Spaces:
Runtime error
Runtime error
chat with pdf
Browse files- .gitignore +5 -0
- Makefile.venv +272 -0
- app.py +104 -0
- htmlTemplates.py +44 -0
- makefile +14 -0
- requirements.txt +21 -0
.gitignore
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@@ -0,0 +1,5 @@
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.venv
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.env
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__pycache__
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models
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*.bin
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Makefile.venv
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@@ -0,0 +1,272 @@
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1 |
+
#
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# SEAMLESSLY MANAGE PYTHON VIRTUAL ENVIRONMENT WITH A MAKEFILE
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#
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# https://github.com/sio/Makefile.venv v2023.04.17
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#
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#
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# Insert `include Makefile.venv` at the bottom of your Makefile to enable these
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# rules.
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+
#
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# When writing your Makefile use '$(VENV)/python' to refer to the Python
|
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# interpreter within virtual environment and '$(VENV)/executablename' for any
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# other executable in venv.
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+
#
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# This Makefile provides the following targets:
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# venv
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# Use this as a dependency for any target that requires virtual
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# environment to be created and configured
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# python, ipython
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19 |
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# Use these to launch interactive Python shell within virtual environment
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20 |
+
# shell, bash, zsh
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21 |
+
# Launch interactive command line shell. "shell" target launches the
|
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+
# default shell Makefile executes its rules in (usually /bin/sh).
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23 |
+
# "bash" and "zsh" can be used to refer to the specific desired shell.
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24 |
+
# show-venv
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25 |
+
# Show versions of Python and pip, and the path to the virtual environment
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26 |
+
# clean-venv
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27 |
+
# Remove virtual environment
|
28 |
+
# $(VENV)/executable_name
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29 |
+
# Install `executable_name` with pip. Only packages with names matching
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30 |
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# the name of the corresponding executable are supported.
|
31 |
+
# Use this as a lightweight mechanism for development dependencies
|
32 |
+
# tracking. E.g. for one-off tools that are not required in every
|
33 |
+
# developer's environment, therefore are not included into
|
34 |
+
# requirements.txt or setup.py.
|
35 |
+
# Note:
|
36 |
+
# Rules using such target or dependency MUST be defined below
|
37 |
+
# `include` directive to make use of correct $(VENV) value.
|
38 |
+
# Example:
|
39 |
+
# codestyle: $(VENV)/pyflakes
|
40 |
+
# $(VENV)/pyflakes .
|
41 |
+
# See `ipython` target below for another example.
|
42 |
+
#
|
43 |
+
# This Makefile can be configured via following variables:
|
44 |
+
# PY
|
45 |
+
# Command name for system Python interpreter. It is used only initially to
|
46 |
+
# create the virtual environment
|
47 |
+
# Default: python3
|
48 |
+
# REQUIREMENTS_TXT
|
49 |
+
# Space separated list of paths to requirements.txt files.
|
50 |
+
# Paths are resolved relative to current working directory.
|
51 |
+
# Default: requirements.txt
|
52 |
+
#
|
53 |
+
# Non-existent files are treated as hard dependencies,
|
54 |
+
# recipes for creating such files must be provided by the main Makefile.
|
55 |
+
# Providing empty value (REQUIREMENTS_TXT=) turns off processing of
|
56 |
+
# requirements.txt even when the file exists.
|
57 |
+
# SETUP_PY, SETUP_CFG, PYPROJECT_TOML, VENV_LOCAL_PACKAGE
|
58 |
+
# Space separated list of paths to files that contain build instructions
|
59 |
+
# for local Python packages. Corresponding packages will be installed
|
60 |
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# into venv in editable mode along with all their dependencies.
|
61 |
+
# Default: setup.py setup.cfg pyproject.toml (whichever present)
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62 |
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#
|
63 |
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# Non-existent and empty values are treated in the same way as for REQUIREMENTS_TXT.
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64 |
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# WORKDIR
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65 |
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# Parent directory for the virtual environment.
|
66 |
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# Default: current working directory.
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67 |
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# VENVDIR
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# Python virtual environment directory.
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69 |
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# Default: $(WORKDIR)/.venv
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#
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# This Makefile was written for GNU Make and may not work with other make
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# implementations.
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#
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#
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# Copyright (c) 2019-2023 Vitaly Potyarkin
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#
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# Licensed under the Apache License, Version 2.0
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# <http://www.apache.org/licenses/LICENSE-2.0>
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79 |
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#
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80 |
+
|
81 |
+
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82 |
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#
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83 |
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# Configuration variables
|
84 |
+
#
|
85 |
+
|
86 |
+
WORKDIR?=.
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87 |
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VENVDIR?=$(WORKDIR)/.venv
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88 |
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REQUIREMENTS_TXT?=$(wildcard requirements.txt) # Multiple paths are supported (space separated)
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89 |
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SETUP_PY?=$(wildcard setup.py) # Multiple paths are supported (space separated)
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SETUP_CFG?=$(foreach s,$(SETUP_PY),$(wildcard $(patsubst %setup.py,%setup.cfg,$(s))))
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91 |
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PYPROJECT_TOML?=$(wildcard pyproject.toml)
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VENV_LOCAL_PACKAGE?=$(SETUP_PY) $(SETUP_CFG) $(PYPROJECT_TOML)
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MARKER=.initialized-with-Makefile.venv
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|
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#
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# Python interpreter detection
|
98 |
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#
|
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+
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_PY_AUTODETECT_MSG=Detected Python interpreter: $(PY). Use PY environment variable to override
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+
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102 |
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ifeq (ok,$(shell test -e /dev/null 2>&1 && echo ok))
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NULL_STDERR=2>/dev/null
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else
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NULL_STDERR=2>NUL
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endif
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+
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ifndef PY
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_PY_OPTION:=python3
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ifeq (ok,$(shell $(_PY_OPTION) -c "print('ok')" $(NULL_STDERR)))
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PY=$(_PY_OPTION)
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endif
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endif
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+
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ifndef PY
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_PY_OPTION:=$(VENVDIR)/bin/python
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ifeq (ok,$(shell $(_PY_OPTION) -c "print('ok')" $(NULL_STDERR)))
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PY=$(_PY_OPTION)
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$(info $(_PY_AUTODETECT_MSG))
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endif
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endif
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ifndef PY
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_PY_OPTION:=$(subst /,\,$(VENVDIR)/Scripts/python)
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ifeq (ok,$(shell $(_PY_OPTION) -c "print('ok')" $(NULL_STDERR)))
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PY=$(_PY_OPTION)
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$(info $(_PY_AUTODETECT_MSG))
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endif
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endif
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ifndef PY
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_PY_OPTION:=py -3
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ifeq (ok,$(shell $(_PY_OPTION) -c "print('ok')" $(NULL_STDERR)))
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PY=$(_PY_OPTION)
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$(info $(_PY_AUTODETECT_MSG))
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endif
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endif
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ifndef PY
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_PY_OPTION:=python
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ifeq (ok,$(shell $(_PY_OPTION) -c "print('ok')" $(NULL_STDERR)))
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PY=$(_PY_OPTION)
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$(info $(_PY_AUTODETECT_MSG))
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endif
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endif
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ifndef PY
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define _PY_AUTODETECT_ERR
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Could not detect Python interpreter automatically.
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Please specify path to interpreter via PY environment variable.
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endef
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$(error $(_PY_AUTODETECT_ERR))
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endif
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#
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# Internal variable resolution
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#
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VENV=$(VENVDIR)/bin
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EXE=
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# Detect windows
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ifeq (win32,$(shell $(PY) -c "import __future__, sys; print(sys.platform)"))
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VENV=$(VENVDIR)/Scripts
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EXE=.exe
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endif
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+
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touch=touch $(1)
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ifeq (,$(shell command -v touch $(NULL_STDERR)))
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+
# https://ss64.com/nt/touch.html
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+
touch=type nul >> $(subst /,\,$(1)) && copy /y /b $(subst /,\,$(1))+,, $(subst /,\,$(1))
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endif
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+
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RM?=rm -f
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ifeq (,$(shell command -v $(firstword $(RM)) $(NULL_STDERR)))
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RMDIR:=rd /s /q
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else
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RMDIR:=$(RM) -r
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endif
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#
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# Virtual environment
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#
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.PHONY: venv
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venv: $(VENV)/$(MARKER)
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+
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.PHONY: clean-venv
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clean-venv:
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-$(RMDIR) "$(VENVDIR)"
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+
|
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.PHONY: show-venv
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show-venv: venv
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@$(VENV)/python -c "import sys; print('Python ' + sys.version.replace('\n',''))"
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@$(VENV)/pip --version
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@echo venv: $(VENVDIR)
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+
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.PHONY: debug-venv
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debug-venv:
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201 |
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@echo "PATH (Shell)=$$PATH"
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@$(MAKE) --version
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$(info PATH (GNU Make)="$(PATH)")
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$(info SHELL="$(SHELL)")
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$(info PY="$(PY)")
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$(info REQUIREMENTS_TXT="$(REQUIREMENTS_TXT)")
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$(info VENV_LOCAL_PACKAGE="$(VENV_LOCAL_PACKAGE)")
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$(info VENVDIR="$(VENVDIR)")
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$(info VENVDEPENDS="$(VENVDEPENDS)")
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$(info WORKDIR="$(WORKDIR)")
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#
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# Dependencies
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#
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ifneq ($(strip $(REQUIREMENTS_TXT)),)
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VENVDEPENDS+=$(REQUIREMENTS_TXT)
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endif
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ifneq ($(strip $(VENV_LOCAL_PACKAGE)),)
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VENVDEPENDS+=$(VENV_LOCAL_PACKAGE)
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endif
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$(VENV):
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$(PY) -m venv $(VENVDIR)
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$(VENV)/python -m pip install --upgrade pip setuptools wheel
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$(VENV)/$(MARKER): $(VENVDEPENDS) | $(VENV)
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ifneq ($(strip $(REQUIREMENTS_TXT)),)
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$(VENV)/pip install $(foreach path,$(REQUIREMENTS_TXT),-r $(path))
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endif
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ifneq ($(strip $(VENV_LOCAL_PACKAGE)),)
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$(VENV)/pip install $(foreach path,$(sort $(VENV_LOCAL_PACKAGE)),-e $(dir $(path)))
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endif
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$(call touch,$(VENV)/$(MARKER))
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#
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# Interactive shells
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241 |
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#
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.PHONY: python
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python: venv
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245 |
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exec $(VENV)/python
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.PHONY: ipython
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ipython: $(VENV)/ipython
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exec $(VENV)/ipython
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+
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.PHONY: shell
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252 |
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shell: venv
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253 |
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. $(VENV)/activate && exec $(notdir $(SHELL))
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254 |
+
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255 |
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.PHONY: bash zsh
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256 |
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bash zsh: venv
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257 |
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. $(VENV)/activate && exec $@
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+
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259 |
+
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260 |
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#
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261 |
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# Commandline tools (wildcard rule, executable name must match package name)
|
262 |
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#
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263 |
+
|
264 |
+
ifneq ($(EXE),)
|
265 |
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$(VENV)/%: $(VENV)/%$(EXE) ;
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266 |
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.PHONY: $(VENV)/%
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267 |
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.PRECIOUS: $(VENV)/%$(EXE)
|
268 |
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endif
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+
|
270 |
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$(VENV)/%$(EXE): $(VENV)/$(MARKER)
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271 |
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$(VENV)/pip install --upgrade $*
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272 |
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$(call touch,$@)
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app.py
ADDED
@@ -0,0 +1,104 @@
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1 |
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import streamlit as st
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2 |
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from dotenv import load_dotenv
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3 |
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from PyPDF2 import PdfReader
|
4 |
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from langchain.text_splitter import CharacterTextSplitter
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5 |
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from langchain.embeddings import OpenAIEmbeddings, HuggingFaceInstructEmbeddings
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6 |
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from langchain.vectorstores import FAISS
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7 |
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from langchain.chat_models import ChatOpenAI
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8 |
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from langchain.memory import ConversationBufferMemory
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9 |
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from langchain.chains import ConversationalRetrievalChain
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10 |
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from htmlTemplates import css, bot_template, user_template
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11 |
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from langchain.llms import HuggingFaceHub
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12 |
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|
13 |
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def get_pdf_text(pdf_docs):
|
14 |
+
text = ""
|
15 |
+
for pdf in pdf_docs:
|
16 |
+
pdf_reader = PdfReader(pdf)
|
17 |
+
for page in pdf_reader.pages:
|
18 |
+
text += page.extract_text()
|
19 |
+
return text
|
20 |
+
|
21 |
+
|
22 |
+
def get_text_chunks(text):
|
23 |
+
text_splitter = CharacterTextSplitter(
|
24 |
+
separator="\n",
|
25 |
+
chunk_size=1000,
|
26 |
+
chunk_overlap=200,
|
27 |
+
length_function=len
|
28 |
+
)
|
29 |
+
chunks = text_splitter.split_text(text)
|
30 |
+
return chunks
|
31 |
+
|
32 |
+
|
33 |
+
def get_vectorstore(text_chunks):
|
34 |
+
embeddings = OpenAIEmbeddings()
|
35 |
+
# embeddings = HuggingFaceInstructEmbeddings(model_name="hkunlp/instructor-xl")
|
36 |
+
vectorstore = FAISS.from_texts(texts=text_chunks, embedding=embeddings)
|
37 |
+
return vectorstore
|
38 |
+
|
39 |
+
|
40 |
+
def get_conversation_chain(vectorstore):
|
41 |
+
llm = ChatOpenAI()
|
42 |
+
# llm = HuggingFaceHub(repo_id="google/flan-t5-xxl", model_kwargs={"temperature":0.5, "max_length":512})
|
43 |
+
|
44 |
+
memory = ConversationBufferMemory(
|
45 |
+
memory_key='chat_history', return_messages=True)
|
46 |
+
conversation_chain = ConversationalRetrievalChain.from_llm(
|
47 |
+
llm=llm,
|
48 |
+
retriever=vectorstore.as_retriever(),
|
49 |
+
memory=memory
|
50 |
+
)
|
51 |
+
return conversation_chain
|
52 |
+
|
53 |
+
|
54 |
+
def handle_userinput(user_question):
|
55 |
+
response = st.session_state.conversation({'question': user_question})
|
56 |
+
st.session_state.chat_history = response['chat_history']
|
57 |
+
|
58 |
+
for i, message in enumerate(st.session_state.chat_history):
|
59 |
+
if i % 2 == 0:
|
60 |
+
st.write(user_template.replace(
|
61 |
+
"{{MSG}}", message.content), unsafe_allow_html=True)
|
62 |
+
else:
|
63 |
+
st.write(bot_template.replace(
|
64 |
+
"{{MSG}}", message.content), unsafe_allow_html=True)
|
65 |
+
|
66 |
+
|
67 |
+
def main():
|
68 |
+
load_dotenv()
|
69 |
+
st.set_page_config(page_title="Chat with multiple PDFs",
|
70 |
+
page_icon=":books:")
|
71 |
+
st.write(css, unsafe_allow_html=True)
|
72 |
+
|
73 |
+
if "conversation" not in st.session_state:
|
74 |
+
st.session_state.conversation = None
|
75 |
+
if "chat_history" not in st.session_state:
|
76 |
+
st.session_state.chat_history = None
|
77 |
+
|
78 |
+
st.header("Chat with multiple PDFs :books:")
|
79 |
+
user_question = st.text_input("Ask a question about your documents:")
|
80 |
+
if user_question:
|
81 |
+
handle_userinput(user_question)
|
82 |
+
|
83 |
+
with st.sidebar:
|
84 |
+
st.subheader("Your documents")
|
85 |
+
pdf_docs = st.file_uploader(
|
86 |
+
"Upload your PDFs here and click on 'Process'", accept_multiple_files=True)
|
87 |
+
if st.button("Process"):
|
88 |
+
with st.spinner("Processing"):
|
89 |
+
# get pdf text
|
90 |
+
raw_text = get_pdf_text(pdf_docs)
|
91 |
+
|
92 |
+
# get the text chunks
|
93 |
+
text_chunks = get_text_chunks(raw_text)
|
94 |
+
|
95 |
+
# create vector store
|
96 |
+
vectorstore = get_vectorstore(text_chunks)
|
97 |
+
|
98 |
+
# create conversation chain
|
99 |
+
st.session_state.conversation = get_conversation_chain(
|
100 |
+
vectorstore)
|
101 |
+
|
102 |
+
|
103 |
+
if __name__ == '__main__':
|
104 |
+
main()
|
htmlTemplates.py
ADDED
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
css = '''
|
2 |
+
<style>
|
3 |
+
.chat-message {
|
4 |
+
padding: 1.5rem; border-radius: 0.5rem; margin-bottom: 1rem; display: flex
|
5 |
+
}
|
6 |
+
.chat-message.user {
|
7 |
+
background-color: #2b313e
|
8 |
+
}
|
9 |
+
.chat-message.bot {
|
10 |
+
background-color: #475063
|
11 |
+
}
|
12 |
+
.chat-message .avatar {
|
13 |
+
width: 20%;
|
14 |
+
}
|
15 |
+
.chat-message .avatar img {
|
16 |
+
max-width: 78px;
|
17 |
+
max-height: 78px;
|
18 |
+
border-radius: 50%;
|
19 |
+
object-fit: cover;
|
20 |
+
}
|
21 |
+
.chat-message .message {
|
22 |
+
width: 80%;
|
23 |
+
padding: 0 1.5rem;
|
24 |
+
color: #fff;
|
25 |
+
}
|
26 |
+
'''
|
27 |
+
|
28 |
+
bot_template = '''
|
29 |
+
<div class="chat-message bot">
|
30 |
+
<div class="avatar">
|
31 |
+
<img src="https://i.ibb.co/cN0nmSj/Screenshot-2023-05-28-at-02-37-21.png" style="max-height: 78px; max-width: 78px; border-radius: 50%; object-fit: cover;">
|
32 |
+
</div>
|
33 |
+
<div class="message">{{MSG}}</div>
|
34 |
+
</div>
|
35 |
+
'''
|
36 |
+
|
37 |
+
user_template = '''
|
38 |
+
<div class="chat-message user">
|
39 |
+
<div class="avatar">
|
40 |
+
<img src="https://i.ibb.co/rdZC7LZ/Photo-logo-1.png">
|
41 |
+
</div>
|
42 |
+
<div class="message">{{MSG}}</div>
|
43 |
+
</div>
|
44 |
+
'''
|
makefile
ADDED
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
|
3 |
+
PYTHON_BINARY = $(VENV)/python
|
4 |
+
STREAMLIT_BINARY = $(VENV)/streamlit
|
5 |
+
|
6 |
+
|
7 |
+
re-venv: clean-venv venv
|
8 |
+
|
9 |
+
run: venv
|
10 |
+
$(PYTHON_BINARY) app.py
|
11 |
+
$(STREAMLIT_BINARY) run app.py
|
12 |
+
|
13 |
+
|
14 |
+
include Makefile.venv
|
requirements.txt
ADDED
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
langchain
|
2 |
+
openai
|
3 |
+
Streamlit
|
4 |
+
huggingface_hub
|
5 |
+
python-dotenv
|
6 |
+
watchdog
|
7 |
+
tiktoken
|
8 |
+
pinecone-client
|
9 |
+
joblib
|
10 |
+
pandas
|
11 |
+
scikit-learn
|
12 |
+
sentence_transformers
|
13 |
+
uvicorn
|
14 |
+
ctransformers
|
15 |
+
fastapi
|
16 |
+
ipykernel
|
17 |
+
python-box
|
18 |
+
transformers
|
19 |
+
PyPDF2
|
20 |
+
faiss-cpu
|
21 |
+
altair
|