith('.exe'):
6
+ sys.argv[0] = sys.argv[0][:-4]
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+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
2
+ import sys
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+ from uvicorn.main import main
4
+ if __name__ == '__main__':
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+ if sys.argv[0].endswith('.exe'):
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+ sys.argv[0] = sys.argv[0][:-4]
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+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
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+ import sys
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+ from watchfiles.cli import cli
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+ sys.argv[0] = sys.argv[0][:-4]
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+ #!/Users/mohanraoboddu/issue-reporting/ml-backend-with-image/.venv/bin/python3.14
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+ import sys
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+ from websockets.cli import main
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+ if __name__ == '__main__':
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+ if sys.argv[0].endswith('.exe'):
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+ sys.argv[0] = sys.argv[0][:-4]
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.venv/lib/python3.14/site-packages/ImageHash-4.3.2.dist-info/LICENSE ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ Copyright (c) 2013-2022, Johannes Buchner
2
+ All rights reserved.
3
+
4
+ Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:
5
+
6
+ Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.
7
+ Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.
8
+
9
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
10
+
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1
+ Metadata-Version: 2.1
2
+ Name: ImageHash
3
+ Version: 4.3.2
4
+ Summary: Image Hashing library
5
+ Home-page: https://github.com/JohannesBuchner/imagehash
6
+ Author: Johannes Buchner
7
+ Author-email: buchner.johannes@gmx.at
8
+ License: 2-clause BSD License
9
+ Description-Content-Type: text/x-rst
10
+ License-File: LICENSE
11
+ Requires-Dist: PyWavelets
12
+ Requires-Dist: numpy
13
+ Requires-Dist: pillow
14
+ Requires-Dist: scipy
15
+
16
+ ===========
17
+ ImageHash
18
+ ===========
19
+
20
+ An image hashing library written in Python. ImageHash supports:
21
+
22
+ * Average hashing
23
+ * Perceptual hashing
24
+ * Difference hashing
25
+ * Wavelet hashing
26
+ * HSV color hashing (colorhash)
27
+ * Crop-resistant hashing
28
+
29
+ |CI|_ |Coveralls|_
30
+
31
+ Rationale
32
+ =========
33
+
34
+ Image hashes tell whether two images look nearly identical.
35
+ This is different from cryptographic hashing algorithms (like MD5, SHA-1)
36
+ where tiny changes in the image give completely different hashes.
37
+ In image fingerprinting, we actually want our similar inputs to have
38
+ similar output hashes as well.
39
+
40
+ The image hash algorithms (average, perceptual, difference, wavelet)
41
+ analyse the image structure on luminance (without color information).
42
+ The color hash algorithm analyses the color distribution and
43
+ black & gray fractions (without position information).
44
+
45
+ Installation
46
+ ============
47
+
48
+ Based on PIL/Pillow Image, numpy and scipy.fftpack (for pHash)
49
+ Easy installation through `pypi`_::
50
+
51
+ pip install imagehash
52
+
53
+ Basic usage
54
+ ===========
55
+ ::
56
+
57
+ >>> from PIL import Image
58
+ >>> import imagehash
59
+ >>> hash = imagehash.average_hash(Image.open('tests/data/imagehash.png'))
60
+ >>> print(hash)
61
+ ffd7918181c9ffff
62
+ >>> otherhash = imagehash.average_hash(Image.open('tests/data/peppers.png'))
63
+ >>> print(otherhash)
64
+ 9f172786e71f1e00
65
+ >>> print(hash == otherhash)
66
+ False
67
+ >>> print(hash - otherhash) # hamming distance
68
+ 33
69
+
70
+ Each algorithm can also have its hash size adjusted (or in the case of
71
+ colorhash, its :code:`binbits`). Increasing the hash size allows an
72
+ algorithm to store more detail in its hash, increasing its sensitivity
73
+ to changes in detail.
74
+
75
+ The demo script **find_similar_images** illustrates how to find similar
76
+ images in a directory.
77
+
78
+ Source hosted at GitHub: https://github.com/JohannesBuchner/imagehash
79
+
80
+ References
81
+ -----------
82
+
83
+ * Average hashing (`aHashref`_)
84
+ * Perceptual hashing (`pHashref`_)
85
+ * Difference hashing (`dHashref`_)
86
+ * Wavelet hashing (`wHashref`_)
87
+ * Crop-resistant hashing (`crop_resistant_hashref`_)
88
+
89
+ .. _aHashref: https://www.hackerfactor.com/blog/index.php?/archives/432-Looks-Like-It.html
90
+ .. _pHashref: https://www.hackerfactor.com/blog/index.php?/archives/432-Looks-Like-It.html
91
+ .. _dHashref: https://www.hackerfactor.com/blog/index.php?/archives/529-Kind-of-Like-That.html
92
+ .. _wHashref: https://fullstackml.com/2016/07/02/wavelet-image-hash-in-python/
93
+ .. _pypi: https://pypi.python.org/pypi/ImageHash
94
+ .. _crop_resistant_hashref: https://ieeexplore.ieee.org/document/6980335
95
+
96
+ Examples
97
+ =========
98
+
99
+ To help evaluate how different hashing algorithms behave, below are a few hashes applied
100
+ to two datasets. This will let you know what images an algorithm thinks are basically identical.
101
+
102
+ Example 1: Icon dataset
103
+ -----------------------
104
+
105
+ Source: 7441 free icons on GitHub (see examples/github-urls.txt).
106
+
107
+ The following pages show groups of images with the same hash (the hashing method sees them as the same).
108
+
109
+ * `phash <https://johannesbuchner.github.io/imagehash/index3.html>`__ (or `with z-transform <https://johannesbuchner.github.io/imagehash/index9.html>`__)
110
+ * `dhash <https://johannesbuchner.github.io/imagehash/index4.html>`__ (or `with z-transform <https://johannesbuchner.github.io/imagehash/index10.html>`__)
111
+ * `colorhash <https://johannesbuchner.github.io/imagehash/index7.html>`__
112
+ * `average_hash <https://johannesbuchner.github.io/imagehash/index2.html>`__ (`with z-transform <https://johannesbuchner.github.io/imagehash/index8.html>`__)
113
+
114
+ The hashes use hashsize=8; colorhash uses binbits=3.
115
+ You may want to adjust the hashsize or require some manhattan distance (hash1 - hash2 < threshold).
116
+
117
+ Example 2: Art dataset
118
+ ----------------------
119
+
120
+ Source: 109259 art pieces from https://www.parismuseescollections.paris.fr/en/recherche/image-libre/.
121
+
122
+ The following pages show groups of images with the same hash (the hashing method sees them as the same).
123
+
124
+ * `phash <https://johannesbuchner.github.io/imagehash/art3.html>`__ (or `with z-transform <https://johannesbuchner.github.io/imagehash/art9.html>`__)
125
+ * `dhash <https://johannesbuchner.github.io/imagehash/art4.html>`__ (or `with z-transform <https://johannesbuchner.github.io/imagehash/art10.html>`__)
126
+ * `colorhash <https://johannesbuchner.github.io/imagehash/art7.html>`__
127
+ * `average_hash <https://johannesbuchner.github.io/imagehash/art2.html>`__ (`with z-transform <https://johannesbuchner.github.io/imagehash/art8.html>`__)
128
+
129
+ For understanding hash distances, check out these excellent blog posts:
130
+ * https://tech.okcupid.com/evaluating-perceptual-image-hashes-at-okcupid-e98a3e74aa3a
131
+ * https://content-blockchain.org/research/testing-different-image-hash-functions/
132
+
133
+ Storing hashes
134
+ ==============
135
+
136
+ As illustrated above, hashes can be turned into strings.
137
+ The strings can be turned back into a ImageHash object as follows.
138
+
139
+ For single perceptual hashes::
140
+
141
+ >>> original_hash = imagehash.phash(Image.open('tests/data/imagehash.png'))
142
+ >>> hash_as_str = str(original_hash)
143
+ >>> print(hash_as_str)
144
+ ffd7918181c9ffff
145
+ >>> restored_hash = imagehash.hex_to_hash(hash_as_str)
146
+ >>> print(restored_hash)
147
+ ffd7918181c9ffff
148
+ >>> assert restored_hash == original_hash
149
+ >>> assert str(restored_hash) == hash_as_str
150
+
151
+ For crop_resistant_hash::
152
+
153
+ >>> original_hash = imagehash.crop_resistant_hash(Image.open('tests/data/imagehash.png'), min_segment_size=500, segmentation_image_size=1000)
154
+ >>> hash_as_str = str(original_hash)
155
+ >>> restored_hash = imagehash.hex_to_multihash(hash_as_str)
156
+ >>> assert restored_hash == original_hash
157
+ >>> assert str(restored_hash) == hash_as_str
158
+
159
+ For colorhash::
160
+
161
+ >>> original_hash = imagehash.colorhash(Image.open('tests/data/imagehash.png'), binbits=3)
162
+ >>> hash_as_str = str(original_hash)
163
+ >>> restored_hash = imagehash.hex_to_flathash(hash_as_str, hashsize=3)
164
+
165
+ Efficient database search
166
+ -------------------------
167
+
168
+ For storing the hashes in a database and using fast hamming distance
169
+ searches, see pointers at https://github.com/JohannesBuchner/imagehash/issues/127
170
+ (a blog post on how to do this would be a great contribution!)
171
+
172
+ @KDJDEV points to https://github.com/KDJDEV/imagehash-reverse-image-search-tutorial and writes:
173
+ In this tutorial I use PostgreSQL and `this extension <https://github.com/fake-name/pg-spgist_hamming>`_,
174
+ and show how you can create a reverse image search using hashes generated by this library.
175
+
176
+
177
+ Changelog
178
+ ----------
179
+
180
+ * 4.3: typing annotations by @Avasam @SpangleLabs and @nh2
181
+
182
+ * 4.2: Cropping-Resistant image hashing added by @SpangleLabs
183
+
184
+ * 4.1: Add examples and colorhash
185
+
186
+ * 4.0: Changed binary to hex implementation, because the previous one was broken for various hash sizes. This change breaks compatibility to previously stored hashes; to convert them from the old encoding, use the "old_hex_to_hash" function.
187
+
188
+ * 3.5: Image data handling speed-up
189
+
190
+ * 3.2: whash now also handles smaller-than-hash images
191
+
192
+ * 3.0: dhash had a bug: It computed pixel differences vertically, not horizontally.
193
+ I modified it to follow `dHashref`_. The old function is available as dhash_vertical.
194
+
195
+ * 2.0: Added whash
196
+
197
+ * 1.0: Initial ahash, dhash, phash implementations.
198
+
199
+ Contributing
200
+ =============
201
+
202
+ Pull requests and new features are warmly welcome.
203
+
204
+ If you encounter a bug or have a question, please open a GitHub issue. You can also try Stack Overflow.
205
+
206
+ Other projects
207
+ ==============
208
+
209
+ * https://github.com/commonsmachinery/blockhash-python
210
+ * https://github.com/acoomans/instagram-filters
211
+ * https://pippy360.github.io/transformationInvariantImageSearch/
212
+ * https://www.phash.org/
213
+ * https://pypi.org/project/dhash/
214
+ * https://github.com/thorn-oss/perception (based on imagehash code, depends on opencv)
215
+ * https://docs.opencv.org/3.4/d4/d93/group__img__hash.html
216
+
217
+ .. |CI| image:: https://github.com/JohannesBuchner/imagehash/actions/workflows/testing.yml/badge.svg
218
+ .. _CI: https://github.com/JohannesBuchner/imagehash/actions/workflows/testing.yml
219
+
220
+ .. |Coveralls| image:: https://coveralls.io/repos/github/JohannesBuchner/imagehash/badge.svg
221
+ .. _Coveralls: https://coveralls.io/github/JohannesBuchner/imagehash
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+ Tag: py3-none-any
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