yakilee Claude Opus 4.6 commited on
Commit
7915030
·
1 Parent(s): a73e01d

feat: add HuggingFace Spaces deployment configuration

Browse files

Add Docker-based deployment setup for HF Spaces:
- Move python-dotenv and add requests to production dependencies
- Generate requirements.txt (235 packages) for Docker builds
- Add Dockerfile with non-root user (uid 1000) for HF Spaces
- Add .streamlit/config.toml for port 7860 configuration
- Add .dockerignore to exclude dev files and caches
- Add README.md with HF Spaces YAML metadata
- Update .gitignore to exclude .claude/, traces/, *.trace

The app runs in demo mode by default with mock data. Full AI features
require GEMINI_API_KEY in HF Spaces secrets. Deployment uses 3-tier
fallback: Parlant → direct API → mock data.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

Files changed (8) hide show
  1. .dockerignore +69 -0
  2. .gitignore +3 -0
  3. .streamlit/config.toml +8 -0
  4. Dockerfile +41 -0
  5. README.md +77 -0
  6. pyproject.toml +3 -1
  7. requirements.txt +669 -0
  8. uv.lock +138 -2
.dockerignore ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Virtual environments
2
+ .venv/
3
+ venv/
4
+ env/
5
+
6
+ # Python cache
7
+ __pycache__/
8
+ *.py[cod]
9
+ *$py.class
10
+ *.so
11
+
12
+ # Environment files
13
+ .env
14
+ .env.local
15
+ .env.*.local
16
+
17
+ # Git
18
+ .git/
19
+ .gitignore
20
+
21
+ # Testing
22
+ .pytest_cache/
23
+ .coverage
24
+ htmlcov/
25
+ *.cover
26
+ .hypothesis/
27
+ .tox/
28
+
29
+ # Traces and logs
30
+ traces/
31
+ *.log
32
+ *.trace
33
+
34
+ # Parlant data
35
+ parlant-data/
36
+
37
+ # Tests
38
+ tests/
39
+ trialpath/tests/
40
+ app/tests/
41
+
42
+ # Development files
43
+ uv.lock
44
+ .python-version
45
+ .pre-commit-config.yaml
46
+
47
+ # IDE
48
+ .vscode/
49
+ .idea/
50
+ *.swp
51
+ *.swo
52
+ *~
53
+ .DS_Store
54
+
55
+ # Documentation
56
+ docs/
57
+ architecture/
58
+ *.md
59
+ !README.md
60
+
61
+ # CI/CD
62
+ .github/
63
+ .gitlab-ci.yml
64
+ .travis.yml
65
+
66
+ # Temporary files
67
+ tmp/
68
+ temp/
69
+ *.tmp
.gitignore CHANGED
@@ -10,3 +10,6 @@ build/
10
  .env
11
  .env.*
12
  parlant-data/
 
 
 
 
10
  .env
11
  .env.*
12
  parlant-data/
13
+ .claude/
14
+ traces/
15
+ *.trace
.streamlit/config.toml ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ [server]
2
+ port = 7860
3
+ headless = true
4
+ address = "0.0.0.0"
5
+
6
+ [browser]
7
+ serverAddress = "0.0.0.0"
8
+ serverPort = 7860
Dockerfile ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ FROM python:3.11-slim
2
+
3
+ # Set working directory
4
+ WORKDIR /app
5
+
6
+ # Install system dependencies
7
+ RUN apt-get update && apt-get install -y \
8
+ build-essential \
9
+ curl \
10
+ && rm -rf /var/lib/apt/lists/*
11
+
12
+ # Copy requirements first for better layer caching
13
+ COPY requirements.txt .
14
+
15
+ # Install Python dependencies
16
+ RUN pip install --no-cache-dir -r requirements.txt
17
+
18
+ # Copy application code
19
+ COPY . .
20
+
21
+ # Create non-root user (HF Spaces requirement)
22
+ RUN useradd -m -u 1000 user
23
+
24
+ # Change ownership to user
25
+ RUN chown -R user:user /app
26
+
27
+ # Switch to non-root user
28
+ USER user
29
+
30
+ # Expose port 7860 (HF Spaces default)
31
+ EXPOSE 7860
32
+
33
+ # Set environment variables
34
+ ENV HOME=/home/user \
35
+ PATH=/home/user/.local/bin:$PATH
36
+
37
+ # Health check
38
+ HEALTHCHECK CMD curl --fail http://localhost:7860/_stcore/health
39
+
40
+ # Run Streamlit
41
+ CMD ["streamlit", "run", "streamlit_app.py", "--server.port=7860", "--server.address=0.0.0.0"]
README.md ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ title: TrialPath
3
+ emoji: 🏥
4
+ sdk: docker
5
+ app_port: 7860
6
+ colorFrom: blue
7
+ colorTo: purple
8
+ ---
9
+
10
+ # TrialPath 🏥
11
+
12
+ AI-powered clinical trial matching system for NSCLC (Non-Small Cell Lung Cancer) patients.
13
+
14
+ ## Overview
15
+
16
+ TrialPath helps patients understand which clinical trials they may qualify for by:
17
+ - Extracting patient information from medical documents using AI
18
+ - Matching patients to relevant clinical trials from ClinicalTrials.gov
19
+ - Providing gap analysis to transform "rejection" into actionable next steps
20
+ - Offering a clear patient journey with 5 guided steps
21
+
22
+ ## Features
23
+
24
+ ✅ **Multi-modal Document Upload** - Upload medical records, pathology reports, and lab results (PDF, images)
25
+ ✅ **AI-Powered Extraction** - MedGemma 4B extracts structured patient profiles from unstructured documents
26
+ ✅ **Smart Trial Matching** - Searches ClinicalTrials.gov with semantic understanding of eligibility criteria
27
+ ✅ **Gap Analysis** - Identifies what's missing for trial eligibility and suggests next steps
28
+ ✅ **Privacy-First** - No data storage, all processing in-session
29
+
30
+ ## Tech Stack
31
+
32
+ - **Frontend**: Streamlit (Python)
33
+ - **AI Models**:
34
+ - Google Gemini 3 Pro (orchestration & planning)
35
+ - MedGemma 4B (medical document extraction)
36
+ - **Data Source**: ClinicalTrials.gov API v2
37
+ - **Workflow Engine**: Parlant (agentic framework)
38
+
39
+ ## Current Status
40
+
41
+ 🚧 **Proof of Concept** - Models and UI are functional with mock data. Live AI integrations in progress.
42
+
43
+ - ✅ UI: 5-page patient journey implemented
44
+ - ✅ Data Models: 5 Pydantic v2 contracts (PatientProfile, SearchAnchors, TrialCandidate, etc.)
45
+ - ✅ Services: MedGemma, Gemini, ClinicalTrials API clients ready
46
+ - 🚧 Agent: Parlant journey orchestration pending
47
+ - 🎯 Scope: NSCLC only, synthetic patients (no real PHI)
48
+
49
+ ## Demo Mode
50
+
51
+ The app runs in demo mode by default with synthetic patient data. To enable full AI features:
52
+
53
+ 1. Set `GEMINI_API_KEY` in Hugging Face Space secrets
54
+ 2. (Optional) Set `MEDGEMMA_ENDPOINT_URL` for MedGemma extraction
55
+ 3. (Optional) Set `HF_TOKEN` for Hugging Face authentication
56
+
57
+ ## Local Development
58
+
59
+ ```bash
60
+ # Install dependencies
61
+ pip install -r requirements.txt
62
+
63
+ # Run the app
64
+ streamlit run streamlit_app.py
65
+ ```
66
+
67
+ ## License
68
+
69
+ MIT License - See LICENSE file for details
70
+
71
+ ## Contact
72
+
73
+ For questions or feedback, please open an issue on GitHub.
74
+
75
+ ---
76
+
77
+ Built with ❤️ for patients navigating clinical trial enrollment
pyproject.toml CHANGED
@@ -12,6 +12,8 @@ dependencies = [
12
  "huggingface-hub>=0.20",
13
  "Pillow>=10.0",
14
  "structlog>=24.0",
 
 
15
  ]
16
 
17
  [dependency-groups]
@@ -21,8 +23,8 @@ dev = [
21
  "pytest>=8.0",
22
  "pytest-asyncio>=0.24",
23
  "pytest-cov>=6.0",
 
24
  "pytest-timeout>=2.3",
25
- "python-dotenv>=1.0",
26
  "ruff>=0.8",
27
  "ty>=0.0.15",
28
  ]
 
12
  "huggingface-hub>=0.20",
13
  "Pillow>=10.0",
14
  "structlog>=24.0",
15
+ "python-dotenv>=1.0",
16
+ "requests>=2.31",
17
  ]
18
 
19
  [dependency-groups]
 
23
  "pytest>=8.0",
24
  "pytest-asyncio>=0.24",
25
  "pytest-cov>=6.0",
26
+ "pytest-playwright>=0.7.2",
27
  "pytest-timeout>=2.3",
 
28
  "ruff>=0.8",
29
  "ty>=0.0.15",
30
  ]
requirements.txt ADDED
@@ -0,0 +1,669 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # This file was autogenerated by uv via the following command:
2
+ # uv export --no-dev --no-hashes -o requirements.txt
3
+ aiofiles==25.1.0
4
+ # via parlant
5
+ aiopenapi3==0.9.0
6
+ # via parlant
7
+ aiorwlock==1.5.0
8
+ # via parlant
9
+ altair==6.0.0
10
+ # via streamlit
11
+ annotated-doc==0.0.4
12
+ # via fastapi
13
+ annotated-types==0.7.0
14
+ # via pydantic
15
+ anyio==4.12.1
16
+ # via
17
+ # google-genai
18
+ # httpx
19
+ # mcp
20
+ # openai
21
+ # sse-starlette
22
+ # starlette
23
+ attrs==25.4.0
24
+ # via
25
+ # cyclopts
26
+ # jsonschema
27
+ # referencing
28
+ authlib==1.6.6
29
+ # via
30
+ # fastmcp
31
+ # parlant
32
+ backports-tarfile==1.2.0 ; python_full_version < '3.12'
33
+ # via jaraco-context
34
+ beartype==0.22.9
35
+ # via
36
+ # py-key-value-aio
37
+ # py-key-value-shared
38
+ blinker==1.9.0
39
+ # via streamlit
40
+ boto3==1.42.43
41
+ # via parlant
42
+ botocore==1.42.43
43
+ # via
44
+ # boto3
45
+ # s3transfer
46
+ cachetools==6.2.6
47
+ # via
48
+ # parlant
49
+ # py-key-value-aio
50
+ # streamlit
51
+ certifi==2026.1.4
52
+ # via
53
+ # httpcore
54
+ # httpx
55
+ # requests
56
+ cffi==2.0.0 ; platform_python_implementation != 'PyPy'
57
+ # via cryptography
58
+ chardet==5.2.0
59
+ # via prance
60
+ charset-normalizer==3.4.4
61
+ # via requests
62
+ click==8.3.1
63
+ # via
64
+ # parlant
65
+ # streamlit
66
+ # typer-slim
67
+ # uvicorn
68
+ colorama==0.4.6
69
+ # via
70
+ # click
71
+ # parlant
72
+ # tqdm
73
+ coloredlogs==15.0.1
74
+ # via parlant
75
+ contextvars==2.4
76
+ # via parlant
77
+ contourpy==1.3.3
78
+ # via matplotlib
79
+ croniter==6.0.0
80
+ # via parlant
81
+ cryptography==46.0.4
82
+ # via
83
+ # authlib
84
+ # google-auth
85
+ # pyjwt
86
+ # secretstorage
87
+ cuda-bindings==12.9.4 ; platform_machine == 'x86_64' and sys_platform == 'linux'
88
+ # via torch
89
+ cuda-pathfinder==1.3.3 ; platform_machine == 'x86_64' and sys_platform == 'linux'
90
+ # via cuda-bindings
91
+ cycler==0.12.1
92
+ # via matplotlib
93
+ cyclopts==4.5.1
94
+ # via fastmcp
95
+ deprecated==1.3.1
96
+ # via limits
97
+ diskcache==5.6.3
98
+ # via py-key-value-aio
99
+ distro==1.9.0
100
+ # via
101
+ # google-genai
102
+ # openai
103
+ dnspython==2.8.0
104
+ # via email-validator
105
+ docstring-parser==0.17.0
106
+ # via cyclopts
107
+ docutils==0.22.4
108
+ # via rich-rst
109
+ email-validator==2.3.0
110
+ # via
111
+ # aiopenapi3
112
+ # pydantic
113
+ exceptiongroup==1.3.1
114
+ # via fastmcp
115
+ fastapi==0.128.2
116
+ # via parlant
117
+ fastmcp==2.13.0
118
+ # via parlant
119
+ filelock==3.20.3
120
+ # via
121
+ # huggingface-hub
122
+ # torch
123
+ fonttools==4.61.1
124
+ # via matplotlib
125
+ fsspec==2026.2.0
126
+ # via
127
+ # huggingface-hub
128
+ # torch
129
+ gitdb==4.0.12
130
+ # via gitpython
131
+ gitpython==3.1.46
132
+ # via streamlit
133
+ google-api-core==2.29.0
134
+ # via parlant
135
+ google-auth==2.48.0
136
+ # via
137
+ # google-api-core
138
+ # google-genai
139
+ google-genai==1.62.0
140
+ # via
141
+ # parlant
142
+ # trialpath
143
+ googleapis-common-protos==1.72.0
144
+ # via
145
+ # google-api-core
146
+ # opentelemetry-exporter-otlp-proto-grpc
147
+ # opentelemetry-exporter-otlp-proto-http
148
+ grpcio==1.78.0
149
+ # via opentelemetry-exporter-otlp-proto-grpc
150
+ h11==0.16.0
151
+ # via
152
+ # httpcore
153
+ # uvicorn
154
+ hf-xet==1.2.0 ; platform_machine == 'AMD64' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64'
155
+ # via huggingface-hub
156
+ httpcore==1.0.9
157
+ # via httpx
158
+ httpx==0.28.1
159
+ # via
160
+ # aiopenapi3
161
+ # fastmcp
162
+ # google-genai
163
+ # huggingface-hub
164
+ # mcp
165
+ # openai
166
+ # parlant
167
+ # parlant-client
168
+ # trialpath
169
+ httpx-sse==0.4.3
170
+ # via mcp
171
+ huggingface-hub==1.4.1
172
+ # via
173
+ # tokenizers
174
+ # trialpath
175
+ humanfriendly==10.0
176
+ # via coloredlogs
177
+ idna==3.11
178
+ # via
179
+ # anyio
180
+ # email-validator
181
+ # httpx
182
+ # requests
183
+ # yarl
184
+ immutables==0.21
185
+ # via contextvars
186
+ importlib-metadata==8.7.1
187
+ # via
188
+ # keyring
189
+ # opentelemetry-api
190
+ isodate==0.7.2
191
+ # via openapi-core
192
+ jaraco-classes==3.4.0
193
+ # via keyring
194
+ jaraco-context==6.1.0
195
+ # via keyring
196
+ jaraco-functools==4.4.0
197
+ # via keyring
198
+ jeepney==0.9.0 ; sys_platform == 'linux'
199
+ # via
200
+ # keyring
201
+ # secretstorage
202
+ jinja2==3.1.6
203
+ # via
204
+ # altair
205
+ # parlant
206
+ # pydeck
207
+ # torch
208
+ jiter==0.13.0
209
+ # via openai
210
+ jmespath==1.1.0
211
+ # via
212
+ # aiopenapi3
213
+ # boto3
214
+ # botocore
215
+ jsonfinder==0.4.2
216
+ # via parlant
217
+ jsonschema==4.26.0
218
+ # via
219
+ # altair
220
+ # mcp
221
+ # openapi-core
222
+ # openapi-schema-validator
223
+ # openapi-spec-validator
224
+ # parlant
225
+ jsonschema-path==0.3.4
226
+ # via
227
+ # openapi-core
228
+ # openapi-spec-validator
229
+ jsonschema-specifications==2025.9.1
230
+ # via
231
+ # jsonschema
232
+ # openapi-schema-validator
233
+ keyring==25.7.0
234
+ # via py-key-value-aio
235
+ kiwisolver==1.4.9
236
+ # via matplotlib
237
+ lagom==2.7.7
238
+ # via parlant
239
+ lazy-object-proxy==1.12.0
240
+ # via openapi-spec-validator
241
+ librt==0.7.8 ; platform_python_implementation != 'PyPy'
242
+ # via mypy
243
+ limits==5.8.0
244
+ # via parlant
245
+ markdown-it-py==4.0.0
246
+ # via rich
247
+ markupsafe==3.0.3
248
+ # via
249
+ # jinja2
250
+ # werkzeug
251
+ matplotlib==3.10.8
252
+ # via networkx
253
+ mcp==1.26.0
254
+ # via
255
+ # fastmcp
256
+ # parlant
257
+ mdurl==0.1.2
258
+ # via markdown-it-py
259
+ more-itertools==10.8.0
260
+ # via
261
+ # aiopenapi3
262
+ # jaraco-classes
263
+ # jaraco-functools
264
+ # openapi-core
265
+ # parlant
266
+ mpmath==1.3.0
267
+ # via sympy
268
+ multidict==6.7.1
269
+ # via yarl
270
+ mypy==1.19.1
271
+ # via parlant-client
272
+ mypy-extensions==1.1.0
273
+ # via mypy
274
+ nano-vectordb==0.0.4.3
275
+ # via parlant
276
+ nanoid==2.0.0
277
+ # via
278
+ # parlant
279
+ # parlant-client
280
+ narwhals==2.16.0
281
+ # via altair
282
+ networkx==3.6.1
283
+ # via
284
+ # parlant
285
+ # torch
286
+ numpy==2.4.2
287
+ # via
288
+ # contourpy
289
+ # matplotlib
290
+ # nano-vectordb
291
+ # networkx
292
+ # pandas
293
+ # pydeck
294
+ # scipy
295
+ # streamlit
296
+ nvidia-cublas-cu12==12.8.4.1 ; platform_machine == 'x86_64' and sys_platform == 'linux'
297
+ # via
298
+ # nvidia-cudnn-cu12
299
+ # nvidia-cusolver-cu12
300
+ # torch
301
+ nvidia-cuda-cupti-cu12==12.8.90 ; platform_machine == 'x86_64' and sys_platform == 'linux'
302
+ # via torch
303
+ nvidia-cuda-nvrtc-cu12==12.8.93 ; platform_machine == 'x86_64' and sys_platform == 'linux'
304
+ # via torch
305
+ nvidia-cuda-runtime-cu12==12.8.90 ; platform_machine == 'x86_64' and sys_platform == 'linux'
306
+ # via torch
307
+ nvidia-cudnn-cu12==9.10.2.21 ; platform_machine == 'x86_64' and sys_platform == 'linux'
308
+ # via torch
309
+ nvidia-cufft-cu12==11.3.3.83 ; platform_machine == 'x86_64' and sys_platform == 'linux'
310
+ # via torch
311
+ nvidia-cufile-cu12==1.13.1.3 ; platform_machine == 'x86_64' and sys_platform == 'linux'
312
+ # via torch
313
+ nvidia-curand-cu12==10.3.9.90 ; platform_machine == 'x86_64' and sys_platform == 'linux'
314
+ # via torch
315
+ nvidia-cusolver-cu12==11.7.3.90 ; platform_machine == 'x86_64' and sys_platform == 'linux'
316
+ # via torch
317
+ nvidia-cusparse-cu12==12.5.8.93 ; platform_machine == 'x86_64' and sys_platform == 'linux'
318
+ # via
319
+ # nvidia-cusolver-cu12
320
+ # torch
321
+ nvidia-cusparselt-cu12==0.7.1 ; platform_machine == 'x86_64' and sys_platform == 'linux'
322
+ # via torch
323
+ nvidia-nccl-cu12==2.27.5 ; platform_machine == 'x86_64' and sys_platform == 'linux'
324
+ # via torch
325
+ nvidia-nvjitlink-cu12==12.8.93 ; platform_machine == 'x86_64' and sys_platform == 'linux'
326
+ # via
327
+ # nvidia-cufft-cu12
328
+ # nvidia-cusolver-cu12
329
+ # nvidia-cusparse-cu12
330
+ # torch
331
+ nvidia-nvshmem-cu12==3.4.5 ; platform_machine == 'x86_64' and sys_platform == 'linux'
332
+ # via torch
333
+ nvidia-nvtx-cu12==12.8.90 ; platform_machine == 'x86_64' and sys_platform == 'linux'
334
+ # via torch
335
+ openai==2.17.0
336
+ # via parlant
337
+ openapi-core==0.22.0
338
+ # via fastmcp
339
+ openapi-pydantic==0.5.1
340
+ # via fastmcp
341
+ openapi-schema-validator==0.6.3
342
+ # via
343
+ # openapi-core
344
+ # openapi-spec-validator
345
+ openapi-spec-validator==0.7.2
346
+ # via
347
+ # openapi-core
348
+ # openapi3-parser
349
+ openapi3-parser==1.1.21
350
+ # via parlant
351
+ opentelemetry-api==1.39.1
352
+ # via
353
+ # opentelemetry-exporter-otlp-proto-grpc
354
+ # opentelemetry-exporter-otlp-proto-http
355
+ # opentelemetry-instrumentation
356
+ # opentelemetry-sdk
357
+ # opentelemetry-semantic-conventions
358
+ # parlant
359
+ opentelemetry-exporter-otlp==1.39.1
360
+ # via parlant
361
+ opentelemetry-exporter-otlp-proto-common==1.39.1
362
+ # via
363
+ # opentelemetry-exporter-otlp-proto-grpc
364
+ # opentelemetry-exporter-otlp-proto-http
365
+ opentelemetry-exporter-otlp-proto-grpc==1.39.1
366
+ # via opentelemetry-exporter-otlp
367
+ opentelemetry-exporter-otlp-proto-http==1.39.1
368
+ # via opentelemetry-exporter-otlp
369
+ opentelemetry-instrumentation==0.60b1
370
+ # via parlant
371
+ opentelemetry-proto==1.39.1
372
+ # via
373
+ # opentelemetry-exporter-otlp-proto-common
374
+ # opentelemetry-exporter-otlp-proto-grpc
375
+ # opentelemetry-exporter-otlp-proto-http
376
+ opentelemetry-sdk==1.39.1
377
+ # via
378
+ # opentelemetry-exporter-otlp-proto-grpc
379
+ # opentelemetry-exporter-otlp-proto-http
380
+ # parlant
381
+ opentelemetry-semantic-conventions==0.60b1
382
+ # via
383
+ # opentelemetry-instrumentation
384
+ # opentelemetry-sdk
385
+ packaging==26.0
386
+ # via
387
+ # altair
388
+ # huggingface-hub
389
+ # limits
390
+ # matplotlib
391
+ # opentelemetry-instrumentation
392
+ # prance
393
+ # streamlit
394
+ pandas==2.3.3
395
+ # via
396
+ # networkx
397
+ # streamlit
398
+ parlant==3.1.2
399
+ # via trialpath
400
+ parlant-client==3.1.0
401
+ # via parlant
402
+ pathable==0.4.4
403
+ # via jsonschema-path
404
+ pathspec==1.0.4
405
+ # via mypy
406
+ pathvalidate==3.3.1
407
+ # via py-key-value-aio
408
+ pillow==12.1.0
409
+ # via
410
+ # matplotlib
411
+ # streamlit
412
+ # trialpath
413
+ platformdirs==4.5.1
414
+ # via fastmcp
415
+ prance==25.4.8.0
416
+ # via openapi3-parser
417
+ propcache==0.4.1
418
+ # via yarl
419
+ proto-plus==1.27.1
420
+ # via google-api-core
421
+ protobuf==6.33.5
422
+ # via
423
+ # google-api-core
424
+ # googleapis-common-protos
425
+ # opentelemetry-proto
426
+ # proto-plus
427
+ # streamlit
428
+ py-key-value-aio==0.2.8
429
+ # via fastmcp
430
+ py-key-value-shared==0.2.8
431
+ # via py-key-value-aio
432
+ pyarrow==23.0.0
433
+ # via streamlit
434
+ pyasn1==0.6.2
435
+ # via
436
+ # pyasn1-modules
437
+ # rsa
438
+ pyasn1-modules==0.4.2
439
+ # via google-auth
440
+ pycparser==3.0 ; implementation_name != 'PyPy' and platform_python_implementation != 'PyPy'
441
+ # via cffi
442
+ pydantic==2.11.9
443
+ # via
444
+ # aiopenapi3
445
+ # fastapi
446
+ # fastmcp
447
+ # google-genai
448
+ # mcp
449
+ # openai
450
+ # openapi-pydantic
451
+ # parlant-client
452
+ # pydantic-settings
453
+ # trialpath
454
+ pydantic-core==2.33.2
455
+ # via pydantic
456
+ pydantic-settings==2.12.0
457
+ # via mcp
458
+ pydeck==0.9.1
459
+ # via streamlit
460
+ pygments==2.19.2
461
+ # via rich
462
+ pyjwt==2.11.0
463
+ # via mcp
464
+ pyparsing==3.3.2
465
+ # via matplotlib
466
+ pyperclip==1.11.0
467
+ # via fastmcp
468
+ pyreadline3==3.5.4 ; sys_platform == 'win32'
469
+ # via humanfriendly
470
+ python-dateutil==2.9.0.post0
471
+ # via
472
+ # botocore
473
+ # croniter
474
+ # matplotlib
475
+ # pandas
476
+ # parlant
477
+ python-dotenv==1.2.1
478
+ # via
479
+ # fastmcp
480
+ # parlant
481
+ # pydantic-settings
482
+ # trialpath
483
+ python-multipart==0.0.22
484
+ # via mcp
485
+ pytz==2025.2
486
+ # via
487
+ # croniter
488
+ # pandas
489
+ pywin32==311 ; sys_platform == 'win32'
490
+ # via mcp
491
+ pywin32-ctypes==0.2.3 ; sys_platform == 'win32'
492
+ # via keyring
493
+ pyyaml==6.0.3
494
+ # via
495
+ # aiopenapi3
496
+ # huggingface-hub
497
+ # jsonschema-path
498
+ referencing==0.36.2
499
+ # via
500
+ # jsonschema
501
+ # jsonschema-path
502
+ # jsonschema-specifications
503
+ # types-jsonschema
504
+ regex==2026.1.15
505
+ # via tiktoken
506
+ requests==2.32.5
507
+ # via
508
+ # google-api-core
509
+ # google-auth
510
+ # google-genai
511
+ # jsonschema-path
512
+ # opentelemetry-exporter-otlp-proto-http
513
+ # parlant
514
+ # prance
515
+ # streamlit
516
+ # tiktoken
517
+ # trialpath
518
+ rfc3339-validator==0.1.4
519
+ # via openapi-schema-validator
520
+ rich==14.3.2
521
+ # via
522
+ # cyclopts
523
+ # fastmcp
524
+ # parlant
525
+ # rich-rst
526
+ rich-rst==1.3.2
527
+ # via cyclopts
528
+ rpds-py==0.30.0
529
+ # via
530
+ # jsonschema
531
+ # referencing
532
+ rsa==4.9.1
533
+ # via google-auth
534
+ ruamel-yaml==0.19.1
535
+ # via prance
536
+ s3transfer==0.16.0
537
+ # via boto3
538
+ scipy==1.17.0
539
+ # via networkx
540
+ secretstorage==3.5.0 ; sys_platform == 'linux'
541
+ # via keyring
542
+ semver==3.0.4
543
+ # via parlant
544
+ setuptools==80.10.2 ; python_full_version >= '3.12'
545
+ # via torch
546
+ shellingham==1.5.4
547
+ # via huggingface-hub
548
+ six==1.17.0
549
+ # via
550
+ # python-dateutil
551
+ # rfc3339-validator
552
+ smmap==5.0.2
553
+ # via gitdb
554
+ sniffio==1.3.1
555
+ # via
556
+ # google-genai
557
+ # openai
558
+ sse-starlette==3.2.0
559
+ # via mcp
560
+ starlette==0.50.0
561
+ # via
562
+ # fastapi
563
+ # mcp
564
+ # parlant
565
+ # sse-starlette
566
+ streamlit==1.54.0
567
+ # via trialpath
568
+ structlog==25.5.0
569
+ # via
570
+ # parlant
571
+ # trialpath
572
+ sympy==1.14.0
573
+ # via torch
574
+ tabulate==0.9.0
575
+ # via parlant
576
+ tenacity==9.1.3
577
+ # via
578
+ # google-genai
579
+ # streamlit
580
+ tiktoken==0.12.0
581
+ # via parlant
582
+ tokenizers==0.22.2
583
+ # via parlant
584
+ toml==0.10.2
585
+ # via
586
+ # parlant
587
+ # streamlit
588
+ torch==2.10.0
589
+ # via parlant
590
+ tornado==6.5.4
591
+ # via streamlit
592
+ tqdm==4.67.3
593
+ # via
594
+ # huggingface-hub
595
+ # openai
596
+ triton==3.6.0 ; platform_machine == 'x86_64' and sys_platform == 'linux'
597
+ # via torch
598
+ typer-slim==0.21.1
599
+ # via huggingface-hub
600
+ types-aiofiles==25.1.0.20251011
601
+ # via parlant
602
+ types-cachetools==6.2.0.20251022
603
+ # via parlant
604
+ types-croniter==6.0.0.20250809
605
+ # via parlant
606
+ types-jsonschema==4.26.0.20260202
607
+ # via parlant
608
+ typing-extensions==4.15.0
609
+ # via
610
+ # altair
611
+ # anyio
612
+ # exceptiongroup
613
+ # fastapi
614
+ # google-genai
615
+ # grpcio
616
+ # huggingface-hub
617
+ # limits
618
+ # mcp
619
+ # mypy
620
+ # openai
621
+ # openapi-core
622
+ # opentelemetry-api
623
+ # opentelemetry-exporter-otlp-proto-grpc
624
+ # opentelemetry-exporter-otlp-proto-http
625
+ # opentelemetry-sdk
626
+ # opentelemetry-semantic-conventions
627
+ # py-key-value-shared
628
+ # pydantic
629
+ # pydantic-core
630
+ # referencing
631
+ # starlette
632
+ # streamlit
633
+ # torch
634
+ # typer-slim
635
+ # typing-inspection
636
+ typing-inspection==0.4.2
637
+ # via
638
+ # fastapi
639
+ # mcp
640
+ # pydantic
641
+ # pydantic-settings
642
+ tzdata==2025.3
643
+ # via pandas
644
+ urllib3==2.6.3
645
+ # via
646
+ # botocore
647
+ # requests
648
+ uvicorn==0.40.0
649
+ # via
650
+ # mcp
651
+ # parlant
652
+ watchdog==6.0.0 ; sys_platform != 'darwin'
653
+ # via streamlit
654
+ websocket-client==1.9.0
655
+ # via parlant
656
+ websockets==15.0.1
657
+ # via
658
+ # fastmcp
659
+ # google-genai
660
+ werkzeug==3.1.5
661
+ # via openapi-core
662
+ wrapt==1.17.3
663
+ # via
664
+ # deprecated
665
+ # opentelemetry-instrumentation
666
+ yarl==1.22.0
667
+ # via aiopenapi3
668
+ zipp==3.23.0
669
+ # via importlib-metadata
uv.lock CHANGED
@@ -1201,6 +1201,58 @@ wheels = [
1201
  { url = "https://files.pythonhosted.org/packages/c4/ab/09169d5a4612a5f92490806649ac8d41e3ec9129c636754575b3553f4ea4/googleapis_common_protos-1.72.0-py3-none-any.whl", hash = "sha256:4299c5a82d5ae1a9702ada957347726b167f9f8d1fc352477702a1e851ff4038", size = 297515, upload-time = "2025-11-06T18:29:13.14Z" },
1202
  ]
1203
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1204
  [[package]]
1205
  name = "grpcio"
1206
  version = "1.78.0"
@@ -3009,6 +3061,25 @@ wheels = [
3009
  { url = "https://files.pythonhosted.org/packages/cb/28/3bfe2fa5a7b9c46fe7e13c97bda14c895fb10fa2ebf1d0abb90e0cea7ee1/platformdirs-4.5.1-py3-none-any.whl", hash = "sha256:d03afa3963c806a9bed9d5125c8f4cb2fdaf74a55ab60e5d59b3fde758104d31", size = 18731, upload-time = "2025-12-05T13:52:56.823Z" },
3010
  ]
3011
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3012
  [[package]]
3013
  name = "pluggy"
3014
  version = "1.6.0"
@@ -3405,6 +3476,18 @@ wheels = [
3405
  { url = "https://files.pythonhosted.org/packages/ab/4c/b888e6cf58bd9db9c93f40d1c6be8283ff49d88919231afe93a6bcf61626/pydeck-0.9.1-py2.py3-none-any.whl", hash = "sha256:b3f75ba0d273fc917094fa61224f3f6076ca8752b93d46faf3bcfd9f9d59b038", size = 6900403, upload-time = "2024-05-10T15:36:17.36Z" },
3406
  ]
3407
 
 
 
 
 
 
 
 
 
 
 
 
 
3408
  [[package]]
3409
  name = "pygments"
3410
  version = "2.19.2"
@@ -3484,6 +3567,19 @@ wheels = [
3484
  { url = "https://files.pythonhosted.org/packages/e5/35/f8b19922b6a25bc0880171a2f1a003eaeb93657475193ab516fd87cac9da/pytest_asyncio-1.3.0-py3-none-any.whl", hash = "sha256:611e26147c7f77640e6d0a92a38ed17c3e9848063698d5c93d5aa7aa11cebff5", size = 15075, upload-time = "2025-11-10T16:07:45.537Z" },
3485
  ]
3486
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3487
  [[package]]
3488
  name = "pytest-cov"
3489
  version = "7.0.0"
@@ -3498,6 +3594,21 @@ wheels = [
3498
  { url = "https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl", hash = "sha256:3b8e9558b16cc1479da72058bdecf8073661c7f57f7d3c5f22a1c23507f2d861", size = 22424, upload-time = "2025-09-09T10:57:00.695Z" },
3499
  ]
3500
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3501
  [[package]]
3502
  name = "pytest-timeout"
3503
  version = "2.4.0"
@@ -3540,6 +3651,18 @@ wheels = [
3540
  { url = "https://files.pythonhosted.org/packages/1b/d0/397f9626e711ff749a95d96b7af99b9c566a9bb5129b8e4c10fc4d100304/python_multipart-0.0.22-py3-none-any.whl", hash = "sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155", size = 24579, upload-time = "2026-01-25T10:15:54.811Z" },
3541
  ]
3542
 
 
 
 
 
 
 
 
 
 
 
 
 
3543
  [[package]]
3544
  name = "pytz"
3545
  version = "2025.2"
@@ -4201,6 +4324,15 @@ wheels = [
4201
  { url = "https://files.pythonhosted.org/packages/64/6b/cdc85edb15e384d8e934aad89638cc8646e118c80de94c60125d0fc0a185/tenacity-9.1.3-py3-none-any.whl", hash = "sha256:51171cfc6b8a7826551e2f029426b10a6af189c5ac6986adcd7eb36d42f17954", size = 28858, upload-time = "2026-02-05T06:33:11.219Z" },
4202
  ]
4203
 
 
 
 
 
 
 
 
 
 
4204
  [[package]]
4205
  name = "tiktoken"
4206
  version = "0.12.0"
@@ -4446,6 +4578,8 @@ dependencies = [
4446
  { name = "parlant", extra = ["gemini"] },
4447
  { name = "pillow" },
4448
  { name = "pydantic" },
 
 
4449
  { name = "streamlit" },
4450
  { name = "structlog" },
4451
  ]
@@ -4457,8 +4591,8 @@ dev = [
4457
  { name = "pytest" },
4458
  { name = "pytest-asyncio" },
4459
  { name = "pytest-cov" },
 
4460
  { name = "pytest-timeout" },
4461
- { name = "python-dotenv" },
4462
  { name = "ruff" },
4463
  { name = "ty" },
4464
  ]
@@ -4471,6 +4605,8 @@ requires-dist = [
4471
  { name = "parlant", extras = ["gemini"] },
4472
  { name = "pillow", specifier = ">=10.0" },
4473
  { name = "pydantic", specifier = ">=2.0" },
 
 
4474
  { name = "streamlit", specifier = ">=1.40" },
4475
  { name = "structlog", specifier = ">=24.0" },
4476
  ]
@@ -4482,8 +4618,8 @@ dev = [
4482
  { name = "pytest", specifier = ">=8.0" },
4483
  { name = "pytest-asyncio", specifier = ">=0.24" },
4484
  { name = "pytest-cov", specifier = ">=6.0" },
 
4485
  { name = "pytest-timeout", specifier = ">=2.3" },
4486
- { name = "python-dotenv", specifier = ">=1.0" },
4487
  { name = "ruff", specifier = ">=0.8" },
4488
  { name = "ty", specifier = ">=0.0.15" },
4489
  ]
 
1201
  { url = "https://files.pythonhosted.org/packages/c4/ab/09169d5a4612a5f92490806649ac8d41e3ec9129c636754575b3553f4ea4/googleapis_common_protos-1.72.0-py3-none-any.whl", hash = "sha256:4299c5a82d5ae1a9702ada957347726b167f9f8d1fc352477702a1e851ff4038", size = 297515, upload-time = "2025-11-06T18:29:13.14Z" },
1202
  ]
1203
 
1204
+ [[package]]
1205
+ name = "greenlet"
1206
+ version = "3.3.1"
1207
+ source = { registry = "https://pypi.org/simple" }
1208
+ sdist = { url = "https://files.pythonhosted.org/packages/8a/99/1cd3411c56a410994669062bd73dd58270c00cc074cac15f385a1fd91f8a/greenlet-3.3.1.tar.gz", hash = "sha256:41848f3230b58c08bb43dee542e74a2a2e34d3c59dc3076cec9151aeeedcae98", size = 184690, upload-time = "2026-01-23T15:31:02.076Z" }
1209
+ wheels = [
1210
+ { url = "https://files.pythonhosted.org/packages/ec/e8/2e1462c8fdbe0f210feb5ac7ad2d9029af8be3bf45bd9fa39765f821642f/greenlet-3.3.1-cp311-cp311-macosx_11_0_universal2.whl", hash = "sha256:5fd23b9bc6d37b563211c6abbb1b3cab27db385a4449af5c32e932f93017080c", size = 274974, upload-time = "2026-01-23T15:31:02.891Z" },
1211
+ { url = "https://files.pythonhosted.org/packages/7e/a8/530a401419a6b302af59f67aaf0b9ba1015855ea7e56c036b5928793c5bd/greenlet-3.3.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:09f51496a0bfbaa9d74d36a52d2580d1ef5ed4fdfcff0a73730abfbbbe1403dd", size = 577175, upload-time = "2026-01-23T16:00:56.213Z" },
1212
+ { url = "https://files.pythonhosted.org/packages/8e/89/7e812bb9c05e1aaef9b597ac1d0962b9021d2c6269354966451e885c4e6b/greenlet-3.3.1-cp311-cp311-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:cb0feb07fe6e6a74615ee62a880007d976cf739b6669cce95daa7373d4fc69c5", size = 590401, upload-time = "2026-01-23T16:05:26.365Z" },
1213
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3084
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3085
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3476
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3479
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3490
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3491
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3493
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3567
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3570
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3573
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3582
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3583
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3584
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3585
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3594
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3595
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3596
 
3597
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3599
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3600
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3601
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3610
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3611
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3612
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3613
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3614
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3651
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3652
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3654
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3655
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3656
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3657
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3664
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3665
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3666
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3667
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3668
  version = "2025.2"
 
4324
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4325
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4327
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4329
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4330
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4331
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4335
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4336
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4338
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4578
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4579
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4580
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4581
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4582
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4583
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4584
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4585
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4591
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4592
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4593
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4594
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4595
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4596
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4597
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4598
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4605
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4606
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4607
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4608
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4609
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4610
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4611
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4612
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4618
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4619
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4620
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4621
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4622
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4623
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4624
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4625
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