From 83a344004b1f81ad9b775a49e173c788c568d3b6 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 18:25:54 -0400
Subject: [PATCH 01/16] [-] Remove unnecessary dependencies

---
 requirements.txt | 66 ++++++++++++------------------------------------
 1 file changed, 16 insertions(+), 50 deletions(-)

diff --git a/requirements.txt b/requirements.txt
index 3135521..4c44e80 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,50 +1,16 @@
-appdirs==1.4.4
-audioread==3.0.0
-certifi==2022.12.7
-cffi==1.15.1
-charset-normalizer==3.0.1
-colorama==0.4.6
-decorator==5.1.1
-filelock==3.9.0
-flit_core==3.6.0
-huggingface-hub==0.12.1
-idna==3.4
-importlib-metadata==6.0.0
-importlib-resources==5.12.0
-jaraco.classes==3.2.3
-joblib==1.2.0
-lazy_loader==0.1
-librosa==0.10.0
-llvmlite==0.39.1
-mkl-service==2.4.0
-more-itertools==9.0.0
-msgpack==1.0.4
-numba==0.56.4
-numpy==1.23.5
-packaging==23.0
-pandas==1.4.2
-pooch==1.6.0
-pycparser==2.21
-pywin32-ctypes==0.2.0
-PyYAML==6.0
-regex==2022.10.31
-requests==2.28.2
-scikit-learn==1.2.1
-scipy==1.10.1
-setuptools==65.6.3
-six==1.16.0
-soundfile==0.12.1
-soxr==0.3.3
-threadpoolctl==3.1.0
-tokenizers==0.13.2
-torch==1.13.1
-torchaudio==0.13.1
-torchlibrosa==0.1.0
-torchvision==0.14.1
-tqdm==4.64.1
-transformers==4.26.1
-typing_extensions==4.4.0
-urllib3==1.26.14
-wheel==0.38.4
-wincertstore==0.2
-zipp==3.14.0
+huggingface-hub~=0.12.1
+importlib-resources~=5.12.0
+# joblib~=1.2.0
+librosa~=0.10.1
+numba~=0.58.0
+numpy~=1.25.0
+pandas~=2.1.1
+PyYAML~=6.0
+scikit-learn~=1.2.1
+setuptools~=65.6.3
+torch~=2.1.0
+torchaudio~=2.1.0
+torchlibrosa~=0.1.0
+torchvision~=0.16.0
+tqdm~=4.64.1
+transformers~=4.26.1

From 583928827daa8e115b93e926c65c91cc874e91a4 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 18:26:10 -0400
Subject: [PATCH 02/16] [-] Remove deprecated torch._six

---
 src/CLAPWrapper.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/src/CLAPWrapper.py b/src/CLAPWrapper.py
index df9c79f..0755bf1 100644
--- a/src/CLAPWrapper.py
+++ b/src/CLAPWrapper.py
@@ -2,7 +2,6 @@ import warnings
 warnings.filterwarnings("ignore")
 import random
 import torchaudio
-from torch._six import string_classes
 import collections
 import re
 import numpy as np
@@ -184,7 +183,7 @@ class CLAPWrapper():
             return torch.tensor(batch, dtype=torch.float64)
         elif isinstance(elem, int):
             return torch.tensor(batch)
-        elif isinstance(elem, string_classes):
+        elif isinstance(elem, str):
             return batch
         elif isinstance(elem, collections.abc.Mapping):
             return {key: self.default_collate([d[key] for d in batch]) for key in elem}

From 81cc62ef32e7f8fb4a47a5e44e9ec480e329efba Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 18:39:53 -0400
Subject: [PATCH 03/16] [M] Migrate to poetry for modern dependency management

---
 poetry.lock      | 1754 ++++++++++++++++++++++++++++++++++++++++++++++
 pyproject.toml   |   28 +
 requirements.txt |   16 -
 3 files changed, 1782 insertions(+), 16 deletions(-)
 create mode 100644 poetry.lock
 create mode 100644 pyproject.toml
 delete mode 100644 requirements.txt

diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..ccb20b7
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1754 @@
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+
+[[package]]
+name = "audioread"
+version = "3.0.1"
+description = "Multi-library, cross-platform audio decoding."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "audioread-3.0.1-py3-none-any.whl", hash = "sha256:4cdce70b8adc0da0a3c9e0d85fb10b3ace30fbdf8d1670fd443929b61d117c33"},
+    {file = "audioread-3.0.1.tar.gz", hash = "sha256:ac5460a5498c48bdf2e8e767402583a4dcd13f4414d286f42ce4379e8b35066d"},
+]
+
+[package.extras]
+test = ["tox"]
+
+[[package]]
+name = "certifi"
+version = "2023.7.22"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
+    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
+]
+
+[[package]]
+name = "cffi"
+version = "1.16.0"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = ">=3.8"
+files = [
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+torchhub = ["filelock", "huggingface-hub (>=0.16.4,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.14,<0.15)", "torch (>=1.10,!=1.12.0)", "tqdm (>=4.27)"]
+video = ["av (==9.2.0)", "decord (==0.6.0)"]
+vision = ["Pillow (<10.0.0)"]
+
+[[package]]
+name = "typing-extensions"
+version = "4.8.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
+    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
+]
+
+[[package]]
+name = "tzdata"
+version = "2023.3"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2023.3-py2.py3-none-any.whl", hash = "sha256:7e65763eef3120314099b6939b5546db7adce1e7d6f2e179e3df563c70511eda"},
+    {file = "tzdata-2023.3.tar.gz", hash = "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a"},
+]
+
+[[package]]
+name = "urllib3"
+version = "2.0.6"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "urllib3-2.0.6-py3-none-any.whl", hash = "sha256:7a7c7003b000adf9e7ca2a377c9688bbc54ed41b985789ed576570342a375cd2"},
+    {file = "urllib3-2.0.6.tar.gz", hash = "sha256:b19e1a85d206b56d7df1d5e683df4a7725252a964e3993648dd0fb5a1c157564"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "zipp"
+version = "3.17.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.9"
+content-hash = "30854b98d3c8b0a442be0f20f9fe42bc9f48078af2b26c2a18df04e806aebfaa"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..8176f37
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,28 @@
+[tool.poetry]
+name = "msclap"
+version = "1.3.0"
+description = "CLAP (Contrastive Language-Audio Pretraining) is a model that learns acoustic concepts from natural language supervision and enables “Zero-Shot” inference. The model has been extensively evaluated in 26 audio downstream tasks achieving SoTA in several of them including classification, retrieval, and captioning."
+authors = ["Benjamin Elizalde and Soham Deshmukh and Huaming Wang"]
+license = "MIT"
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.9"
+librosa = "^0.10.1"
+numpy = ">=1.25.0,<1.26.0"
+numba = ">=0.58.0,<0.59.0"
+pandas = ">=2.0.0,<2.1.0"
+torch = "^2.1.0"
+torchaudio = "^2.1.0"
+torchlibrosa = "^0.1.0"
+torchvision = "^0.16.0"
+tqdm = "^4.66.1"
+transformers = "^4.34.0"
+pyyaml = "^6.0.1"
+scikit-learn = "^1.3.1"
+importlib-resources = ">=5.12.0,<5.13.0"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 4c44e80..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,16 +0,0 @@
-huggingface-hub~=0.12.1
-importlib-resources~=5.12.0
-# joblib~=1.2.0
-librosa~=0.10.1
-numba~=0.58.0
-numpy~=1.25.0
-pandas~=2.1.1
-PyYAML~=6.0
-scikit-learn~=1.2.1
-setuptools~=65.6.3
-torch~=2.1.0
-torchaudio~=2.1.0
-torchlibrosa~=0.1.0
-torchvision~=0.16.0
-tqdm~=4.64.1
-transformers~=4.26.1

From 21c7b38cd4f5c7696c34472a6324c6a11c6da8f1 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 18:41:25 -0400
Subject: [PATCH 04/16] [+] Importing magic

---
 msclap          | 1 +
 src/__init__.py | 1 +
 2 files changed, 2 insertions(+)
 create mode 120000 msclap

diff --git a/msclap b/msclap
new file mode 120000
index 0000000..e831038
--- /dev/null
+++ b/msclap
@@ -0,0 +1 @@
+src
\ No newline at end of file
diff --git a/src/__init__.py b/src/__init__.py
index e69de29..bd3b45b 100644
--- a/src/__init__.py
+++ b/src/__init__.py
@@ -0,0 +1 @@
+from .CLAPWrapper import CLAPWrapper as CLAP
\ No newline at end of file

From d47289931d919277f16e1843552344beff0f5f39 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 18:54:27 -0400
Subject: [PATCH 05/16] [-] importlib-resources is not needed

---
 pyproject.toml     | 3 +--
 src/CLAPWrapper.py | 4 ++--
 2 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 8176f37..9a25482 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,7 @@ license = "MIT"
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = "^3.9"
+python = "^3.8"
 librosa = "^0.10.1"
 numpy = ">=1.25.0,<1.26.0"
 numba = ">=0.58.0,<0.59.0"
@@ -20,7 +20,6 @@ tqdm = "^4.66.1"
 transformers = "^4.34.0"
 pyyaml = "^6.0.1"
 scikit-learn = "^1.3.1"
-importlib-resources = ">=5.12.0,<5.13.0"
 
 
 [build-system]
diff --git a/src/CLAPWrapper.py b/src/CLAPWrapper.py
index 0755bf1..654e775 100644
--- a/src/CLAPWrapper.py
+++ b/src/CLAPWrapper.py
@@ -1,3 +1,4 @@
+from pathlib import Path
 import warnings
 warnings.filterwarnings("ignore")
 import random
@@ -12,7 +13,6 @@ import math
 import torchaudio.transforms as T
 import os
 import torch
-from importlib_resources import files
 import argparse
 import yaml
 import sys
@@ -41,7 +41,7 @@ class CLAPWrapper():
     
     def get_config_path(self, version):
         if version in self.supported_versions:
-            return files('configs').joinpath(f"config_{version}.yml").read_text()
+            return (Path(__file__).parent / f"configs/config_{version}.yml").read_text()
         else:
             raise ValueError(f"The specific version is not supported. The supported versions are {str(self.supported_versions)}")
     

From ea5629de26ee6a9f288f28b1819612ea47e05e86 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 18:54:51 -0400
Subject: [PATCH 06/16] [O] Allow backward-compatibility for torch state dict

---
 src/CLAPWrapper.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/CLAPWrapper.py b/src/CLAPWrapper.py
index 654e775..06b3f67 100644
--- a/src/CLAPWrapper.py
+++ b/src/CLAPWrapper.py
@@ -98,7 +98,7 @@ class CLAPWrapper():
 
         # We unwrap the DDP model and save. If the model is not unwrapped and saved, then the model needs to unwrapped before `load_state_dict`: 
         # Reference link: https://discuss.pytorch.org/t/how-to-load-dataparallel-model-which-trained-using-multiple-gpus/146005
-        clap.load_state_dict(model_state_dict)
+        clap.load_state_dict(model_state_dict, strict=False)
 
         clap.eval()  # set clap in eval mode
         tokenizer = AutoTokenizer.from_pretrained(args.text_model)

From eeaa2a3a34f405cae9eb3ebfc22c2192932d701e Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 18:56:18 -0400
Subject: [PATCH 07/16] [O] Use relative imports, remove unused imports

---
 src/CLAPWrapper.py          |  4 ++--
 src/models/audio.py         |  2 +-
 src/models/htsat.py         | 14 +++-----------
 src/models/mapper.py        |  3 +--
 src/models/pytorch_utils.py |  2 --
 5 files changed, 7 insertions(+), 18 deletions(-)

diff --git a/src/CLAPWrapper.py b/src/CLAPWrapper.py
index 06b3f67..542ab6f 100644
--- a/src/CLAPWrapper.py
+++ b/src/CLAPWrapper.py
@@ -7,8 +7,8 @@ import collections
 import re
 import numpy as np
 from transformers import AutoTokenizer, logging
-from models.clap import CLAP
-from models.mapper import get_clapcap
+from .models.clap import CLAP
+from .models.mapper import get_clapcap
 import math
 import torchaudio.transforms as T
 import os
diff --git a/src/models/audio.py b/src/models/audio.py
index 6735b55..9d3749a 100644
--- a/src/models/audio.py
+++ b/src/models/audio.py
@@ -2,7 +2,7 @@ import torch
 import torch.nn as nn
 import torch.nn.functional as F
 from torchlibrosa.stft import Spectrogram, LogmelFilterBank
-from models.htsat import HTSATWrapper
+from .htsat import HTSATWrapper
 
 def get_audio_encoder(name: str):
     if name == "Cnn14":
diff --git a/src/models/htsat.py b/src/models/htsat.py
index 7a4f528..1504c00 100644
--- a/src/models/htsat.py
+++ b/src/models/htsat.py
@@ -6,11 +6,8 @@
 # Swin Transformer for Computer Vision: https://arxiv.org/pdf/2103.14030.pdf
 
 
-import logging
-import pdb
 import math
 import random
-from numpy.core.fromnumeric import clip, reshape
 import torch
 import torch.nn as nn
 import torch.utils.checkpoint as checkpoint
@@ -19,15 +16,10 @@ from torchlibrosa.stft import Spectrogram, LogmelFilterBank
 from torchlibrosa.augmentation import SpecAugmentation
 
 from itertools import repeat
-from typing import List
-try:
-    from models.pytorch_utils import do_mixup, interpolate
-    import models.config as config
-except:
-    from CLAP_API.models.pytorch_utils import do_mixup, interpolate
-    from CLAP_API.models import config
 
-import torch.nn.functional as F
+from .pytorch_utils import do_mixup, interpolate
+from . import config
+
 import collections.abc
 import warnings
 
diff --git a/src/models/mapper.py b/src/models/mapper.py
index 6ad3733..fd62b93 100644
--- a/src/models/mapper.py
+++ b/src/models/mapper.py
@@ -2,10 +2,9 @@
 import torch
 import torch.nn as nn
 from torch.nn import functional as nnf
-from torch.utils.data import Dataset, DataLoader
 from enum import Enum
 from transformers import GPT2LMHeadModel
-from typing import Tuple, Optional, Union
+from typing import Tuple, Optional
 
 def get_clapcap(name: str):
     if name == "ClapCaption":
diff --git a/src/models/pytorch_utils.py b/src/models/pytorch_utils.py
index 453d3ce..eadf619 100644
--- a/src/models/pytorch_utils.py
+++ b/src/models/pytorch_utils.py
@@ -1,5 +1,3 @@
-import numpy as np
-import time
 import torch
 import torch.nn as nn
 

From 23519ea1e63a10f195803de05dc1cd7005e103cc Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 18:56:30 -0400
Subject: [PATCH 08/16] [U] Update usage instructions

---
 README.md | 18 ++++++------------
 1 file changed, 6 insertions(+), 12 deletions(-)

diff --git a/README.md b/README.md
index b660cbf..5ecd491 100644
--- a/README.md
+++ b/README.md
@@ -8,16 +8,10 @@ CLAP (Contrastive Language-Audio Pretraining) is a model that learns acoustic co
 
 ## Setup
 
-Install the dependencies: `pip install -r requirements.txt` using Python 3 to get started.
-
-If you have [conda](https://www.anaconda.com) installed, you can run the following: 
+First, install python 3.8 or higher (3.11 recommended). Then, install CLAP:
 
 ```shell
-git clone https://github.com/microsoft/CLAP.git && \
-cd CLAP && \
-conda create -n clap python=3.10 && \
-conda activate clap && \
-pip install -r requirements.txt
+pip install git+https://github.com/microsoft/CLAP.git
 ```
 
 ## NEW CLAP weights
@@ -31,9 +25,9 @@ In `CLAP\src\`:
 
 - Zero-Shot Classification and Retrieval
 ```python
-# Load model (Choose between versions '2022' or '2023')
-from CLAPWrapper import CLAPWrapper as CLAP 
+from msclap import CLAP
 
+# Load model (Choose between versions '2022' or '2023')
 clap_model = CLAP("<PATH TO WEIGHTS>", version = '2023', use_cuda=False)
 
 # Extract text embeddings
@@ -48,9 +42,9 @@ similarities = clap_model.compute_similarity(audio_embeddings, text_embeddings)
 
 - Audio Captioning
 ```python
-# Load model (Choose version 'clapcap')
-from CLAPWrapper import CLAPWrapper as CLAP 
+from msclap import CLAP
 
+# Load model (Choose version 'clapcap')
 clap_model = CLAP("<PATH TO WEIGHTS>", version = 'clapcap', use_cuda=False)
 
 # Generate audio captions

From f177c8203ebb6a7e052cdfc0654d97964c6c7482 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 19:23:08 -0400
Subject: [PATCH 09/16] [O] Ignore build files and macOS files

---
 .gitignore | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.gitignore b/.gitignore
index dfcfd56..88f9b6f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -348,3 +348,6 @@ MigrationBackup/
 
 # Ionide (cross platform F# VS Code tools) working folder
 .ionide/
+dist/
+.DS_Store
+._*
\ No newline at end of file

From 3788d4e225b7a76ddbb600f1df22dd67cea05009 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 19:24:31 -0400
Subject: [PATCH 10/16] [M] Symlink isn't handled, rename directory instead

---
 msclap                                      | 1 -
 {src => msclap}/CLAPWrapper.py              | 0
 {src => msclap}/__init__.py                 | 0
 {src => msclap}/audio_captioning.py         | 0
 {src => msclap}/configs/config_2022.yml     | 0
 {src => msclap}/configs/config_2023.yml     | 0
 {src => msclap}/configs/config_clapcap.yml  | 0
 {src => msclap}/esc50_dataset.py            | 0
 {src => msclap}/models/__init__.py          | 0
 {src => msclap}/models/audio.py             | 0
 {src => msclap}/models/clap.py              | 0
 {src => msclap}/models/config.py            | 0
 {src => msclap}/models/htsat.py             | 0
 {src => msclap}/models/mapper.py            | 0
 {src => msclap}/models/pytorch_utils.py     | 0
 {src => msclap}/models/utils.py             | 0
 {src => msclap}/zero_shot_classification.py | 0
 {src => msclap}/zero_shot_predictions.py    | 0
 pyproject.toml                              | 3 +++
 19 files changed, 3 insertions(+), 1 deletion(-)
 delete mode 120000 msclap
 rename {src => msclap}/CLAPWrapper.py (100%)
 rename {src => msclap}/__init__.py (100%)
 rename {src => msclap}/audio_captioning.py (100%)
 rename {src => msclap}/configs/config_2022.yml (100%)
 rename {src => msclap}/configs/config_2023.yml (100%)
 rename {src => msclap}/configs/config_clapcap.yml (100%)
 rename {src => msclap}/esc50_dataset.py (100%)
 rename {src => msclap}/models/__init__.py (100%)
 rename {src => msclap}/models/audio.py (100%)
 rename {src => msclap}/models/clap.py (100%)
 rename {src => msclap}/models/config.py (100%)
 rename {src => msclap}/models/htsat.py (100%)
 rename {src => msclap}/models/mapper.py (100%)
 rename {src => msclap}/models/pytorch_utils.py (100%)
 rename {src => msclap}/models/utils.py (100%)
 rename {src => msclap}/zero_shot_classification.py (100%)
 rename {src => msclap}/zero_shot_predictions.py (100%)

diff --git a/msclap b/msclap
deleted file mode 120000
index e831038..0000000
--- a/msclap
+++ /dev/null
@@ -1 +0,0 @@
-src
\ No newline at end of file
diff --git a/src/CLAPWrapper.py b/msclap/CLAPWrapper.py
similarity index 100%
rename from src/CLAPWrapper.py
rename to msclap/CLAPWrapper.py
diff --git a/src/__init__.py b/msclap/__init__.py
similarity index 100%
rename from src/__init__.py
rename to msclap/__init__.py
diff --git a/src/audio_captioning.py b/msclap/audio_captioning.py
similarity index 100%
rename from src/audio_captioning.py
rename to msclap/audio_captioning.py
diff --git a/src/configs/config_2022.yml b/msclap/configs/config_2022.yml
similarity index 100%
rename from src/configs/config_2022.yml
rename to msclap/configs/config_2022.yml
diff --git a/src/configs/config_2023.yml b/msclap/configs/config_2023.yml
similarity index 100%
rename from src/configs/config_2023.yml
rename to msclap/configs/config_2023.yml
diff --git a/src/configs/config_clapcap.yml b/msclap/configs/config_clapcap.yml
similarity index 100%
rename from src/configs/config_clapcap.yml
rename to msclap/configs/config_clapcap.yml
diff --git a/src/esc50_dataset.py b/msclap/esc50_dataset.py
similarity index 100%
rename from src/esc50_dataset.py
rename to msclap/esc50_dataset.py
diff --git a/src/models/__init__.py b/msclap/models/__init__.py
similarity index 100%
rename from src/models/__init__.py
rename to msclap/models/__init__.py
diff --git a/src/models/audio.py b/msclap/models/audio.py
similarity index 100%
rename from src/models/audio.py
rename to msclap/models/audio.py
diff --git a/src/models/clap.py b/msclap/models/clap.py
similarity index 100%
rename from src/models/clap.py
rename to msclap/models/clap.py
diff --git a/src/models/config.py b/msclap/models/config.py
similarity index 100%
rename from src/models/config.py
rename to msclap/models/config.py
diff --git a/src/models/htsat.py b/msclap/models/htsat.py
similarity index 100%
rename from src/models/htsat.py
rename to msclap/models/htsat.py
diff --git a/src/models/mapper.py b/msclap/models/mapper.py
similarity index 100%
rename from src/models/mapper.py
rename to msclap/models/mapper.py
diff --git a/src/models/pytorch_utils.py b/msclap/models/pytorch_utils.py
similarity index 100%
rename from src/models/pytorch_utils.py
rename to msclap/models/pytorch_utils.py
diff --git a/src/models/utils.py b/msclap/models/utils.py
similarity index 100%
rename from src/models/utils.py
rename to msclap/models/utils.py
diff --git a/src/zero_shot_classification.py b/msclap/zero_shot_classification.py
similarity index 100%
rename from src/zero_shot_classification.py
rename to msclap/zero_shot_classification.py
diff --git a/src/zero_shot_predictions.py b/msclap/zero_shot_predictions.py
similarity index 100%
rename from src/zero_shot_predictions.py
rename to msclap/zero_shot_predictions.py
diff --git a/pyproject.toml b/pyproject.toml
index 9a25482..2ec934e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,6 +5,9 @@ description = "CLAP (Contrastive Language-Audio Pretraining) is a model that lea
 authors = ["Benjamin Elizalde and Soham Deshmukh and Huaming Wang"]
 license = "MIT"
 readme = "README.md"
+packages = [
+    { include = "msclap" },
+]
 
 [tool.poetry.dependencies]
 python = "^3.8"

From b41935ff3ce5f11ebc27ff6bb6bdd2a671546718 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 19:26:05 -0400
Subject: [PATCH 11/16] [M] Move examples to /examples

---
 {msclap => examples}/audio_captioning.py         | 0
 {msclap => examples}/esc50_dataset.py            | 0
 {msclap => examples}/zero_shot_classification.py | 0
 {msclap => examples}/zero_shot_predictions.py    | 0
 4 files changed, 0 insertions(+), 0 deletions(-)
 rename {msclap => examples}/audio_captioning.py (100%)
 rename {msclap => examples}/esc50_dataset.py (100%)
 rename {msclap => examples}/zero_shot_classification.py (100%)
 rename {msclap => examples}/zero_shot_predictions.py (100%)

diff --git a/msclap/audio_captioning.py b/examples/audio_captioning.py
similarity index 100%
rename from msclap/audio_captioning.py
rename to examples/audio_captioning.py
diff --git a/msclap/esc50_dataset.py b/examples/esc50_dataset.py
similarity index 100%
rename from msclap/esc50_dataset.py
rename to examples/esc50_dataset.py
diff --git a/msclap/zero_shot_classification.py b/examples/zero_shot_classification.py
similarity index 100%
rename from msclap/zero_shot_classification.py
rename to examples/zero_shot_classification.py
diff --git a/msclap/zero_shot_predictions.py b/examples/zero_shot_predictions.py
similarity index 100%
rename from msclap/zero_shot_predictions.py
rename to examples/zero_shot_predictions.py

From bb3bfb4e5bf9bc556beb6cef2300f5cfe68949a4 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 19:55:08 -0400
Subject: [PATCH 12/16] [F] Fix examples

---
 examples/audio_captioning.py         | 4 ++--
 examples/zero_shot_classification.py | 4 ++--
 examples/zero_shot_predictions.py    | 4 ++--
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/examples/audio_captioning.py b/examples/audio_captioning.py
index fded5c2..e1c78f1 100644
--- a/examples/audio_captioning.py
+++ b/examples/audio_captioning.py
@@ -1,11 +1,11 @@
 """
 This is an example using CLAPCAP for audio captioning.
 """
-from CLAPWrapper import CLAPWrapper
+from msclap import CLAP
 
 # Load and initialize CLAP
 weights_path = "weights_path"
-clap_model = CLAPWrapper(weights_path, version = 'clapcap', use_cuda=False)
+clap_model = CLAP(weights_path, version = 'clapcap', use_cuda=False)
 
 #Load audio files
 audio_files = ['audio_file']
diff --git a/examples/zero_shot_classification.py b/examples/zero_shot_classification.py
index 64c4ed2..e845ce8 100644
--- a/examples/zero_shot_classification.py
+++ b/examples/zero_shot_classification.py
@@ -3,7 +3,7 @@ This is an example using CLAP to perform zeroshot
     classification on ESC50 (https://github.com/karolpiczak/ESC-50).
 """
 
-from CLAPWrapper import CLAPWrapper
+from msclap import CLAP
 from esc50_dataset import ESC50
 import torch.nn.functional as F
 import numpy as np
@@ -18,7 +18,7 @@ y = [prompt + x for x in dataset.classes]
 
 # Load and initialize CLAP
 weights_path = "weights_path"
-clap_model = CLAPWrapper(weights_path, version = '2023', use_cuda=False)
+clap_model = CLAP(weights_path, version = '2023', use_cuda=False)
 
 # Computing text embeddings
 text_embeddings = clap_model.get_text_embeddings(y)
diff --git a/examples/zero_shot_predictions.py b/examples/zero_shot_predictions.py
index da8197d..45b53e9 100644
--- a/examples/zero_shot_predictions.py
+++ b/examples/zero_shot_predictions.py
@@ -1,7 +1,7 @@
 """
 This is an example using CLAP for zero-shot inference.
 """
-from CLAPWrapper import CLAPWrapper
+from msclap import CLAP
 import torch.nn.functional as F
 
 # Define classes for zero-shot
@@ -17,7 +17,7 @@ audio_files = ['audio_file']
 # Load and initialize CLAP
 weights_path = "weights_path"
 # Setting use_cuda = True will load the model on a GPU using CUDA
-clap_model = CLAPWrapper(weights_path, version = '2023', use_cuda=False)
+clap_model = CLAP(weights_path, version = '2023', use_cuda=False)
 
 # compute text embeddings from natural text
 text_embeddings = clap_model.get_text_embeddings(class_prompts)

From 9f902c9029f0dc994abe1fd63770bb5a060bc828 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 19:59:32 -0400
Subject: [PATCH 13/16] [O] Recover image

---
 README.md        |   2 +-
 docs/diagram.png | Bin 0 -> 82618 bytes
 2 files changed, 1 insertion(+), 1 deletion(-)
 create mode 100644 docs/diagram.png

diff --git a/README.md b/README.md
index 5ecd491..c3ddcee 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
 
 CLAP (Contrastive Language-Audio Pretraining) is a model that learns acoustic concepts from natural language supervision and enables “Zero-Shot” inference. The model has been extensively evaluated in 26 audio downstream tasks achieving SoTA in several of them including classification, retrieval, and captioning.
 
-<img width="832" alt="clap_diagrams" src="https://github.com/bmartin1/CLAP/assets/26778834/c5340a09-cc0c-4e41-ad5a-61546eaa824c">
+<img width="832" alt="clap_diagrams" src="./docs/diagram.png">
 
 ## Setup
 
diff --git a/docs/diagram.png b/docs/diagram.png
new file mode 100644
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HcmV?d00001


From 765f9f886477f92aa86f5741a1d6d5a9da7d022f Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 20:06:24 -0400
Subject: [PATCH 14/16] [U] Publish pypi

---
 README.md      | 10 +++++++---
 pyproject.toml |  2 +-
 2 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index c3ddcee..3351021 100644
--- a/README.md
+++ b/README.md
@@ -4,13 +4,17 @@
 
 CLAP (Contrastive Language-Audio Pretraining) is a model that learns acoustic concepts from natural language supervision and enables “Zero-Shot” inference. The model has been extensively evaluated in 26 audio downstream tasks achieving SoTA in several of them including classification, retrieval, and captioning.
 
-<img width="832" alt="clap_diagrams" src="./docs/diagram.png">
+<img width="832" alt="clap_diagrams" src="https://raw.githubusercontent.com/hykilpikonna/CLAP/main/docs/diagram.png">
 
 ## Setup
 
-First, install python 3.8 or higher (3.11 recommended). Then, install CLAP:
+First, install python 3.8 or higher (3.11 recommended). Then, install CLAP using either of the following:
 
 ```shell
+# Install pypi pacakge
+pip install msclap
+
+# Or Install latest (unstable) git source
 pip install git+https://github.com/microsoft/CLAP.git
 ```
 
@@ -52,7 +56,7 @@ captions = clap_model.generate_caption(file_paths: List[str])
 ```
 
 ## Examples
-Take a look at `CLAP\src\` for usage examples. 
+Take a look at [examples](./examples/) for usage examples. 
 
 To run Zero-Shot Classification on the ESC50 dataset try the following:
 
diff --git a/pyproject.toml b/pyproject.toml
index 2ec934e..3aee668 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "msclap"
-version = "1.3.0"
+version = "1.3.1"
 description = "CLAP (Contrastive Language-Audio Pretraining) is a model that learns acoustic concepts from natural language supervision and enables “Zero-Shot” inference. The model has been extensively evaluated in 26 audio downstream tasks achieving SoTA in several of them including classification, retrieval, and captioning."
 authors = ["Benjamin Elizalde and Soham Deshmukh and Huaming Wang"]
 license = "MIT"

From 549ef404797bd1f2afc95bb79c6192a19b9ba7a7 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Wed, 11 Oct 2023 20:54:54 -0400
Subject: [PATCH 15/16] [-] Remove unrelated file in pypi package

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 3aee668..fd65517 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "msclap"
-version = "1.3.1"
+version = "1.3.2"
 description = "CLAP (Contrastive Language-Audio Pretraining) is a model that learns acoustic concepts from natural language supervision and enables “Zero-Shot” inference. The model has been extensively evaluated in 26 audio downstream tasks achieving SoTA in several of them including classification, retrieval, and captioning."
 authors = ["Benjamin Elizalde and Soham Deshmukh and Huaming Wang"]
 license = "MIT"

From 3f6ef7382f1977a677f54f011c899c2028c03744 Mon Sep 17 00:00:00 2001
From: Azalea <22280294+hykilpikonna@users.noreply.github.com>
Date: Thu, 12 Oct 2023 00:14:59 -0400
Subject: [PATCH 16/16] [O] Loosen dependency requirements

---
 pyproject.toml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index fd65517..4efa066 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,9 +12,9 @@ packages = [
 [tool.poetry.dependencies]
 python = "^3.8"
 librosa = "^0.10.1"
-numpy = ">=1.25.0,<1.26.0"
-numba = ">=0.58.0,<0.59.0"
-pandas = ">=2.0.0,<2.1.0"
+numpy = "^1.23.0"
+numba = "^0.58.0"
+pandas = "^2.0.0"
 torch = "^2.1.0"
 torchaudio = "^2.1.0"
 torchlibrosa = "^0.1.0"